From ad7d65c2fd51d24d0a9aaee482d96cfe9beb7442 Mon Sep 17 00:00:00 2001
From: ci-build <ci-build@merino.mozilla.org>
Date: Wed, 6 Nov 2024 19:08:22 +0000
Subject: [PATCH] [skip ci] Docs updates

---
 dev/release-process.html | 20 ++++++++++----
 print.html               | 59 +++++++++++++++++++++++++---------------
 searchindex.js           |  2 +-
 searchindex.json         |  2 +-
 testing/load-tests.html  | 39 +++++++++++++++-----------
 5 files changed, 76 insertions(+), 46 deletions(-)

diff --git a/dev/release-process.html b/dev/release-process.html
index e0e0795df..7a9455471 100644
--- a/dev/release-process.html
+++ b/dev/release-process.html
@@ -166,12 +166,20 @@ <h2 id="versioning"><a class="header" href="#versioning">Versioning</a></h2>
 <p>The commit hash of the deployed code is considered its version identifier. The commit hash can be
 retrieved locally via <code>git rev-parse HEAD</code>.</p>
 <h2 id="load-testing"><a class="header" href="#load-testing">Load Testing</a></h2>
-<p>Load testing can be run locally or as a part of the deployment process. Local execution does not
-require any labeling in commit messages. For deployment, you have to add a label to the message of
-the commit that you wish to deploy in the form of: <code>[load test: (abort|warn)]</code>. In most cases this
-will be the merge commit created by merging a GitHub pull request.</p>
-<p><code>abort</code> will prevent deployment should the load testing fail while <code>warn</code> will warn via Slack and
-continue deployment. For detailed specifics on load testing and this convention, please see the
+<p>Load testing can be performed either locally or during the deployment process. During deployment,
+load tests are run against the staging environment before Merino-py is promoted to production.</p>
+<p>Load tests in continuous deployment are controlled by adding a specific label to the commit message
+being deployed. The format for the label is <code>[load test: (abort|skip|warn)]</code>. Typically, this label
+is added to the merge commit created when a GitHub pull request is integrated.</p>
+<ul>
+<li><code>abort</code>: Stops the deployment if the load test fails.</li>
+<li><code>skip</code>: Skips load testing entirely during deployment.</li>
+<li><code>warn</code>: Proceeds with the deployment even if the load test fails, but sends a warning notification
+through Slack.</li>
+</ul>
+<p>If no label is included in the commit message, the default behavior is to run the load test and
+issue a warning if it fails.</p>
+<p>For more detailed information about load testing procedures and conventions, please refer to the
 <a href="https://github.com/mozilla-services/merino-py/blob/main/tests/load/README.md">Load Test README</a>.</p>
 <p>Logs from load tests executed in continuous deployment are available in the <code>/data</code> volume of the
 Locust master kubernetes pod.</p>
diff --git a/print.html b/print.html
index 029003623..029400ab4 100644
--- a/print.html
+++ b/print.html
@@ -900,12 +900,20 @@ <h2 id="versioning"><a class="header" href="#versioning">Versioning</a></h2>
 <p>The commit hash of the deployed code is considered its version identifier. The commit hash can be
 retrieved locally via <code>git rev-parse HEAD</code>.</p>
 <h2 id="load-testing"><a class="header" href="#load-testing">Load Testing</a></h2>
-<p>Load testing can be run locally or as a part of the deployment process. Local execution does not
-require any labeling in commit messages. For deployment, you have to add a label to the message of
-the commit that you wish to deploy in the form of: <code>[load test: (abort|warn)]</code>. In most cases this
-will be the merge commit created by merging a GitHub pull request.</p>
-<p><code>abort</code> will prevent deployment should the load testing fail while <code>warn</code> will warn via Slack and
-continue deployment. For detailed specifics on load testing and this convention, please see the
+<p>Load testing can be performed either locally or during the deployment process. During deployment,
+load tests are run against the staging environment before Merino-py is promoted to production.</p>
+<p>Load tests in continuous deployment are controlled by adding a specific label to the commit message
+being deployed. The format for the label is <code>[load test: (abort|skip|warn)]</code>. Typically, this label
+is added to the merge commit created when a GitHub pull request is integrated.</p>
+<ul>
+<li><code>abort</code>: Stops the deployment if the load test fails.</li>
+<li><code>skip</code>: Skips load testing entirely during deployment.</li>
+<li><code>warn</code>: Proceeds with the deployment even if the load test fails, but sends a warning notification
+through Slack.</li>
+</ul>
+<p>If no label is included in the commit message, the default behavior is to run the load test and
+issue a warning if it fails.</p>
+<p>For more detailed information about load testing procedures and conventions, please refer to the
 <a href="https://github.com/mozilla-services/merino-py/blob/main/tests/load/README.md">Load Test README</a>.</p>
 <p>Logs from load tests executed in continuous deployment are available in the <code>/data</code> volume of the
 Locust master kubernetes pod.</p>
@@ -1341,31 +1349,38 @@ <h4 id="1-delete-the-gcp-cluster"><a class="header" href="#1-delete-the-gcp-clus
 <h2 id="distributed-gcp-execution---ci-trigger"><a class="header" href="#distributed-gcp-execution---ci-trigger">Distributed GCP Execution - CI Trigger</a></h2>
 <p>The load tests are triggered in CI via <a href="https://github.com/mozilla-services/cloudops-infra/blob/master/projects/merino/Jenkinsfile-stage-py">Jenkins</a>, which has a command overriding
 the load test Dockerfile entrypoint.</p>
-<p>Follow the steps bellow to execute the distributed load tests on GCP with a CI trigger:</p>
+<p>Follow the steps below to execute the distributed load tests on GCP with a CI trigger:</p>
 <h3 id="run-test-session-2"><a class="header" href="#run-test-session-2">Run Test Session</a></h3>
 <h4 id="1-execute-load-test"><a class="header" href="#1-execute-load-test">1. Execute Load Test</a></h4>
-<p>To automatically kick off load testing in staging along with your pull request commit, you have to
-include a label in your git commit. This must be the merge commit on the <code>main</code> branch, since only
-the most recent commit is checked for the label. This label is in the form of:
-<code>[load test: (abort|warn)]</code>. Take careful note of correct syntax and spacing within the label. There
-are two options for load tests, being <code>abort</code> and <code>warn</code>.</p>
-<p>The <code>abort</code> label will prevent a <code>prod</code> deployment should the load test fail.
-Ex. <code>feat: Add feature ABC [load test: abort]</code>.</p>
-<p>The <code>warn</code> label will output a Slack warning should the load test fail, but still allow for <code>prod</code>
-deployment.
-Ex. <code>feat: Add feature XYZ [load test: warn]</code>.</p>
+<p>To modify the load testing behavior, you must include a label in your Git commit. This must be the
+merge commit on the main branch, since only the most recent commit is checked for the label. The
+label format is: <code>[load test: (abort|skip|warn)]</code>. Take careful note of correct syntax and spacing
+within the label. There are three options for load tests: <code>abort</code>, <code>skip</code>, and <code>warn</code>:</p>
+<ul>
+<li>The <code>abort</code> label will prevent a prod deployment if the load test fails<br />
+Ex. <code>feat: Add feature ABC [load test: abort].</code></li>
+<li>The <code>skip</code> label will bypass load testing entirely during deployment<br />
+Ex. <code>feat: Add feature LMN [load test: skip].</code></li>
+<li>The <code>warn</code> label will output a Slack warning if the load test fails but still allow for the
+production deployment<br />
+Ex. <code>feat: Add feature XYZ [load test: warn].</code></li>
+</ul>
+<p>If no label is included in the commit message, the load test will be executed with the <code>warn</code>
+action.</p>
 <p>The commit tag signals load test instructions to Jenkins by modifying the Docker image tag. The
 Jenkins deployment workflow first deploys to <code>stage</code> and then runs load tests if requested. The
 Docker image tag passed to Jenkins appears as follows:
-<code>^(?P&lt;environment&gt;stage|prod)(?:-(?P&lt;task&gt;\w+)-(?P&lt;onfailure&gt;warn|abort))?-(?P&lt;commit&gt;[a-z0-9]+)$</code>.</p>
+<code>^(?P&lt;environment&gt;stage|prod)(?:-(?P&lt;task&gt;\w+)-(?P&lt;action&gt;abort|skip|warn))?-(?P&lt;commit&gt;[a-z0-9]+)$</code></p>
 <h4 id="2-analyse-results"><a class="header" href="#2-analyse-results">2. Analyse Results</a></h4>
 <p>See <a href="testing/load-tests.html#3-analyse-results-1">Distributed GCP Execution (Manual Trigger) - Analyse Results</a></p>
 <h4 id="3-report-results"><a class="header" href="#3-report-results">3. Report Results</a></h4>
 <ul>
-<li>Results should be recorded in the <a href="https://docs.google.com/spreadsheets/d/1SAO3QYIrbxDRxzmYIab-ebZXA1dF06W1lT4I1h2R3a8/edit?usp=sharing">Merino Load Test Spreadsheet</a></li>
-<li>Optionally, the Locust reports can be saved and linked in the spreadsheet. The results are
-persisted in the <code>/data</code> directory of the <code>locust-master-0</code> pod in the <code>locust-master</code> k8s cluster
-in the GCP project of <code>merino-nonprod</code>. To access the Locust logs:
+<li>Optionally, results can be recorded in the <a href="https://docs.google.com/spreadsheets/d/1SAO3QYIrbxDRxzmYIab-ebZXA1dF06W1lT4I1h2R3a8/edit?usp=sharing">Merino Load Test Spreadsheet</a>. It
+is recommended to do so if unusual behavior is observed during load test execution or if the load
+tests fail.</li>
+<li>The Locust reports can be saved and linked in the spreadsheet. The results are persisted in the
+<code>/data</code> directory of the <code>locust-master-0</code> pod in the <code>locust-master</code> k8s cluster in the GCP
+project of <code>merino-nonprod</code>. To access the Locust logs:
 <ul>
 <li>Open a cloud shell in the <a href="https://console.cloud.google.com/kubernetes/list/overview?project=moz-fx-merino-nonprod-ee93">Merino stage environment</a></li>
 <li>Authenticate by executing the following command:
diff --git a/searchindex.js b/searchindex.js
index e3363c76f..127c5bec6 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Object.assign(window.search, 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Configure the Bash Script The setup_k8s.sh file, located in the tests\\load directory, contains shell commands to create a GKE cluster, setup an existing GKE cluster or delete a GKE cluster Execute the following from the root directory, to make the file executable: chmod +x tests/load/setup_k8s.sh 3. Create the GCP Cluster In the setup_k8s.sh script, modify the WORKER_COUNT variable to equal 1 Execute the setup_k8s.sh file from the root directory and select the create option, in order to initiate the process of creating a cluster, setting up the env variables and building the docker image. Choose smoke or average depending on the type of load test required. ./tests/load/setup_k8s.sh create [smoke|average] The cluster creation process will take some time. It is considered complete, once an external IP is assigned to the locust_master node. Monitor the assignment via a watch loop: kubectl get svc locust-master --watch","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Setup Environment","id":"102","title":"Setup Environment"},"103":{"body":"Repeat steps 1 to 3, using a process of elimination, such as the bisection method, to determine the maximum USERS_PER_WORKER. The load tests are considered optimized when CPU and memory resources are maximally utilized. This step is meant to determine the maximum user count that a node can accommodate by observing CPU and memory usage while steadily increasing or decreasing the user count. You can monitor the CPU percentage in the Locust UI but also in the Kubernetes engine Workloads tab where both memory and CPU are visualized on charts. 1. Start Load Test In a browser navigate to http://$EXTERNAL_IP:8089 This url can be generated via command EXTERNAL_IP=$(kubectl get svc locust-master -o jsonpath=\"{.status.loadBalancer.ingress[0].ip}\")\necho http://$EXTERNAL_IP:8089 Set up the load test parameters: ShapeClass: Default UserClasses: MerinoUser Number of users: USERS_PER_WORKER (Consult the Merino_spreadsheet to determine a starting point) Ramp up: RAMP_UP (RAMP_UP = 5/USERS_PER_WORKER) Host: 'https://stagepy.merino.nonprod.cloudops.mozgcp.net' Duration (Optional): 600s Select \"Start Swarm\" 2. Stop Load Test Select the 'Stop' button in the top right hand corner of the Locust UI, after the desired test duration has elapsed. If the 'Run time' or 'Duration' is set in step 1, the load test will stop automatically. 3. Analyse Results CPU and Memory Resource Graphs CPU and Memory usage should be less than 90% of the available capacity CPU and Memory Resources can be observed in Google Cloud > Kubernetes Engine > Workloads Log Errors or Warnings Locust will emit errors or warnings if high CPU or memory usage occurs during the execution of a load test. The presence of these logs is a strong indication that the USERS_PER_WORKER count is too high 4. Report Results See Distributed GCP Execution (Manual Trigger) - Analyse Results 5. Update Shape and Script Values WORKER_COUNT = MAX_USERS/USERS_PER_WORKER If MAX_USERS is unknown, calibrate to determine WORKER_COUNT Update the USERS_PER_WORKER and WORKER_COUNT values in the following files: \\tests\\load\\locustfiles\\smoke_load.py or \\tests\\load\\locustfiles\\average_load.py \\tests\\load\\setup_k8s.sh","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Calibrate","id":"103","title":"Calibrate"},"104":{"body":"See Distributed GCP Execution (Manual Trigger) - Clean-up Environment","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Clean-up Environment","id":"104","title":"Clean-up Environment"},"105":{"body":"This process is used to determine the number of Locust workers required in order to generate sufficient load for a test given a SHAPE_CLASS.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Calibrating for WORKER_COUNT","id":"105","title":"Calibrating for WORKER_COUNT"},"106":{"body":"See Distributed GCP Execution (Manual Trigger) - Setup Environment Note that in the setup_k8s.sh the maximum number of nodes is set using the total-max-nodes google cloud option. It may need to be increased if the number of workers can't be supported by the cluster.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Setup Environment","id":"106","title":"Setup Environment"},"107":{"body":"Repeat steps 1 to 4, using a process of elimination, such as the bisection method, to determine the maximum WORKER_COUNT. The tests are considered optimized when they generate the minimum load required to cause node scaling in the the Merino-py Stage environment. You can monitor the Merino-py pod counts on Grafana . 1. Update Shape and Script Values Update the WORKER_COUNT values in the following files: \\tests\\load\\locustfiles\\smoke_load.py or \\tests\\load\\locustfiles\\average_load.py \\tests\\load\\setup_k8s.sh Using Git, commit the changes locally 2. Start Load Test In a browser navigate to http://$EXTERNAL_IP:8089 This url can be generated via command EXTERNAL_IP=$(kubectl get svc locust-master -o jsonpath=\"{.status.loadBalancer.ingress[0].ip}\")\necho http://$EXTERNAL_IP:8089 Set up the load test parameters: ShapeClass: SHAPE_CLASS Host: 'https://stagepy.merino.nonprod.cloudops.mozgcp.net' Select \"Start Swarm\" 3. Stop Load Test Select the 'Stop' button in the top right hand corner of the Locust UI, after the desired test duration has elapsed. If the 'Run time', 'Duration' or 'ShapeClass' are set in step 1, the load test will stop automatically. 4. Analyse Results Stage Environment Pod Counts The 'Merino-py Pod Count' should demonstrate scaling during the execution of the load test The pod counts can be observed in Grafana CPU and Memory Resources CPU and Memory usage should be less than 90% of the available capacity in the cluster CPU and Memory Resources can be observed in Google Cloud > Kubernetes Engine > Workloads 5. Report Results See Distributed GCP Execution (Manual Trigger) - Report Results","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Calibrate","id":"107","title":"Calibrate"},"108":{"body":"See Distributed GCP Execution (Manual Trigger) - Clean-up Environment","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Clean-up Environment","id":"108","title":"Clean-up Environment"},"109":{"body":"The load test maintenance schedule cadence is once a quarter and should include updating the following: poetry version and python dependencies pyproject.toml poetry.lock Docker artifacts Dockerfile docker-compose.yml Distributed GCP execution scripts and Kubernetes configurations setup_k8s.sh locust-master-controller.yml locust-master-service.yml locust-worker-controller.yml CircleCI contract test jobs config.yml Documentation load test docs","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Maintenance","id":"109","title":"Maintenance"},"11":{"body":"INFO web.suggest.request - A suggestion request is being processed. This event will include fields for all relevant details of the request. Fields: sensitive - Always set to true to ensure proper routing. query - If query logging is enabled, the text the user typed. Otherwise an empty string. country - The country the request came from. region - The first country subdivision the request came from. city - The city the request came from. dma - A US-only location description that is larger than city and smaller than states, but does not align to political borders. agent - The original user agent. os_family - Parsed from the user agent. One of \"windows\", \"macos\", \"linux\", \"ios\", \"android\", \"chrome os\", \"blackberry\", or \"other\". form_factor - Parsed from the user agent. One of \"desktop\", \"phone\", \"tablet\", or \"other\" browser - The browser and possibly version detected. Either \"Firefox(XX)\" where XX is the version, or \"Other\". rid - The request ID. WIP accepts_english - True if the user's Accept-Language header includes an English locale, false otherwise. requested_providers - A comma separated list of providers requested via the query string, or an empty string if none were requested (in which case the default values would be used). client_variants - Any client variants sent to Merino in the query string. session_id - A UUID generated by the client for each search session. sequence_no - A client-side event counter (0-based) that records the query sequence within each search session. INFO request.summary - The application request summary that follows the MozLog convention. This log is recorded for all incoming HTTP requests except for the suggest API endpoint. ERROR dockerflow.error_endpoint - The __error__ endpoint of the server was called. This is used to test our error reporting system. It is not a cause for concern, unless we receive a large amount of these records, in which case some outside service is likely malicious or misconfigured.","breadcrumbs":"Data collection » Merino APIs","id":"11","title":"Merino APIs"},"110":{"body":"This documentation describes the automated contract tests for Merino.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Merino Contract Tests","id":"110","title":"Merino Contract Tests"},"111":{"body":"The tests in the tests/contract directory consume Merino's APIs using more opaque techniques. These tests run against a Docker container of the service, specify settings via environment variables, and operate on the HTTP API layer only and as such are more concerned with external contracts and behavior. The contract tests cannot configure the server per-test. The contract test suite is designed to be set up as a docker-compose CI workflow. To simulate common use cases, the suite utilizes 6 docker containers: client, merino, kinto-setup, kinto, kinto-attachments, and redis. The following sequence diagram depicts container interactions during the remote_settings__coffee test scenario. Test Scenario: remote_settings__coffee Sequence diagram of the integration tests Notes: The interactions between kinto and kinto-attachments are not depicted. The diagram was composed using Miro ,","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Overview","id":"111","title":"Overview"},"112":{"body":"The client container consists of a Python-based test framework that executes the contract tests. The HTTP client used in the framework can be instructed to prepare Remote Settings data through requests to kinto and can verify Merino functionality through requests to the Merino service. For more details, see the client documentation .","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » client","id":"112","title":"client"},"113":{"body":"The merino container encapsulates the Merino service under test. For more details, see the Merino documentation .","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » merino","id":"113","title":"merino"},"114":{"body":"The kinto-setup container consists of a Python-based program responsible for defining the Remote Settings bucket, \"main\", and collection, \"quicksuggest\", prior to the merino container startup, a pre-requisite. For more details, see the kinto-setup documentation .","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » kinto-setup","id":"114","title":"kinto-setup"},"115":{"body":"The kinto container holds a minimalist storage service with synchronisation and sharing abilities. It uses the kinto-attachments container to store data locally. For more details, see the Remote Settings documentation .","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » kinto & kinto-attachments","id":"115","title":"kinto & kinto-attachments"},"116":{"body":"Local execution can be expedited by simply running make contract-tests, from the repository root. This creates the Docker containers with kinto, Merino and the test client and runs the test scenarios against them. make contract-tests To remove contract test containers and network artifacts, execute the following from the repository root: make contract-tests-clean Failing to run this clean command between code changes may result in your changes not being reflected. See Makefile for details.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Local Execution","id":"116","title":"Local Execution"},"117":{"body":"The contract test maintenance schedule cadence is once a quarter and should include updating the following: poetry version and python dependencies pyproject.toml poetry.lock Docker artifacts client Dockerfile kinto-setup Dockerfile docker-compose.yml CircleCI contract test jobs config.yml Documentation client documentation kinto-setup documentation contract test documentation","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Maintenance","id":"117","title":"Maintenance"},"118":{"body":"","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Kinto Setup » Merino Contract Tests - Kinto-Setup","id":"118","title":"Merino Contract Tests - Kinto-Setup"},"119":{"body":"This documentation describes setting up Kinto for contract tests. Specifically, it is responsible for the creation of the Remote Settings bucket and collection, a pre-requisite for the Merino service. For more details on contract test design, refer to the contract-tests documentation .","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Kinto Setup » Overview","id":"119","title":"Overview"},"12":{"body":"Geolocation WARNING merino.middleware.geolocation - There was an error with a geolocation lookup.","breadcrumbs":"Data collection » Merino Middleware Logs","id":"12","title":"Merino Middleware Logs"},"120":{"body":"To execute the kinto-setup outside the Docker container, create a Python virtual environment, set environment variables, expose the Kinto API port in the docker-compose.yml and use a Python command. It is recommended to execute the setup within a Python virtual environment to prevent dependency cross contamination. Create a Virtual Environment The developer documentation on dependences for working on Merino dependencies, provides instruction on creating a virtual environment via pyenv, and installing all requirements via poetry. Setup Environment Variables The following environment variables are set in docker-compose.yml, but will require local setup via command line, pytest.ini file or IDE configuration: KINTO_URL: The URL of the Kinto service Example: KINTO_URL=http://localhost:8888 KINTO_BUCKET: The ID of the Kinto bucket to create Example: KINTO_BUCKET=main KINTO_COLLECTION: The ID of the Kinto collection to create Example: KINTO_COLLECTION=quicksuggest Modify tests/contract/docker-compose.yml In the kinto definition, expose port 8888 by adding the following: ports: - \"8888:8888\" Run kinto and kinto-attachment docker containers. Execute the following from the project root: docker-compose \\ -f tests/contract/docker-compose.yml \\ -p merino-py-contract-tests \\ up kinto Run the kinto-setup service Execute the following from the project root: python tests/contract/kinto-setup/main.py","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Kinto Setup » Local Execution","id":"120","title":"Local Execution"},"121":{"body":"","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Client » Merino Contract Tests - Client","id":"121","title":"Merino Contract Tests - Client"},"122":{"body":"This documentation describes a Python-based test framework for the contract tests. The HTTP client used in the framework supports: Requests to Kinto (Remote Settings) for record population Requests for suggestions from Merino, with response checks For more details on contract test design, refer to the contract-tests documentation .","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Client » Overview","id":"122","title":"Overview"},"123":{"body":"The client is instructed on request and response check actions via scenarios, recorded in the scenarios.yml file. A scenario is defined by a name, a description and steps. Name A test name should identify the use case under test. Names are written in snake case with double-underscores __ for scenario and behavior delineation. Example: remote_settings__refresh Description A test description should outline, in greater detail, the purpose of a test, meaning the feature or common user interaction being verified. Example: Test that Merino successfully returns refreshed output in the cases of suggestion content updates and additions Steps Kinto Service The Kinto service scenario step populates the records used by the Merino service Kinto request fields: service - Set the value to kinto, to direct requests to the Kinto service delay - (optional) Set seconds to pause before execution of request record_id - Set the ID that will correspond with the records specified in filename filename - Set the file with records to upload. The files are located in ..\\volumes\\kinto data_type - Set to data or offline-expansion-data A Kinto service scenario step will not check a response defined in the scenario, but will raise an error in the event of an unexpected HTTP response All records populated by Kinto service scenario steps are deleted as part of the scenario teardown Example: - request: service: kinto record_id: \"data-01\" filename: \"data-01.json\" data_type: \"data\" Merino Service The Merino service scenario step sends queries to merino and checks the validity of the responses Merino request fields: service - Set the value to merino, to direct requests to the Merino service delay - (optional) Set seconds to pause before execution of request method - Set the HTTP request method path - Set the query and parameters for the request method headers - Set a list of HTTP request headers Merino response fields: status_code - Set the expected HTTP response status code content - Set a list of expected merino suggestion content The request_id is excluded from verification and can be set to null in the scenario Example: - name: suggest__apple description: Test that Merino successfully returns a suggestion steps: - request: service: merino method: GET path: '/api/v1/suggest?q=apple' headers: - name: User-Agent value: 'Mozilla/5.0 (Windows NT 10.0; rv:10.0) Gecko/20100101 Firefox/91.0' - name: Accept-Language value: 'en-US' response: status_code: 200 content: client_variants: [] server_variants: [] request_id: null suggestions: - block_id: 1 full_keyword: 'apple' title: 'Wikipedia - Apple' url: 'https://en.wikipedia.org/wiki/Apple' impression_url: 'https://127.0.0.1/' click_url: 'https://127.0.0.1/' provider: 'test_provider' advertiser: 'test_advertiser' is_sponsored: false icon: 'https://en.wikipedia.org/favicon.ico' score: 0.0","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Client » Scenarios","id":"123","title":"Scenarios"},"124":{"body":"To execute the test scenarios outside the client Docker container, create a Python virtual environment, set environment variables, expose the Merino and Kinto API ports in the docker-compose.yml and use a pytest command. It is recommended to execute the tests within a Python virtual environment to prevent dependency cross contamination. Create a Virtual Environment The developer documentation on dependences for working on Merino dependencies, provides instruction on creating a virtual environment via pyenv, and installing all requirements via poetry. Setup Environment Variables The following environment variables are set in docker-compose.yml, but will require local setup via command line, pytest.ini file or IDE configuration: MERINO_URL: The URL of the Merino service Example: MERINO_URL=http://localhost:8000 KINTO_URL: The URL of the Kinto service Example: KINTO_URL=http://localhost:8888 KINTO_ATTACHMENTS_URL: The URL of the Kinto Attachments service Example: KINTO_ATTACHMENTS_URL=http://localhost:80 KINTO_BUCKET: The ID of the Kinto bucket to create Example: KINTO_BUCKET=main KINTO_COLLECTION: The ID of the Kinto collection to create Example: KINTO_COLLECTION=quicksuggest KINTO_DATA_DIR: The directory containing advertiser data Example: KINTO_DATA_DIR=tests/contract/volumes/kinto SCENARIOS_FILE: The directory containing contract test scenario files Example: SCENARIOS_FILE=tests/contract/volumes/client/scenarios.yml Modify tests/contract/docker-compose.yml In the merino definition, expose port 8000 by adding the following: ports: - \"8000:8000\" In the kinto definition, expose port 8888 by adding the following: ports: - \"8888:8888\" In the kinto-attachments definition, expose port 80 by adding the following: ports: - \"80:80\" Run merino, kinto-setup, kinto and kinto-attachment docker containers Execute the following from the project root: docker-compose \\ -f tests/contract/docker-compose.yml \\ -p merino-py-contract-tests \\ up merino Run the contract tests Execute the following from the project root: pytest tests/contract/client/tests/test_merino.py -vv Tests can be run individually using -k expr . Example executing the remote_settings__refresh scenario: pytest tests/contract/client/tests/test_merino.py -vv -k remote_settings__refresh","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Client » Local Execution","id":"124","title":"Local Execution"},"125":{"body":"This is where we put operational documentation for Merino.","breadcrumbs":"Operations » Operations","id":"125","title":"Operations"},"126":{"body":"Note: We use \"roll-forward\" strategy for rolling back changes in production. Depending on the severity of the problem, decide if this warrants kicking off an incident ; Identify the problematic commit (it may not be the latest commit) and create a revert PR. If it is the latest commit, you can revert the change with: git revert HEAD~1 Create a revert PR and go through normal review process to merge PR.","breadcrumbs":"Operations » Rollback » How to Rollback Changes","id":"126","title":"How to Rollback Changes"},"127":{"body":"The Navigational Suggestions Job blocklist is contained in merino/utils/blocklists.py. The TOP_PICKS_BLOCKLIST variable is used when running the indexing job and prevents the included domains from being added.","breadcrumbs":"Operations » Modify Navigational Suggestions Blocklist » Navigational Suggestions Job Blocklist","id":"127","title":"Navigational Suggestions Job Blocklist"},"128":{"body":"Go to merino/utils/blocklists.py . Add the second-level-domain to the TOP_PICKS_BLOCKLIST set. Open a PR and merge in the changes to block this domain from being indexed.","breadcrumbs":"Operations » Modify Navigational Suggestions Blocklist » Add to Blocklist","id":"128","title":"Add to Blocklist"},"129":{"body":"Repeat as above, just remove the domain from the TOP_PICKS_BLOCKLIST set. Note: removing from the blocklist means that the domain was likely not created during the Airflow job, so if you wish to see it re-added, supposing it is still in the top 1000 domains, you have to re-run the airflow job. See the instructions for this in the jobs/navigational_suggestions docs .","breadcrumbs":"Operations » Modify Navigational Suggestions Blocklist » Remove from Blocklist","id":"129","title":"Remove from Blocklist"},"13":{"body":"WARNING merino.cron - There was an error while executing a cron task.","breadcrumbs":"Data collection » Merino Cron Tasks","id":"13","title":"Merino Cron Tasks"},"130":{"body":"","breadcrumbs":"Operations » Modify Wikipedia Suggestions Blocklist » How to Add to the Wikipedia Indexer and Provider Blocklist","id":"130","title":"How to Add to the Wikipedia Indexer and Provider Blocklist"},"131":{"body":"These steps define how to rapidly add and therefore block a Wikipedia article by its title. In /merino/utils/blocklists.py, add the matching title to TITLE_BLOCK_LIST. NOTE: Ensure the title field is added as it appears with correct spacing between the words. In adding to the list, enter the title as it appears in Wikipedia. Membership checks of the block list are not case sensitive and any underscores in the titles should instead be spaces. Check in the changes to source control, merge a pull request with the new block list and deploy Merino.","breadcrumbs":"Operations » Modify Wikipedia Suggestions Blocklist » Provider - Rapid Blocklist Addition","id":"131","title":"Provider - Rapid Blocklist Addition"},"132":{"body":"Since the indexer runs at a regular cadence, you do not need to re-run the Airflow job. Adding to the blocklist using the steps above is sufficient to rapidly block a title. The next time the Wikipedia indexer job runs, this title will be excluded during the indexer job. NOTE: There are two blocklists referenced by the Wikipedia Indexer Job: blocklist_file_url: a key contained in the merino/configs/default.toml file that points to a remote block list which encapsulates blocked categories. WIKIPEDIA_TITLE_BLOCKLIST: an application-level list of titles found at /merino/utils/blocklists.py as explained above.","breadcrumbs":"Operations » Modify Wikipedia Suggestions Blocklist » Indexer Job","id":"132","title":"Indexer Job"},"133":{"body":"Investigate the cause of the test failure For functional tests (unit, integration or contract), logs can be found on CircleCI For performance tests (load), insights can be found on Grafana and in the Locust logs. To access the Locust logs see the Distributed GCP Exection - CI Trigger section of the load test documentation. Fix or mitigate the failure If a fix can be identified in a relatively short time, then submit a fix If the failure is caused by a flaky or intermittent functional test and the risk to the end-user experience is low, then the test can be \"skipped\", using the pytestxfail decorator during continued investigation. Example: @pytest.mark.xfail(reason=\"Test Flake Detected (ref: DISCO-####)\") Re-Deploy A fix or mitigation will most likely require a PR merge to the main branch that will automatically trigger the deployment process. If this is not possible, a re-deployment can be initiated manually by triggering the CI pipeline in CircleCI .","breadcrumbs":"Operations » Test Failures in CI » What to do with test failures in CI?","id":"133","title":"What to do with test failures in CI?"},"134":{"body":"To manage configurations and view all documentation for individual config values, please view the default.toml file.","breadcrumbs":"Operations » Configs » Configuring Merino (Operations)","id":"134","title":"Configuring Merino (Operations)"},"135":{"body":"Merino's settings are managed via Dynaconf and can be specified in two ways: a TOML file in the merino/configs/ directory . via environment variables. Environment variables take precedence over the values set in the TOML files. Production environment variables are managed by SRE and defined in the relevant merino-py repo. TOML files set with the same environment name that is currently activated also automatically override defaults. Any config file that is pointed to will override the merino/configs/default.toml file.","breadcrumbs":"Operations » Configs » Settings","id":"135","title":"Settings"},"136":{"body":"These are the settings sources, with later sources overriding earlier ones. A config.py file establishes a Dynaconf instance and environment-specific values are pulled in from the corresponding TOML files and environment variables. Other configurations are established by files that are prefixed with config_*.py, such as config_sentry.py or config_logging.py. Per-environment configuration files are in the configs directory . The environment is selected using the environment variable MERINO_ENV. The settings for that environment are then loaded from configs/${env}.toml, if the file/env exists. The default environment is \"development\". A \"production\" environment is also provided. Local configuration files are not checked into the repository, but if created should be named configs/development.local.toml, following the format of <environment>.local.toml. This file is listed in the .gitignore file and is safe to use for local configuration. One may add secrets here if desired, though it is advised to exercise great caution.","breadcrumbs":"Operations » Configs » File organization","id":"136","title":"File organization"},"137":{"body":"All environments are prefixed with MERINO_. This is established in the config.py file by setting the envvar_prefix=\"MERINO\" for the Dynaconf instance. The first level following MERINO_ is accessed with a single underscore _ and any subsequent levels require two underscores __. For example, the logging format can be controlled from the environment variable MERINO_LOGGING__FORMAT. Production environment variables are set by SRE and stored in the cloudops project in the configmap.yml file. Contact SRE if you require information or access on this file, or request access to the cloudops infra repo. You can set these environment variables in your setup by modifying the .toml files. Conversely, when using make, you can prefix make run with overrides to the desired environment variables using CLI flags. Example: MERINO_ENV=production MERINO_LOGGING__FORMAT=pretty make dev env (MERINO_ENV) - Only settable from environment variables. Controls which environment configuration is loaded, as described above. debug (MERINO_DEBUG) - Boolean that enables additional features to debug the application. This should not be set to true in public environments, as it reveals all configuration, including any configured secrets. format (MERINO_LOGGING__FORMAT) - Controls the format of outputted logs in either pretty or mozlog format. See config_logging.py .","breadcrumbs":"Operations » Configs » General","id":"137","title":"General"},"138":{"body":"Be extra careful whenever you need to reference those deeply nested settings (e.g. settings.foo.bar.baz) in the hot paths of the code base, such as middlewares or route handlers. Under the hood, Dynaconf will perform a dictionary lookup for each level of the configuration hierarchy. While it's harmless to do those lookups once or twice, it comes a surprisingly high overhead if accessing them repeatedly in the hot paths. You can cache those settings somewhere to mitigate this issue.","breadcrumbs":"Operations » Configs » Caveat","id":"138","title":"Caveat"},"139":{"body":"We use Elasticsearch as a source of data for one of our providers. This page documents some of the commands that we want to run on the cluster.","breadcrumbs":"Operations » Elasticsearch » Elasticsearch Operations","id":"139","title":"Elasticsearch Operations"},"14":{"body":"ERROR merino.featureflags - There was an error while attempting to assign a feature flag for a suggest API request.","breadcrumbs":"Data collection » Merino Feature Flags","id":"14","title":"Merino Feature Flags"},"140":{"body":"We want to ensure that the index expire after 30 days, so we need to add a lifecycle policy for this deletion to happen. The command to run in Kibana to add this policy: PUT _ilm/policy/enwiki_policy\n{ \"policy\": { \"phases\": { \"delete\": { \"min_age\": \"30d\", \"actions\": { \"delete\": {} } } } }\n}","breadcrumbs":"Operations » Elasticsearch » Elasticsearch Index Policy","id":"140","title":"Elasticsearch Index Policy"},"141":{"body":"The indexing job currently closes the index after it migrates the alias to point to the new index. Closing the index removes the ability to query from the index but also reduces the heap memory usage when the index is not actively being queried. If there is a situation where we need to recover a closed index to be the main index, we will need to do the following: Re-open the index Point the index alias to the recovered index","breadcrumbs":"Operations » Elasticsearch » Closed Index Recovery","id":"141","title":"Closed Index Recovery"},"142":{"body":"","breadcrumbs":"Operations » Jobs » Jobs","id":"142","title":"Jobs"},"143":{"body":"","breadcrumbs":"Operations » Jobs » Navigational Suggestions » Merino Jobs Operations","id":"143","title":"Merino Jobs Operations"},"144":{"body":"This document provides instructions and documentation on the navigational suggestions job. This job creates a file that is ingested by the Top Picks/Navigational Suggestions provider. The provider indexes a collection of the top 1000 searched domains and generates the top_picks.json file. Then the provider backend can serve suggestions that match query terms that are searched by the client to second-level domains. If you need to run the navigational suggestions job ad-hoc, the quickest recommended solution is to run it in Airflow, download the top_picks.json file sent by email, and then merge the new file into the Merino repo with the newly generated one. If needing to update the blocklist to avoid certain domains and suggestions from being displayed, please see the navigational suggestions blocklist runbook .","breadcrumbs":"Operations » Jobs » Navigational Suggestions » Navigational Suggestions","id":"144","title":"Navigational Suggestions"},"145":{"body":"Normally, the job is set as a cron to run at set intervals as a DAG in Airflow . There may be instances you need to manually re-run the job from the Airflow dashboard.","breadcrumbs":"Operations » Jobs » Navigational Suggestions » Running the job in Airflow","id":"145","title":"Running the job in Airflow"},"146":{"body":"Visit the Airflow dashboard for merino_jobs . In the Grid View Tab, select the task you want to re-run. Click on 'Clear Task' and the executor will re-run the job. merino_jobs UI Diagram","breadcrumbs":"Operations » Jobs » Navigational Suggestions » Grid View Tab (Airflow UI)","id":"146","title":"Grid View Tab (Airflow UI)"},"147":{"body":"Visit the Airflow dashboard for merino_jobs . From the Graph View Tab, Click on the nav_suggestions_prepare_domain_metadata_prod task. merino_jobs Nav Suggest Graph View Click on 'Clear' and the job will re-run. merino_jobs UI Task Instance Clear At the conclusion of the job, you should recieve an email with a link to the newly generated file. Ensure you are a member of the disco-team email distro group to recieve the email. Note: You can also re-run the stage job, but the changes won't reflect in production. Stage should be re-run in the event of an error before running in prod to verify the correction of an error. See Airflow's documentation on re-running DAGs for more information and implementation details. To see the code for the merino_jobs DAG, visit the telemetry-airflow repo . The source for the job is also in the 'code' tab in the airflow console. To see the navigational suggestions code that is run when the job is invoked, visit Merino jobs/navigational_suggestions .","breadcrumbs":"Operations » Jobs » Navigational Suggestions » Graph View Tab (Airflow UI) - Alternative","id":"147","title":"Graph View Tab (Airflow UI) - Alternative"},"148":{"body":"","breadcrumbs":"Operations » Jobs » Dynamic Wikipedia Indexer » Merino Jobs Operations","id":"148","title":"Merino Jobs Operations"},"149":{"body":"Merino currently builds the Elasticsearch indexing job that runs in Airflow. Airflow takes the latest image built as the base image. The reasons to keep the job code close to the application code are: Data models can be shared between the indexing job and application more easily. This means that data migrations will be simpler. All the logic regarding Merino functionality can be found in one place. Eliminates unintended differences in functionality due to dependency mismatch. If your reason for re-running the job is needing to update the blocklist to avoid certain suggestions from being displayed, please see the wikipedia blocklist runbook .","breadcrumbs":"Operations » Jobs » Dynamic Wikipedia Indexer » Dynamic Wikipedia Indexer Job","id":"149","title":"Dynamic Wikipedia Indexer Job"},"15":{"body":"ERROR merino.curated_recommendations.corpus_backends.corpus_api_backend - Failed to get timezone for scheduled surface. WARNING merino.curated_recommendations.corpus_backends.corpus_api_backend - Retrying CorpusApiBackend after an http client exception was raised. ERROR GcsEngagement failed to update cache: {e} - unexpected exception when updating engagement. ERROR Curated recommendations engagement size {blob.size} > {self.max_size} - Max engagement blob size is exceeded. The backend will gracefully fall back to cached data or 0's. INFO Curated recommendations engagement unchanged since {self.last_updated}. - The engagement blob was not updated since the last check. last_updated is expected to be between 0 and 30 minutes.","breadcrumbs":"Data collection » Curated Recommendations","id":"15","title":"Curated Recommendations"},"150":{"body":"Normally, the job is set as a cron to run at set intervals as a DAG in Airflow . There may be instances you need to manually re-run the job from the Airflow dashboard.","breadcrumbs":"Operations » Jobs » Dynamic Wikipedia Indexer » Running the job in Airflow","id":"150","title":"Running the job in Airflow"},"151":{"body":"Visit the Airflow dashboard for merino_jobs . In the Grid View Tab, select the task you want to re-run. Click on 'Clear Task' and the executor will re-run the job. merino_jobs UI Diagram","breadcrumbs":"Operations » Jobs » Dynamic Wikipedia Indexer » Grid View Tab (Airflow UI)","id":"151","title":"Grid View Tab (Airflow UI)"},"152":{"body":"Visit the Airflow dashboard for merino_jobs . From the Graph View Tab, Click on the wikipedia_indexer_build_index_production task. merino_jobs Wikipedia Indexer Graph View Click on 'Clear' and the job will re-run. merino_jobs UI Task Instance Clear Note: You can also re-run the stage job, but the changes won't reflect in production. Stage should be re-run in the event of an error before running in prod to verify the correction of an error. See Airflow's documentation on re-running DAGs for more information and implementation details. To see the code for the merino_jobs DAG, visit the telemetry-airflow repo . The source for the job is also in the 'code' tab in the airflow console. To see the Wikipedia Indexer code that is run when the job is invoked, visit Merino jobs/wikipedia_indexer .","breadcrumbs":"Operations » Jobs » Dynamic Wikipedia Indexer » Graph View Tab (Airflow UI) - Alternative","id":"152","title":"Graph View Tab (Airflow UI) - Alternative"},"153":{"body":"","breadcrumbs":"Operations » Jobs » Remote Settings CSV Uploader » Merino Jobs Operations","id":"153","title":"Merino Jobs Operations"},"154":{"body":"The CSV remote settings uploader is a job that uploads suggestions data in a CSV file to remote settings. It takes two inputs: A CSV file. The first row in the file is assumed to be a header that names the fields (columns) in the data. A Python module that validates the CSV contents and describes how to convert it into suggestions JSON. If you're uploading suggestions from a Google sheet, you can export a CSV file from File > Download > Comma Separated Values (.csv). Make sure the first row in the sheet is a header that names the columns.","breadcrumbs":"Operations » Jobs » Remote Settings CSV Uploader » CSV Remote Settings Uploader Job","id":"154","title":"CSV Remote Settings Uploader Job"},"155":{"body":"If you're uploading a type of suggestion that the uploader already supports, skip to Running the uploader below. If you're not sure whether it's supported, check in the merino/jobs/csv_rs_uploader/ directory for a file named similarly to the type. To upload a new type of suggestion, follow the steps below. In summary, first you'll create a Python module that implements a model for the suggestion type, and then you'll run the uploader. 1. Create a Python model module for the new suggestion type Add a Python module to merino/jobs/csv_rs_uploader/. It's probably easiest to copy an existing model module like mdn.py, follow along with the steps here, and modify it for the new suggestion type. Name the file according to the suggestion type. This file will define the model of the new suggestion type as it will be serialized in the output JSON, perform validation and conversion of the input data in the CSV, and define how the input data should map to the output JSON. 2. Add the Suggestion class In the module, implement a class called Suggestion that derives from BaseSuggestion in merino.jobs.csv_rs_uploader.base or RowMajorBaseSuggestion in merino.jobs.csv_rs_uploader.row_major_base. BaseSuggestion class will be the model of the new suggestion type. BaseSuggestion itself derives from Pydantic's BaseModel, so the validation the class will perform will be based on Pydantic , which is used throughout Merino. BaseSuggestion is implemented in base.py. If the CSV data is row-major based, please use RowMajorBaseSuggestion, 3. Add suggestion fields to the class Add a field to the class for each property that should appear in the output JSON (except score, which the uploader will add automatically). Name each field as you would like it to be named in the JSON. Give each field a type so that Pydantic can validate it. For URL fields, use HttpUrl from the pydantic module. 4. Add validator methods to the class Add a method annotated with Pydanyic's @field_validator decorator for each field. Each validator method should transform its field's input value into an appropriate output value and raise a ValueError if the input value is invalid. Pydantic will call these methods automatically as it performs validation. Their return values will be used as the values in the output JSON. BaseSuggestion implements two helpers you should use: _validate_str() - Validates a string value and returns the validated value. Leading and trailing whitespace is stripped, and all whitespace is replaced with spaces and collapsed. Returns the validated value. _validate_keywords() - The uploader assumes that lists of keywords are serialized in the input data as comma-delimited strings. This helper method takes a comma-delimited string and splits it into individual keyword strings. Each keyword is converted to lowercase, some non-ASCII characters are replaced with ASCII equivalents that users are more likely to type, leading and trailing whitespace is stripped, all whitespace is replaced with spaces and collapsed, and duplicate keywords are removed. Returns the list of keyword strings. 5. Implement the class methods For suggestion created from row-major based CSV, should add a @classmethod to Suggestion called row_major_field_map(). It should return a dict that maps from field (column) names in the input CSV to property names in the output JSON. Otherwise, should add a @classmethod to Suggestion called csv_to_suggestions(). It should return suggestion array created from passed CSV reader. 6. Add a test Add a test file to tests/unit/jobs/csv_rs_uploader/. See test_mdn.py as an example. The test should perform a successful upload as well as uploads that fail due to validation errors and missing fields (columns) in the input CSV. utils.py in the same directory implements helpers that your test should use: do_csv_test() - Makes sure the uploader works correctly during a successful upload. It takes either a path to a CSV file or a list[dict] that will be used to create a file object (StringIO) for an in-memory CSV file. Prefer passing in a list[dict] instead of creating a file and passing a path, since it's simpler. do_error_test() - Makes sure a given error is raised when expected. Use ValidationError from the pydantic module to check validation errors and MissingFieldError from merino.jobs.csv_rs_uploader to check input CSV that is missing an expected field (column). 7. Run the test $ MERINO_ENV=testing poetry run pytest tests/unit/jobs/csv_rs_uploader/test_foo.py See also the main Merino development documentation for running unit tests. 8. Submit a PR Once your test is passing, submit a PR with your changes so that the new suggestion type is committed to the repo. This step isn't necessary to run the uploader and upload your suggestions, so you can come back to it later. 9. Upload! See Running the uploader .","breadcrumbs":"Operations » Jobs » Remote Settings CSV Uploader » Uploading suggestions (Step by step)","id":"155","title":"Uploading suggestions (Step by step)"},"156":{"body":"Run the following from the repo's root directory to see documentation for all options and their defaults. Note that the upload command is the only command in the csv-rs-uploader job. poetry run merino-jobs csv-rs-uploader upload --help` The uploader takes a CSV file as input, so you'll need to download or create one first. Here's an example that uploads suggestions in foo.csv to the remote settings dev server: poetry run merino-jobs csv-rs-uploader upload \\ --server \"https://remote-settings-dev.allizom.org/v1\" \\ --bucket main-workspace \\ --csv-path foo.csv \\ --model-name foo \\ --record-type foo-suggestions \\ --auth \"Bearer ...\" Let's break down each command-line option in this example: --server - Suggestions will be uploaded to the remote settings dev server --bucket - The main-workspace bucket will be used --csv-path - The CSV input file is foo.csv --model-name - The model module is named foo. Its path within the repo would be merino/jobs/csv_rs_uploader/foo.py --record-type - The type in the remote settings records created for these suggestions will be set to foo-suggestions. This argument is optional and defaults to \"{model_name}-suggestions\" --auth - Your authentication header string from the server. To get a header, log in to the server dashboard (don't forget to log in to the Mozilla VPN first) and click the small clipboard icon near the top-right of the page, after the text that shows your username and server URL. The page will show a \"Header copied to clipboard\" toast notification if successful. Setting suggestion scores By default all uploaded suggestions will have a score property whose value is defined in the remote_settings section of the Merino config. This default can be overridden using --score <number>. The number should be a float between 0 and 1 inclusive. Other useful options --dry-run - Log the output suggestions but don't upload them. The uploader will still authenticate with the server, so --auth must still be given.","breadcrumbs":"Operations » Jobs » Remote Settings CSV Uploader » Running the uploader","id":"156","title":"Running the uploader"},"157":{"body":"The uploader uses merino/jobs/utils/chunked_rs_uploader.py to upload the output suggestions. In short, suggestions will be chunked, and each chunk will have a corresponding remote settings record with an attachment. The record's ID will be generated from the --record-type option, and its type will be set to --record-type exactly. The attachment will contain a JSON array of suggestion objects in the chunk.","breadcrumbs":"Operations » Jobs » Remote Settings CSV Uploader » Structure of the remote settings data","id":"157","title":"Structure of the remote settings data"},"158":{"body":"This directory archives all the Architectural Decision Records (ADRs) for Merino.","breadcrumbs":"Archive » Merino ADRs","id":"158","title":"Merino ADRs"},"159":{"body":"Status: Accepted Deciders: Nan Jiang, Raphael Pierzina & Katrina Anderson Date: 2023-02-21","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » Locust vs k6; Merino-py Performance Test Framework","id":"159","title":"Locust vs k6; Merino-py Performance Test Framework"},"16":{"body":"A note on timers: Statsd timers are measured in milliseconds, and are reported as integers (at least in Cadence). Milliseconds are often not precise enough for the tasks we want to measure in Merino. Instead, we use generic histograms to record microsecond times. Metrics recorded in this way should have -us appended to their name, to mark the units used (since we shouldn't put the proper unit μs in metric names). merino.providers.initialize - A timer to measure the overall initialization duration (in ms) for all providers. merino.providers.initialize.<provider> - A timer to measure the initialization duration (in ms) for the given <provider>. Example : merino.providers.initialize.adm merino.<http_method>.<url_path>.status_codes.<status_code> - A counter to measure the status codes of an HTTP method for the <url_path>. Example : merino.get.api.v1.suggest.status_codes.200 merino.<http_method>.<url_path>.timing - A timer to measure the duration (in ms) of an HTTP method for a URL path. Example : merino.get.api.v1.suggest.timing merino.<provider_module>.query - A timer to measure the query duration (in ms) of a certain suggestion provider. Example : merino.providers.adm.query merino.<provider_module>.query.timeout - A counter to measure the query timeouts of a certain suggestion provider. Example : merino.providers.wikipedia.query.timeout merino.suggestions-per.request - A histogram metric to get the distribution of suggestions per request. merino.suggestions-per.provider.<provider_module> - A histogram metric to get the distribution of suggestions returned per provider (per request). Example : merino.suggestions-per.provider.wikipedia","breadcrumbs":"Data collection » Metrics","id":"16","title":"Metrics"},"160":{"body":"Performance testing for the Rust version of Merino was conducted with the Locust test framework and focused on the detection of HTTP request failures. During the migration of Merino from Rust to Python, performance testing was conducted with k6 and focused on the evaluation of request latency. Going forward a unified performance testing solution is preferred, should the test framework be Locust or k6?","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » Context and Problem Statement","id":"160","title":"Context and Problem Statement"},"161":{"body":"The test framework supports the current load test design, a 10-minute test run with an average load of 1500RPS (see Merino Load Test Plan ) The test framework measures HTTP request failure and client-side latency metrics The test framework is compatible with the Rapid Release Model for Firefox Services initiative, meaning: It can execute through command line It can signal failures given check or threshold criteria It can be integrated into a CD pipeline It can report metrics to Grafana The members of the DISCO and ETE teams are able to contribute to and maintain load tests written with the test framework","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » Decision Drivers","id":"161","title":"Decision Drivers"},"162":{"body":"A. Locust B. k6","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » Considered Options","id":"162","title":"Considered Options"},"163":{"body":"Chosen option: A. Locust Both k6 and Locust are able to execute the current load test design, report required metrics and fulfill the Rapid Release Model for Firefox Services initiative; However, Locust's Python tech stack ultimately makes it the better fit for the Merino-py project. In-line with the team's single repository direction (see PR ), using Locust will: Leverage existing testing, linting and formatting infrastructure Promote dependency sharing and code re-use (models & backends)","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » Decision Outcome","id":"163","title":"Decision Outcome"},"164":{"body":"","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » Pros and Cons of the Options","id":"164","title":"Pros and Cons of the Options"},"165":{"body":"Locust can be viewed as the status quo option, since it is the framework that is currently integrated into the Merino-py repository and is the basis for the CD load test integration currently underway (see DISCO-2113 ). Pros Locust has a mature distributed load generation feature and can easily support a 1500 RPS load Locust has built-in RPS, HTTP request failure and time metrics with customizable URL break-down Locust scripting is in Python Locust supports direct command line usage Locust is used for load testing in other Mozilla projects and is recommended by the ETE team Cons Locust is 100% community driven (no commercial business), which means its contribution level can wane Preliminary research indicates that reporting metrics from Locust to Grafana requires the creation of custom code, a plugin or a third party integration","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » A. Locust","id":"165","title":"A. Locust"},"166":{"body":"For the launch of Merino-py, performance bench-marking was conducted using a k6 load test script (see Merino Explorations ). This script was reused from the Merino rewrite exploration effort and has proven successful in assessing if Merino-py performance achieves the target p95 latency threshold, effecting preventative change (See PR ). k6's effectiveness and popularity amongst team members is an incentive to pause and evaluate if it is a more suitable framework going forward. Pros k6 is an open-source commercially backed framework with a high contribution rate k6 is built by Grafana Labs, inferring easy integration with dashboards k6 has built-in RPS, HTTP request failure and time metrics with customizable URL break-down k6 supports direct command line usage k6 is feature rich, including built-in functions to generate pass/fail results and create custom metrics Cons The k6 development stack is in JavaScript/TypeScript. This means: Modeling and backend layer code would need to be duplicated and maintained Linting, formatting and dependency infrastructure would need to be added and maintained k6 has an immature distributed load generation feature, with documented limitations k6 runs more efficiently than other frameworks, so it may be possible to achieve 1500 RPS without distribution","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » B. k6","id":"166","title":"B. k6"},"167":{"body":"DISCO-2045 - Investigate K6 load testing in Merino-py CD","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » Links","id":"167","title":"Links"},"168":{"body":"Status: accepted Deciders: Michelle Tran, Lina Butler, Nan Jiang, Wil Stuckey, Drew Willcoxon, Taddes Korris, Tiffany Tran Date: 2023-04-20","breadcrumbs":"Archive » General API Response » Merino Suggest API Response Structure","id":"168","title":"Merino Suggest API Response Structure"},"169":{"body":"As Merino continues to add more suggestions, suggestion providers are going to have to return all sorts of data to the clients that are bespoke to the particular suggestion. For instance, weather suggestion returns a temperature. Currently, we do not have a strategy to manage these bespoke pieces of data which results in them returned at the top level of the suggestion object. However, this will pose a problem when names of fields are shared between providers, but have different semantics (i.e. rating may be a decimal value between 0-1 in one type, and a \"star\" integer rating between 1-5 in another) the API is unclear about what will necessarily exist, and what is optional , which leads to client confusion about the contract So, this ADR is to make a decision on how we want to handle provider specific fields going forward.","breadcrumbs":"Archive » General API Response » Context and Problem Statement","id":"169","title":"Context and Problem Statement"},"17":{"body":"The weather provider records additional metrics. accuweather.upstream.request.<request_type>.get - A counter to measure the number of times an upstream request to Accuweather was made. accuweather.request.location.not_provided - A counter to measure the number of times a query was send without a location being provided, and therefore unable to process a weather request. Sampled at 75%. merino.providers.accuweather.query.cache.fetch - A timer to measure the duration (in ms) of looking up a weather report in the cache. Sampled at 75%. merino.providers.accuweather.query.cache.fetch.miss.locations - A counter to measure the number of times weather location was not in the cache. Sampled at 75%. merino.providers.accuweather.query.cache.fetch.miss.currentconditions - A counter to measure the number of times a current conditions was not in the cache. Sampled at 75%. merino.providers.accuweather.query.cache.fetch.miss.forecasts - A counter to measure the number of times a forecast for a location was not in the cache. Sampled at 75%. merino.providers.accuweather.query.cache.fetch.hit.{locations | currentconditions | forecasts} - A counter to measure the number of times a requested value like a location or forecast is in the cache. We don't count TTL hits explicitly, just misses. Sampled at 75%. merino.providers.accuweather.query.backend.get - A timer to measure the duration (in ms) of a request for a weather report from the backend. This metric isn't recorded for cache hits. Sampled at 75%. merino.providers.accuweather.query.cache.store - A timer to measure the duration (in ms) of saving a weather report from the backend to the cache. This metric isn't recorded for cache hits. Sampled at 75%. merino.providers.accuweather.query.cache.error - A counter to measure the number of times the cache store returned an error when fetching or storing a weather report. This should be 0 in normal operation. In case of an error, the logs will include a WARNING with the full error message.","breadcrumbs":"Data collection » AccuWeather","id":"17","title":"AccuWeather"},"170":{"body":"In rough order of importance: Explicitness of Ownership - i.e. the rating field belongs to the addons provider Compatibility with [JSON] Schema Validation Adherence to the Fx Suggest Design Framework Backwards Compatibility with Current Schema","breadcrumbs":"Archive » General API Response » Decision Drivers","id":"170","title":"Decision Drivers"},"171":{"body":"A. Continue to add to Top Level with Optional Fields B. Custom Details Field for Bespoke Provider Fields B.5 Custom Details Field without the Provider Nesting C. Custom Details Field for a \"Type\" D. Component Driven custom_details","breadcrumbs":"Archive » General API Response » Considered Options","id":"171","title":"Considered Options"},"172":{"body":"Chosen option: B We will also not increase the version number of the API for this ADR. So, going forward, we will encode option B into the response design without changing the existing providers. This means that the following providers will not have their bespoke fields removed from top level: AdM Provider Top Picks Provider Weather Provider Wikipedia Provider WikiFruit Provider However, this does not preclude these providers from duplicating the fields to custom_details in the v1 API.","breadcrumbs":"Archive » General API Response » Decision Outcome","id":"172","title":"Decision Outcome"},"173":{"body":"Clear isolation of fields that belong together (i.e. grouped by provider). Clear ownership of fields through the structure. Simpler validation logic than other options due to less need for conditionals.","breadcrumbs":"Archive » General API Response » Positive Consequences of Option B","id":"173","title":"Positive Consequences of Option B"},"174":{"body":"Potentially some redundancy caused by extra nesting. Might not be as flexible with a provider that returns different fields based on what type of suggestion it is.","breadcrumbs":"Archive » General API Response » Negative Consequences of Option B","id":"174","title":"Negative Consequences of Option B"},"175":{"body":"We do not have to worry about migrating Firefox (and other clients) into the new format. The migration is going to be quite a lot of extra work that adds little benefits (other than consistency of design, it doesn't add more features nor improve any known time sinks with development). Do not have to support 2 versions of the API.","breadcrumbs":"Archive » General API Response » Positive Consequences of not Increasing API Version","id":"175","title":"Positive Consequences of not Increasing API Version"},"176":{"body":"Some inconsistencies with how providers add fields to the response. We will likely want to resolve this as we migrate to v2, but it's a known issue at the moment. Might be missing an opportune time to migrate, as features are currently not out yet which means the flexibility for change is higher.","breadcrumbs":"Archive » General API Response » Negative Consequences of not Increasing API Version","id":"176","title":"Negative Consequences of not Increasing API Version"},"177":{"body":"","breadcrumbs":"Archive » General API Response » Pros and Cons of the Options","id":"177","title":"Pros and Cons of the Options"},"178":{"body":"This is the status quo option. We will continue to append bespoke values to the top level suggestion, and ensure that they're optional. We can continue to use the provider to signal what fields exists and how they should be parsed. For example, we can specify 2 different types of rating, and hence 2 validation strategy for it, based off of which provider is specified. Example: { \"suggestions\": [ { ... \"provider\": \"addons\", \"rating\": \"4.123\", ... }, { ... \"provider\": \"movies\", \"rating\": 0.123, ... }, ... ], ...\n} The partial JSON Schema validation will look something like: { \"type\": \"object\", \"properties\": { \"provider\": { \"type\": \"string\" } }, \"required\": [\"provider\"], \"allOf\": [ { \"if\": { \"properties\": { \"provider\": { \"const\": \"addons\" } } }, \"then\": { \"properties\": { \"rating\": { \"type\": \"string\" } }, \"required\": [ \"rating\" ] } }, { \"if\": { \"properties\": { \"provider\": { \"const\": \"movies\" } } }, \"then\": { \"properties\": { \"rating\": { \"type\": \"number\" } }, \"required\": [ \"rating\" ] } } ]\n} Pros Can specify specific validation per provider. Merino is still kind of immature, so it still might be too early to think about design. Less nesting in the models (resulting in less complexity). Currently, backwards compatible as we don't have to do anything to existing providers, as this follows the existing patterns. Cons Lack of isolation for bespoke fields; ratings is coupled with 2 specific providers, and by just looking at the response, it's not clear that they are related. Not clear what is shared between all suggestions, vs. what is bespoke to specific provider. It is not obvious that the provider field should signal how you should perform validation. In other words, there is a contextual dependency on the JSON structure of suggestion based on provider.","breadcrumbs":"Archive » General API Response » A. Continue to add to Top Level with Optional Fields","id":"178","title":"A. Continue to add to Top Level with Optional Fields"},"179":{"body":"We introduce a custom_details field that uses a provider name as key to an object with the bespoke values to that provider. Example: { \"suggestions\": [ { ... \"provider\": \"addons\", \"custom_details\": { \"addons\": { \"rating\": \"4.7459\" } } }, ... ], ...\n} The specific fields in custom_details will all be optional (i.e. addons will be an optional key) but the shape of what goes in addons can be more strict (i.e. addons require a rating field). A partial schema specification for the above might look like [1] : { \"$schema\": \"https://json-schema.org/draft/2020-12/schema\", \"title\": \"Suggest API Response v1\", \"description\": \"Response for /api/v1/suggest\", \"type\": \"object\", \"properties\": { \"provider\": { \"description\": \"id for the provider type\", \"type\": \"string\" }, \"custom_details\": { \"type\": \"object\", \"properties\": { \"addons\": { \"type\": \"object\", \"description\": \"Custom Addon Fields\", \"properties\": { \"rating\": { \"type\": \"number\" } }, \"required\": [\"rating\"] } } } }, \"required\": [\"provider\"]\n} Can play with JSON schema in https://www.jsonschemavalidator.net/ Pros Can specify specific validation per provider. Clear ownership of rating to addons via structure. Fields outside of custom_details can be fields that are more universal across suggestions. These fields can potentially be correlated directly to the Fx Suggest Design Framework (i.e. context_label, url, title, description, etc.). Having a clear distinction for Fx Suggest Design Framework fields vs. bespoke fields makes this more backwards compatible, as the fields in the Design Framework can render the default suggestion case for clients who haven't upgraded their clients. Cons We'll likely need to migrate existing providers at some point. But in the meantime, some fields will not follow convention to maintain backwards compatibility. Extra nesting inside of custom_details.","breadcrumbs":"Archive » General API Response » B. Custom Details Field for Bespoke Provider Fields","id":"179","title":"B. Custom Details Field for Bespoke Provider Fields"},"18":{"body":"The following additional metrics are recorded when curated recommendations are requested. corpus_api.request.timing - A timer to measure the duration (in ms) of looking up a list of scheduled corpus items. corpus_api.request.status_codes.{res.status_code} - A counter to measure the status codes of an HTTP request to the curated-corpus-api. corpus_api.request.graphql_error - A counter to measure the number of GraphQL errors from the curated-corpus-api. recommendation.engagement.update.timing - A timer to measure the duration (in ms) of updating the engagement data from GCS. recommendation.engagement.size - A gauge to track the size of the engagement blob on GCS. recommendation.engagement.count - A gauge to measure the total number of engagement records. recommendation.engagement.{country}.count - A gauge to measure the number of scheduled corpus items with engagement data per country. recommendation.engagement.{country}.clicks - A gauge to measure the number of clicks per country in our GCS engagement blob. recommendation.engagement.{country}.impressions - A gauge to measure the number of impressions per country in our GCS engagement blob. recommendation.engagement.last_updated - A gauge for the staleness (in seconds) of the engagement data, measured between when the data was updated in GCS and the current time. recommendation.prior.update.timing - A timer to measure the duration (in ms) of updating the prior data from GCS. recommendation.prior.size - A gauge to track the size of the Thompson sampling priors blob on GCS. recommendation.prior.last_updated - A gauge for the staleness (in seconds) of the prior data, measured between when the data was updated in GCS and the current time.","breadcrumbs":"Data collection » Curated Recommendations","id":"18","title":"Curated Recommendations"},"180":{"body":"This is exactly like B, except that we remove the extra nesting. So, in the example above, we can remove the extra addons object to get: { \"suggestions\": [ { ... \"provider\": \"addons\", \"custom_details\": { \"rating\": \"4.7459\" } }, ... ], ...\n} The validation of the contents of custom_details will look more like A. { \"$schema\": \"https://json-schema.org/draft/2020-12/schema\", \"title\": \"Suggest API Response v1\", \"description\": \"Response for /api/v1/suggest\", \"type\": \"object\", \"properties\": { \"provider\": { \"description\": \"id for the provider type\", \"type\": \"string\" } }, \"required\": [ \"provider\" ], \"if\": { \"properties\": { \"provider\": { \"const\": \"addons\" } } }, \"then\": { \"properties\": { \"custom_details\": { \"description\": \"Custom Details Specific for Addons\", \"type\": \"object\", \"properties\": { \"rating\": { \"type\": \"string\" } }, \"required\": [ \"rating\" ] } }, \"required\": [\"custom_details\"] }\n} Pros Can specify specific validation per provider. Fields outside of custom_details can be fields that are more universal across suggestions. These fields can potentially be correlated directly to the Fx Suggest Design Framework (i.e. context_label, url, title, description, etc.). Having a clear distinction for Fx Suggest Design Framework fields vs. bespoke fields makes this more backwards compatible, as the fields in the Design Framework can render the default suggestion case for clients who haven't upgraded their clients. Less nesting in the response than B Cons We'll likely need to migrate existing providers at some point. But in the meantime, some fields will not follow convention to maintain backwards compatibility. The relationship between provider and custom_details is more implicit, than explicit. This has a lot of the same cons as Option A because validation is done similarly.","breadcrumbs":"Archive » General API Response » B.5 Custom Details Field without the Provider Nesting","id":"180","title":"B.5 Custom Details Field without the Provider Nesting"},"181":{"body":"This is similar to option B, except that we want to introduce a new type field to differentiate it from the provider. The custom_details will be keyed by this type, rather than the provider name. These types are kind of analogous to a rendering component , as they will likely be used to specify a specific rendering path in the client. Example: { \"suggestions\": [ { ... \"provider\": \"addons\", \"type\": \"addons_type\", \"custom_details\": { \"addons_type\": { \"rating\": \"4.7459\" } } }, ... ], ...\n} Pros All the pros for B applies here Can decouple the custom_details from provider. This will be helpful for potentially sharing the type with other suggestions produced by different providers. For instance, we may want this to specify different rendering paths in the client (i.e. a \"top picks\" type to be shared between addons and top_picks providers, as there's many shared fields because they're rendered similarly). Cons All the cons for B applies here Potentially over-engineering for type, as it's use is currently hypothetical.","breadcrumbs":"Archive » General API Response » C. Custom Details Field for a \"Type\"","id":"181","title":"C. Custom Details Field for a \"Type\""},"182":{"body":"This solution will model distinct UI components in the custom_details section. For example, if the addons provider have specific UI components to render a ratings component and a highlight_context_label, then we can specify these directly in the custom_details section. This will assume that the client side have these specific rendering types. Example: { \"suggestions\": [ { ... \"provider\": \"addons\", \"custom_details\": { \"ratings\": { \"value\": \"4.7459\", \"unit\": \"stars\" }, \"highlight_context_label\": { \"text\": \"Special Limited Time Offer!\" } } }, ... ], ...\n} Pros Can share custom components with schema validation. Backwards compatible with clients who don't have the necessary components to render. It will just use the default renderer via the Fx Suggest Design Framework Cons We currently don't have a sophisticated Component Design Framework, so this is probably overengineering. This tightly couples the API to the design framework of Desktop Firefox, which makes the fields potentially less relevant to other clients.","breadcrumbs":"Archive » General API Response » D. Component Driven custom_details","id":"182","title":"D. Component Driven custom_details"},"183":{"body":"JSON Schema Specification","breadcrumbs":"Archive » General API Response » Links","id":"183","title":"Links"},"184":{"body":"Status: Accepted Deciders: Nan Jiang & Katrina Anderson Date: 2024-01-24","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Streamline Test Coverage of Third-Party Integrations","id":"184","title":"Streamline Test Coverage of Third-Party Integrations"},"185":{"body":"In 2024, it is anticipated that Merino will expand to be consumed by a greater set of Firefox surfaces and to include more content providers. This will challenge the current feature test strategy, which has shown weakness in detecting incompatibilities with third-party integrations. Examples: Weather Incident with Redis Integration Navigation Suggestions Error with GCP Integration The current test approach uses a combination of unit, integration, and contract feature tests, where third-party integrations such as cloud services, data storage services, and external API integrations are test doubled in the unit and integration tests and emulated with Docker containers in contract tests. While test doubles might be easier to work with, they lack the accuracy of working with real dependencies in terms of matching the production environment and covering all the integration surfaces and concerns in tests. Despite the potential to test with third-party integrations in contract tests, developers have refrained due to their lack of familiarity with Docker and CI tooling, as well as their belief in a poor return on investment for the time and effort required to create and maintain contract tests for experimental features. Given the Merino service context, which has a rapid development pace and a high risk tolerance, is there a way to streamline the test strategy while ensuring robustness against third-party integrations?","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Context and Problem Statement","id":"185","title":"Context and Problem Statement"},"186":{"body":"1. Usability & Skill Transferability Ease-of-use is the key criterion when we assess a tool for testing. The test strategy should prefer tools that require less effort and time to acquire proficiency. It should be easy to learn and work with. Ideally, any skills or knowledge acquired should be applicable across current contexts or for future scenarios. 2. Maturity & Expandability The test strategy and tooling should be able to handle known third-party Merino dependencies in tests with a reasonable belief that it will cover future growth. Known third-party dependencies include: REST APIs, Remote Settings, GCP Cloud Storage, Redis, and Elasticsearch. Future dependencies include: relational DBMS such as PostgreSQL and other GCP cloud services such as Pub/Sub. 3. Cost Efficiency The worker hours and tooling expenditures associated with the implementation and execution of the test strategy should ensure the profitability of Merino.","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Decision Drivers","id":"186","title":"Decision Drivers"},"187":{"body":"A. Yes. Expand the Scope of Integration Tests Using Dependency Docker Containers (Testcontainers) B. Yes. Reduce the Dependency Overhead in Tests Using Development and Stage Environments C. No. Fulfill the Current Test Strategy with Contract Test Coverage (Status quo)","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Considered Options","id":"187","title":"Considered Options"},"188":{"body":"Chosen option: A Overall, we believe that increasing the scope of integration tests to verify third-party integrations with Testcontainers will be the most effective and sustainable way forward. Testcontainers' \"Test dependencies as code\" approach best fulfills the Usability & Skill Transferability and Maturity & Expandability decision drivers and long-term would prove to be the most Cost Efficient option. We expect there to be initial labour costs to integrating Testcontainers, but anticipate that moving more verification responsibility to the integration test layer will be more accessible for developers and will reduce bugs found between Merino and third-party integrations. Testcontainers is a widely adopted container-based test platform that supports a wide range of programming languages including Python and Rust, which are popular at Mozilla and there is indication that Testcontainers would have applicability across services in PXI. Given the success of Rapid Release and other experiments in Merino, it's a good candidate to use in Merino first as a pilot test. Should we find any issues or unsoundness about it, we can always revert the decision in the future.","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Decision Outcome","id":"188","title":"Decision Outcome"},"189":{"body":"","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Pros and Cons of the Options","id":"189","title":"Pros and Cons of the Options"},"19":{"body":"This is an additional contractual document on top of CONTRIBUTING .","breadcrumbs":"Social contract » Merino Developer Guidelines and Social Contract","id":"19","title":"Merino Developer Guidelines and Social Contract"},"190":{"body":"A preference for the unit and integration feature test layers in Merino has emerged over time. These test layers are white-box, which means developers can more easily set up program environments to test either happy paths or edge cases. In addition, tooling for debugging and measuring code coverage is readily available in these layers. Testcontainers can be used to increase the scope of integration tests, covering the backend layer logic and network communication with third-party integrations, the current test strategy's point of weakness. Pros Testcontainers works with any Docker image and has numerous pre-built modules. Almost all the existing dependencies (or their close emulators) of Merino can be run as Docker containers. As a result, we can use real dependencies in Merino's tests as opposed to test doubles Testcontainers allows developers to programmatically manage the lifecycle of containers in the test code. This simplifies its usage for developers, who will not need to run any Docker commands separately for testing Testcontainers, which has recently been acquired by Docker , is fairly mature and supports many popular programming languages. There are also a large number of community maintained clients available for popular services such as PostgreSQL, Redis, Elasticsearch, etc. Testcontainers is lightweight and sandboxed, meaning service resources aren't shared and are cleaned up automatically, promoting test isolation and parallelization Docker-compose is also supported by Testcontainers, facilitating use of multiple dependency containers for more complex test cases Testcontainers supports Python, Rust and Javascript languages and works well with their respective test frameworks PyTest , Cargo-Test and Jest Cons A Docker runtime is required to run all the tests that depend on Testcontainers. Docker is already setup in CI, but developers may need to install a Docker runtime locally Integration tests cannot be run completely offline as Docker images need to be downloaded first Developers will need to understand more about how to configure and work with dependency containers. The development community has many popular services out of the box, but developers would still need to know and do more than what's required when using test doubles It could be challenging to provision test fixtures for the underlying containers. Feeding the fixture data into the containers could be complex Developers need to ensure version consistency across the development, testing, and production environments in the integration test layer For third-party API integrations, if the provider doesn't provide a Docker image for their API, Testcontainers alone will not help us much. It's possible to use fake API container generators, such as Wiremock , but it comes with its own complexities Implementation of Testcontainers would require refactoring of integration tests, including the removal of mocks and fixtures","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » A. Yes. Expand the Scope of Integration Tests Using Dependency Docker Containers (Testcontainers)","id":"190","title":"A. Yes. Expand the Scope of Integration Tests Using Dependency Docker Containers (Testcontainers)"},"191":{"body":"Using Merino's staging environment and third-party development resources in tests has been considered. This would effectively cover the current test strategy's weakness with third-party integrations without the cost and complexity involved with setting up test doubles or dependency containers. However, this approach has a key challenge in how to share the stage environment across all the test consumers (devs & CI) as most of the services do not support multi-tenant usage and would require a significant amount of effort to support resource isolation. Pros Best matches the production environment Doesn't need extra effort to create test doubles or dependencies for testing Cons Tests cannot be run offline since they would require a network connection to interact with development and stage environments This option breaks the Testing Guidelines & Best Practices for Merino, which require tests to be isolated and repeatable. A dependency on shared network resources will almost certainly lead to test flake, reducing the confidence in the test suite Test execution speeds would be negatively impacted, due to the lack of sandboxing, which enables parallel test runs","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » B. Yes. Reduce the Dependency Overhead in Tests Using Development and Stage Environments","id":"191","title":"B. Yes. Reduce the Dependency Overhead in Tests Using Development and Stage Environments"},"192":{"body":"The current test strategy, which relies on the contract tests to verify the interface between Merino and third-party dependencies, has not been fully implemented as designed. The missing coverage explains the current test strategy's weakness. Examples: DISCO-2032: Weather Contract Tests DISCO-2324: Add a merino-py contract test that interacts with a real Redis instance DISCO-2055: Dynamic Wikipedia Contract Tests Pros The most cost-effective solution, at least in the short term, since the test framework and Docker dependencies are set up and integrated into CI The unit and integration feature test layers remain simple by using test doubles Cons The black-box nature of contract tests makes it harder to set up the environmental conditions required to enable testing edge cases Adding dependency containers is complex, often requiring developers to have advanced knowledge of Docker and CI vendors (e.g. CircleCI) There is a high level of redundancy between unit, integration, and contract tests that negatively impacts development pace","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » C. No. Fulfill the Current Test Strategy with Contract Test Coverage (Status quo)","id":"192","title":"C. No. Fulfill the Current Test Strategy with Contract Test Coverage (Status quo)"},"193":{"body":"How to test 3rd party API integrations? We have two options for consideration: Either use generic API mocking frameworks or keep status quo and rely on other means (e.g. observerbility) to capture API breakages. They both have pros and cons and warrant a separate ADR to discuss in detail","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Open Questions","id":"193","title":"Open Questions"},"194":{"body":"DISCO-2704 - Use Testcontainer for Merino","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Links","id":"194","title":"Links"},"2":{"body":"This project drives an important part of Firefox's \"felt experience\". That is, the feeling of using Firefox, hopefully in a delightful way. The word \"felt\" in this phrase refers to feeling, but it can be punned to refer to the textile . Felt is often made of wool, and Merino wool (from Merino sheep) produces exceptionally smooth felt.","breadcrumbs":"Intro » About the Name","id":"2","title":"About the Name"},"20":{"body":"Not only do Merino developers build the service together, they also share the ownership of the service. That ownership is embodied in the following responsibilities: Be responsible for the entire lifecycle of each change landed in the code base: from writing the PR and getting it merged; ensuring it goes through CI/CD and eventually deployed to production; setting up monitoring on metrics and ensuring its healthy status and the overall health of Merino. Be familiar with Merino’s operation. Conduct operational reviews on a regular basis. Identify and track operational issues. Coordinate with the team(s) to close action items and resolve the identified issues. Documentation. Make sure the code meets the documentation requirements (no linting errors). If a change adds/updates the API, logs or metrics, ensure the associated documentation is up to date. We commit to sharing knowledge about Merino across the team, with the long-term goal that each team member is capable of resolving incidents of Merino. Merino developers should familiarize themselves with the Mozilla Incident Response Process and the Merino Runbooks. Each individual should be able to initiate an incident response, serve as the incident handling manager, and drive it to its resolution along with other incident responders. Any issues associated with an incident should be tracked in Jira in a way the team agrees upon. For example, assigned with an ‘incident-action-items’ label. Be aware of the infrastructure costs associated with new functionality. The team should have a good understanding of the cost to run the service including logging, computing, networking, and storage costs. Be mindful of work hours and the time zones of your fellow developers when scheduling meetings, deploying code, pairing on code, or collaborating in other ways. Set your work hours in Google Calendar and configure Slack to receive notifications only during those times. We encourage code deployments when there are fellow developers online to support. If you must deploy off-hours, ensure you have a peer available to approve any potential rollbacks. We are not going to grow individual Merino developers in deployment, operation, documentation, and incident responding for Merino. Rather, we’d like to foster a shared ownership with shared knowledge in every aspect of the day-to-day job for Merino.","breadcrumbs":"Social contract » Foster a Shared Ownership","id":"20","title":"Foster a Shared Ownership"},"21":{"body":"ADRs (Architectural Decision Record) are widely adopted by teams at Mozilla to capture important architecture decisions, including their context and consequences. Developers are encouraged to exercise the ADR process to facilitate the decision making on important subjects of the project. ADRs should be made easy to access and reference and therefore are normally checked into the source control and rendered as part of the project documentation.","breadcrumbs":"Social contract » Use ADRs to Record Architectural Decisions","id":"21","title":"Use ADRs to Record Architectural Decisions"},"22":{"body":"We strive to build highly available and reliable services while also emphasizing rapid iteration and continuous deployment as key aspects of product development. We opt to use SLOs (Service Level Objective) and error budget for risk management. SLOs can be co-determined by the product owner(s) and the service builders & operators. The error budget should be monitored and enforced by the monitoring infrastructure. Once the budget is reached, the service owners should be more reluctant or even reject to accept risky code artifacts until the budget gets reset.","breadcrumbs":"Social contract » Use SLO and Error Budget to Manage Service Risks","id":"22","title":"Use SLO and Error Budget to Manage Service Risks"},"23":{"body":"RRA (Rapid Risk Assessment) is the recommended process for service builders to perform a standardized lightweight risk assessment for the service or the feature of interest. Since Merino is a user-facing consumer service, we shall take extra caution for user security and the related risks. We have agreed with the Security Assurance team that we’d request an RRA (by following the RRA instructions) for every new content integration (e.g. AccuWeather) or content storage (e.g. Elasticsearch) for Merino.","breadcrumbs":"Social contract » Request RRA for New Content Integrations","id":"23","title":"Request RRA for New Content Integrations"},"24":{"body":"We value testing as a mechanism of establishing feedback loops for service development, design, and release. As developers add new changes to the project, thorough and effective testing reduces uncertainty and generates short feedback loops, accelerating development, release, and regression resolution. Testing also helps reduce the potential decrease in reliability from each change. To materialize those merits for Merino, we have designed the Merino Test Strategy and fulfilled it with adequate tests. We anticipate the cross-functional team to adhere to the strategy and evolve it to better support the project over time.","breadcrumbs":"Social contract » Testing for Productivity & Reliability","id":"24","title":"Testing for Productivity & Reliability"},"25":{"body":"We prioritize simple and conventional solutions in all aspects of development, from system design, to API specs, to code. We prefer mature, battle-tested technologies over complex, cutting-edge alternatives. At the same time, we know that Merino can always get better, and we welcome ideas from everyone. If you’ve got a new approach in mind, share it with the team or propose an Architectural Decision Record (ADR).","breadcrumbs":"Social contract » Aim for Simplicity","id":"25","title":"Aim for Simplicity"},"26":{"body":"While we strive to make Merino a highly reliable service, things would still go wrong regardless of how much care we take. Code errors, misconfigurations, operational glitches, to name a few. We opt for a blame-free culture to ease the mental stress when individuals are encouraged to take on more activities & responsibilities, especially before they gain familiarity around the tasks. We believe that learning from mistakes and incorporating the learned experience into processes to avoid repeating the same mistakes is more constructive and useful than putting someone on center stage. With a blame-free culture and proper risk management processes in place, the average cost of failures should be more tolerable within the error budget boundary. Who would be afraid of making mistakes?","breadcrumbs":"Social contract » Blame-free Culture","id":"26","title":"Blame-free Culture"},"27":{"body":"Last but not least. Let’s make Merino a fun project to work with!","breadcrumbs":"Social contract » Have Fun","id":"27","title":"Have Fun"},"28":{"body":"","breadcrumbs":"Working on the Code » Developer documentation for working on Merino","id":"28","title":"Developer documentation for working on Merino"},"29":{"body":"Here are some useful commands when working on Merino.","breadcrumbs":"Working on the Code » tl;dr","id":"29","title":"tl;dr"},"3":{"body":"flowchart TD User[\\fa:fa-user User/] subgraph Firefox [fa:fa-firefox Firefox] online(Online Search and Suggest) offline(Offline Search and Suggest&lt;br/&gt;fetches adMarketplace, static Wikipedia, &lt;br/&gt;and other suggestions.&lt;br/&gt; Offline mode is fallback if Merino times out.) end User --&gt; |Accessing the Firefox URL bar| Firefox subgraph Merino [fa:fa-leaf Merino] srh(fa:fa-gears Suggest Request Handler) subgraph middleware [fa:fa-paperclip Middleware] Geolocation Logging UserAgent Metrics end maxmind[(MaxmindDB)] Geolocation --&gt; maxmind srh -..- middleware subgraph providers [fa:fa-truck Providers] adm(adm) amo(amo) geolocation(geolocation) toppicks(top-picks) weather(weather) wikipedia(wikipedia) end srh --&gt; adm srh --&gt; amo srh --&gt; geolocation srh --&gt; toppicks srh --&gt; weather srh --&gt; wikipedia subgraph backends [fa:fa-server Backends] rsb(remote settings) accuweather(accuweather) elastic(elastic) toppicks_back(top picks) dynamic_amo(dynamic addons) end adm --&gt; rsb amo --&gt; dynamic_amo toppicks --&gt; toppicks_back weather --&gt; accuweather wikipedia --&gt; elastic end subgraph \"Airflow (Merino Jobs)\" wikipedia_sync(Wikipedia Sync) toppicks_sync(Top Picks Sync) addons_sync(Addons Remote Settings Upload) end addons_api(Addons API) dynamic_amo --&gt; addons_api elastico[(Elasticsearch)] elastic --&gt; elastico wikipedia_sync ..- |Syncs Wikipedia entries weekly| elastico accuweather_api(Accuweather API) accuweather ..-&gt; accuweather_api redis[(Redis Cache)] accuweather ..-&gt; |tries to query cache first| redis kinto[(Remote Settings)] rsb --- kinto addons_sync ..- |Add Addons Suggestions to Remote Settings| kinto toppicks_data[(GCS Top Picks Data,&lt;br/&gt;a list of Mozilla curated popular sites and metadata to be &lt;br/&gt;displayed on browser)] toppicks_sync ..-&gt; toppicks_data online --&gt; |/api/v1/suggest| srh offline ..- kinto","breadcrumbs":"Intro » Architecture","id":"3","title":"Architecture"},"30":{"body":"This project uses Poetry for dependency management. See dependencies for how to install Poetry on your machine. Install all the dependencies: $ poetry install Run Merino: $ poetry run uvicorn merino.main:app --reload # Or you can use a shortcut\n$ make run","breadcrumbs":"Working on the Code » Run the main app","id":"30","title":"Run the main app"},"31":{"body":"# List all available make commands with descriptions\n$ make help # Just like `poetry install`\n$ make install # Run linter\n$ make ruff-lint # Run format checker\n$ make ruff-fmt # Run formatter\n$ make ruff-format # Run black\n$ make black # Run bandit\n$ make bandit # Run mypy\n$ make mypy # Run all linting checks\n$ make -k lint # Run all formatters\n$ make format # Run merino-py with the auto code reloading\n$ make dev # Run merino-py without the auto code reloading\n$ make run # Run unit and integration tests and evaluate combined coverage\n$ make test # Evaluate combined unit and integration test coverage\n$ make test-coverage-check # Run unit tests\n$ make unit-tests # List fixtures in use per unit test\n$ make unit-test-fixtures # Run integration tests\n$ make integration-tests # List fixtures in use per integration test\n$ make integration-test-fixtures # Build the docker image for Merino named \"app:build\"\n$ make docker-build # Run contract tests on existing merino-py docker image\n$ make run-contract-tests # Run contract tests, with build step\n$ make contract-tests # Run contract tests cleanup\n$ make contract-tests-clean # Run local execution of (Locust) load tests\n$ make load-tests # Stop and remove containers and networks for load tests\n$ make load-tests-clean # Generate documents\n$ make doc # Preview the generated documents\n$ make doc-preview # Profile Merino with Scalene\n$ make profile # Run the Wikipedia CLI job\n$ make wikipedia-indexer job=$JOB","breadcrumbs":"Working on the Code » General commands","id":"31","title":"General commands"},"32":{"body":"You can generate documentation, both code level and book level, for Merino and all related crates by running ./dev/make-all-docs.sh. You'll need mdbook and mdbook-mermaid , which you can install via: make doc-install-deps If you haven't installed Rust and Cargo, you can reference the official Rust document .","breadcrumbs":"Working on the Code » Documentation","id":"32","title":"Documentation"},"33":{"body":"The default configuration of Merino is development, which has human-oriented pretty-print logging and debugging enabled. For settings that you wish to change in the development configuration, you have two options, listed below. For full details, make sure to check out the documentation for Merino's setting system (operations/configs.md) .","breadcrumbs":"Working on the Code » Local configuration","id":"33","title":"Local configuration"},"34":{"body":"Dynaconf is used for all configuration management in Merino, where values are specified in the merino/configs/ directory in .toml files. Environment variables are set for each environment as well and can be set when using the cli to launch the Merino service. Environment variables take precedence over the values set in the .toml files, so any environment variable set will automatically override defaults. By the same token, any config file that is pointed to will override the merino/configs/default.toml file. If the change you want to make makes the system better for most development tasks, consider adding it to merino/configs/development.toml, so that other developers can take advantage of it. If you do so, you likely want to add validation to those settings which needs to be added in merino/config.py, where the Dynaconf instance exists along with its validators. For examples of the various config settings, look at configs/default.toml and merino/config.py to see an example of the structure. It is not advisable to put secrets in configs/secrets.toml.","breadcrumbs":"Working on the Code » Update the defaults","id":"34","title":"Update the defaults"},"35":{"body":"Dynaconf will use the specified values and environment variables in the merino/configs/default.toml file. You can change the environment you want to use as mentioned above, but for local changes to adapt to your machine or tastes, you can put the configuration in merino/configs/development.local.toml. This file doesn't exist by default, so you will have to create it. Then simply copy from the other config files and make the adjustments that you require. These files should however not be checked into source control and are configured to be ignored, so long as they follow the *.local.toml format. Please follow this convention and take extra care to not check them in and only use them locally. See the Dynaconf Documentation for more details.","breadcrumbs":"Working on the Code » Create a local override","id":"35","title":"Create a local override"},"36":{"body":"This summarizes the mechanisms that block sensitive or questionable content in Merino. Because Merino supports several providers that have a broad range of potential suggestions, often from different sources, we require the ability to remove certain suggestions from being displayed. Blocklists in Merino filter content at two distinct phases: Content that is filtered at the data creation and indexing phase. Provider backends serve suggestions to the client based on matching against searched terms. This ensures that data that could be sensitive is not available to search against since it is not indexed. For instance, the Wikipedia provider filters categories of articles that are tagged with a matching category term in the blocklist. Content that is filtered at application runtime. There are instances where we want to quickly and dynamically add to block lists without re-indexing or running a job. In this case, suggestions are compared to a static list in the code that blocks out these suggestions.","breadcrumbs":"Working on the Code » Content Moderation » Content Moderation and Blocklists","id":"36","title":"Content Moderation and Blocklists"},"37":{"body":"In the Navigational Suggestions provider, a blocklist is used during data creation to block specific domains of websites that we do not want to suggest. The blocklist, domain_blocklist.json , is referenced during data generation of the top_picks.json file, which is ingested by the provider backend. This ensures specific domains are not indexed for suggestions. The blocklist is loaded and an exact string comparison is made between all second-level domains and the second-level domains defined in the blocklist. See nav-suggestions blocklist runbook for more information.","breadcrumbs":"Working on the Code » Content Moderation » Navigational Suggestions / Top Picks","id":"37","title":"Navigational Suggestions / Top Picks"},"38":{"body":"The Wikipedia Provider does both title filtering and category filtering at the data indexing level. Since the indexing jobs run periodically, we also implemented title filtering in the provider to get the blocking out sooner.","breadcrumbs":"Working on the Code » Content Moderation » Wikipedia","id":"38","title":"Wikipedia"},"39":{"body":"The Wikipedia Indexer Job references a remote blocklist which contains sensitive categories. At job runtime, the indexer reads the remote blocklist and creates a set of article categories that are be excluded from indexing. The article categories in the blocklist are chosen based off of analysis and best guesses of what could be considered objectionable content, based off of Mozilla's values and brand image. Any modifications to the file should be done with careful consideration. The indexer also blocks titles that are defined in the WIKIPEDIA_TITLE_BLOCKLIST in the application, which is referenced below. Any title that matches this blocklist is excluded from indexing.","breadcrumbs":"Working on the Code » Content Moderation » Indexer","id":"39","title":"Indexer"},"4":{"body":"This page describes the API endpoints available on Merino. The autogenerated API documentation exists here .","breadcrumbs":"Using the HTTP API » Merino API documentation","id":"4","title":"Merino API documentation"},"40":{"body":"When queried, the Wikipedia provider reads the WIKIPEDIA_TITLE_BLOCKLIST when creating a WikipediaSuggestion and if the query matches a blocked title, the suggestion is not shown to the client. We have this feature because the indexing job is not run daily. Therefore, we desire having an option to rapidly add to this list should we need to block a specific article. See wikipedia blocklist runbook for more information.","breadcrumbs":"Working on the Code » Content Moderation » Provider","id":"40","title":"Provider"},"41":{"body":"","breadcrumbs":"Working on the Code » Dependencies » Development Dependencies","id":"41","title":"Development Dependencies"},"42":{"body":"This project uses Poetry for dependency management. While you can use the vanilla virtualenv to set up the dev environment, we highly recommend to check out pyenv and pyenv-virtualenv , as they work nicely with Poetry. Follow the instructions to install pyenv , pyenv-virtualenv , and poetry . Feel free to browse the pyproject.toml file for a listing of dependencies and their versions. Once Poetry is installed, install all the dependencies: $ poetry install Add packages to project via poetry $ poetry add <package_name> After that you should be to run Merino as follows: $ poetry run uvicorn merino.main:app --reload # Or you can fire up a poetry shell to make it shorter\n$ poetry shell\n$ uvicorn merino.main:app --reload","breadcrumbs":"Working on the Code » Dependencies » Package Dependencies","id":"42","title":"Package Dependencies"},"43":{"body":"Merino uses a Redis-based caching system, and so requires a Redis instance to connect to. To make things simple, Redis (and any future service dependencies) can be started with Docker Compose, using the docker-compose.yaml file in the dev/ directory. Notably, this does not run any Merino components that have source code in this repository. $ cd dev\n$ docker-compose up # Or run services in deamon mode\n$ docker-compose up -d # Stop it\n$ docker-compose down # Shortcuts are also provided\n$ make docker-compose-up\n$ make docker-compose-up-daemon\n$ make docker-compose-down Redis is listening on port 6397 and can be connected via redis://localhost:6397. This Dockerized set up is optional. Feel free to run the dependent services by any other means as well.","breadcrumbs":"Working on the Code » Dependencies » Service Dependencies","id":"43","title":"Service Dependencies"},"44":{"body":"The docker-compose setup also includes some services that can help during development. Redis Commander, http://localhost:8081 - Explore the Redis database started above.","breadcrumbs":"Working on the Code » Dependencies » Dev Helpers","id":"44","title":"Dev Helpers"},"45":{"body":"To get data out of Merino and into observable systems, we use metrics and logging . Each has a unique use case. Note that in general, because of the scale we work at, adding a metric or log event in production is not free, and if we are careless can end up costing quite a bit. Record what is needed, but don't go over board. All data collection that happens in production (logging at INFO, WARN, or ERROR levels; and metrics) should be documented in docs/data.md .","breadcrumbs":"Working on the Code » Logging and Metrics » Logging and Metrics","id":"45","title":"Logging and Metrics"},"46":{"body":"Merino uses MozLog for structured logging. Logs can be recorded through the standard Python logging module. Merino can output logs in various formats, including a JSON format (MozLog) for production. A pretty, human readable format is also provided for development and other use cases.","breadcrumbs":"Working on the Code » Logging and Metrics » Logging","id":"46","title":"Logging"},"47":{"body":"MozLog requires that all messages have a type value. By convention, we use the name of the Python module, where the log record get issued, to populate this field. For example: import logging logger = logging.getLogger(__name__) # The `type` field of the log record will be the same as `__name__`.\nlogger.info(\"A new log message\", data=extra_fields) In general, the log message (\"An empty MultiProvider was created\") and the log type should both tell the reader what has happened. The difference is that the message is for humans and the type is for machines.","breadcrumbs":"Working on the Code » Logging and Metrics » Types","id":"47","title":"Types"},"48":{"body":"Tracing provides five log levels that should be familiar. This is what we mean by them in Merino: CRITICAL - There was a serious error indicating that the program itself may be unable to continue running. ERROR - There was a problem, and the task was not completable. This usually results in a 500 being sent to the user. All error logs encountered in production are reported to Sentry and should be considered a bug. If it isn't a bug, it shouldn't be logged as an error. WARNING - There was a problem, but the task was able to recover. This doesn't usually affect what the user sees. Warnings are suitable for unexpected but \"in-spec\" issues, like a sync job not returning an empty set or using a deprecated function. These are not reported to Sentry. INFO - This is the default level of the production service. Use for logging that something happened that isn't a problem and we care about in production. This is the level that Merino uses for it's one-per-request logs and sync status messages. Be careful adding new per-request logs at this level, as they can be expensive. DEBUG - This is the default level for developers running code locally. Use this to give insight into how the system is working, but keep in mind that this will be on by default, so don't be too noisy. Generally this should summarize what's happening, but not give the small details like a log line for every iteration of a loop. Since this is off in production, there are no cost concerns.","breadcrumbs":"Working on the Code » Logging and Metrics » Levels","id":"48","title":"Levels"},"49":{"body":"Merino metrics are reported as Statsd metrics. Unlike logging, the primary way that metrics reporting can cost a lot is in cardinality . The number of metric IDs we have and the combination of tag values that we supply. Often the number of individual events doesn't matter as much, since multiple events are aggregated together.","breadcrumbs":"Working on the Code » Logging and Metrics » Metrics","id":"49","title":"Metrics"},"5":{"body":"Merino has been enabled by default in Firefox. Though, you will need to enable the data sharing for Firefox Suggest to fully enable the feature. To enable it, type about:config in the URL bar set the Firefox preference browser.urlbar.quicksuggest.dataCollection.enabled to true. By default, Merino will connect to the production environments. This is controlled with the browser.urlbar.merino.endpointURL preference. See below for other options. You can also query any of the endpoint URLs below with something like: curl 'https://stage.merino.nonprod.cloudops.mozgcp.net/api/v1/suggest?q=your+query'","breadcrumbs":"Configuring Firefox and Merino Environments » Configuring Firefox and Merino Environments","id":"5","title":"Configuring Firefox and Merino Environments"},"50":{"body":"Merino leverages middleware for various functionalities such as logging, metrics, parsing for geolocation & user agent, feature flags etc. Middleware is defined in the merino/middleware directory.","breadcrumbs":"Working on the Code » Middlewares » Middlwares","id":"50","title":"Middlwares"},"51":{"body":"We currently don't implement middleware using the middleware facilities provided by FastAPI/Starlette as they've shown significant performance overhead, preventing Merino from achieving the SLOs required by Firefox Suggest. Before those performance issues get resolved in the upstream, we will be implementing middleware for Merino through the ASGI protocol . You can also reference this tutorial to learn more about ASGI. See Starlette's middleware document for more details about how to write pure ASGI middlewares. Specifically, we can reuse Starlette's data structures (Request, Headers, QueryParams etc.) to facilitate the implementation.","breadcrumbs":"Working on the Code » Middlewares » Caveat","id":"51","title":"Caveat"},"52":{"body":"","breadcrumbs":"Working on the Code » Feature Flags » Feature Flags","id":"52","title":"Feature Flags"},"53":{"body":"Do you plan to release code behind a feature flag? Great! 😃 Your feature flag needs to be defined first. If it's already defined, go ahead. Otherwise check the configuration section below before you continue. Use the following line in API endpoint code to gain access to the feature flags object: feature_flags: FeatureFlags = request.scope[ScopeKey.FEATURE_FLAGS] Then check whether a certain feature flag, such as example, is enabled by calling: if feature_flags.is_enabled(\"example\"): print(\"feature flag 'example' is enabled! 🚀\") When you do that, the decision (whether the feature flag is enabled or not) is recorded and stored in a dict on the decisions attribute of the feature flags object.","breadcrumbs":"Working on the Code » Feature Flags » Usage","id":"53","title":"Usage"},"54":{"body":"The feature flags system in Merino consists of three components: Description Location A FastAPI middleware that reads the query parameter sid sent by the client application and sets a session ID for the current request based on that. merino/middleware/featureflags.py A FeatureFlags class which you can use to check if a certain feature flag is enabled. merino/featureflags.py A local directory containing static files that define and configure feature flags for Merino. merino/configs/flags/","breadcrumbs":"Working on the Code » Feature Flags » Implementation","id":"54","title":"Implementation"},"55":{"body":"Currently two bucketing schemes are supported: random and session.","breadcrumbs":"Working on the Code » Feature Flags » Configuration","id":"55","title":"Configuration"},"56":{"body":"Random does what it says on the tin. It generates a random bucketing ID for every flag check.","breadcrumbs":"Working on the Code » Feature Flags » Random","id":"56","title":"Random"},"57":{"body":"Session bucketing uses the session ID of the request as the bucketing key so that feature checks within a given search session would be consistent.","breadcrumbs":"Working on the Code » Feature Flags » Session","id":"57","title":"Session"},"58":{"body":"Each flag defines the following fields: [default.flags.<flag_name>]\nscheme = 'session'\nenabled = 0.5 Field Description scheme This is the bucketing scheme for the flag. Allowed values are 'random' and 'session' enabled This represents the % enabled for the flag and must be a float between 0 and 1","breadcrumbs":"Working on the Code » Feature Flags » Fields","id":"58","title":"Fields"},"59":{"body":"When submitting application metrics, feature flag decisions that were made while processing the current request up to this point are automatically added as tags to the emitted metrics. The format of these tags is: feature_flag.<feature_flag_name> For more information about this see the ClientMeta meta class and the add_feature_flags decorator in merino/metrics.py.","breadcrumbs":"Working on the Code » Feature Flags » Metrics","id":"59","title":"Metrics"},"6":{"body":"","breadcrumbs":"Configuring Firefox and Merino Environments » Environments","id":"6","title":"Environments"},"60":{"body":"Because feature flag decisions are automatically added as tags to emitted metrics, you can use them in your queries in Grafana. 📈 For example, if you want to group by decisions for a feature flag with name hello_world, you can use tag(feature_flag.hello_world) in GROUP BY in Grafana. You can also use [[tag_feature_flag.hello_world]] in the ALIAS for panel legends.","breadcrumbs":"Working on the Code » Feature Flags » Monitoring in Grafana","id":"60","title":"Monitoring in Grafana"},"61":{"body":"This project currently follows a Continuous Deployment process. Whenever a commit is pushed to this repository's main branch, a CircleCI workflow is triggered which performs code checks and runs automated tests. The workflow additionally builds a new Docker image of the service and pushes that Docker image to the Docker Hub registry (this requires all previous jobs to pass). Pushing a new Docker image to the Docker Hub registry triggers a webhook that starts the Jenkins deployment pipeline (the Docker image tag determines the target environment). The deployment pipeline first deploys to the stage environment and subsequently to the production environment . Activity diagram of CircleCI main-workflow After the deployment is complete, accessing the __version__ endpoint will show the commit hash of the deployed version, which will eventually match to the one of the latest commit on the main branch (a node with an older version might still serve the request before it is shut down).","breadcrumbs":"Working on the Code » Release Process » The Release Process","id":"61","title":"The Release Process"},"62":{"body":"The expectation is that the author of the change will: merge pull requests during hours when the majority of contributors are online monitor the [Merino Application & Infrastructure][merino_app_info] dashboard for any anomaly","breadcrumbs":"Working on the Code » Release Process » Release Best Practices","id":"62","title":"Release Best Practices"},"63":{"body":"The commit hash of the deployed code is considered its version identifier. The commit hash can be retrieved locally via git rev-parse HEAD.","breadcrumbs":"Working on the Code » Release Process » Versioning","id":"63","title":"Versioning"},"64":{"body":"Load testing can be run locally or as a part of the deployment process. Local execution does not require any labeling in commit messages. For deployment, you have to add a label to the message of the commit that you wish to deploy in the form of: [load test: (abort|warn)]. In most cases this will be the merge commit created by merging a GitHub pull request. abort will prevent deployment should the load testing fail while warn will warn via Slack and continue deployment. For detailed specifics on load testing and this convention, please see the Load Test README . Logs from load tests executed in continuous deployment are available in the /data volume of the Locust master kubernetes pod.","breadcrumbs":"Working on the Code » Release Process » Load Testing","id":"64","title":"Load Testing"},"65":{"body":"If your latest release causes problems and needs to be rolled back: don't panic and follow the instructions in the Rollback Runbook .","breadcrumbs":"Working on the Code » Release Process » What to do if production breaks?","id":"65","title":"What to do if production breaks?"},"66":{"body":"Please refer to What to do with Test Failures in CI?","breadcrumbs":"Working on the Code » Release Process » What to do if tests fail during deployment?","id":"66","title":"What to do if tests fail during deployment?"},"67":{"body":"As Merino runs as a single-threaded application using the asyncio-based framework, it would be useful for engineers to get a good understanding about how Merino performs and where it spends time and memory doing what tasks to serve the requests. Local profiling offers us a way to look into those low-level details. We use Scalene as the profiler to conduct the profiling for Merino. It's very easy to use, offers extremely detailed (at the line level) insights with much lower overhead compared to other profilers.","breadcrumbs":"Working on the Code » Profiling » Profiling","id":"67","title":"Profiling"},"68":{"body":"To start the profiling, you can run the following to start Merino with Scalene: $ make profile # or you can run it directly $ python -m scalene merino/main.py Then you can send requests to Merino manually or through using other load testing tools. Once that's done, you can terminate the Merino application. It will automatically collect profiling outputs (CPU & Memory) and open it in your browser.","breadcrumbs":"Working on the Code » Profiling » Usage","id":"68","title":"Usage"},"69":{"body":"Out of the box, Scalene provides a very intuitive web interface to display the profiling outputs. It's organized at the file (module) level. For each file, it shows the CPU time and average memory usage for both the line profile and the function profile of that module. You can also click on specific columns to sort the lines or functions accordingly. For more details of how to read the outputs, you can reference Scalene's documents . Equipped with those insights, you can have a good understanding about the application, identify hotspots, bottlenecks, or other findings that are not easy to uncover by only reading the source code. And then, you can tweak or fix those issues, test or profile it again to verify if the fix is working.","breadcrumbs":"Working on the Code » Profiling » Understand the outputs","id":"69","title":"Understand the outputs"},"7":{"body":"Endpoint URL : https://merino.services.mozilla.com/api/v1/suggest The primary environment for end users. Firefox is configured to use this by default.","breadcrumbs":"Configuring Firefox and Merino Environments » Production","id":"7","title":"Production"},"70":{"body":"","breadcrumbs":"Working on the Code » Testing & Test Strategy » Merino Testing","id":"70","title":"Merino Testing"},"71":{"body":"Merino is tested using a combination of functional and performance tests. Test code resides in the tests directory. Merino's test strategy requires that we do not go below a minimum test coverage percentage for unit and integration tests. All Contract tests must pass and load tests cannot go below a minimum performance threshold. Test documentation resides in the /docs/testing/ directory. The functional test strategy is four-tiered, composed of: unit - documentation integration - documentation contract - documentation load - documentation See documentation and repositories in each given test area for specific details on running and maintaining tests.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Test Strategy","id":"71","title":"Test Strategy"},"72":{"body":"The unit layer is suitable for testing complex behavior at a small scale, with fine-grained control over the inputs. Due to their narrow scope, unit tests are fundamental to thorough test coverage. To execute unit tests, use: make unit-tests Unit tests are written and executed with pytest and are located in the tests/unit directory, using the same organizational structure as the source code of the merino service. Type aliases dedicated for test should be stored in the types.py module. The conftest.py modules contain common utilities in fixtures. For a breakdown of fixtures in use per test, use: make unit-test-fixtures","breadcrumbs":"Working on the Code » Testing & Test Strategy » Unit Tests » Unit Tests","id":"72","title":"Unit Tests"},"73":{"body":"Available fixtures include:","breadcrumbs":"Working on the Code » Testing & Test Strategy » Unit Tests » Fixtures","id":"73","title":"Fixtures"},"74":{"body":"Useful when verifying log messages, this fixture filters log records captured with pytest's caplog by a given logger_name. Usage: def test_with_filter_caplog( caplog: LogCaptureFixture, filter_caplog: FilterCaplogFixture\n) -> None: records: list[LogRecord] = filter_caplog(caplog.records, \"merino.providers.adm\") Note: This fixture is shared with integration tests.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Unit Tests » FilterCaplogFixture","id":"74","title":"FilterCaplogFixture"},"75":{"body":"For use when querying providers, this fixture creates a SuggestionRequest object with a given query Usage: def test_with_suggestion_request(srequest: SuggestionRequestFixture) -> None: request: SuggestionRequest = srequest(\"example\") result: list[BaseSuggestion] = await provider.query(request)","breadcrumbs":"Working on the Code » Testing & Test Strategy » Unit Tests » SuggestionRequestFixture","id":"75","title":"SuggestionRequestFixture"},"76":{"body":"For use when testing middleware, these fixtures initialize or mock the common Scope, Receive and Send object dependencies. Usage: def test_middleware(scope: Scope, receive_mock: Receive, send_mock: Send) -> None: pass","breadcrumbs":"Working on the Code » Testing & Test Strategy » Unit Tests » ScopeFixture, ReceiveMockFixture & SendMockFixture","id":"76","title":"ScopeFixture, ReceiveMockFixture & SendMockFixture"},"77":{"body":"The integration layer of testing allows for verification of interactions between service components, with lower development, maintenance and execution costs compared with higher level tests, such as contract tests. To execute integration tests, make sure you have Docker installed and a docker daemon running. Then use: make integration-tests Integration tests are located in the tests/integration directory. They use pytest and the FastAPI TestClient to send requests to specific merino endpoints and verify responses as well as other outputs, such as logs. Tests are organized according to the API path under test. Type aliases dedicated for test should be stored in the types.py module. Fake providers created for test should be stored in the fake_providers.py module. The conftest.py modules contain common utilities in fixtures. We have also added integration tests that use Docker via the testcontainers library . See fixture example below. For a breakdown of fixtures in use per test, use: make integration-test-fixtures","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » Integration Tests","id":"77","title":"Integration Tests"},"78":{"body":"Available fixtures include:","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » Fixtures","id":"78","title":"Fixtures"},"79":{"body":"Details available in Unit Tests section","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » FilterCaplogFixture","id":"79","title":"FilterCaplogFixture"},"8":{"body":"Endpoint URL : https://stage.merino.nonprod.cloudops.mozgcp.net/api/v1/suggest This environment is used for manual and load testing of the server. It is not guaranteed to be stable or available. It is used as a part of the deploy process to verify new releases before they got to production.","breadcrumbs":"Configuring Firefox and Merino Environments » Stage","id":"8","title":"Stage"},"80":{"body":"This fixture creates an instance of the TestClient to be used in testing API calls. Usage: def test_with_test_client(client: TestClient): response: Response = client.get(\"/api/v1/endpoint\")","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » TestClientFixture","id":"80","title":"TestClientFixture"},"81":{"body":"This fixture creates an instance of the TestClient, that will trigger event handlers (i.e. startup and shutdown) to be used in testing API calls. Usage: def test_with_test_client_with_event(client_with_events: TestClient): response: Response = client_with_events.get(\"/api/v1/endpoint\")","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » TestClientWithEventsFixture","id":"81","title":"TestClientWithEventsFixture"},"82":{"body":"This fixture will extract the extra log data from a captured 'request.summary' LogRecord for verification Usage: def test_with_log_data( caplog: LogCaptureFixture, filter_caplog: FilterCaplogFixture, extract_request_summary_log_data: LogDataFixture\n): records: list[LogRecord] = filter_caplog(caplog.records, \"request.summary\") assert len(records) == 1 record: LogRecord = records[0] log_data: dict[str, Any] = extract_request_summary_log_data(record) assert log_data == expected_log_data","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » RequestSummaryLogDataFixture","id":"82","title":"RequestSummaryLogDataFixture"},"83":{"body":"These fixture will setup and teardown given providers. Usage: If specifying providers for a module: @pytest.fixture(name=\"providers\")\ndef fixture_providers() -> Providers: return {\"test-provider\": TestProvider()} If specifying providers for a test: @pytest.mark.parametrize(\"providers\", [{\"test-provider\": TestProvider()}])\ndef test_with_provider() -> None: pass","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » InjectProvidersFixture & ProvidersFixture","id":"83","title":"InjectProvidersFixture & ProvidersFixture"},"84":{"body":"This fixture sets application provider dependency overrides. Usage: def test_with_setup_providers(setup_providers: SetupProvidersFixture): providers: dict[str, BaseProvider] = {\"test-provider\": TestProvider()} setup_providers(providers)","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » SetupProvidersFixture","id":"84","title":"SetupProvidersFixture"},"85":{"body":"This fixture resets application provider dependency overrides and is often used in teardown fixtures. Usage: @pytest.fixture(autouse=True)\ndef teardown(teardown_providers: TeardownProvidersFixture): yield teardown_providers()","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » TeardownProvidersFixture","id":"85","title":"TeardownProvidersFixture"},"86":{"body":"See tests/integration/jobs/navigational_suggestions/test_domain_metadata_uploader.py for a detailed example. This is a lightweight example on how to set up a docker container for your integration tests. Usage: @pytest.fixture(scope=\"module\")\ndef your_docker_container() -> DockerContainer: os.environ.setdefault(\"STORAGE_EMULATOR_HOST\", \"http://localhost:4443\") container = ( DockerContainer(\"your-docker-image\") .with_command(\"-scheme http\") .with_bind_ports(4443, 4443) ).start() # wait for the container to start and emit logs delay = wait_for_logs(container, \"server started at\") port = container.get_exposed_port(4443) yield container container.stop()","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » TestcontainersFixture","id":"86","title":"TestcontainersFixture"},"87":{"body":"This documentation describes the load tests for Merino. This test framework uses IP2Location LITE data available from https://lite.ip2location.com","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Merino Load (Locust) Tests","id":"87","title":"Merino Load (Locust) Tests"},"88":{"body":"The tests in the tests/load directory spawn multiple HTTP clients that consume Merino's API, in order to simulate real-world load on the Merino infrastructure. These tests use the Locust framework and are triggered at the discretion of the Merino Engineering Team.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Overview","id":"88","title":"Overview"},"89":{"body":"Merino Load Test Plan Merino Load Test History Merino Load Test Spreadsheet","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Related Documentation","id":"89","title":"Related Documentation"},"9":{"body":"This page should list all metrics and logs that Merino is expected to emit in production, including what should be done about them, if anything.","breadcrumbs":"Data collection » Data collection","id":"9","title":"Data collection"},"90":{"body":"Note that if you make changes to the load test code, you must stop and remove the Docker containers and networks for changes to reflect. Do this by running make load-tests-clean. Follow the steps bellow to execute the load tests locally:","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Local Execution","id":"90","title":"Local Execution"},"91":{"body":"1. Configure Environment Variables The following environment variables as well as Locust environment variables can be set in tests\\load\\docker-compose.yml. Make sure any required API key is added but then not checked into source control. WARNING : if the WIKIPEDIA__ES_API_KEY is missing, the load tests will not execute. Environment Variable Node(s) Description LOAD_TESTS__LOGGING_LEVEL master & worker Level for the logger in the load tests as an int (10 for DEBUG, 20 for INFO etc.) MERINO_REMOTE_SETTINGS__SERVER master & worker Server URL of the Kinto instance containing suggestions MERINO_REMOTE_SETTINGS__BUCKET master & worker Kinto bucket with the suggestions MERINO_REMOTE_SETTINGS__COLLECTION master & worker Kinto collection with the suggestions MERINO_PROVIDERS__TOP_PICKS__TOP_PICKS_FILE_PATH master & worker The minimum character limit set for long domain suggestion indexing MERINO_PROVIDERS__TOP_PICKS__QUERY_CHAR_LIMIT master & worker The minimum character limit set for short domain suggestion indexing MERINO_PROVIDERS__TOP_PICKS__FIREFOX_CHAR_LIMIT master & worker File path to the json file of domains MERINO_PROVIDERS__WIKIPEDIA__ES_API_KEY master & worker The base64 key used to authenticate on the Elasticsearch cluster specified by es_cloud_id MERINO_PROVIDERS__WIKIPEDIA__ES_URL master & worker The Cloud ID of the Elasticsearch cluster MERINO_PROVIDERS__WIKIPEDIA__ES_INDEX master & worker The index identifier of Wikipedia in Elasticsearch 2. Host Locust via Docker Execute the following from the repository root: make load-tests 3. (Optional) Host Merino Locally Use one of the following commands to host Merino locally. Execute the following from the repository root: Option 1: Use the local development instance make dev Option 2: Use the profiler instance make profile Option 3: Use the Docker instance make docker-build && docker run -p 8000:8000 app:build","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Setup Environment","id":"91","title":"Setup Environment"},"92":{"body":"1. Start Load Test In a browser navigate to http://localhost:8089/ Set up the load test parameters: Option 1: Select the MerinoSmokeLoadTestShape or MerinoAverageLoadTestShape These options have pre-defined settings Option 2: Select the Default load test shape with the following recommended settings: Number of users: 25 Spawn rate: 1 Host: 'https://stagepy.merino.nonprod.cloudops.mozgcp.net' Set host to 'http://host.docker.internal:8000' to test against a local instance of Merino Duration (Optional): 10m Select \"Start Swarming\" 2. Stop Load Test Select the 'Stop' button in the top right hand corner of the Locust UI, after the desired test duration has elapsed. If the 'Run time' is set in step 1, the load test will stop automatically. 3. Analyse Results See Distributed GCP Execution (Manual Trigger) - Analyse Results Only client-side measures, provided by Locust, are available when executing against a local instance of Merino.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Run Test Session","id":"92","title":"Run Test Session"},"93":{"body":"1. Remove Load Test Docker Containers Execute the following from the repository root: make load-tests-clean","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Clean-up Environment","id":"93","title":"Clean-up Environment"},"94":{"body":"Follow the steps bellow to execute the distributed load tests on GCP with a manual trigger:","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Distributed GCP Execution - Manual Trigger","id":"94","title":"Distributed GCP Execution - Manual Trigger"},"95":{"body":"1. Start a GCP Cloud Shell The load tests can be executed from the contextual-services-test-eng cloud shell . 2. Configure the Bash Script The setup_k8s.sh file, located in the tests\\load directory, contains shell commands to create a GKE cluster, setup an existing GKE cluster or delete a GKE cluster Modify the script to include the MERINO_PROVIDERS__WIKIPEDIA__ES_API_KEY environment variables Execute the following from the root directory, to make the file executable: chmod +x tests/load/setup_k8s.sh 3. Create the GCP Cluster Execute the setup_k8s.sh file and select the create option, in order to initiate the process of creating a cluster, setting up the env variables and building the docker image. Choose smoke or average depending on the type of load test required. ./tests/load/setup_k8s.sh create [smoke|average] Smoke - The smoke load test verifies the system's performance under minimal load. The test is run for a short period, possibly in CD, to ensure the system is working correctly. Average - The average load test measures the system's performance under standard operational conditions. The test is meant to reflect an ordinary day in production. The cluster creation process will take some time. It is considered complete, once an external IP is assigned to the locust_master node. Monitor the assignment via a watch loop: kubectl get svc locust-master --watch The number of workers is defaulted to 5, but can be modified with the kubectl scale command. Example (10 workers): kubectl scale deployment/locust-worker --replicas=10 To apply new changes to an existing GCP Cluster, execute the setup_k8s.sh file and select the setup option. This option will consider the local commit history, creating new containers and deploying them (see Artifact Registry )","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Setup Environment","id":"95","title":"Setup Environment"},"96":{"body":"1. Start Load Test In a browser navigate to http://$EXTERNAL_IP:8089 This url can be generated via command EXTERNAL_IP=$(kubectl get svc locust-master -o jsonpath=\"{.status.loadBalancer.ingress[0].ip}\")\necho http://$EXTERNAL_IP:8089 Select the MerinoSmokeLoadTestShape, this option has pre-defined settings and will last 5 minutes Select \"Start Swarming\" 2. Stop Load Test Select the 'Stop' button in the top right hand corner of the Locust UI, after the desired test duration has elapsed. If the 'Run time' is set in step 1, the load test will stop automatically. 3. Analyse Results RPS The request-per-second load target for Merino is 1500 Locust reports client-side RPS via the \"merino_stats.csv\" file and the UI (under the \"Statistics\" tab or the \"Charts\" tab) Grafana reports the server-side RPS via the \"HTTP requests per second per country\" chart HTTP Request Failures The number of responses with errors (5xx response codes) should be 0 Locust reports Failures via the \"merino_failures.csv\" file and the UI (under the \"Failures\" tab or the \"Charts\" tab) Grafana reports Failures via the \"HTTP Response codes\" chart and the \"HTTP 5xx error rate\" chart Exceptions The number of exceptions raised by the test framework should be 0 Locust reports Exceptions via the \"merino_exceptions.csv\" file and the UI (under the \"Exceptions\" tab) Latency The HTTP client-side response time (aka request duration) for 95 percent of users is required to be 200ms or less (p95 <= 200ms), excluding weather requests Locust reports client-side latency via the \"merino_stats.csv\" file and the UI (under the \"Statistics\" tab or the \"Charts\" tab) Warning! A Locust worker with too many users will bottleneck RPS and inflate client-side latency measures. Locust reports worker CPU and memory usage metrics via the UI (under the \"Workers\" tab) Grafana reports server-side latency via the \"p95 latency\" chart Resource Consumption To conserve costs, resource allocation must be kept to a minimum. It is expected that container, CPU and memory usage should trend consistently between load test runs. Grafana reports metrics on resources via the \"Container Count\", \"CPU usage time sum\" and \"Memory usage sum\" charts 4. Report Results Results should be recorded in the Merino Load Test Spreadsheet Optionally, the Locust reports can be saved and linked in the spreadsheet: Download the results via the Locust UI or via command: kubectl cp <master-pod-name>:/home/locust/merino_stats.csv merino_stats.csv\nkubectl cp <master-pod-name>:/home/locust/merino_exceptions.csv merino_exceptions.csv\nkubectl cp <master-pod-name>:/home/locust/merino_failures.csv merino_failures.csv The master-pod-name can be found at the top of the pod list: kubectl get pods -o wide Upload the files to the ConServ drive and record the links in the spreadsheet","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Run Test Session","id":"96","title":"Run Test Session"},"97":{"body":"1. Delete the GCP Cluster Execute the setup_k8s.sh file and select the delete option ./tests/load/setup_k8s.sh","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Clean-up Environment","id":"97","title":"Clean-up Environment"},"98":{"body":"The load tests are triggered in CI via Jenkins , which has a command overriding the load test Dockerfile entrypoint. Follow the steps bellow to execute the distributed load tests on GCP with a CI trigger:","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Distributed GCP Execution - CI Trigger","id":"98","title":"Distributed GCP Execution - CI Trigger"},"99":{"body":"1. Execute Load Test To automatically kick off load testing in staging along with your pull request commit, you have to include a label in your git commit. This must be the merge commit on the main branch, since only the most recent commit is checked for the label. This label is in the form of: [load test: (abort|warn)]. Take careful note of correct syntax and spacing within the label. There are two options for load tests, being abort and warn. The abort label will prevent a prod deployment should the load test fail. Ex. feat: Add feature ABC [load test: abort]. The warn label will output a Slack warning should the load test fail, but still allow for prod deployment. Ex. feat: Add feature XYZ [load test: warn]. The commit tag signals load test instructions to Jenkins by modifying the Docker image tag. The Jenkins deployment workflow first deploys to stage and then runs load tests if requested. The Docker image tag passed to Jenkins appears as follows: ^(?P<environment>stage|prod)(?:-(?P<task>\\w+)-(?P<onfailure>warn|abort))?-(?P<commit>[a-z0-9]+)$. 2. Analyse Results See Distributed GCP Execution (Manual Trigger) - Analyse Results 3. Report Results Results should be recorded in the Merino Load Test Spreadsheet Optionally, the Locust reports can be saved and linked in the spreadsheet. The results are persisted in the /data directory of the locust-master-0 pod in the locust-master k8s cluster in the GCP project of merino-nonprod. To access the Locust logs: Open a cloud shell in the Merino stage environment Authenticate by executing the following command: gcloud container clusters get-credentials merino-nonprod-v1 \\ --region us-west1 --project moz-fx-merino-nonprod-ee93 Identify the log files needed in the Kubernetes pod by executing the following command, which lists the log files along with file creation timestamp when the test was performed. 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Configure the Bash Script The setup_k8s.sh file, located in the tests\\load directory, contains shell commands to create a GKE cluster, setup an existing GKE cluster or delete a GKE cluster Execute the following from the root directory, to make the file executable: chmod +x tests/load/setup_k8s.sh 3. Create the GCP Cluster In the setup_k8s.sh script, modify the WORKER_COUNT variable to equal 1 Execute the setup_k8s.sh file from the root directory and select the create option, in order to initiate the process of creating a cluster, setting up the env variables and building the docker image. Choose smoke or average depending on the type of load test required. ./tests/load/setup_k8s.sh create [smoke|average] The cluster creation process will take some time. It is considered complete, once an external IP is assigned to the locust_master node. Monitor the assignment via a watch loop: kubectl get svc locust-master --watch","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Setup Environment","id":"102","title":"Setup Environment"},"103":{"body":"Repeat steps 1 to 3, using a process of elimination, such as the bisection method, to determine the maximum USERS_PER_WORKER. The load tests are considered optimized when CPU and memory resources are maximally utilized. This step is meant to determine the maximum user count that a node can accommodate by observing CPU and memory usage while steadily increasing or decreasing the user count. You can monitor the CPU percentage in the Locust UI but also in the Kubernetes engine Workloads tab where both memory and CPU are visualized on charts. 1. Start Load Test In a browser navigate to http://$EXTERNAL_IP:8089 This url can be generated via command EXTERNAL_IP=$(kubectl get svc locust-master -o jsonpath=\"{.status.loadBalancer.ingress[0].ip}\")\necho http://$EXTERNAL_IP:8089 Set up the load test parameters: ShapeClass: Default UserClasses: MerinoUser Number of users: USERS_PER_WORKER (Consult the Merino_spreadsheet to determine a starting point) Ramp up: RAMP_UP (RAMP_UP = 5/USERS_PER_WORKER) Host: 'https://stagepy.merino.nonprod.cloudops.mozgcp.net' Duration (Optional): 600s Select \"Start Swarm\" 2. Stop Load Test Select the 'Stop' button in the top right hand corner of the Locust UI, after the desired test duration has elapsed. If the 'Run time' or 'Duration' is set in step 1, the load test will stop automatically. 3. Analyse Results CPU and Memory Resource Graphs CPU and Memory usage should be less than 90% of the available capacity CPU and Memory Resources can be observed in Google Cloud > Kubernetes Engine > Workloads Log Errors or Warnings Locust will emit errors or warnings if high CPU or memory usage occurs during the execution of a load test. The presence of these logs is a strong indication that the USERS_PER_WORKER count is too high 4. Report Results See Distributed GCP Execution (Manual Trigger) - Analyse Results 5. Update Shape and Script Values WORKER_COUNT = MAX_USERS/USERS_PER_WORKER If MAX_USERS is unknown, calibrate to determine WORKER_COUNT Update the USERS_PER_WORKER and WORKER_COUNT values in the following files: \\tests\\load\\locustfiles\\smoke_load.py or \\tests\\load\\locustfiles\\average_load.py \\tests\\load\\setup_k8s.sh","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Calibrate","id":"103","title":"Calibrate"},"104":{"body":"See Distributed GCP Execution (Manual Trigger) - Clean-up Environment","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Clean-up Environment","id":"104","title":"Clean-up Environment"},"105":{"body":"This process is used to determine the number of Locust workers required in order to generate sufficient load for a test given a SHAPE_CLASS.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Calibrating for WORKER_COUNT","id":"105","title":"Calibrating for WORKER_COUNT"},"106":{"body":"See Distributed GCP Execution (Manual Trigger) - Setup Environment Note that in the setup_k8s.sh the maximum number of nodes is set using the total-max-nodes google cloud option. It may need to be increased if the number of workers can't be supported by the cluster.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Setup Environment","id":"106","title":"Setup Environment"},"107":{"body":"Repeat steps 1 to 4, using a process of elimination, such as the bisection method, to determine the maximum WORKER_COUNT. The tests are considered optimized when they generate the minimum load required to cause node scaling in the the Merino-py Stage environment. You can monitor the Merino-py pod counts on Grafana . 1. Update Shape and Script Values Update the WORKER_COUNT values in the following files: \\tests\\load\\locustfiles\\smoke_load.py or \\tests\\load\\locustfiles\\average_load.py \\tests\\load\\setup_k8s.sh Using Git, commit the changes locally 2. Start Load Test In a browser navigate to http://$EXTERNAL_IP:8089 This url can be generated via command EXTERNAL_IP=$(kubectl get svc locust-master -o jsonpath=\"{.status.loadBalancer.ingress[0].ip}\")\necho http://$EXTERNAL_IP:8089 Set up the load test parameters: ShapeClass: SHAPE_CLASS Host: 'https://stagepy.merino.nonprod.cloudops.mozgcp.net' Select \"Start Swarm\" 3. Stop Load Test Select the 'Stop' button in the top right hand corner of the Locust UI, after the desired test duration has elapsed. If the 'Run time', 'Duration' or 'ShapeClass' are set in step 1, the load test will stop automatically. 4. Analyse Results Stage Environment Pod Counts The 'Merino-py Pod Count' should demonstrate scaling during the execution of the load test The pod counts can be observed in Grafana CPU and Memory Resources CPU and Memory usage should be less than 90% of the available capacity in the cluster CPU and Memory Resources can be observed in Google Cloud > Kubernetes Engine > Workloads 5. Report Results See Distributed GCP Execution (Manual Trigger) - Report Results","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Calibrate","id":"107","title":"Calibrate"},"108":{"body":"See Distributed GCP Execution (Manual Trigger) - Clean-up Environment","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Clean-up Environment","id":"108","title":"Clean-up Environment"},"109":{"body":"The load test maintenance schedule cadence is once a quarter and should include updating the following: poetry version and python dependencies pyproject.toml poetry.lock Docker artifacts Dockerfile docker-compose.yml Distributed GCP execution scripts and Kubernetes configurations setup_k8s.sh locust-master-controller.yml locust-master-service.yml locust-worker-controller.yml CircleCI contract test jobs config.yml Documentation load test docs","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Maintenance","id":"109","title":"Maintenance"},"11":{"body":"INFO web.suggest.request - A suggestion request is being processed. This event will include fields for all relevant details of the request. Fields: sensitive - Always set to true to ensure proper routing. query - If query logging is enabled, the text the user typed. Otherwise an empty string. country - The country the request came from. region - The first country subdivision the request came from. city - The city the request came from. dma - A US-only location description that is larger than city and smaller than states, but does not align to political borders. agent - The original user agent. os_family - Parsed from the user agent. One of \"windows\", \"macos\", \"linux\", \"ios\", \"android\", \"chrome os\", \"blackberry\", or \"other\". form_factor - Parsed from the user agent. One of \"desktop\", \"phone\", \"tablet\", or \"other\" browser - The browser and possibly version detected. Either \"Firefox(XX)\" where XX is the version, or \"Other\". rid - The request ID. WIP accepts_english - True if the user's Accept-Language header includes an English locale, false otherwise. requested_providers - A comma separated list of providers requested via the query string, or an empty string if none were requested (in which case the default values would be used). client_variants - Any client variants sent to Merino in the query string. session_id - A UUID generated by the client for each search session. sequence_no - A client-side event counter (0-based) that records the query sequence within each search session. INFO request.summary - The application request summary that follows the MozLog convention. This log is recorded for all incoming HTTP requests except for the suggest API endpoint. ERROR dockerflow.error_endpoint - The __error__ endpoint of the server was called. This is used to test our error reporting system. It is not a cause for concern, unless we receive a large amount of these records, in which case some outside service is likely malicious or misconfigured.","breadcrumbs":"Data collection » Merino APIs","id":"11","title":"Merino APIs"},"110":{"body":"This documentation describes the automated contract tests for Merino.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Merino Contract Tests","id":"110","title":"Merino Contract Tests"},"111":{"body":"The tests in the tests/contract directory consume Merino's APIs using more opaque techniques. These tests run against a Docker container of the service, specify settings via environment variables, and operate on the HTTP API layer only and as such are more concerned with external contracts and behavior. The contract tests cannot configure the server per-test. The contract test suite is designed to be set up as a docker-compose CI workflow. To simulate common use cases, the suite utilizes 6 docker containers: client, merino, kinto-setup, kinto, kinto-attachments, and redis. The following sequence diagram depicts container interactions during the remote_settings__coffee test scenario. Test Scenario: remote_settings__coffee Sequence diagram of the integration tests Notes: The interactions between kinto and kinto-attachments are not depicted. The diagram was composed using Miro ,","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Overview","id":"111","title":"Overview"},"112":{"body":"The client container consists of a Python-based test framework that executes the contract tests. The HTTP client used in the framework can be instructed to prepare Remote Settings data through requests to kinto and can verify Merino functionality through requests to the Merino service. For more details, see the client documentation .","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » client","id":"112","title":"client"},"113":{"body":"The merino container encapsulates the Merino service under test. For more details, see the Merino documentation .","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » merino","id":"113","title":"merino"},"114":{"body":"The kinto-setup container consists of a Python-based program responsible for defining the Remote Settings bucket, \"main\", and collection, \"quicksuggest\", prior to the merino container startup, a pre-requisite. For more details, see the kinto-setup documentation .","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » kinto-setup","id":"114","title":"kinto-setup"},"115":{"body":"The kinto container holds a minimalist storage service with synchronisation and sharing abilities. It uses the kinto-attachments container to store data locally. For more details, see the Remote Settings documentation .","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » kinto & kinto-attachments","id":"115","title":"kinto & kinto-attachments"},"116":{"body":"Local execution can be expedited by simply running make contract-tests, from the repository root. This creates the Docker containers with kinto, Merino and the test client and runs the test scenarios against them. make contract-tests To remove contract test containers and network artifacts, execute the following from the repository root: make contract-tests-clean Failing to run this clean command between code changes may result in your changes not being reflected. See Makefile for details.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Local Execution","id":"116","title":"Local Execution"},"117":{"body":"The contract test maintenance schedule cadence is once a quarter and should include updating the following: poetry version and python dependencies pyproject.toml poetry.lock Docker artifacts client Dockerfile kinto-setup Dockerfile docker-compose.yml CircleCI contract test jobs config.yml Documentation client documentation kinto-setup documentation contract test documentation","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Maintenance","id":"117","title":"Maintenance"},"118":{"body":"","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Kinto Setup » Merino Contract Tests - Kinto-Setup","id":"118","title":"Merino Contract Tests - Kinto-Setup"},"119":{"body":"This documentation describes setting up Kinto for contract tests. Specifically, it is responsible for the creation of the Remote Settings bucket and collection, a pre-requisite for the Merino service. For more details on contract test design, refer to the contract-tests documentation .","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Kinto Setup » Overview","id":"119","title":"Overview"},"12":{"body":"Geolocation WARNING merino.middleware.geolocation - There was an error with a geolocation lookup.","breadcrumbs":"Data collection » Merino Middleware Logs","id":"12","title":"Merino Middleware Logs"},"120":{"body":"To execute the kinto-setup outside the Docker container, create a Python virtual environment, set environment variables, expose the Kinto API port in the docker-compose.yml and use a Python command. It is recommended to execute the setup within a Python virtual environment to prevent dependency cross contamination. Create a Virtual Environment The developer documentation on dependences for working on Merino dependencies, provides instruction on creating a virtual environment via pyenv, and installing all requirements via poetry. Setup Environment Variables The following environment variables are set in docker-compose.yml, but will require local setup via command line, pytest.ini file or IDE configuration: KINTO_URL: The URL of the Kinto service Example: KINTO_URL=http://localhost:8888 KINTO_BUCKET: The ID of the Kinto bucket to create Example: KINTO_BUCKET=main KINTO_COLLECTION: The ID of the Kinto collection to create Example: KINTO_COLLECTION=quicksuggest Modify tests/contract/docker-compose.yml In the kinto definition, expose port 8888 by adding the following: ports: - \"8888:8888\" Run kinto and kinto-attachment docker containers. Execute the following from the project root: docker-compose \\ -f tests/contract/docker-compose.yml \\ -p merino-py-contract-tests \\ up kinto Run the kinto-setup service Execute the following from the project root: python tests/contract/kinto-setup/main.py","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Kinto Setup » Local Execution","id":"120","title":"Local Execution"},"121":{"body":"","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Client » Merino Contract Tests - Client","id":"121","title":"Merino Contract Tests - Client"},"122":{"body":"This documentation describes a Python-based test framework for the contract tests. The HTTP client used in the framework supports: Requests to Kinto (Remote Settings) for record population Requests for suggestions from Merino, with response checks For more details on contract test design, refer to the contract-tests documentation .","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Client » Overview","id":"122","title":"Overview"},"123":{"body":"The client is instructed on request and response check actions via scenarios, recorded in the scenarios.yml file. A scenario is defined by a name, a description and steps. Name A test name should identify the use case under test. Names are written in snake case with double-underscores __ for scenario and behavior delineation. Example: remote_settings__refresh Description A test description should outline, in greater detail, the purpose of a test, meaning the feature or common user interaction being verified. Example: Test that Merino successfully returns refreshed output in the cases of suggestion content updates and additions Steps Kinto Service The Kinto service scenario step populates the records used by the Merino service Kinto request fields: service - Set the value to kinto, to direct requests to the Kinto service delay - (optional) Set seconds to pause before execution of request record_id - Set the ID that will correspond with the records specified in filename filename - Set the file with records to upload. The files are located in ..\\volumes\\kinto data_type - Set to data or offline-expansion-data A Kinto service scenario step will not check a response defined in the scenario, but will raise an error in the event of an unexpected HTTP response All records populated by Kinto service scenario steps are deleted as part of the scenario teardown Example: - request: service: kinto record_id: \"data-01\" filename: \"data-01.json\" data_type: \"data\" Merino Service The Merino service scenario step sends queries to merino and checks the validity of the responses Merino request fields: service - Set the value to merino, to direct requests to the Merino service delay - (optional) Set seconds to pause before execution of request method - Set the HTTP request method path - Set the query and parameters for the request method headers - Set a list of HTTP request headers Merino response fields: status_code - Set the expected HTTP response status code content - Set a list of expected merino suggestion content The request_id is excluded from verification and can be set to null in the scenario Example: - name: suggest__apple description: Test that Merino successfully returns a suggestion steps: - request: service: merino method: GET path: '/api/v1/suggest?q=apple' headers: - name: User-Agent value: 'Mozilla/5.0 (Windows NT 10.0; rv:10.0) Gecko/20100101 Firefox/91.0' - name: Accept-Language value: 'en-US' response: status_code: 200 content: client_variants: [] server_variants: [] request_id: null suggestions: - block_id: 1 full_keyword: 'apple' title: 'Wikipedia - Apple' url: 'https://en.wikipedia.org/wiki/Apple' impression_url: 'https://127.0.0.1/' click_url: 'https://127.0.0.1/' provider: 'test_provider' advertiser: 'test_advertiser' is_sponsored: false icon: 'https://en.wikipedia.org/favicon.ico' score: 0.0","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Client » Scenarios","id":"123","title":"Scenarios"},"124":{"body":"To execute the test scenarios outside the client Docker container, create a Python virtual environment, set environment variables, expose the Merino and Kinto API ports in the docker-compose.yml and use a pytest command. It is recommended to execute the tests within a Python virtual environment to prevent dependency cross contamination. Create a Virtual Environment The developer documentation on dependences for working on Merino dependencies, provides instruction on creating a virtual environment via pyenv, and installing all requirements via poetry. Setup Environment Variables The following environment variables are set in docker-compose.yml, but will require local setup via command line, pytest.ini file or IDE configuration: MERINO_URL: The URL of the Merino service Example: MERINO_URL=http://localhost:8000 KINTO_URL: The URL of the Kinto service Example: KINTO_URL=http://localhost:8888 KINTO_ATTACHMENTS_URL: The URL of the Kinto Attachments service Example: KINTO_ATTACHMENTS_URL=http://localhost:80 KINTO_BUCKET: The ID of the Kinto bucket to create Example: KINTO_BUCKET=main KINTO_COLLECTION: The ID of the Kinto collection to create Example: KINTO_COLLECTION=quicksuggest KINTO_DATA_DIR: The directory containing advertiser data Example: KINTO_DATA_DIR=tests/contract/volumes/kinto SCENARIOS_FILE: The directory containing contract test scenario files Example: SCENARIOS_FILE=tests/contract/volumes/client/scenarios.yml Modify tests/contract/docker-compose.yml In the merino definition, expose port 8000 by adding the following: ports: - \"8000:8000\" In the kinto definition, expose port 8888 by adding the following: ports: - \"8888:8888\" In the kinto-attachments definition, expose port 80 by adding the following: ports: - \"80:80\" Run merino, kinto-setup, kinto and kinto-attachment docker containers Execute the following from the project root: docker-compose \\ -f tests/contract/docker-compose.yml \\ -p merino-py-contract-tests \\ up merino Run the contract tests Execute the following from the project root: pytest tests/contract/client/tests/test_merino.py -vv Tests can be run individually using -k expr . Example executing the remote_settings__refresh scenario: pytest tests/contract/client/tests/test_merino.py -vv -k remote_settings__refresh","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Client » Local Execution","id":"124","title":"Local Execution"},"125":{"body":"This is where we put operational documentation for Merino.","breadcrumbs":"Operations » Operations","id":"125","title":"Operations"},"126":{"body":"Note: We use \"roll-forward\" strategy for rolling back changes in production. Depending on the severity of the problem, decide if this warrants kicking off an incident ; Identify the problematic commit (it may not be the latest commit) and create a revert PR. If it is the latest commit, you can revert the change with: git revert HEAD~1 Create a revert PR and go through normal review process to merge PR.","breadcrumbs":"Operations » Rollback » How to Rollback Changes","id":"126","title":"How to Rollback Changes"},"127":{"body":"The Navigational Suggestions Job blocklist is contained in merino/utils/blocklists.py. The TOP_PICKS_BLOCKLIST variable is used when running the indexing job and prevents the included domains from being added.","breadcrumbs":"Operations » Modify Navigational Suggestions Blocklist » Navigational Suggestions Job Blocklist","id":"127","title":"Navigational Suggestions Job Blocklist"},"128":{"body":"Go to merino/utils/blocklists.py . Add the second-level-domain to the TOP_PICKS_BLOCKLIST set. Open a PR and merge in the changes to block this domain from being indexed.","breadcrumbs":"Operations » Modify Navigational Suggestions Blocklist » Add to Blocklist","id":"128","title":"Add to Blocklist"},"129":{"body":"Repeat as above, just remove the domain from the TOP_PICKS_BLOCKLIST set. Note: removing from the blocklist means that the domain was likely not created during the Airflow job, so if you wish to see it re-added, supposing it is still in the top 1000 domains, you have to re-run the airflow job. See the instructions for this in the jobs/navigational_suggestions docs .","breadcrumbs":"Operations » Modify Navigational Suggestions Blocklist » Remove from Blocklist","id":"129","title":"Remove from Blocklist"},"13":{"body":"WARNING merino.cron - There was an error while executing a cron task.","breadcrumbs":"Data collection » Merino Cron Tasks","id":"13","title":"Merino Cron Tasks"},"130":{"body":"","breadcrumbs":"Operations » Modify Wikipedia Suggestions Blocklist » How to Add to the Wikipedia Indexer and Provider Blocklist","id":"130","title":"How to Add to the Wikipedia Indexer and Provider Blocklist"},"131":{"body":"These steps define how to rapidly add and therefore block a Wikipedia article by its title. In /merino/utils/blocklists.py, add the matching title to TITLE_BLOCK_LIST. NOTE: Ensure the title field is added as it appears with correct spacing between the words. In adding to the list, enter the title as it appears in Wikipedia. Membership checks of the block list are not case sensitive and any underscores in the titles should instead be spaces. Check in the changes to source control, merge a pull request with the new block list and deploy Merino.","breadcrumbs":"Operations » Modify Wikipedia Suggestions Blocklist » Provider - Rapid Blocklist Addition","id":"131","title":"Provider - Rapid Blocklist Addition"},"132":{"body":"Since the indexer runs at a regular cadence, you do not need to re-run the Airflow job. Adding to the blocklist using the steps above is sufficient to rapidly block a title. The next time the Wikipedia indexer job runs, this title will be excluded during the indexer job. NOTE: There are two blocklists referenced by the Wikipedia Indexer Job: blocklist_file_url: a key contained in the merino/configs/default.toml file that points to a remote block list which encapsulates blocked categories. WIKIPEDIA_TITLE_BLOCKLIST: an application-level list of titles found at /merino/utils/blocklists.py as explained above.","breadcrumbs":"Operations » Modify Wikipedia Suggestions Blocklist » Indexer Job","id":"132","title":"Indexer Job"},"133":{"body":"Investigate the cause of the test failure For functional tests (unit, integration or contract), logs can be found on CircleCI For performance tests (load), insights can be found on Grafana and in the Locust logs. To access the Locust logs see the Distributed GCP Exection - CI Trigger section of the load test documentation. Fix or mitigate the failure If a fix can be identified in a relatively short time, then submit a fix If the failure is caused by a flaky or intermittent functional test and the risk to the end-user experience is low, then the test can be \"skipped\", using the pytestxfail decorator during continued investigation. Example: @pytest.mark.xfail(reason=\"Test Flake Detected (ref: DISCO-####)\") Re-Deploy A fix or mitigation will most likely require a PR merge to the main branch that will automatically trigger the deployment process. If this is not possible, a re-deployment can be initiated manually by triggering the CI pipeline in CircleCI .","breadcrumbs":"Operations » Test Failures in CI » What to do with test failures in CI?","id":"133","title":"What to do with test failures in CI?"},"134":{"body":"To manage configurations and view all documentation for individual config values, please view the default.toml file.","breadcrumbs":"Operations » Configs » Configuring Merino (Operations)","id":"134","title":"Configuring Merino (Operations)"},"135":{"body":"Merino's settings are managed via Dynaconf and can be specified in two ways: a TOML file in the merino/configs/ directory . via environment variables. Environment variables take precedence over the values set in the TOML files. Production environment variables are managed by SRE and defined in the relevant merino-py repo. TOML files set with the same environment name that is currently activated also automatically override defaults. Any config file that is pointed to will override the merino/configs/default.toml file.","breadcrumbs":"Operations » Configs » Settings","id":"135","title":"Settings"},"136":{"body":"These are the settings sources, with later sources overriding earlier ones. A config.py file establishes a Dynaconf instance and environment-specific values are pulled in from the corresponding TOML files and environment variables. Other configurations are established by files that are prefixed with config_*.py, such as config_sentry.py or config_logging.py. Per-environment configuration files are in the configs directory . The environment is selected using the environment variable MERINO_ENV. The settings for that environment are then loaded from configs/${env}.toml, if the file/env exists. The default environment is \"development\". A \"production\" environment is also provided. Local configuration files are not checked into the repository, but if created should be named configs/development.local.toml, following the format of <environment>.local.toml. This file is listed in the .gitignore file and is safe to use for local configuration. One may add secrets here if desired, though it is advised to exercise great caution.","breadcrumbs":"Operations » Configs » File organization","id":"136","title":"File organization"},"137":{"body":"All environments are prefixed with MERINO_. This is established in the config.py file by setting the envvar_prefix=\"MERINO\" for the Dynaconf instance. The first level following MERINO_ is accessed with a single underscore _ and any subsequent levels require two underscores __. For example, the logging format can be controlled from the environment variable MERINO_LOGGING__FORMAT. Production environment variables are set by SRE and stored in the cloudops project in the configmap.yml file. Contact SRE if you require information or access on this file, or request access to the cloudops infra repo. You can set these environment variables in your setup by modifying the .toml files. Conversely, when using make, you can prefix make run with overrides to the desired environment variables using CLI flags. Example: MERINO_ENV=production MERINO_LOGGING__FORMAT=pretty make dev env (MERINO_ENV) - Only settable from environment variables. Controls which environment configuration is loaded, as described above. debug (MERINO_DEBUG) - Boolean that enables additional features to debug the application. This should not be set to true in public environments, as it reveals all configuration, including any configured secrets. format (MERINO_LOGGING__FORMAT) - Controls the format of outputted logs in either pretty or mozlog format. See config_logging.py .","breadcrumbs":"Operations » Configs » General","id":"137","title":"General"},"138":{"body":"Be extra careful whenever you need to reference those deeply nested settings (e.g. settings.foo.bar.baz) in the hot paths of the code base, such as middlewares or route handlers. Under the hood, Dynaconf will perform a dictionary lookup for each level of the configuration hierarchy. While it's harmless to do those lookups once or twice, it comes a surprisingly high overhead if accessing them repeatedly in the hot paths. You can cache those settings somewhere to mitigate this issue.","breadcrumbs":"Operations » Configs » Caveat","id":"138","title":"Caveat"},"139":{"body":"We use Elasticsearch as a source of data for one of our providers. This page documents some of the commands that we want to run on the cluster.","breadcrumbs":"Operations » Elasticsearch » Elasticsearch Operations","id":"139","title":"Elasticsearch Operations"},"14":{"body":"ERROR merino.featureflags - There was an error while attempting to assign a feature flag for a suggest API request.","breadcrumbs":"Data collection » Merino Feature Flags","id":"14","title":"Merino Feature Flags"},"140":{"body":"We want to ensure that the index expire after 30 days, so we need to add a lifecycle policy for this deletion to happen. The command to run in Kibana to add this policy: PUT _ilm/policy/enwiki_policy\n{ \"policy\": { \"phases\": { \"delete\": { \"min_age\": \"30d\", \"actions\": { \"delete\": {} } } } }\n}","breadcrumbs":"Operations » Elasticsearch » Elasticsearch Index Policy","id":"140","title":"Elasticsearch Index Policy"},"141":{"body":"The indexing job currently closes the index after it migrates the alias to point to the new index. Closing the index removes the ability to query from the index but also reduces the heap memory usage when the index is not actively being queried. If there is a situation where we need to recover a closed index to be the main index, we will need to do the following: Re-open the index Point the index alias to the recovered index","breadcrumbs":"Operations » Elasticsearch » Closed Index Recovery","id":"141","title":"Closed Index Recovery"},"142":{"body":"","breadcrumbs":"Operations » Jobs » Jobs","id":"142","title":"Jobs"},"143":{"body":"","breadcrumbs":"Operations » Jobs » Navigational Suggestions » Merino Jobs Operations","id":"143","title":"Merino Jobs Operations"},"144":{"body":"This document provides instructions and documentation on the navigational suggestions job. This job creates a file that is ingested by the Top Picks/Navigational Suggestions provider. The provider indexes a collection of the top 1000 searched domains and generates the top_picks.json file. Then the provider backend can serve suggestions that match query terms that are searched by the client to second-level domains. If you need to run the navigational suggestions job ad-hoc, the quickest recommended solution is to run it in Airflow, download the top_picks.json file sent by email, and then merge the new file into the Merino repo with the newly generated one. If needing to update the blocklist to avoid certain domains and suggestions from being displayed, please see the navigational suggestions blocklist runbook .","breadcrumbs":"Operations » Jobs » Navigational Suggestions » Navigational Suggestions","id":"144","title":"Navigational Suggestions"},"145":{"body":"Normally, the job is set as a cron to run at set intervals as a DAG in Airflow . There may be instances you need to manually re-run the job from the Airflow dashboard.","breadcrumbs":"Operations » Jobs » Navigational Suggestions » Running the job in Airflow","id":"145","title":"Running the job in Airflow"},"146":{"body":"Visit the Airflow dashboard for merino_jobs . In the Grid View Tab, select the task you want to re-run. Click on 'Clear Task' and the executor will re-run the job. merino_jobs UI Diagram","breadcrumbs":"Operations » Jobs » Navigational Suggestions » Grid View Tab (Airflow UI)","id":"146","title":"Grid View Tab (Airflow UI)"},"147":{"body":"Visit the Airflow dashboard for merino_jobs . From the Graph View Tab, Click on the nav_suggestions_prepare_domain_metadata_prod task. merino_jobs Nav Suggest Graph View Click on 'Clear' and the job will re-run. merino_jobs UI Task Instance Clear At the conclusion of the job, you should recieve an email with a link to the newly generated file. Ensure you are a member of the disco-team email distro group to recieve the email. Note: You can also re-run the stage job, but the changes won't reflect in production. Stage should be re-run in the event of an error before running in prod to verify the correction of an error. See Airflow's documentation on re-running DAGs for more information and implementation details. To see the code for the merino_jobs DAG, visit the telemetry-airflow repo . The source for the job is also in the 'code' tab in the airflow console. To see the navigational suggestions code that is run when the job is invoked, visit Merino jobs/navigational_suggestions .","breadcrumbs":"Operations » Jobs » Navigational Suggestions » Graph View Tab (Airflow UI) - Alternative","id":"147","title":"Graph View Tab (Airflow UI) - Alternative"},"148":{"body":"","breadcrumbs":"Operations » Jobs » Dynamic Wikipedia Indexer » Merino Jobs Operations","id":"148","title":"Merino Jobs Operations"},"149":{"body":"Merino currently builds the Elasticsearch indexing job that runs in Airflow. Airflow takes the latest image built as the base image. The reasons to keep the job code close to the application code are: Data models can be shared between the indexing job and application more easily. This means that data migrations will be simpler. All the logic regarding Merino functionality can be found in one place. Eliminates unintended differences in functionality due to dependency mismatch. If your reason for re-running the job is needing to update the blocklist to avoid certain suggestions from being displayed, please see the wikipedia blocklist runbook .","breadcrumbs":"Operations » Jobs » Dynamic Wikipedia Indexer » Dynamic Wikipedia Indexer Job","id":"149","title":"Dynamic Wikipedia Indexer Job"},"15":{"body":"ERROR merino.curated_recommendations.corpus_backends.corpus_api_backend - Failed to get timezone for scheduled surface. WARNING merino.curated_recommendations.corpus_backends.corpus_api_backend - Retrying CorpusApiBackend after an http client exception was raised. ERROR GcsEngagement failed to update cache: {e} - unexpected exception when updating engagement. ERROR Curated recommendations engagement size {blob.size} > {self.max_size} - Max engagement blob size is exceeded. The backend will gracefully fall back to cached data or 0's. INFO Curated recommendations engagement unchanged since {self.last_updated}. - The engagement blob was not updated since the last check. last_updated is expected to be between 0 and 30 minutes.","breadcrumbs":"Data collection » Curated Recommendations","id":"15","title":"Curated Recommendations"},"150":{"body":"Normally, the job is set as a cron to run at set intervals as a DAG in Airflow . There may be instances you need to manually re-run the job from the Airflow dashboard.","breadcrumbs":"Operations » Jobs » Dynamic Wikipedia Indexer » Running the job in Airflow","id":"150","title":"Running the job in Airflow"},"151":{"body":"Visit the Airflow dashboard for merino_jobs . In the Grid View Tab, select the task you want to re-run. Click on 'Clear Task' and the executor will re-run the job. merino_jobs UI Diagram","breadcrumbs":"Operations » Jobs » Dynamic Wikipedia Indexer » Grid View Tab (Airflow UI)","id":"151","title":"Grid View Tab (Airflow UI)"},"152":{"body":"Visit the Airflow dashboard for merino_jobs . From the Graph View Tab, Click on the wikipedia_indexer_build_index_production task. merino_jobs Wikipedia Indexer Graph View Click on 'Clear' and the job will re-run. merino_jobs UI Task Instance Clear Note: You can also re-run the stage job, but the changes won't reflect in production. Stage should be re-run in the event of an error before running in prod to verify the correction of an error. See Airflow's documentation on re-running DAGs for more information and implementation details. To see the code for the merino_jobs DAG, visit the telemetry-airflow repo . The source for the job is also in the 'code' tab in the airflow console. To see the Wikipedia Indexer code that is run when the job is invoked, visit Merino jobs/wikipedia_indexer .","breadcrumbs":"Operations » Jobs » Dynamic Wikipedia Indexer » Graph View Tab (Airflow UI) - Alternative","id":"152","title":"Graph View Tab (Airflow UI) - Alternative"},"153":{"body":"","breadcrumbs":"Operations » Jobs » Remote Settings CSV Uploader » Merino Jobs Operations","id":"153","title":"Merino Jobs Operations"},"154":{"body":"The CSV remote settings uploader is a job that uploads suggestions data in a CSV file to remote settings. It takes two inputs: A CSV file. The first row in the file is assumed to be a header that names the fields (columns) in the data. A Python module that validates the CSV contents and describes how to convert it into suggestions JSON. If you're uploading suggestions from a Google sheet, you can export a CSV file from File > Download > Comma Separated Values (.csv). Make sure the first row in the sheet is a header that names the columns.","breadcrumbs":"Operations » Jobs » Remote Settings CSV Uploader » CSV Remote Settings Uploader Job","id":"154","title":"CSV Remote Settings Uploader Job"},"155":{"body":"If you're uploading a type of suggestion that the uploader already supports, skip to Running the uploader below. If you're not sure whether it's supported, check in the merino/jobs/csv_rs_uploader/ directory for a file named similarly to the type. To upload a new type of suggestion, follow the steps below. In summary, first you'll create a Python module that implements a model for the suggestion type, and then you'll run the uploader. 1. Create a Python model module for the new suggestion type Add a Python module to merino/jobs/csv_rs_uploader/. It's probably easiest to copy an existing model module like mdn.py, follow along with the steps here, and modify it for the new suggestion type. Name the file according to the suggestion type. This file will define the model of the new suggestion type as it will be serialized in the output JSON, perform validation and conversion of the input data in the CSV, and define how the input data should map to the output JSON. 2. Add the Suggestion class In the module, implement a class called Suggestion that derives from BaseSuggestion in merino.jobs.csv_rs_uploader.base or RowMajorBaseSuggestion in merino.jobs.csv_rs_uploader.row_major_base. BaseSuggestion class will be the model of the new suggestion type. BaseSuggestion itself derives from Pydantic's BaseModel, so the validation the class will perform will be based on Pydantic , which is used throughout Merino. BaseSuggestion is implemented in base.py. If the CSV data is row-major based, please use RowMajorBaseSuggestion, 3. Add suggestion fields to the class Add a field to the class for each property that should appear in the output JSON (except score, which the uploader will add automatically). Name each field as you would like it to be named in the JSON. Give each field a type so that Pydantic can validate it. For URL fields, use HttpUrl from the pydantic module. 4. Add validator methods to the class Add a method annotated with Pydanyic's @field_validator decorator for each field. Each validator method should transform its field's input value into an appropriate output value and raise a ValueError if the input value is invalid. Pydantic will call these methods automatically as it performs validation. Their return values will be used as the values in the output JSON. BaseSuggestion implements two helpers you should use: _validate_str() - Validates a string value and returns the validated value. Leading and trailing whitespace is stripped, and all whitespace is replaced with spaces and collapsed. Returns the validated value. _validate_keywords() - The uploader assumes that lists of keywords are serialized in the input data as comma-delimited strings. This helper method takes a comma-delimited string and splits it into individual keyword strings. Each keyword is converted to lowercase, some non-ASCII characters are replaced with ASCII equivalents that users are more likely to type, leading and trailing whitespace is stripped, all whitespace is replaced with spaces and collapsed, and duplicate keywords are removed. Returns the list of keyword strings. 5. Implement the class methods For suggestion created from row-major based CSV, should add a @classmethod to Suggestion called row_major_field_map(). It should return a dict that maps from field (column) names in the input CSV to property names in the output JSON. Otherwise, should add a @classmethod to Suggestion called csv_to_suggestions(). It should return suggestion array created from passed CSV reader. 6. Add a test Add a test file to tests/unit/jobs/csv_rs_uploader/. See test_mdn.py as an example. The test should perform a successful upload as well as uploads that fail due to validation errors and missing fields (columns) in the input CSV. utils.py in the same directory implements helpers that your test should use: do_csv_test() - Makes sure the uploader works correctly during a successful upload. It takes either a path to a CSV file or a list[dict] that will be used to create a file object (StringIO) for an in-memory CSV file. Prefer passing in a list[dict] instead of creating a file and passing a path, since it's simpler. do_error_test() - Makes sure a given error is raised when expected. Use ValidationError from the pydantic module to check validation errors and MissingFieldError from merino.jobs.csv_rs_uploader to check input CSV that is missing an expected field (column). 7. Run the test $ MERINO_ENV=testing poetry run pytest tests/unit/jobs/csv_rs_uploader/test_foo.py See also the main Merino development documentation for running unit tests. 8. Submit a PR Once your test is passing, submit a PR with your changes so that the new suggestion type is committed to the repo. This step isn't necessary to run the uploader and upload your suggestions, so you can come back to it later. 9. Upload! See Running the uploader .","breadcrumbs":"Operations » Jobs » Remote Settings CSV Uploader » Uploading suggestions (Step by step)","id":"155","title":"Uploading suggestions (Step by step)"},"156":{"body":"Run the following from the repo's root directory to see documentation for all options and their defaults. Note that the upload command is the only command in the csv-rs-uploader job. poetry run merino-jobs csv-rs-uploader upload --help` The uploader takes a CSV file as input, so you'll need to download or create one first. Here's an example that uploads suggestions in foo.csv to the remote settings dev server: poetry run merino-jobs csv-rs-uploader upload \\ --server \"https://remote-settings-dev.allizom.org/v1\" \\ --bucket main-workspace \\ --csv-path foo.csv \\ --model-name foo \\ --record-type foo-suggestions \\ --auth \"Bearer ...\" Let's break down each command-line option in this example: --server - Suggestions will be uploaded to the remote settings dev server --bucket - The main-workspace bucket will be used --csv-path - The CSV input file is foo.csv --model-name - The model module is named foo. Its path within the repo would be merino/jobs/csv_rs_uploader/foo.py --record-type - The type in the remote settings records created for these suggestions will be set to foo-suggestions. This argument is optional and defaults to \"{model_name}-suggestions\" --auth - Your authentication header string from the server. To get a header, log in to the server dashboard (don't forget to log in to the Mozilla VPN first) and click the small clipboard icon near the top-right of the page, after the text that shows your username and server URL. The page will show a \"Header copied to clipboard\" toast notification if successful. Setting suggestion scores By default all uploaded suggestions will have a score property whose value is defined in the remote_settings section of the Merino config. This default can be overridden using --score <number>. The number should be a float between 0 and 1 inclusive. Other useful options --dry-run - Log the output suggestions but don't upload them. The uploader will still authenticate with the server, so --auth must still be given.","breadcrumbs":"Operations » Jobs » Remote Settings CSV Uploader » Running the uploader","id":"156","title":"Running the uploader"},"157":{"body":"The uploader uses merino/jobs/utils/chunked_rs_uploader.py to upload the output suggestions. In short, suggestions will be chunked, and each chunk will have a corresponding remote settings record with an attachment. The record's ID will be generated from the --record-type option, and its type will be set to --record-type exactly. The attachment will contain a JSON array of suggestion objects in the chunk.","breadcrumbs":"Operations » Jobs » Remote Settings CSV Uploader » Structure of the remote settings data","id":"157","title":"Structure of the remote settings data"},"158":{"body":"This directory archives all the Architectural Decision Records (ADRs) for Merino.","breadcrumbs":"Archive » Merino ADRs","id":"158","title":"Merino ADRs"},"159":{"body":"Status: Accepted Deciders: Nan Jiang, Raphael Pierzina & Katrina Anderson Date: 2023-02-21","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » Locust vs k6; Merino-py Performance Test Framework","id":"159","title":"Locust vs k6; Merino-py Performance Test Framework"},"16":{"body":"A note on timers: Statsd timers are measured in milliseconds, and are reported as integers (at least in Cadence). Milliseconds are often not precise enough for the tasks we want to measure in Merino. Instead, we use generic histograms to record microsecond times. Metrics recorded in this way should have -us appended to their name, to mark the units used (since we shouldn't put the proper unit μs in metric names). merino.providers.initialize - A timer to measure the overall initialization duration (in ms) for all providers. merino.providers.initialize.<provider> - A timer to measure the initialization duration (in ms) for the given <provider>. Example : merino.providers.initialize.adm merino.<http_method>.<url_path>.status_codes.<status_code> - A counter to measure the status codes of an HTTP method for the <url_path>. Example : merino.get.api.v1.suggest.status_codes.200 merino.<http_method>.<url_path>.timing - A timer to measure the duration (in ms) of an HTTP method for a URL path. Example : merino.get.api.v1.suggest.timing merino.<provider_module>.query - A timer to measure the query duration (in ms) of a certain suggestion provider. Example : merino.providers.adm.query merino.<provider_module>.query.timeout - A counter to measure the query timeouts of a certain suggestion provider. Example : merino.providers.wikipedia.query.timeout merino.suggestions-per.request - A histogram metric to get the distribution of suggestions per request. merino.suggestions-per.provider.<provider_module> - A histogram metric to get the distribution of suggestions returned per provider (per request). Example : merino.suggestions-per.provider.wikipedia","breadcrumbs":"Data collection » Metrics","id":"16","title":"Metrics"},"160":{"body":"Performance testing for the Rust version of Merino was conducted with the Locust test framework and focused on the detection of HTTP request failures. During the migration of Merino from Rust to Python, performance testing was conducted with k6 and focused on the evaluation of request latency. Going forward a unified performance testing solution is preferred, should the test framework be Locust or k6?","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » Context and Problem Statement","id":"160","title":"Context and Problem Statement"},"161":{"body":"The test framework supports the current load test design, a 10-minute test run with an average load of 1500RPS (see Merino Load Test Plan ) The test framework measures HTTP request failure and client-side latency metrics The test framework is compatible with the Rapid Release Model for Firefox Services initiative, meaning: It can execute through command line It can signal failures given check or threshold criteria It can be integrated into a CD pipeline It can report metrics to Grafana The members of the DISCO and ETE teams are able to contribute to and maintain load tests written with the test framework","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » Decision Drivers","id":"161","title":"Decision Drivers"},"162":{"body":"A. Locust B. k6","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » Considered Options","id":"162","title":"Considered Options"},"163":{"body":"Chosen option: A. Locust Both k6 and Locust are able to execute the current load test design, report required metrics and fulfill the Rapid Release Model for Firefox Services initiative; However, Locust's Python tech stack ultimately makes it the better fit for the Merino-py project. In-line with the team's single repository direction (see PR ), using Locust will: Leverage existing testing, linting and formatting infrastructure Promote dependency sharing and code re-use (models & backends)","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » Decision Outcome","id":"163","title":"Decision Outcome"},"164":{"body":"","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » Pros and Cons of the Options","id":"164","title":"Pros and Cons of the Options"},"165":{"body":"Locust can be viewed as the status quo option, since it is the framework that is currently integrated into the Merino-py repository and is the basis for the CD load test integration currently underway (see DISCO-2113 ). Pros Locust has a mature distributed load generation feature and can easily support a 1500 RPS load Locust has built-in RPS, HTTP request failure and time metrics with customizable URL break-down Locust scripting is in Python Locust supports direct command line usage Locust is used for load testing in other Mozilla projects and is recommended by the ETE team Cons Locust is 100% community driven (no commercial business), which means its contribution level can wane Preliminary research indicates that reporting metrics from Locust to Grafana requires the creation of custom code, a plugin or a third party integration","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » A. Locust","id":"165","title":"A. Locust"},"166":{"body":"For the launch of Merino-py, performance bench-marking was conducted using a k6 load test script (see Merino Explorations ). This script was reused from the Merino rewrite exploration effort and has proven successful in assessing if Merino-py performance achieves the target p95 latency threshold, effecting preventative change (See PR ). k6's effectiveness and popularity amongst team members is an incentive to pause and evaluate if it is a more suitable framework going forward. Pros k6 is an open-source commercially backed framework with a high contribution rate k6 is built by Grafana Labs, inferring easy integration with dashboards k6 has built-in RPS, HTTP request failure and time metrics with customizable URL break-down k6 supports direct command line usage k6 is feature rich, including built-in functions to generate pass/fail results and create custom metrics Cons The k6 development stack is in JavaScript/TypeScript. This means: Modeling and backend layer code would need to be duplicated and maintained Linting, formatting and dependency infrastructure would need to be added and maintained k6 has an immature distributed load generation feature, with documented limitations k6 runs more efficiently than other frameworks, so it may be possible to achieve 1500 RPS without distribution","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » B. k6","id":"166","title":"B. k6"},"167":{"body":"DISCO-2045 - Investigate K6 load testing in Merino-py CD","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » Links","id":"167","title":"Links"},"168":{"body":"Status: accepted Deciders: Michelle Tran, Lina Butler, Nan Jiang, Wil Stuckey, Drew Willcoxon, Taddes Korris, Tiffany Tran Date: 2023-04-20","breadcrumbs":"Archive » General API Response » Merino Suggest API Response Structure","id":"168","title":"Merino Suggest API Response Structure"},"169":{"body":"As Merino continues to add more suggestions, suggestion providers are going to have to return all sorts of data to the clients that are bespoke to the particular suggestion. For instance, weather suggestion returns a temperature. Currently, we do not have a strategy to manage these bespoke pieces of data which results in them returned at the top level of the suggestion object. However, this will pose a problem when names of fields are shared between providers, but have different semantics (i.e. rating may be a decimal value between 0-1 in one type, and a \"star\" integer rating between 1-5 in another) the API is unclear about what will necessarily exist, and what is optional , which leads to client confusion about the contract So, this ADR is to make a decision on how we want to handle provider specific fields going forward.","breadcrumbs":"Archive » General API Response » Context and Problem Statement","id":"169","title":"Context and Problem Statement"},"17":{"body":"The weather provider records additional metrics. accuweather.upstream.request.<request_type>.get - A counter to measure the number of times an upstream request to Accuweather was made. accuweather.request.location.not_provided - A counter to measure the number of times a query was send without a location being provided, and therefore unable to process a weather request. Sampled at 75%. merino.providers.accuweather.query.cache.fetch - A timer to measure the duration (in ms) of looking up a weather report in the cache. Sampled at 75%. merino.providers.accuweather.query.cache.fetch.miss.locations - A counter to measure the number of times weather location was not in the cache. Sampled at 75%. merino.providers.accuweather.query.cache.fetch.miss.currentconditions - A counter to measure the number of times a current conditions was not in the cache. Sampled at 75%. merino.providers.accuweather.query.cache.fetch.miss.forecasts - A counter to measure the number of times a forecast for a location was not in the cache. Sampled at 75%. merino.providers.accuweather.query.cache.fetch.hit.{locations | currentconditions | forecasts} - A counter to measure the number of times a requested value like a location or forecast is in the cache. We don't count TTL hits explicitly, just misses. Sampled at 75%. merino.providers.accuweather.query.backend.get - A timer to measure the duration (in ms) of a request for a weather report from the backend. This metric isn't recorded for cache hits. Sampled at 75%. merino.providers.accuweather.query.cache.store - A timer to measure the duration (in ms) of saving a weather report from the backend to the cache. This metric isn't recorded for cache hits. Sampled at 75%. merino.providers.accuweather.query.cache.error - A counter to measure the number of times the cache store returned an error when fetching or storing a weather report. This should be 0 in normal operation. In case of an error, the logs will include a WARNING with the full error message.","breadcrumbs":"Data collection » AccuWeather","id":"17","title":"AccuWeather"},"170":{"body":"In rough order of importance: Explicitness of Ownership - i.e. the rating field belongs to the addons provider Compatibility with [JSON] Schema Validation Adherence to the Fx Suggest Design Framework Backwards Compatibility with Current Schema","breadcrumbs":"Archive » General API Response » Decision Drivers","id":"170","title":"Decision Drivers"},"171":{"body":"A. Continue to add to Top Level with Optional Fields B. Custom Details Field for Bespoke Provider Fields B.5 Custom Details Field without the Provider Nesting C. Custom Details Field for a \"Type\" D. Component Driven custom_details","breadcrumbs":"Archive » General API Response » Considered Options","id":"171","title":"Considered Options"},"172":{"body":"Chosen option: B We will also not increase the version number of the API for this ADR. So, going forward, we will encode option B into the response design without changing the existing providers. This means that the following providers will not have their bespoke fields removed from top level: AdM Provider Top Picks Provider Weather Provider Wikipedia Provider WikiFruit Provider However, this does not preclude these providers from duplicating the fields to custom_details in the v1 API.","breadcrumbs":"Archive » General API Response » Decision Outcome","id":"172","title":"Decision Outcome"},"173":{"body":"Clear isolation of fields that belong together (i.e. grouped by provider). Clear ownership of fields through the structure. Simpler validation logic than other options due to less need for conditionals.","breadcrumbs":"Archive » General API Response » Positive Consequences of Option B","id":"173","title":"Positive Consequences of Option B"},"174":{"body":"Potentially some redundancy caused by extra nesting. Might not be as flexible with a provider that returns different fields based on what type of suggestion it is.","breadcrumbs":"Archive » General API Response » Negative Consequences of Option B","id":"174","title":"Negative Consequences of Option B"},"175":{"body":"We do not have to worry about migrating Firefox (and other clients) into the new format. The migration is going to be quite a lot of extra work that adds little benefits (other than consistency of design, it doesn't add more features nor improve any known time sinks with development). Do not have to support 2 versions of the API.","breadcrumbs":"Archive » General API Response » Positive Consequences of not Increasing API Version","id":"175","title":"Positive Consequences of not Increasing API Version"},"176":{"body":"Some inconsistencies with how providers add fields to the response. We will likely want to resolve this as we migrate to v2, but it's a known issue at the moment. Might be missing an opportune time to migrate, as features are currently not out yet which means the flexibility for change is higher.","breadcrumbs":"Archive » General API Response » Negative Consequences of not Increasing API Version","id":"176","title":"Negative Consequences of not Increasing API Version"},"177":{"body":"","breadcrumbs":"Archive » General API Response » Pros and Cons of the Options","id":"177","title":"Pros and Cons of the Options"},"178":{"body":"This is the status quo option. We will continue to append bespoke values to the top level suggestion, and ensure that they're optional. We can continue to use the provider to signal what fields exists and how they should be parsed. For example, we can specify 2 different types of rating, and hence 2 validation strategy for it, based off of which provider is specified. Example: { \"suggestions\": [ { ... \"provider\": \"addons\", \"rating\": \"4.123\", ... }, { ... \"provider\": \"movies\", \"rating\": 0.123, ... }, ... ], ...\n} The partial JSON Schema validation will look something like: { \"type\": \"object\", \"properties\": { \"provider\": { \"type\": \"string\" } }, \"required\": [\"provider\"], \"allOf\": [ { \"if\": { \"properties\": { \"provider\": { \"const\": \"addons\" } } }, \"then\": { \"properties\": { \"rating\": { \"type\": \"string\" } }, \"required\": [ \"rating\" ] } }, { \"if\": { \"properties\": { \"provider\": { \"const\": \"movies\" } } }, \"then\": { \"properties\": { \"rating\": { \"type\": \"number\" } }, \"required\": [ \"rating\" ] } } ]\n} Pros Can specify specific validation per provider. Merino is still kind of immature, so it still might be too early to think about design. Less nesting in the models (resulting in less complexity). Currently, backwards compatible as we don't have to do anything to existing providers, as this follows the existing patterns. Cons Lack of isolation for bespoke fields; ratings is coupled with 2 specific providers, and by just looking at the response, it's not clear that they are related. Not clear what is shared between all suggestions, vs. what is bespoke to specific provider. It is not obvious that the provider field should signal how you should perform validation. In other words, there is a contextual dependency on the JSON structure of suggestion based on provider.","breadcrumbs":"Archive » General API Response » A. Continue to add to Top Level with Optional Fields","id":"178","title":"A. Continue to add to Top Level with Optional Fields"},"179":{"body":"We introduce a custom_details field that uses a provider name as key to an object with the bespoke values to that provider. Example: { \"suggestions\": [ { ... \"provider\": \"addons\", \"custom_details\": { \"addons\": { \"rating\": \"4.7459\" } } }, ... ], ...\n} The specific fields in custom_details will all be optional (i.e. addons will be an optional key) but the shape of what goes in addons can be more strict (i.e. addons require a rating field). A partial schema specification for the above might look like [1] : { \"$schema\": \"https://json-schema.org/draft/2020-12/schema\", \"title\": \"Suggest API Response v1\", \"description\": \"Response for /api/v1/suggest\", \"type\": \"object\", \"properties\": { \"provider\": { \"description\": \"id for the provider type\", \"type\": \"string\" }, \"custom_details\": { \"type\": \"object\", \"properties\": { \"addons\": { \"type\": \"object\", \"description\": \"Custom Addon Fields\", \"properties\": { \"rating\": { \"type\": \"number\" } }, \"required\": [\"rating\"] } } } }, \"required\": [\"provider\"]\n} Can play with JSON schema in https://www.jsonschemavalidator.net/ Pros Can specify specific validation per provider. Clear ownership of rating to addons via structure. Fields outside of custom_details can be fields that are more universal across suggestions. These fields can potentially be correlated directly to the Fx Suggest Design Framework (i.e. context_label, url, title, description, etc.). Having a clear distinction for Fx Suggest Design Framework fields vs. bespoke fields makes this more backwards compatible, as the fields in the Design Framework can render the default suggestion case for clients who haven't upgraded their clients. Cons We'll likely need to migrate existing providers at some point. But in the meantime, some fields will not follow convention to maintain backwards compatibility. Extra nesting inside of custom_details.","breadcrumbs":"Archive » General API Response » B. Custom Details Field for Bespoke Provider Fields","id":"179","title":"B. Custom Details Field for Bespoke Provider Fields"},"18":{"body":"The following additional metrics are recorded when curated recommendations are requested. corpus_api.request.timing - A timer to measure the duration (in ms) of looking up a list of scheduled corpus items. corpus_api.request.status_codes.{res.status_code} - A counter to measure the status codes of an HTTP request to the curated-corpus-api. corpus_api.request.graphql_error - A counter to measure the number of GraphQL errors from the curated-corpus-api. recommendation.engagement.update.timing - A timer to measure the duration (in ms) of updating the engagement data from GCS. recommendation.engagement.size - A gauge to track the size of the engagement blob on GCS. recommendation.engagement.count - A gauge to measure the total number of engagement records. recommendation.engagement.{country}.count - A gauge to measure the number of scheduled corpus items with engagement data per country. recommendation.engagement.{country}.clicks - A gauge to measure the number of clicks per country in our GCS engagement blob. recommendation.engagement.{country}.impressions - A gauge to measure the number of impressions per country in our GCS engagement blob. recommendation.engagement.last_updated - A gauge for the staleness (in seconds) of the engagement data, measured between when the data was updated in GCS and the current time. recommendation.prior.update.timing - A timer to measure the duration (in ms) of updating the prior data from GCS. recommendation.prior.size - A gauge to track the size of the Thompson sampling priors blob on GCS. recommendation.prior.last_updated - A gauge for the staleness (in seconds) of the prior data, measured between when the data was updated in GCS and the current time.","breadcrumbs":"Data collection » Curated Recommendations","id":"18","title":"Curated Recommendations"},"180":{"body":"This is exactly like B, except that we remove the extra nesting. So, in the example above, we can remove the extra addons object to get: { \"suggestions\": [ { ... \"provider\": \"addons\", \"custom_details\": { \"rating\": \"4.7459\" } }, ... ], ...\n} The validation of the contents of custom_details will look more like A. { \"$schema\": \"https://json-schema.org/draft/2020-12/schema\", \"title\": \"Suggest API Response v1\", \"description\": \"Response for /api/v1/suggest\", \"type\": \"object\", \"properties\": { \"provider\": { \"description\": \"id for the provider type\", \"type\": \"string\" } }, \"required\": [ \"provider\" ], \"if\": { \"properties\": { \"provider\": { \"const\": \"addons\" } } }, \"then\": { \"properties\": { \"custom_details\": { \"description\": \"Custom Details Specific for Addons\", \"type\": \"object\", \"properties\": { \"rating\": { \"type\": \"string\" } }, \"required\": [ \"rating\" ] } }, \"required\": [\"custom_details\"] }\n} Pros Can specify specific validation per provider. Fields outside of custom_details can be fields that are more universal across suggestions. These fields can potentially be correlated directly to the Fx Suggest Design Framework (i.e. context_label, url, title, description, etc.). Having a clear distinction for Fx Suggest Design Framework fields vs. bespoke fields makes this more backwards compatible, as the fields in the Design Framework can render the default suggestion case for clients who haven't upgraded their clients. Less nesting in the response than B Cons We'll likely need to migrate existing providers at some point. But in the meantime, some fields will not follow convention to maintain backwards compatibility. The relationship between provider and custom_details is more implicit, than explicit. This has a lot of the same cons as Option A because validation is done similarly.","breadcrumbs":"Archive » General API Response » B.5 Custom Details Field without the Provider Nesting","id":"180","title":"B.5 Custom Details Field without the Provider Nesting"},"181":{"body":"This is similar to option B, except that we want to introduce a new type field to differentiate it from the provider. The custom_details will be keyed by this type, rather than the provider name. These types are kind of analogous to a rendering component , as they will likely be used to specify a specific rendering path in the client. Example: { \"suggestions\": [ { ... \"provider\": \"addons\", \"type\": \"addons_type\", \"custom_details\": { \"addons_type\": { \"rating\": \"4.7459\" } } }, ... ], ...\n} Pros All the pros for B applies here Can decouple the custom_details from provider. This will be helpful for potentially sharing the type with other suggestions produced by different providers. For instance, we may want this to specify different rendering paths in the client (i.e. a \"top picks\" type to be shared between addons and top_picks providers, as there's many shared fields because they're rendered similarly). Cons All the cons for B applies here Potentially over-engineering for type, as it's use is currently hypothetical.","breadcrumbs":"Archive » General API Response » C. Custom Details Field for a \"Type\"","id":"181","title":"C. Custom Details Field for a \"Type\""},"182":{"body":"This solution will model distinct UI components in the custom_details section. For example, if the addons provider have specific UI components to render a ratings component and a highlight_context_label, then we can specify these directly in the custom_details section. This will assume that the client side have these specific rendering types. Example: { \"suggestions\": [ { ... \"provider\": \"addons\", \"custom_details\": { \"ratings\": { \"value\": \"4.7459\", \"unit\": \"stars\" }, \"highlight_context_label\": { \"text\": \"Special Limited Time Offer!\" } } }, ... ], ...\n} Pros Can share custom components with schema validation. Backwards compatible with clients who don't have the necessary components to render. It will just use the default renderer via the Fx Suggest Design Framework Cons We currently don't have a sophisticated Component Design Framework, so this is probably overengineering. This tightly couples the API to the design framework of Desktop Firefox, which makes the fields potentially less relevant to other clients.","breadcrumbs":"Archive » General API Response » D. Component Driven custom_details","id":"182","title":"D. Component Driven custom_details"},"183":{"body":"JSON Schema Specification","breadcrumbs":"Archive » General API Response » Links","id":"183","title":"Links"},"184":{"body":"Status: Accepted Deciders: Nan Jiang & Katrina Anderson Date: 2024-01-24","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Streamline Test Coverage of Third-Party Integrations","id":"184","title":"Streamline Test Coverage of Third-Party Integrations"},"185":{"body":"In 2024, it is anticipated that Merino will expand to be consumed by a greater set of Firefox surfaces and to include more content providers. This will challenge the current feature test strategy, which has shown weakness in detecting incompatibilities with third-party integrations. Examples: Weather Incident with Redis Integration Navigation Suggestions Error with GCP Integration The current test approach uses a combination of unit, integration, and contract feature tests, where third-party integrations such as cloud services, data storage services, and external API integrations are test doubled in the unit and integration tests and emulated with Docker containers in contract tests. While test doubles might be easier to work with, they lack the accuracy of working with real dependencies in terms of matching the production environment and covering all the integration surfaces and concerns in tests. Despite the potential to test with third-party integrations in contract tests, developers have refrained due to their lack of familiarity with Docker and CI tooling, as well as their belief in a poor return on investment for the time and effort required to create and maintain contract tests for experimental features. Given the Merino service context, which has a rapid development pace and a high risk tolerance, is there a way to streamline the test strategy while ensuring robustness against third-party integrations?","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Context and Problem Statement","id":"185","title":"Context and Problem Statement"},"186":{"body":"1. Usability & Skill Transferability Ease-of-use is the key criterion when we assess a tool for testing. The test strategy should prefer tools that require less effort and time to acquire proficiency. It should be easy to learn and work with. Ideally, any skills or knowledge acquired should be applicable across current contexts or for future scenarios. 2. Maturity & Expandability The test strategy and tooling should be able to handle known third-party Merino dependencies in tests with a reasonable belief that it will cover future growth. Known third-party dependencies include: REST APIs, Remote Settings, GCP Cloud Storage, Redis, and Elasticsearch. Future dependencies include: relational DBMS such as PostgreSQL and other GCP cloud services such as Pub/Sub. 3. Cost Efficiency The worker hours and tooling expenditures associated with the implementation and execution of the test strategy should ensure the profitability of Merino.","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Decision Drivers","id":"186","title":"Decision Drivers"},"187":{"body":"A. Yes. Expand the Scope of Integration Tests Using Dependency Docker Containers (Testcontainers) B. Yes. Reduce the Dependency Overhead in Tests Using Development and Stage Environments C. No. Fulfill the Current Test Strategy with Contract Test Coverage (Status quo)","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Considered Options","id":"187","title":"Considered Options"},"188":{"body":"Chosen option: A Overall, we believe that increasing the scope of integration tests to verify third-party integrations with Testcontainers will be the most effective and sustainable way forward. Testcontainers' \"Test dependencies as code\" approach best fulfills the Usability & Skill Transferability and Maturity & Expandability decision drivers and long-term would prove to be the most Cost Efficient option. We expect there to be initial labour costs to integrating Testcontainers, but anticipate that moving more verification responsibility to the integration test layer will be more accessible for developers and will reduce bugs found between Merino and third-party integrations. Testcontainers is a widely adopted container-based test platform that supports a wide range of programming languages including Python and Rust, which are popular at Mozilla and there is indication that Testcontainers would have applicability across services in PXI. Given the success of Rapid Release and other experiments in Merino, it's a good candidate to use in Merino first as a pilot test. Should we find any issues or unsoundness about it, we can always revert the decision in the future.","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Decision Outcome","id":"188","title":"Decision Outcome"},"189":{"body":"","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Pros and Cons of the Options","id":"189","title":"Pros and Cons of the Options"},"19":{"body":"This is an additional contractual document on top of CONTRIBUTING .","breadcrumbs":"Social contract » Merino Developer Guidelines and Social Contract","id":"19","title":"Merino Developer Guidelines and Social Contract"},"190":{"body":"A preference for the unit and integration feature test layers in Merino has emerged over time. These test layers are white-box, which means developers can more easily set up program environments to test either happy paths or edge cases. In addition, tooling for debugging and measuring code coverage is readily available in these layers. Testcontainers can be used to increase the scope of integration tests, covering the backend layer logic and network communication with third-party integrations, the current test strategy's point of weakness. Pros Testcontainers works with any Docker image and has numerous pre-built modules. Almost all the existing dependencies (or their close emulators) of Merino can be run as Docker containers. As a result, we can use real dependencies in Merino's tests as opposed to test doubles Testcontainers allows developers to programmatically manage the lifecycle of containers in the test code. This simplifies its usage for developers, who will not need to run any Docker commands separately for testing Testcontainers, which has recently been acquired by Docker , is fairly mature and supports many popular programming languages. There are also a large number of community maintained clients available for popular services such as PostgreSQL, Redis, Elasticsearch, etc. Testcontainers is lightweight and sandboxed, meaning service resources aren't shared and are cleaned up automatically, promoting test isolation and parallelization Docker-compose is also supported by Testcontainers, facilitating use of multiple dependency containers for more complex test cases Testcontainers supports Python, Rust and Javascript languages and works well with their respective test frameworks PyTest , Cargo-Test and Jest Cons A Docker runtime is required to run all the tests that depend on Testcontainers. Docker is already setup in CI, but developers may need to install a Docker runtime locally Integration tests cannot be run completely offline as Docker images need to be downloaded first Developers will need to understand more about how to configure and work with dependency containers. The development community has many popular services out of the box, but developers would still need to know and do more than what's required when using test doubles It could be challenging to provision test fixtures for the underlying containers. Feeding the fixture data into the containers could be complex Developers need to ensure version consistency across the development, testing, and production environments in the integration test layer For third-party API integrations, if the provider doesn't provide a Docker image for their API, Testcontainers alone will not help us much. It's possible to use fake API container generators, such as Wiremock , but it comes with its own complexities Implementation of Testcontainers would require refactoring of integration tests, including the removal of mocks and fixtures","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » A. Yes. Expand the Scope of Integration Tests Using Dependency Docker Containers (Testcontainers)","id":"190","title":"A. Yes. Expand the Scope of Integration Tests Using Dependency Docker Containers (Testcontainers)"},"191":{"body":"Using Merino's staging environment and third-party development resources in tests has been considered. This would effectively cover the current test strategy's weakness with third-party integrations without the cost and complexity involved with setting up test doubles or dependency containers. However, this approach has a key challenge in how to share the stage environment across all the test consumers (devs & CI) as most of the services do not support multi-tenant usage and would require a significant amount of effort to support resource isolation. Pros Best matches the production environment Doesn't need extra effort to create test doubles or dependencies for testing Cons Tests cannot be run offline since they would require a network connection to interact with development and stage environments This option breaks the Testing Guidelines & Best Practices for Merino, which require tests to be isolated and repeatable. A dependency on shared network resources will almost certainly lead to test flake, reducing the confidence in the test suite Test execution speeds would be negatively impacted, due to the lack of sandboxing, which enables parallel test runs","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » B. Yes. Reduce the Dependency Overhead in Tests Using Development and Stage Environments","id":"191","title":"B. Yes. Reduce the Dependency Overhead in Tests Using Development and Stage Environments"},"192":{"body":"The current test strategy, which relies on the contract tests to verify the interface between Merino and third-party dependencies, has not been fully implemented as designed. The missing coverage explains the current test strategy's weakness. Examples: DISCO-2032: Weather Contract Tests DISCO-2324: Add a merino-py contract test that interacts with a real Redis instance DISCO-2055: Dynamic Wikipedia Contract Tests Pros The most cost-effective solution, at least in the short term, since the test framework and Docker dependencies are set up and integrated into CI The unit and integration feature test layers remain simple by using test doubles Cons The black-box nature of contract tests makes it harder to set up the environmental conditions required to enable testing edge cases Adding dependency containers is complex, often requiring developers to have advanced knowledge of Docker and CI vendors (e.g. CircleCI) There is a high level of redundancy between unit, integration, and contract tests that negatively impacts development pace","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » C. No. Fulfill the Current Test Strategy with Contract Test Coverage (Status quo)","id":"192","title":"C. No. Fulfill the Current Test Strategy with Contract Test Coverage (Status quo)"},"193":{"body":"How to test 3rd party API integrations? We have two options for consideration: Either use generic API mocking frameworks or keep status quo and rely on other means (e.g. observerbility) to capture API breakages. They both have pros and cons and warrant a separate ADR to discuss in detail","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Open Questions","id":"193","title":"Open Questions"},"194":{"body":"DISCO-2704 - Use Testcontainer for Merino","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Links","id":"194","title":"Links"},"2":{"body":"This project drives an important part of Firefox's \"felt experience\". That is, the feeling of using Firefox, hopefully in a delightful way. The word \"felt\" in this phrase refers to feeling, but it can be punned to refer to the textile . Felt is often made of wool, and Merino wool (from Merino sheep) produces exceptionally smooth felt.","breadcrumbs":"Intro » About the Name","id":"2","title":"About the Name"},"20":{"body":"Not only do Merino developers build the service together, they also share the ownership of the service. That ownership is embodied in the following responsibilities: Be responsible for the entire lifecycle of each change landed in the code base: from writing the PR and getting it merged; ensuring it goes through CI/CD and eventually deployed to production; setting up monitoring on metrics and ensuring its healthy status and the overall health of Merino. Be familiar with Merino’s operation. Conduct operational reviews on a regular basis. Identify and track operational issues. Coordinate with the team(s) to close action items and resolve the identified issues. Documentation. Make sure the code meets the documentation requirements (no linting errors). If a change adds/updates the API, logs or metrics, ensure the associated documentation is up to date. We commit to sharing knowledge about Merino across the team, with the long-term goal that each team member is capable of resolving incidents of Merino. Merino developers should familiarize themselves with the Mozilla Incident Response Process and the Merino Runbooks. Each individual should be able to initiate an incident response, serve as the incident handling manager, and drive it to its resolution along with other incident responders. Any issues associated with an incident should be tracked in Jira in a way the team agrees upon. For example, assigned with an ‘incident-action-items’ label. Be aware of the infrastructure costs associated with new functionality. The team should have a good understanding of the cost to run the service including logging, computing, networking, and storage costs. Be mindful of work hours and the time zones of your fellow developers when scheduling meetings, deploying code, pairing on code, or collaborating in other ways. Set your work hours in Google Calendar and configure Slack to receive notifications only during those times. We encourage code deployments when there are fellow developers online to support. If you must deploy off-hours, ensure you have a peer available to approve any potential rollbacks. We are not going to grow individual Merino developers in deployment, operation, documentation, and incident responding for Merino. Rather, we’d like to foster a shared ownership with shared knowledge in every aspect of the day-to-day job for Merino.","breadcrumbs":"Social contract » Foster a Shared Ownership","id":"20","title":"Foster a Shared Ownership"},"21":{"body":"ADRs (Architectural Decision Record) are widely adopted by teams at Mozilla to capture important architecture decisions, including their context and consequences. Developers are encouraged to exercise the ADR process to facilitate the decision making on important subjects of the project. ADRs should be made easy to access and reference and therefore are normally checked into the source control and rendered as part of the project documentation.","breadcrumbs":"Social contract » Use ADRs to Record Architectural Decisions","id":"21","title":"Use ADRs to Record Architectural Decisions"},"22":{"body":"We strive to build highly available and reliable services while also emphasizing rapid iteration and continuous deployment as key aspects of product development. We opt to use SLOs (Service Level Objective) and error budget for risk management. SLOs can be co-determined by the product owner(s) and the service builders & operators. The error budget should be monitored and enforced by the monitoring infrastructure. Once the budget is reached, the service owners should be more reluctant or even reject to accept risky code artifacts until the budget gets reset.","breadcrumbs":"Social contract » Use SLO and Error Budget to Manage Service Risks","id":"22","title":"Use SLO and Error Budget to Manage Service Risks"},"23":{"body":"RRA (Rapid Risk Assessment) is the recommended process for service builders to perform a standardized lightweight risk assessment for the service or the feature of interest. Since Merino is a user-facing consumer service, we shall take extra caution for user security and the related risks. We have agreed with the Security Assurance team that we’d request an RRA (by following the RRA instructions) for every new content integration (e.g. AccuWeather) or content storage (e.g. Elasticsearch) for Merino.","breadcrumbs":"Social contract » Request RRA for New Content Integrations","id":"23","title":"Request RRA for New Content Integrations"},"24":{"body":"We value testing as a mechanism of establishing feedback loops for service development, design, and release. As developers add new changes to the project, thorough and effective testing reduces uncertainty and generates short feedback loops, accelerating development, release, and regression resolution. Testing also helps reduce the potential decrease in reliability from each change. To materialize those merits for Merino, we have designed the Merino Test Strategy and fulfilled it with adequate tests. We anticipate the cross-functional team to adhere to the strategy and evolve it to better support the project over time.","breadcrumbs":"Social contract » Testing for Productivity & Reliability","id":"24","title":"Testing for Productivity & Reliability"},"25":{"body":"We prioritize simple and conventional solutions in all aspects of development, from system design, to API specs, to code. We prefer mature, battle-tested technologies over complex, cutting-edge alternatives. At the same time, we know that Merino can always get better, and we welcome ideas from everyone. If you’ve got a new approach in mind, share it with the team or propose an Architectural Decision Record (ADR).","breadcrumbs":"Social contract » Aim for Simplicity","id":"25","title":"Aim for Simplicity"},"26":{"body":"While we strive to make Merino a highly reliable service, things would still go wrong regardless of how much care we take. Code errors, misconfigurations, operational glitches, to name a few. We opt for a blame-free culture to ease the mental stress when individuals are encouraged to take on more activities & responsibilities, especially before they gain familiarity around the tasks. We believe that learning from mistakes and incorporating the learned experience into processes to avoid repeating the same mistakes is more constructive and useful than putting someone on center stage. With a blame-free culture and proper risk management processes in place, the average cost of failures should be more tolerable within the error budget boundary. Who would be afraid of making mistakes?","breadcrumbs":"Social contract » Blame-free Culture","id":"26","title":"Blame-free Culture"},"27":{"body":"Last but not least. Let’s make Merino a fun project to work with!","breadcrumbs":"Social contract » Have Fun","id":"27","title":"Have Fun"},"28":{"body":"","breadcrumbs":"Working on the Code » Developer documentation for working on Merino","id":"28","title":"Developer documentation for working on Merino"},"29":{"body":"Here are some useful commands when working on Merino.","breadcrumbs":"Working on the Code » tl;dr","id":"29","title":"tl;dr"},"3":{"body":"flowchart TD User[\\fa:fa-user User/] subgraph Firefox [fa:fa-firefox Firefox] online(Online Search and Suggest) offline(Offline Search and Suggest&lt;br/&gt;fetches adMarketplace, static Wikipedia, &lt;br/&gt;and other suggestions.&lt;br/&gt; Offline mode is fallback if Merino times out.) end User --&gt; |Accessing the Firefox URL bar| Firefox subgraph Merino [fa:fa-leaf Merino] srh(fa:fa-gears Suggest Request Handler) subgraph middleware [fa:fa-paperclip Middleware] Geolocation Logging UserAgent Metrics end maxmind[(MaxmindDB)] Geolocation --&gt; maxmind srh -..- middleware subgraph providers [fa:fa-truck Providers] adm(adm) amo(amo) geolocation(geolocation) toppicks(top-picks) weather(weather) wikipedia(wikipedia) end srh --&gt; adm srh --&gt; amo srh --&gt; geolocation srh --&gt; toppicks srh --&gt; weather srh --&gt; wikipedia subgraph backends [fa:fa-server Backends] rsb(remote settings) accuweather(accuweather) elastic(elastic) toppicks_back(top picks) dynamic_amo(dynamic addons) end adm --&gt; rsb amo --&gt; dynamic_amo toppicks --&gt; toppicks_back weather --&gt; accuweather wikipedia --&gt; elastic end subgraph \"Airflow (Merino Jobs)\" wikipedia_sync(Wikipedia Sync) toppicks_sync(Top Picks Sync) addons_sync(Addons Remote Settings Upload) end addons_api(Addons API) dynamic_amo --&gt; addons_api elastico[(Elasticsearch)] elastic --&gt; elastico wikipedia_sync ..- |Syncs Wikipedia entries weekly| elastico accuweather_api(Accuweather API) accuweather ..-&gt; accuweather_api redis[(Redis Cache)] accuweather ..-&gt; |tries to query cache first| redis kinto[(Remote Settings)] rsb --- kinto addons_sync ..- |Add Addons Suggestions to Remote Settings| kinto toppicks_data[(GCS Top Picks Data,&lt;br/&gt;a list of Mozilla curated popular sites and metadata to be &lt;br/&gt;displayed on browser)] toppicks_sync ..-&gt; toppicks_data online --&gt; |/api/v1/suggest| srh offline ..- kinto","breadcrumbs":"Intro » Architecture","id":"3","title":"Architecture"},"30":{"body":"This project uses Poetry for dependency management. See dependencies for how to install Poetry on your machine. Install all the dependencies: $ poetry install Run Merino: $ poetry run uvicorn merino.main:app --reload # Or you can use a shortcut\n$ make run","breadcrumbs":"Working on the Code » Run the main app","id":"30","title":"Run the main app"},"31":{"body":"# List all available make commands with descriptions\n$ make help # Just like `poetry install`\n$ make install # Run linter\n$ make ruff-lint # Run format checker\n$ make ruff-fmt # Run formatter\n$ make ruff-format # Run black\n$ make black # Run bandit\n$ make bandit # Run mypy\n$ make mypy # Run all linting checks\n$ make -k lint # Run all formatters\n$ make format # Run merino-py with the auto code reloading\n$ make dev # Run merino-py without the auto code reloading\n$ make run # Run unit and integration tests and evaluate combined coverage\n$ make test # Evaluate combined unit and integration test coverage\n$ make test-coverage-check # Run unit tests\n$ make unit-tests # List fixtures in use per unit test\n$ make unit-test-fixtures # Run integration tests\n$ make integration-tests # List fixtures in use per integration test\n$ make integration-test-fixtures # Build the docker image for Merino named \"app:build\"\n$ make docker-build # Run contract tests on existing merino-py docker image\n$ make run-contract-tests # Run contract tests, with build step\n$ make contract-tests # Run contract tests cleanup\n$ make contract-tests-clean # Run local execution of (Locust) load tests\n$ make load-tests # Stop and remove containers and networks for load tests\n$ make load-tests-clean # Generate documents\n$ make doc # Preview the generated documents\n$ make doc-preview # Profile Merino with Scalene\n$ make profile # Run the Wikipedia CLI job\n$ make wikipedia-indexer job=$JOB","breadcrumbs":"Working on the Code » General commands","id":"31","title":"General commands"},"32":{"body":"You can generate documentation, both code level and book level, for Merino and all related crates by running ./dev/make-all-docs.sh. You'll need mdbook and mdbook-mermaid , which you can install via: make doc-install-deps If you haven't installed Rust and Cargo, you can reference the official Rust document .","breadcrumbs":"Working on the Code » Documentation","id":"32","title":"Documentation"},"33":{"body":"The default configuration of Merino is development, which has human-oriented pretty-print logging and debugging enabled. For settings that you wish to change in the development configuration, you have two options, listed below. For full details, make sure to check out the documentation for Merino's setting system (operations/configs.md) .","breadcrumbs":"Working on the Code » Local configuration","id":"33","title":"Local configuration"},"34":{"body":"Dynaconf is used for all configuration management in Merino, where values are specified in the merino/configs/ directory in .toml files. Environment variables are set for each environment as well and can be set when using the cli to launch the Merino service. Environment variables take precedence over the values set in the .toml files, so any environment variable set will automatically override defaults. By the same token, any config file that is pointed to will override the merino/configs/default.toml file. If the change you want to make makes the system better for most development tasks, consider adding it to merino/configs/development.toml, so that other developers can take advantage of it. If you do so, you likely want to add validation to those settings which needs to be added in merino/config.py, where the Dynaconf instance exists along with its validators. For examples of the various config settings, look at configs/default.toml and merino/config.py to see an example of the structure. It is not advisable to put secrets in configs/secrets.toml.","breadcrumbs":"Working on the Code » Update the defaults","id":"34","title":"Update the defaults"},"35":{"body":"Dynaconf will use the specified values and environment variables in the merino/configs/default.toml file. You can change the environment you want to use as mentioned above, but for local changes to adapt to your machine or tastes, you can put the configuration in merino/configs/development.local.toml. This file doesn't exist by default, so you will have to create it. Then simply copy from the other config files and make the adjustments that you require. These files should however not be checked into source control and are configured to be ignored, so long as they follow the *.local.toml format. Please follow this convention and take extra care to not check them in and only use them locally. See the Dynaconf Documentation for more details.","breadcrumbs":"Working on the Code » Create a local override","id":"35","title":"Create a local override"},"36":{"body":"This summarizes the mechanisms that block sensitive or questionable content in Merino. Because Merino supports several providers that have a broad range of potential suggestions, often from different sources, we require the ability to remove certain suggestions from being displayed. Blocklists in Merino filter content at two distinct phases: Content that is filtered at the data creation and indexing phase. Provider backends serve suggestions to the client based on matching against searched terms. This ensures that data that could be sensitive is not available to search against since it is not indexed. For instance, the Wikipedia provider filters categories of articles that are tagged with a matching category term in the blocklist. Content that is filtered at application runtime. There are instances where we want to quickly and dynamically add to block lists without re-indexing or running a job. In this case, suggestions are compared to a static list in the code that blocks out these suggestions.","breadcrumbs":"Working on the Code » Content Moderation » Content Moderation and Blocklists","id":"36","title":"Content Moderation and Blocklists"},"37":{"body":"In the Navigational Suggestions provider, a blocklist is used during data creation to block specific domains of websites that we do not want to suggest. The blocklist, domain_blocklist.json , is referenced during data generation of the top_picks.json file, which is ingested by the provider backend. This ensures specific domains are not indexed for suggestions. The blocklist is loaded and an exact string comparison is made between all second-level domains and the second-level domains defined in the blocklist. See nav-suggestions blocklist runbook for more information.","breadcrumbs":"Working on the Code » Content Moderation » Navigational Suggestions / Top Picks","id":"37","title":"Navigational Suggestions / Top Picks"},"38":{"body":"The Wikipedia Provider does both title filtering and category filtering at the data indexing level. Since the indexing jobs run periodically, we also implemented title filtering in the provider to get the blocking out sooner.","breadcrumbs":"Working on the Code » Content Moderation » Wikipedia","id":"38","title":"Wikipedia"},"39":{"body":"The Wikipedia Indexer Job references a remote blocklist which contains sensitive categories. At job runtime, the indexer reads the remote blocklist and creates a set of article categories that are be excluded from indexing. The article categories in the blocklist are chosen based off of analysis and best guesses of what could be considered objectionable content, based off of Mozilla's values and brand image. Any modifications to the file should be done with careful consideration. The indexer also blocks titles that are defined in the WIKIPEDIA_TITLE_BLOCKLIST in the application, which is referenced below. Any title that matches this blocklist is excluded from indexing.","breadcrumbs":"Working on the Code » Content Moderation » Indexer","id":"39","title":"Indexer"},"4":{"body":"This page describes the API endpoints available on Merino. The autogenerated API documentation exists here .","breadcrumbs":"Using the HTTP API » Merino API documentation","id":"4","title":"Merino API documentation"},"40":{"body":"When queried, the Wikipedia provider reads the WIKIPEDIA_TITLE_BLOCKLIST when creating a WikipediaSuggestion and if the query matches a blocked title, the suggestion is not shown to the client. We have this feature because the indexing job is not run daily. Therefore, we desire having an option to rapidly add to this list should we need to block a specific article. See wikipedia blocklist runbook for more information.","breadcrumbs":"Working on the Code » Content Moderation » Provider","id":"40","title":"Provider"},"41":{"body":"","breadcrumbs":"Working on the Code » Dependencies » Development Dependencies","id":"41","title":"Development Dependencies"},"42":{"body":"This project uses Poetry for dependency management. While you can use the vanilla virtualenv to set up the dev environment, we highly recommend to check out pyenv and pyenv-virtualenv , as they work nicely with Poetry. Follow the instructions to install pyenv , pyenv-virtualenv , and poetry . Feel free to browse the pyproject.toml file for a listing of dependencies and their versions. Once Poetry is installed, install all the dependencies: $ poetry install Add packages to project via poetry $ poetry add <package_name> After that you should be to run Merino as follows: $ poetry run uvicorn merino.main:app --reload # Or you can fire up a poetry shell to make it shorter\n$ poetry shell\n$ uvicorn merino.main:app --reload","breadcrumbs":"Working on the Code » Dependencies » Package Dependencies","id":"42","title":"Package Dependencies"},"43":{"body":"Merino uses a Redis-based caching system, and so requires a Redis instance to connect to. To make things simple, Redis (and any future service dependencies) can be started with Docker Compose, using the docker-compose.yaml file in the dev/ directory. Notably, this does not run any Merino components that have source code in this repository. $ cd dev\n$ docker-compose up # Or run services in deamon mode\n$ docker-compose up -d # Stop it\n$ docker-compose down # Shortcuts are also provided\n$ make docker-compose-up\n$ make docker-compose-up-daemon\n$ make docker-compose-down Redis is listening on port 6397 and can be connected via redis://localhost:6397. This Dockerized set up is optional. Feel free to run the dependent services by any other means as well.","breadcrumbs":"Working on the Code » Dependencies » Service Dependencies","id":"43","title":"Service Dependencies"},"44":{"body":"The docker-compose setup also includes some services that can help during development. Redis Commander, http://localhost:8081 - Explore the Redis database started above.","breadcrumbs":"Working on the Code » Dependencies » Dev Helpers","id":"44","title":"Dev Helpers"},"45":{"body":"To get data out of Merino and into observable systems, we use metrics and logging . Each has a unique use case. Note that in general, because of the scale we work at, adding a metric or log event in production is not free, and if we are careless can end up costing quite a bit. Record what is needed, but don't go over board. All data collection that happens in production (logging at INFO, WARN, or ERROR levels; and metrics) should be documented in docs/data.md .","breadcrumbs":"Working on the Code » Logging and Metrics » Logging and Metrics","id":"45","title":"Logging and Metrics"},"46":{"body":"Merino uses MozLog for structured logging. Logs can be recorded through the standard Python logging module. Merino can output logs in various formats, including a JSON format (MozLog) for production. A pretty, human readable format is also provided for development and other use cases.","breadcrumbs":"Working on the Code » Logging and Metrics » Logging","id":"46","title":"Logging"},"47":{"body":"MozLog requires that all messages have a type value. By convention, we use the name of the Python module, where the log record get issued, to populate this field. For example: import logging logger = logging.getLogger(__name__) # The `type` field of the log record will be the same as `__name__`.\nlogger.info(\"A new log message\", data=extra_fields) In general, the log message (\"An empty MultiProvider was created\") and the log type should both tell the reader what has happened. The difference is that the message is for humans and the type is for machines.","breadcrumbs":"Working on the Code » Logging and Metrics » Types","id":"47","title":"Types"},"48":{"body":"Tracing provides five log levels that should be familiar. This is what we mean by them in Merino: CRITICAL - There was a serious error indicating that the program itself may be unable to continue running. ERROR - There was a problem, and the task was not completable. This usually results in a 500 being sent to the user. All error logs encountered in production are reported to Sentry and should be considered a bug. If it isn't a bug, it shouldn't be logged as an error. WARNING - There was a problem, but the task was able to recover. This doesn't usually affect what the user sees. Warnings are suitable for unexpected but \"in-spec\" issues, like a sync job not returning an empty set or using a deprecated function. These are not reported to Sentry. INFO - This is the default level of the production service. Use for logging that something happened that isn't a problem and we care about in production. This is the level that Merino uses for it's one-per-request logs and sync status messages. Be careful adding new per-request logs at this level, as they can be expensive. DEBUG - This is the default level for developers running code locally. Use this to give insight into how the system is working, but keep in mind that this will be on by default, so don't be too noisy. Generally this should summarize what's happening, but not give the small details like a log line for every iteration of a loop. Since this is off in production, there are no cost concerns.","breadcrumbs":"Working on the Code » Logging and Metrics » Levels","id":"48","title":"Levels"},"49":{"body":"Merino metrics are reported as Statsd metrics. Unlike logging, the primary way that metrics reporting can cost a lot is in cardinality . The number of metric IDs we have and the combination of tag values that we supply. Often the number of individual events doesn't matter as much, since multiple events are aggregated together.","breadcrumbs":"Working on the Code » Logging and Metrics » Metrics","id":"49","title":"Metrics"},"5":{"body":"Merino has been enabled by default in Firefox. Though, you will need to enable the data sharing for Firefox Suggest to fully enable the feature. To enable it, type about:config in the URL bar set the Firefox preference browser.urlbar.quicksuggest.dataCollection.enabled to true. By default, Merino will connect to the production environments. This is controlled with the browser.urlbar.merino.endpointURL preference. See below for other options. You can also query any of the endpoint URLs below with something like: curl 'https://stage.merino.nonprod.cloudops.mozgcp.net/api/v1/suggest?q=your+query'","breadcrumbs":"Configuring Firefox and Merino Environments » Configuring Firefox and Merino Environments","id":"5","title":"Configuring Firefox and Merino Environments"},"50":{"body":"Merino leverages middleware for various functionalities such as logging, metrics, parsing for geolocation & user agent, feature flags etc. Middleware is defined in the merino/middleware directory.","breadcrumbs":"Working on the Code » Middlewares » Middlwares","id":"50","title":"Middlwares"},"51":{"body":"We currently don't implement middleware using the middleware facilities provided by FastAPI/Starlette as they've shown significant performance overhead, preventing Merino from achieving the SLOs required by Firefox Suggest. Before those performance issues get resolved in the upstream, we will be implementing middleware for Merino through the ASGI protocol . You can also reference this tutorial to learn more about ASGI. See Starlette's middleware document for more details about how to write pure ASGI middlewares. Specifically, we can reuse Starlette's data structures (Request, Headers, QueryParams etc.) to facilitate the implementation.","breadcrumbs":"Working on the Code » Middlewares » Caveat","id":"51","title":"Caveat"},"52":{"body":"","breadcrumbs":"Working on the Code » Feature Flags » Feature Flags","id":"52","title":"Feature Flags"},"53":{"body":"Do you plan to release code behind a feature flag? Great! 😃 Your feature flag needs to be defined first. If it's already defined, go ahead. Otherwise check the configuration section below before you continue. Use the following line in API endpoint code to gain access to the feature flags object: feature_flags: FeatureFlags = request.scope[ScopeKey.FEATURE_FLAGS] Then check whether a certain feature flag, such as example, is enabled by calling: if feature_flags.is_enabled(\"example\"): print(\"feature flag 'example' is enabled! 🚀\") When you do that, the decision (whether the feature flag is enabled or not) is recorded and stored in a dict on the decisions attribute of the feature flags object.","breadcrumbs":"Working on the Code » Feature Flags » Usage","id":"53","title":"Usage"},"54":{"body":"The feature flags system in Merino consists of three components: Description Location A FastAPI middleware that reads the query parameter sid sent by the client application and sets a session ID for the current request based on that. merino/middleware/featureflags.py A FeatureFlags class which you can use to check if a certain feature flag is enabled. merino/featureflags.py A local directory containing static files that define and configure feature flags for Merino. merino/configs/flags/","breadcrumbs":"Working on the Code » Feature Flags » Implementation","id":"54","title":"Implementation"},"55":{"body":"Currently two bucketing schemes are supported: random and session.","breadcrumbs":"Working on the Code » Feature Flags » Configuration","id":"55","title":"Configuration"},"56":{"body":"Random does what it says on the tin. It generates a random bucketing ID for every flag check.","breadcrumbs":"Working on the Code » Feature Flags » Random","id":"56","title":"Random"},"57":{"body":"Session bucketing uses the session ID of the request as the bucketing key so that feature checks within a given search session would be consistent.","breadcrumbs":"Working on the Code » Feature Flags » Session","id":"57","title":"Session"},"58":{"body":"Each flag defines the following fields: [default.flags.<flag_name>]\nscheme = 'session'\nenabled = 0.5 Field Description scheme This is the bucketing scheme for the flag. Allowed values are 'random' and 'session' enabled This represents the % enabled for the flag and must be a float between 0 and 1","breadcrumbs":"Working on the Code » Feature Flags » Fields","id":"58","title":"Fields"},"59":{"body":"When submitting application metrics, feature flag decisions that were made while processing the current request up to this point are automatically added as tags to the emitted metrics. The format of these tags is: feature_flag.<feature_flag_name> For more information about this see the ClientMeta meta class and the add_feature_flags decorator in merino/metrics.py.","breadcrumbs":"Working on the Code » Feature Flags » Metrics","id":"59","title":"Metrics"},"6":{"body":"","breadcrumbs":"Configuring Firefox and Merino Environments » Environments","id":"6","title":"Environments"},"60":{"body":"Because feature flag decisions are automatically added as tags to emitted metrics, you can use them in your queries in Grafana. 📈 For example, if you want to group by decisions for a feature flag with name hello_world, you can use tag(feature_flag.hello_world) in GROUP BY in Grafana. You can also use [[tag_feature_flag.hello_world]] in the ALIAS for panel legends.","breadcrumbs":"Working on the Code » Feature Flags » Monitoring in Grafana","id":"60","title":"Monitoring in Grafana"},"61":{"body":"This project currently follows a Continuous Deployment process. Whenever a commit is pushed to this repository's main branch, a CircleCI workflow is triggered which performs code checks and runs automated tests. The workflow additionally builds a new Docker image of the service and pushes that Docker image to the Docker Hub registry (this requires all previous jobs to pass). Pushing a new Docker image to the Docker Hub registry triggers a webhook that starts the Jenkins deployment pipeline (the Docker image tag determines the target environment). The deployment pipeline first deploys to the stage environment and subsequently to the production environment . Activity diagram of CircleCI main-workflow After the deployment is complete, accessing the __version__ endpoint will show the commit hash of the deployed version, which will eventually match to the one of the latest commit on the main branch (a node with an older version might still serve the request before it is shut down).","breadcrumbs":"Working on the Code » Release Process » The Release Process","id":"61","title":"The Release Process"},"62":{"body":"The expectation is that the author of the change will: merge pull requests during hours when the majority of contributors are online monitor the [Merino Application & Infrastructure][merino_app_info] dashboard for any anomaly","breadcrumbs":"Working on the Code » Release Process » Release Best Practices","id":"62","title":"Release Best Practices"},"63":{"body":"The commit hash of the deployed code is considered its version identifier. The commit hash can be retrieved locally via git rev-parse HEAD.","breadcrumbs":"Working on the Code » Release Process » Versioning","id":"63","title":"Versioning"},"64":{"body":"Load testing can be performed either locally or during the deployment process. During deployment, load tests are run against the staging environment before Merino-py is promoted to production. Load tests in continuous deployment are controlled by adding a specific label to the commit message being deployed. The format for the label is [load test: (abort|skip|warn)]. Typically, this label is added to the merge commit created when a GitHub pull request is integrated. abort: Stops the deployment if the load test fails. skip: Skips load testing entirely during deployment. warn: Proceeds with the deployment even if the load test fails, but sends a warning notification through Slack. If no label is included in the commit message, the default behavior is to run the load test and issue a warning if it fails. For more detailed information about load testing procedures and conventions, please refer to the Load Test README . Logs from load tests executed in continuous deployment are available in the /data volume of the Locust master kubernetes pod.","breadcrumbs":"Working on the Code » Release Process » Load Testing","id":"64","title":"Load Testing"},"65":{"body":"If your latest release causes problems and needs to be rolled back: don't panic and follow the instructions in the Rollback Runbook .","breadcrumbs":"Working on the Code » Release Process » What to do if production breaks?","id":"65","title":"What to do if production breaks?"},"66":{"body":"Please refer to What to do with Test Failures in CI?","breadcrumbs":"Working on the Code » Release Process » What to do if tests fail during deployment?","id":"66","title":"What to do if tests fail during deployment?"},"67":{"body":"As Merino runs as a single-threaded application using the asyncio-based framework, it would be useful for engineers to get a good understanding about how Merino performs and where it spends time and memory doing what tasks to serve the requests. Local profiling offers us a way to look into those low-level details. We use Scalene as the profiler to conduct the profiling for Merino. It's very easy to use, offers extremely detailed (at the line level) insights with much lower overhead compared to other profilers.","breadcrumbs":"Working on the Code » Profiling » Profiling","id":"67","title":"Profiling"},"68":{"body":"To start the profiling, you can run the following to start Merino with Scalene: $ make profile # or you can run it directly $ python -m scalene merino/main.py Then you can send requests to Merino manually or through using other load testing tools. Once that's done, you can terminate the Merino application. It will automatically collect profiling outputs (CPU & Memory) and open it in your browser.","breadcrumbs":"Working on the Code » Profiling » Usage","id":"68","title":"Usage"},"69":{"body":"Out of the box, Scalene provides a very intuitive web interface to display the profiling outputs. It's organized at the file (module) level. For each file, it shows the CPU time and average memory usage for both the line profile and the function profile of that module. You can also click on specific columns to sort the lines or functions accordingly. For more details of how to read the outputs, you can reference Scalene's documents . Equipped with those insights, you can have a good understanding about the application, identify hotspots, bottlenecks, or other findings that are not easy to uncover by only reading the source code. And then, you can tweak or fix those issues, test or profile it again to verify if the fix is working.","breadcrumbs":"Working on the Code » Profiling » Understand the outputs","id":"69","title":"Understand the outputs"},"7":{"body":"Endpoint URL : https://merino.services.mozilla.com/api/v1/suggest The primary environment for end users. Firefox is configured to use this by default.","breadcrumbs":"Configuring Firefox and Merino Environments » Production","id":"7","title":"Production"},"70":{"body":"","breadcrumbs":"Working on the Code » Testing & Test Strategy » Merino Testing","id":"70","title":"Merino Testing"},"71":{"body":"Merino is tested using a combination of functional and performance tests. Test code resides in the tests directory. Merino's test strategy requires that we do not go below a minimum test coverage percentage for unit and integration tests. All Contract tests must pass and load tests cannot go below a minimum performance threshold. Test documentation resides in the /docs/testing/ directory. The functional test strategy is four-tiered, composed of: unit - documentation integration - documentation contract - documentation load - documentation See documentation and repositories in each given test area for specific details on running and maintaining tests.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Test Strategy","id":"71","title":"Test Strategy"},"72":{"body":"The unit layer is suitable for testing complex behavior at a small scale, with fine-grained control over the inputs. Due to their narrow scope, unit tests are fundamental to thorough test coverage. To execute unit tests, use: make unit-tests Unit tests are written and executed with pytest and are located in the tests/unit directory, using the same organizational structure as the source code of the merino service. Type aliases dedicated for test should be stored in the types.py module. The conftest.py modules contain common utilities in fixtures. For a breakdown of fixtures in use per test, use: make unit-test-fixtures","breadcrumbs":"Working on the Code » Testing & Test Strategy » Unit Tests » Unit Tests","id":"72","title":"Unit Tests"},"73":{"body":"Available fixtures include:","breadcrumbs":"Working on the Code » Testing & Test Strategy » Unit Tests » Fixtures","id":"73","title":"Fixtures"},"74":{"body":"Useful when verifying log messages, this fixture filters log records captured with pytest's caplog by a given logger_name. Usage: def test_with_filter_caplog( caplog: LogCaptureFixture, filter_caplog: FilterCaplogFixture\n) -> None: records: list[LogRecord] = filter_caplog(caplog.records, \"merino.providers.adm\") Note: This fixture is shared with integration tests.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Unit Tests » FilterCaplogFixture","id":"74","title":"FilterCaplogFixture"},"75":{"body":"For use when querying providers, this fixture creates a SuggestionRequest object with a given query Usage: def test_with_suggestion_request(srequest: SuggestionRequestFixture) -> None: request: SuggestionRequest = srequest(\"example\") result: list[BaseSuggestion] = await provider.query(request)","breadcrumbs":"Working on the Code » Testing & Test Strategy » Unit Tests » SuggestionRequestFixture","id":"75","title":"SuggestionRequestFixture"},"76":{"body":"For use when testing middleware, these fixtures initialize or mock the common Scope, Receive and Send object dependencies. Usage: def test_middleware(scope: Scope, receive_mock: Receive, send_mock: Send) -> None: pass","breadcrumbs":"Working on the Code » Testing & Test Strategy » Unit Tests » ScopeFixture, ReceiveMockFixture & SendMockFixture","id":"76","title":"ScopeFixture, ReceiveMockFixture & SendMockFixture"},"77":{"body":"The integration layer of testing allows for verification of interactions between service components, with lower development, maintenance and execution costs compared with higher level tests, such as contract tests. To execute integration tests, make sure you have Docker installed and a docker daemon running. Then use: make integration-tests Integration tests are located in the tests/integration directory. They use pytest and the FastAPI TestClient to send requests to specific merino endpoints and verify responses as well as other outputs, such as logs. Tests are organized according to the API path under test. Type aliases dedicated for test should be stored in the types.py module. Fake providers created for test should be stored in the fake_providers.py module. The conftest.py modules contain common utilities in fixtures. We have also added integration tests that use Docker via the testcontainers library . See fixture example below. For a breakdown of fixtures in use per test, use: make integration-test-fixtures","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » Integration Tests","id":"77","title":"Integration Tests"},"78":{"body":"Available fixtures include:","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » Fixtures","id":"78","title":"Fixtures"},"79":{"body":"Details available in Unit Tests section","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » FilterCaplogFixture","id":"79","title":"FilterCaplogFixture"},"8":{"body":"Endpoint URL : https://stage.merino.nonprod.cloudops.mozgcp.net/api/v1/suggest This environment is used for manual and load testing of the server. It is not guaranteed to be stable or available. It is used as a part of the deploy process to verify new releases before they got to production.","breadcrumbs":"Configuring Firefox and Merino Environments » Stage","id":"8","title":"Stage"},"80":{"body":"This fixture creates an instance of the TestClient to be used in testing API calls. Usage: def test_with_test_client(client: TestClient): response: Response = client.get(\"/api/v1/endpoint\")","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » TestClientFixture","id":"80","title":"TestClientFixture"},"81":{"body":"This fixture creates an instance of the TestClient, that will trigger event handlers (i.e. startup and shutdown) to be used in testing API calls. Usage: def test_with_test_client_with_event(client_with_events: TestClient): response: Response = client_with_events.get(\"/api/v1/endpoint\")","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » TestClientWithEventsFixture","id":"81","title":"TestClientWithEventsFixture"},"82":{"body":"This fixture will extract the extra log data from a captured 'request.summary' LogRecord for verification Usage: def test_with_log_data( caplog: LogCaptureFixture, filter_caplog: FilterCaplogFixture, extract_request_summary_log_data: LogDataFixture\n): records: list[LogRecord] = filter_caplog(caplog.records, \"request.summary\") assert len(records) == 1 record: LogRecord = records[0] log_data: dict[str, Any] = extract_request_summary_log_data(record) assert log_data == expected_log_data","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » RequestSummaryLogDataFixture","id":"82","title":"RequestSummaryLogDataFixture"},"83":{"body":"These fixture will setup and teardown given providers. Usage: If specifying providers for a module: @pytest.fixture(name=\"providers\")\ndef fixture_providers() -> Providers: return {\"test-provider\": TestProvider()} If specifying providers for a test: @pytest.mark.parametrize(\"providers\", [{\"test-provider\": TestProvider()}])\ndef test_with_provider() -> None: pass","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » InjectProvidersFixture & ProvidersFixture","id":"83","title":"InjectProvidersFixture & ProvidersFixture"},"84":{"body":"This fixture sets application provider dependency overrides. Usage: def test_with_setup_providers(setup_providers: SetupProvidersFixture): providers: dict[str, BaseProvider] = {\"test-provider\": TestProvider()} setup_providers(providers)","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » SetupProvidersFixture","id":"84","title":"SetupProvidersFixture"},"85":{"body":"This fixture resets application provider dependency overrides and is often used in teardown fixtures. Usage: @pytest.fixture(autouse=True)\ndef teardown(teardown_providers: TeardownProvidersFixture): yield teardown_providers()","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » TeardownProvidersFixture","id":"85","title":"TeardownProvidersFixture"},"86":{"body":"See tests/integration/jobs/navigational_suggestions/test_domain_metadata_uploader.py for a detailed example. This is a lightweight example on how to set up a docker container for your integration tests. Usage: @pytest.fixture(scope=\"module\")\ndef your_docker_container() -> DockerContainer: os.environ.setdefault(\"STORAGE_EMULATOR_HOST\", \"http://localhost:4443\") container = ( DockerContainer(\"your-docker-image\") .with_command(\"-scheme http\") .with_bind_ports(4443, 4443) ).start() # wait for the container to start and emit logs delay = wait_for_logs(container, \"server started at\") port = container.get_exposed_port(4443) yield container container.stop()","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » TestcontainersFixture","id":"86","title":"TestcontainersFixture"},"87":{"body":"This documentation describes the load tests for Merino. This test framework uses IP2Location LITE data available from https://lite.ip2location.com","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Merino Load (Locust) Tests","id":"87","title":"Merino Load (Locust) Tests"},"88":{"body":"The tests in the tests/load directory spawn multiple HTTP clients that consume Merino's API, in order to simulate real-world load on the Merino infrastructure. These tests use the Locust framework and are triggered at the discretion of the Merino Engineering Team.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Overview","id":"88","title":"Overview"},"89":{"body":"Merino Load Test Plan Merino Load Test History Merino Load Test Spreadsheet","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Related Documentation","id":"89","title":"Related Documentation"},"9":{"body":"This page should list all metrics and logs that Merino is expected to emit in production, including what should be done about them, if anything.","breadcrumbs":"Data collection » Data collection","id":"9","title":"Data collection"},"90":{"body":"Note that if you make changes to the load test code, you must stop and remove the Docker containers and networks for changes to reflect. Do this by running make load-tests-clean. Follow the steps bellow to execute the load tests locally:","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Local Execution","id":"90","title":"Local Execution"},"91":{"body":"1. Configure Environment Variables The following environment variables as well as Locust environment variables can be set in tests\\load\\docker-compose.yml. Make sure any required API key is added but then not checked into source control. WARNING : if the WIKIPEDIA__ES_API_KEY is missing, the load tests will not execute. Environment Variable Node(s) Description LOAD_TESTS__LOGGING_LEVEL master & worker Level for the logger in the load tests as an int (10 for DEBUG, 20 for INFO etc.) MERINO_REMOTE_SETTINGS__SERVER master & worker Server URL of the Kinto instance containing suggestions MERINO_REMOTE_SETTINGS__BUCKET master & worker Kinto bucket with the suggestions MERINO_REMOTE_SETTINGS__COLLECTION master & worker Kinto collection with the suggestions MERINO_PROVIDERS__TOP_PICKS__TOP_PICKS_FILE_PATH master & worker The minimum character limit set for long domain suggestion indexing MERINO_PROVIDERS__TOP_PICKS__QUERY_CHAR_LIMIT master & worker The minimum character limit set for short domain suggestion indexing MERINO_PROVIDERS__TOP_PICKS__FIREFOX_CHAR_LIMIT master & worker File path to the json file of domains MERINO_PROVIDERS__WIKIPEDIA__ES_API_KEY master & worker The base64 key used to authenticate on the Elasticsearch cluster specified by es_cloud_id MERINO_PROVIDERS__WIKIPEDIA__ES_URL master & worker The Cloud ID of the Elasticsearch cluster MERINO_PROVIDERS__WIKIPEDIA__ES_INDEX master & worker The index identifier of Wikipedia in Elasticsearch 2. Host Locust via Docker Execute the following from the repository root: make load-tests 3. (Optional) Host Merino Locally Use one of the following commands to host Merino locally. Execute the following from the repository root: Option 1: Use the local development instance make dev Option 2: Use the profiler instance make profile Option 3: Use the Docker instance make docker-build && docker run -p 8000:8000 app:build","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Setup Environment","id":"91","title":"Setup Environment"},"92":{"body":"1. Start Load Test In a browser navigate to http://localhost:8089/ Set up the load test parameters: Option 1: Select the MerinoSmokeLoadTestShape or MerinoAverageLoadTestShape These options have pre-defined settings Option 2: Select the Default load test shape with the following recommended settings: Number of users: 25 Spawn rate: 1 Host: 'https://stagepy.merino.nonprod.cloudops.mozgcp.net' Set host to 'http://host.docker.internal:8000' to test against a local instance of Merino Duration (Optional): 10m Select \"Start Swarming\" 2. Stop Load Test Select the 'Stop' button in the top right hand corner of the Locust UI, after the desired test duration has elapsed. If the 'Run time' is set in step 1, the load test will stop automatically. 3. Analyse Results See Distributed GCP Execution (Manual Trigger) - Analyse Results Only client-side measures, provided by Locust, are available when executing against a local instance of Merino.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Run Test Session","id":"92","title":"Run Test Session"},"93":{"body":"1. Remove Load Test Docker Containers Execute the following from the repository root: make load-tests-clean","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Clean-up Environment","id":"93","title":"Clean-up Environment"},"94":{"body":"Follow the steps bellow to execute the distributed load tests on GCP with a manual trigger:","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Distributed GCP Execution - Manual Trigger","id":"94","title":"Distributed GCP Execution - Manual Trigger"},"95":{"body":"1. Start a GCP Cloud Shell The load tests can be executed from the contextual-services-test-eng cloud shell . 2. Configure the Bash Script The setup_k8s.sh file, located in the tests\\load directory, contains shell commands to create a GKE cluster, setup an existing GKE cluster or delete a GKE cluster Modify the script to include the MERINO_PROVIDERS__WIKIPEDIA__ES_API_KEY environment variables Execute the following from the root directory, to make the file executable: chmod +x tests/load/setup_k8s.sh 3. Create the GCP Cluster Execute the setup_k8s.sh file and select the create option, in order to initiate the process of creating a cluster, setting up the env variables and building the docker image. Choose smoke or average depending on the type of load test required. ./tests/load/setup_k8s.sh create [smoke|average] Smoke - The smoke load test verifies the system's performance under minimal load. The test is run for a short period, possibly in CD, to ensure the system is working correctly. Average - The average load test measures the system's performance under standard operational conditions. The test is meant to reflect an ordinary day in production. The cluster creation process will take some time. It is considered complete, once an external IP is assigned to the locust_master node. Monitor the assignment via a watch loop: kubectl get svc locust-master --watch The number of workers is defaulted to 5, but can be modified with the kubectl scale command. Example (10 workers): kubectl scale deployment/locust-worker --replicas=10 To apply new changes to an existing GCP Cluster, execute the setup_k8s.sh file and select the setup option. This option will consider the local commit history, creating new containers and deploying them (see Artifact Registry )","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Setup Environment","id":"95","title":"Setup Environment"},"96":{"body":"1. Start Load Test In a browser navigate to http://$EXTERNAL_IP:8089 This url can be generated via command EXTERNAL_IP=$(kubectl get svc locust-master -o jsonpath=\"{.status.loadBalancer.ingress[0].ip}\")\necho http://$EXTERNAL_IP:8089 Select the MerinoSmokeLoadTestShape, this option has pre-defined settings and will last 5 minutes Select \"Start Swarming\" 2. Stop Load Test Select the 'Stop' button in the top right hand corner of the Locust UI, after the desired test duration has elapsed. If the 'Run time' is set in step 1, the load test will stop automatically. 3. Analyse Results RPS The request-per-second load target for Merino is 1500 Locust reports client-side RPS via the \"merino_stats.csv\" file and the UI (under the \"Statistics\" tab or the \"Charts\" tab) Grafana reports the server-side RPS via the \"HTTP requests per second per country\" chart HTTP Request Failures The number of responses with errors (5xx response codes) should be 0 Locust reports Failures via the \"merino_failures.csv\" file and the UI (under the \"Failures\" tab or the \"Charts\" tab) Grafana reports Failures via the \"HTTP Response codes\" chart and the \"HTTP 5xx error rate\" chart Exceptions The number of exceptions raised by the test framework should be 0 Locust reports Exceptions via the \"merino_exceptions.csv\" file and the UI (under the \"Exceptions\" tab) Latency The HTTP client-side response time (aka request duration) for 95 percent of users is required to be 200ms or less (p95 <= 200ms), excluding weather requests Locust reports client-side latency via the \"merino_stats.csv\" file and the UI (under the \"Statistics\" tab or the \"Charts\" tab) Warning! A Locust worker with too many users will bottleneck RPS and inflate client-side latency measures. Locust reports worker CPU and memory usage metrics via the UI (under the \"Workers\" tab) Grafana reports server-side latency via the \"p95 latency\" chart Resource Consumption To conserve costs, resource allocation must be kept to a minimum. It is expected that container, CPU and memory usage should trend consistently between load test runs. Grafana reports metrics on resources via the \"Container Count\", \"CPU usage time sum\" and \"Memory usage sum\" charts 4. Report Results Results should be recorded in the Merino Load Test Spreadsheet Optionally, the Locust reports can be saved and linked in the spreadsheet: Download the results via the Locust UI or via command: kubectl cp <master-pod-name>:/home/locust/merino_stats.csv merino_stats.csv\nkubectl cp <master-pod-name>:/home/locust/merino_exceptions.csv merino_exceptions.csv\nkubectl cp <master-pod-name>:/home/locust/merino_failures.csv merino_failures.csv The master-pod-name can be found at the top of the pod list: kubectl get pods -o wide Upload the files to the ConServ drive and record the links in the spreadsheet","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Run Test Session","id":"96","title":"Run Test Session"},"97":{"body":"1. Delete the GCP Cluster Execute the setup_k8s.sh file and select the delete option ./tests/load/setup_k8s.sh","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Clean-up Environment","id":"97","title":"Clean-up Environment"},"98":{"body":"The load tests are triggered in CI via Jenkins , which has a command overriding the load test Dockerfile entrypoint. Follow the steps below to execute the distributed load tests on GCP with a CI trigger:","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Distributed GCP Execution - CI Trigger","id":"98","title":"Distributed GCP Execution - CI Trigger"},"99":{"body":"1. Execute Load Test To modify the load testing behavior, you must include a label in your Git commit. This must be the merge commit on the main branch, since only the most recent commit is checked for the label. The label format is: [load test: (abort|skip|warn)]. Take careful note of correct syntax and spacing within the label. There are three options for load tests: abort, skip, and warn: The abort label will prevent a prod deployment if the load test fails Ex. feat: Add feature ABC [load test: abort]. The skip label will bypass load testing entirely during deployment Ex. feat: Add feature LMN [load test: skip]. The warn label will output a Slack warning if the load test fails but still allow for the production deployment Ex. feat: Add feature XYZ [load test: warn]. If no label is included in the commit message, the load test will be executed with the warn action. The commit tag signals load test instructions to Jenkins by modifying the Docker image tag. The Jenkins deployment workflow first deploys to stage and then runs load tests if requested. The Docker image tag passed to Jenkins appears as follows: ^(?P<environment>stage|prod)(?:-(?P<task>\\w+)-(?P<action>abort|skip|warn))?-(?P<commit>[a-z0-9]+)$ 2. Analyse Results See Distributed GCP Execution (Manual Trigger) - Analyse Results 3. Report Results Optionally, results can be recorded in the Merino Load Test Spreadsheet . It is recommended to do so if unusual behavior is observed during load test execution or if the load tests fail. The Locust reports can be saved and linked in the spreadsheet. The results are persisted in the /data directory of the locust-master-0 pod in the locust-master k8s cluster in the GCP project of merino-nonprod. To access the Locust logs: Open a cloud shell in the Merino stage environment Authenticate by executing the following command: gcloud container clusters get-credentials merino-nonprod-v1 \\ --region us-west1 --project moz-fx-merino-nonprod-ee93 Identify the log files needed in the Kubernetes pod by executing the following command, which lists the log files along with file creation timestamp when the test was performed. 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Configure the Bash Script The setup_k8s.sh file, located in the tests\\load directory, contains shell commands to create a GKE cluster, setup an existing GKE cluster or delete a GKE cluster Execute the following from the root directory, to make the file executable: chmod +x tests/load/setup_k8s.sh 3. Create the GCP Cluster In the setup_k8s.sh script, modify the WORKER_COUNT variable to equal 1 Execute the setup_k8s.sh file from the root directory and select the create option, in order to initiate the process of creating a cluster, setting up the env variables and building the docker image. Choose smoke or average depending on the type of load test required. ./tests/load/setup_k8s.sh create [smoke|average] The cluster creation process will take some time. It is considered complete, once an external IP is assigned to the locust_master node. Monitor the assignment via a watch loop: kubectl get svc locust-master --watch","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Setup Environment","id":"102","title":"Setup Environment"},"103":{"body":"Repeat steps 1 to 3, using a process of elimination, such as the bisection method, to determine the maximum USERS_PER_WORKER. The load tests are considered optimized when CPU and memory resources are maximally utilized. This step is meant to determine the maximum user count that a node can accommodate by observing CPU and memory usage while steadily increasing or decreasing the user count. You can monitor the CPU percentage in the Locust UI but also in the Kubernetes engine Workloads tab where both memory and CPU are visualized on charts. 1. Start Load Test In a browser navigate to http://$EXTERNAL_IP:8089 This url can be generated via command EXTERNAL_IP=$(kubectl get svc locust-master -o jsonpath=\"{.status.loadBalancer.ingress[0].ip}\")\necho http://$EXTERNAL_IP:8089 Set up the load test parameters: ShapeClass: Default UserClasses: MerinoUser Number of users: USERS_PER_WORKER (Consult the Merino_spreadsheet to determine a starting point) Ramp up: RAMP_UP (RAMP_UP = 5/USERS_PER_WORKER) Host: 'https://stagepy.merino.nonprod.cloudops.mozgcp.net' Duration (Optional): 600s Select \"Start Swarm\" 2. Stop Load Test Select the 'Stop' button in the top right hand corner of the Locust UI, after the desired test duration has elapsed. If the 'Run time' or 'Duration' is set in step 1, the load test will stop automatically. 3. Analyse Results CPU and Memory Resource Graphs CPU and Memory usage should be less than 90% of the available capacity CPU and Memory Resources can be observed in Google Cloud > Kubernetes Engine > Workloads Log Errors or Warnings Locust will emit errors or warnings if high CPU or memory usage occurs during the execution of a load test. The presence of these logs is a strong indication that the USERS_PER_WORKER count is too high 4. Report Results See Distributed GCP Execution (Manual Trigger) - Analyse Results 5. Update Shape and Script Values WORKER_COUNT = MAX_USERS/USERS_PER_WORKER If MAX_USERS is unknown, calibrate to determine WORKER_COUNT Update the USERS_PER_WORKER and WORKER_COUNT values in the following files: \\tests\\load\\locustfiles\\smoke_load.py or \\tests\\load\\locustfiles\\average_load.py \\tests\\load\\setup_k8s.sh","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Calibrate","id":"103","title":"Calibrate"},"104":{"body":"See Distributed GCP Execution (Manual Trigger) - Clean-up Environment","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Clean-up Environment","id":"104","title":"Clean-up Environment"},"105":{"body":"This process is used to determine the number of Locust workers required in order to generate sufficient load for a test given a SHAPE_CLASS.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Calibrating for WORKER_COUNT","id":"105","title":"Calibrating for WORKER_COUNT"},"106":{"body":"See Distributed GCP Execution (Manual Trigger) - Setup Environment Note that in the setup_k8s.sh the maximum number of nodes is set using the total-max-nodes google cloud option. It may need to be increased if the number of workers can't be supported by the cluster.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Setup Environment","id":"106","title":"Setup Environment"},"107":{"body":"Repeat steps 1 to 4, using a process of elimination, such as the bisection method, to determine the maximum WORKER_COUNT. The tests are considered optimized when they generate the minimum load required to cause node scaling in the the Merino-py Stage environment. You can monitor the Merino-py pod counts on Grafana . 1. Update Shape and Script Values Update the WORKER_COUNT values in the following files: \\tests\\load\\locustfiles\\smoke_load.py or \\tests\\load\\locustfiles\\average_load.py \\tests\\load\\setup_k8s.sh Using Git, commit the changes locally 2. Start Load Test In a browser navigate to http://$EXTERNAL_IP:8089 This url can be generated via command EXTERNAL_IP=$(kubectl get svc locust-master -o jsonpath=\"{.status.loadBalancer.ingress[0].ip}\")\necho http://$EXTERNAL_IP:8089 Set up the load test parameters: ShapeClass: SHAPE_CLASS Host: 'https://stagepy.merino.nonprod.cloudops.mozgcp.net' Select \"Start Swarm\" 3. Stop Load Test Select the 'Stop' button in the top right hand corner of the Locust UI, after the desired test duration has elapsed. If the 'Run time', 'Duration' or 'ShapeClass' are set in step 1, the load test will stop automatically. 4. Analyse Results Stage Environment Pod Counts The 'Merino-py Pod Count' should demonstrate scaling during the execution of the load test The pod counts can be observed in Grafana CPU and Memory Resources CPU and Memory usage should be less than 90% of the available capacity in the cluster CPU and Memory Resources can be observed in Google Cloud > Kubernetes Engine > Workloads 5. Report Results See Distributed GCP Execution (Manual Trigger) - Report Results","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Calibrate","id":"107","title":"Calibrate"},"108":{"body":"See Distributed GCP Execution (Manual Trigger) - Clean-up Environment","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Clean-up Environment","id":"108","title":"Clean-up Environment"},"109":{"body":"The load test maintenance schedule cadence is once a quarter and should include updating the following: poetry version and python dependencies pyproject.toml poetry.lock Docker artifacts Dockerfile docker-compose.yml Distributed GCP execution scripts and Kubernetes configurations setup_k8s.sh locust-master-controller.yml locust-master-service.yml locust-worker-controller.yml CircleCI contract test jobs config.yml Documentation load test docs","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Maintenance","id":"109","title":"Maintenance"},"11":{"body":"INFO web.suggest.request - A suggestion request is being processed. This event will include fields for all relevant details of the request. Fields: sensitive - Always set to true to ensure proper routing. query - If query logging is enabled, the text the user typed. Otherwise an empty string. country - The country the request came from. region - The first country subdivision the request came from. city - The city the request came from. dma - A US-only location description that is larger than city and smaller than states, but does not align to political borders. agent - The original user agent. os_family - Parsed from the user agent. One of \"windows\", \"macos\", \"linux\", \"ios\", \"android\", \"chrome os\", \"blackberry\", or \"other\". form_factor - Parsed from the user agent. One of \"desktop\", \"phone\", \"tablet\", or \"other\" browser - The browser and possibly version detected. Either \"Firefox(XX)\" where XX is the version, or \"Other\". rid - The request ID. WIP accepts_english - True if the user's Accept-Language header includes an English locale, false otherwise. requested_providers - A comma separated list of providers requested via the query string, or an empty string if none were requested (in which case the default values would be used). client_variants - Any client variants sent to Merino in the query string. session_id - A UUID generated by the client for each search session. sequence_no - A client-side event counter (0-based) that records the query sequence within each search session. INFO request.summary - The application request summary that follows the MozLog convention. This log is recorded for all incoming HTTP requests except for the suggest API endpoint. ERROR dockerflow.error_endpoint - The __error__ endpoint of the server was called. This is used to test our error reporting system. It is not a cause for concern, unless we receive a large amount of these records, in which case some outside service is likely malicious or misconfigured.","breadcrumbs":"Data collection » Merino APIs","id":"11","title":"Merino APIs"},"110":{"body":"This documentation describes the automated contract tests for Merino.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Merino Contract Tests","id":"110","title":"Merino Contract Tests"},"111":{"body":"The tests in the tests/contract directory consume Merino's APIs using more opaque techniques. These tests run against a Docker container of the service, specify settings via environment variables, and operate on the HTTP API layer only and as such are more concerned with external contracts and behavior. The contract tests cannot configure the server per-test. The contract test suite is designed to be set up as a docker-compose CI workflow. To simulate common use cases, the suite utilizes 6 docker containers: client, merino, kinto-setup, kinto, kinto-attachments, and redis. The following sequence diagram depicts container interactions during the remote_settings__coffee test scenario. Test Scenario: remote_settings__coffee Sequence diagram of the integration tests Notes: The interactions between kinto and kinto-attachments are not depicted. The diagram was composed using Miro ,","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Overview","id":"111","title":"Overview"},"112":{"body":"The client container consists of a Python-based test framework that executes the contract tests. The HTTP client used in the framework can be instructed to prepare Remote Settings data through requests to kinto and can verify Merino functionality through requests to the Merino service. For more details, see the client documentation .","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » client","id":"112","title":"client"},"113":{"body":"The merino container encapsulates the Merino service under test. For more details, see the Merino documentation .","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » merino","id":"113","title":"merino"},"114":{"body":"The kinto-setup container consists of a Python-based program responsible for defining the Remote Settings bucket, \"main\", and collection, \"quicksuggest\", prior to the merino container startup, a pre-requisite. For more details, see the kinto-setup documentation .","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » kinto-setup","id":"114","title":"kinto-setup"},"115":{"body":"The kinto container holds a minimalist storage service with synchronisation and sharing abilities. It uses the kinto-attachments container to store data locally. For more details, see the Remote Settings documentation .","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » kinto & kinto-attachments","id":"115","title":"kinto & kinto-attachments"},"116":{"body":"Local execution can be expedited by simply running make contract-tests, from the repository root. This creates the Docker containers with kinto, Merino and the test client and runs the test scenarios against them. make contract-tests To remove contract test containers and network artifacts, execute the following from the repository root: make contract-tests-clean Failing to run this clean command between code changes may result in your changes not being reflected. See Makefile for details.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Local Execution","id":"116","title":"Local Execution"},"117":{"body":"The contract test maintenance schedule cadence is once a quarter and should include updating the following: poetry version and python dependencies pyproject.toml poetry.lock Docker artifacts client Dockerfile kinto-setup Dockerfile docker-compose.yml CircleCI contract test jobs config.yml Documentation client documentation kinto-setup documentation contract test documentation","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Maintenance","id":"117","title":"Maintenance"},"118":{"body":"","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Kinto Setup » Merino Contract Tests - Kinto-Setup","id":"118","title":"Merino Contract Tests - Kinto-Setup"},"119":{"body":"This documentation describes setting up Kinto for contract tests. Specifically, it is responsible for the creation of the Remote Settings bucket and collection, a pre-requisite for the Merino service. For more details on contract test design, refer to the contract-tests documentation .","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Kinto Setup » Overview","id":"119","title":"Overview"},"12":{"body":"Geolocation WARNING merino.middleware.geolocation - There was an error with a geolocation lookup.","breadcrumbs":"Data collection » Merino Middleware Logs","id":"12","title":"Merino Middleware Logs"},"120":{"body":"To execute the kinto-setup outside the Docker container, create a Python virtual environment, set environment variables, expose the Kinto API port in the docker-compose.yml and use a Python command. It is recommended to execute the setup within a Python virtual environment to prevent dependency cross contamination. Create a Virtual Environment The developer documentation on dependences for working on Merino dependencies, provides instruction on creating a virtual environment via pyenv, and installing all requirements via poetry. Setup Environment Variables The following environment variables are set in docker-compose.yml, but will require local setup via command line, pytest.ini file or IDE configuration: KINTO_URL: The URL of the Kinto service Example: KINTO_URL=http://localhost:8888 KINTO_BUCKET: The ID of the Kinto bucket to create Example: KINTO_BUCKET=main KINTO_COLLECTION: The ID of the Kinto collection to create Example: KINTO_COLLECTION=quicksuggest Modify tests/contract/docker-compose.yml In the kinto definition, expose port 8888 by adding the following: ports: - \"8888:8888\" Run kinto and kinto-attachment docker containers. Execute the following from the project root: docker-compose \\ -f tests/contract/docker-compose.yml \\ -p merino-py-contract-tests \\ up kinto Run the kinto-setup service Execute the following from the project root: python tests/contract/kinto-setup/main.py","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Kinto Setup » Local Execution","id":"120","title":"Local Execution"},"121":{"body":"","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Client » Merino Contract Tests - Client","id":"121","title":"Merino Contract Tests - Client"},"122":{"body":"This documentation describes a Python-based test framework for the contract tests. The HTTP client used in the framework supports: Requests to Kinto (Remote Settings) for record population Requests for suggestions from Merino, with response checks For more details on contract test design, refer to the contract-tests documentation .","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Client » Overview","id":"122","title":"Overview"},"123":{"body":"The client is instructed on request and response check actions via scenarios, recorded in the scenarios.yml file. A scenario is defined by a name, a description and steps. Name A test name should identify the use case under test. Names are written in snake case with double-underscores __ for scenario and behavior delineation. Example: remote_settings__refresh Description A test description should outline, in greater detail, the purpose of a test, meaning the feature or common user interaction being verified. Example: Test that Merino successfully returns refreshed output in the cases of suggestion content updates and additions Steps Kinto Service The Kinto service scenario step populates the records used by the Merino service Kinto request fields: service - Set the value to kinto, to direct requests to the Kinto service delay - (optional) Set seconds to pause before execution of request record_id - Set the ID that will correspond with the records specified in filename filename - Set the file with records to upload. The files are located in ..\\volumes\\kinto data_type - Set to data or offline-expansion-data A Kinto service scenario step will not check a response defined in the scenario, but will raise an error in the event of an unexpected HTTP response All records populated by Kinto service scenario steps are deleted as part of the scenario teardown Example: - request: service: kinto record_id: \"data-01\" filename: \"data-01.json\" data_type: \"data\" Merino Service The Merino service scenario step sends queries to merino and checks the validity of the responses Merino request fields: service - Set the value to merino, to direct requests to the Merino service delay - (optional) Set seconds to pause before execution of request method - Set the HTTP request method path - Set the query and parameters for the request method headers - Set a list of HTTP request headers Merino response fields: status_code - Set the expected HTTP response status code content - Set a list of expected merino suggestion content The request_id is excluded from verification and can be set to null in the scenario Example: - name: suggest__apple description: Test that Merino successfully returns a suggestion steps: - request: service: merino method: GET path: '/api/v1/suggest?q=apple' headers: - name: User-Agent value: 'Mozilla/5.0 (Windows NT 10.0; rv:10.0) Gecko/20100101 Firefox/91.0' - name: Accept-Language value: 'en-US' response: status_code: 200 content: client_variants: [] server_variants: [] request_id: null suggestions: - block_id: 1 full_keyword: 'apple' title: 'Wikipedia - Apple' url: 'https://en.wikipedia.org/wiki/Apple' impression_url: 'https://127.0.0.1/' click_url: 'https://127.0.0.1/' provider: 'test_provider' advertiser: 'test_advertiser' is_sponsored: false icon: 'https://en.wikipedia.org/favicon.ico' score: 0.0","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Client » Scenarios","id":"123","title":"Scenarios"},"124":{"body":"To execute the test scenarios outside the client Docker container, create a Python virtual environment, set environment variables, expose the Merino and Kinto API ports in the docker-compose.yml and use a pytest command. It is recommended to execute the tests within a Python virtual environment to prevent dependency cross contamination. Create a Virtual Environment The developer documentation on dependences for working on Merino dependencies, provides instruction on creating a virtual environment via pyenv, and installing all requirements via poetry. Setup Environment Variables The following environment variables are set in docker-compose.yml, but will require local setup via command line, pytest.ini file or IDE configuration: MERINO_URL: The URL of the Merino service Example: MERINO_URL=http://localhost:8000 KINTO_URL: The URL of the Kinto service Example: KINTO_URL=http://localhost:8888 KINTO_ATTACHMENTS_URL: The URL of the Kinto Attachments service Example: KINTO_ATTACHMENTS_URL=http://localhost:80 KINTO_BUCKET: The ID of the Kinto bucket to create Example: KINTO_BUCKET=main KINTO_COLLECTION: The ID of the Kinto collection to create Example: KINTO_COLLECTION=quicksuggest KINTO_DATA_DIR: The directory containing advertiser data Example: KINTO_DATA_DIR=tests/contract/volumes/kinto SCENARIOS_FILE: The directory containing contract test scenario files Example: SCENARIOS_FILE=tests/contract/volumes/client/scenarios.yml Modify tests/contract/docker-compose.yml In the merino definition, expose port 8000 by adding the following: ports: - \"8000:8000\" In the kinto definition, expose port 8888 by adding the following: ports: - \"8888:8888\" In the kinto-attachments definition, expose port 80 by adding the following: ports: - \"80:80\" Run merino, kinto-setup, kinto and kinto-attachment docker containers Execute the following from the project root: docker-compose \\ -f tests/contract/docker-compose.yml \\ -p merino-py-contract-tests \\ up merino Run the contract tests Execute the following from the project root: pytest tests/contract/client/tests/test_merino.py -vv Tests can be run individually using -k expr . Example executing the remote_settings__refresh scenario: pytest tests/contract/client/tests/test_merino.py -vv -k remote_settings__refresh","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Client » Local Execution","id":"124","title":"Local Execution"},"125":{"body":"This is where we put operational documentation for Merino.","breadcrumbs":"Operations » Operations","id":"125","title":"Operations"},"126":{"body":"Note: We use \"roll-forward\" strategy for rolling back changes in production. Depending on the severity of the problem, decide if this warrants kicking off an incident ; Identify the problematic commit (it may not be the latest commit) and create a revert PR. If it is the latest commit, you can revert the change with: git revert HEAD~1 Create a revert PR and go through normal review process to merge PR.","breadcrumbs":"Operations » Rollback » How to Rollback Changes","id":"126","title":"How to Rollback Changes"},"127":{"body":"The Navigational Suggestions Job blocklist is contained in merino/utils/blocklists.py. The TOP_PICKS_BLOCKLIST variable is used when running the indexing job and prevents the included domains from being added.","breadcrumbs":"Operations » Modify Navigational Suggestions Blocklist » Navigational Suggestions Job Blocklist","id":"127","title":"Navigational Suggestions Job Blocklist"},"128":{"body":"Go to merino/utils/blocklists.py . Add the second-level-domain to the TOP_PICKS_BLOCKLIST set. Open a PR and merge in the changes to block this domain from being indexed.","breadcrumbs":"Operations » Modify Navigational Suggestions Blocklist » Add to Blocklist","id":"128","title":"Add to Blocklist"},"129":{"body":"Repeat as above, just remove the domain from the TOP_PICKS_BLOCKLIST set. Note: removing from the blocklist means that the domain was likely not created during the Airflow job, so if you wish to see it re-added, supposing it is still in the top 1000 domains, you have to re-run the airflow job. See the instructions for this in the jobs/navigational_suggestions docs .","breadcrumbs":"Operations » Modify Navigational Suggestions Blocklist » Remove from Blocklist","id":"129","title":"Remove from Blocklist"},"13":{"body":"WARNING merino.cron - There was an error while executing a cron task.","breadcrumbs":"Data collection » Merino Cron Tasks","id":"13","title":"Merino Cron Tasks"},"130":{"body":"","breadcrumbs":"Operations » Modify Wikipedia Suggestions Blocklist » How to Add to the Wikipedia Indexer and Provider Blocklist","id":"130","title":"How to Add to the Wikipedia Indexer and Provider Blocklist"},"131":{"body":"These steps define how to rapidly add and therefore block a Wikipedia article by its title. In /merino/utils/blocklists.py, add the matching title to TITLE_BLOCK_LIST. NOTE: Ensure the title field is added as it appears with correct spacing between the words. In adding to the list, enter the title as it appears in Wikipedia. Membership checks of the block list are not case sensitive and any underscores in the titles should instead be spaces. Check in the changes to source control, merge a pull request with the new block list and deploy Merino.","breadcrumbs":"Operations » Modify Wikipedia Suggestions Blocklist » Provider - Rapid Blocklist Addition","id":"131","title":"Provider - Rapid Blocklist Addition"},"132":{"body":"Since the indexer runs at a regular cadence, you do not need to re-run the Airflow job. Adding to the blocklist using the steps above is sufficient to rapidly block a title. The next time the Wikipedia indexer job runs, this title will be excluded during the indexer job. NOTE: There are two blocklists referenced by the Wikipedia Indexer Job: blocklist_file_url: a key contained in the merino/configs/default.toml file that points to a remote block list which encapsulates blocked categories. WIKIPEDIA_TITLE_BLOCKLIST: an application-level list of titles found at /merino/utils/blocklists.py as explained above.","breadcrumbs":"Operations » Modify Wikipedia Suggestions Blocklist » Indexer Job","id":"132","title":"Indexer Job"},"133":{"body":"Investigate the cause of the test failure For functional tests (unit, integration or contract), logs can be found on CircleCI For performance tests (load), insights can be found on Grafana and in the Locust logs. To access the Locust logs see the Distributed GCP Exection - CI Trigger section of the load test documentation. Fix or mitigate the failure If a fix can be identified in a relatively short time, then submit a fix If the failure is caused by a flaky or intermittent functional test and the risk to the end-user experience is low, then the test can be \"skipped\", using the pytestxfail decorator during continued investigation. Example: @pytest.mark.xfail(reason=\"Test Flake Detected (ref: DISCO-####)\") Re-Deploy A fix or mitigation will most likely require a PR merge to the main branch that will automatically trigger the deployment process. If this is not possible, a re-deployment can be initiated manually by triggering the CI pipeline in CircleCI .","breadcrumbs":"Operations » Test Failures in CI » What to do with test failures in CI?","id":"133","title":"What to do with test failures in CI?"},"134":{"body":"To manage configurations and view all documentation for individual config values, please view the default.toml file.","breadcrumbs":"Operations » Configs » Configuring Merino (Operations)","id":"134","title":"Configuring Merino (Operations)"},"135":{"body":"Merino's settings are managed via Dynaconf and can be specified in two ways: a TOML file in the merino/configs/ directory . via environment variables. Environment variables take precedence over the values set in the TOML files. Production environment variables are managed by SRE and defined in the relevant merino-py repo. TOML files set with the same environment name that is currently activated also automatically override defaults. Any config file that is pointed to will override the merino/configs/default.toml file.","breadcrumbs":"Operations » Configs » Settings","id":"135","title":"Settings"},"136":{"body":"These are the settings sources, with later sources overriding earlier ones. A config.py file establishes a Dynaconf instance and environment-specific values are pulled in from the corresponding TOML files and environment variables. Other configurations are established by files that are prefixed with config_*.py, such as config_sentry.py or config_logging.py. Per-environment configuration files are in the configs directory . The environment is selected using the environment variable MERINO_ENV. The settings for that environment are then loaded from configs/${env}.toml, if the file/env exists. The default environment is \"development\". A \"production\" environment is also provided. Local configuration files are not checked into the repository, but if created should be named configs/development.local.toml, following the format of <environment>.local.toml. This file is listed in the .gitignore file and is safe to use for local configuration. One may add secrets here if desired, though it is advised to exercise great caution.","breadcrumbs":"Operations » Configs » File organization","id":"136","title":"File organization"},"137":{"body":"All environments are prefixed with MERINO_. This is established in the config.py file by setting the envvar_prefix=\"MERINO\" for the Dynaconf instance. The first level following MERINO_ is accessed with a single underscore _ and any subsequent levels require two underscores __. For example, the logging format can be controlled from the environment variable MERINO_LOGGING__FORMAT. Production environment variables are set by SRE and stored in the cloudops project in the configmap.yml file. Contact SRE if you require information or access on this file, or request access to the cloudops infra repo. You can set these environment variables in your setup by modifying the .toml files. Conversely, when using make, you can prefix make run with overrides to the desired environment variables using CLI flags. Example: MERINO_ENV=production MERINO_LOGGING__FORMAT=pretty make dev env (MERINO_ENV) - Only settable from environment variables. Controls which environment configuration is loaded, as described above. debug (MERINO_DEBUG) - Boolean that enables additional features to debug the application. This should not be set to true in public environments, as it reveals all configuration, including any configured secrets. format (MERINO_LOGGING__FORMAT) - Controls the format of outputted logs in either pretty or mozlog format. See config_logging.py .","breadcrumbs":"Operations » Configs » General","id":"137","title":"General"},"138":{"body":"Be extra careful whenever you need to reference those deeply nested settings (e.g. settings.foo.bar.baz) in the hot paths of the code base, such as middlewares or route handlers. Under the hood, Dynaconf will perform a dictionary lookup for each level of the configuration hierarchy. While it's harmless to do those lookups once or twice, it comes a surprisingly high overhead if accessing them repeatedly in the hot paths. You can cache those settings somewhere to mitigate this issue.","breadcrumbs":"Operations » Configs » Caveat","id":"138","title":"Caveat"},"139":{"body":"We use Elasticsearch as a source of data for one of our providers. This page documents some of the commands that we want to run on the cluster.","breadcrumbs":"Operations » Elasticsearch » Elasticsearch Operations","id":"139","title":"Elasticsearch Operations"},"14":{"body":"ERROR merino.featureflags - There was an error while attempting to assign a feature flag for a suggest API request.","breadcrumbs":"Data collection » Merino Feature Flags","id":"14","title":"Merino Feature Flags"},"140":{"body":"We want to ensure that the index expire after 30 days, so we need to add a lifecycle policy for this deletion to happen. The command to run in Kibana to add this policy: PUT _ilm/policy/enwiki_policy\n{ \"policy\": { \"phases\": { \"delete\": { \"min_age\": \"30d\", \"actions\": { \"delete\": {} } } } }\n}","breadcrumbs":"Operations » Elasticsearch » Elasticsearch Index Policy","id":"140","title":"Elasticsearch Index Policy"},"141":{"body":"The indexing job currently closes the index after it migrates the alias to point to the new index. Closing the index removes the ability to query from the index but also reduces the heap memory usage when the index is not actively being queried. If there is a situation where we need to recover a closed index to be the main index, we will need to do the following: Re-open the index Point the index alias to the recovered index","breadcrumbs":"Operations » Elasticsearch » Closed Index Recovery","id":"141","title":"Closed Index Recovery"},"142":{"body":"","breadcrumbs":"Operations » Jobs » Jobs","id":"142","title":"Jobs"},"143":{"body":"","breadcrumbs":"Operations » Jobs » Navigational Suggestions » Merino Jobs Operations","id":"143","title":"Merino Jobs Operations"},"144":{"body":"This document provides instructions and documentation on the navigational suggestions job. This job creates a file that is ingested by the Top Picks/Navigational Suggestions provider. The provider indexes a collection of the top 1000 searched domains and generates the top_picks.json file. Then the provider backend can serve suggestions that match query terms that are searched by the client to second-level domains. If you need to run the navigational suggestions job ad-hoc, the quickest recommended solution is to run it in Airflow, download the top_picks.json file sent by email, and then merge the new file into the Merino repo with the newly generated one. If needing to update the blocklist to avoid certain domains and suggestions from being displayed, please see the navigational suggestions blocklist runbook .","breadcrumbs":"Operations » Jobs » Navigational Suggestions » Navigational Suggestions","id":"144","title":"Navigational Suggestions"},"145":{"body":"Normally, the job is set as a cron to run at set intervals as a DAG in Airflow . There may be instances you need to manually re-run the job from the Airflow dashboard.","breadcrumbs":"Operations » Jobs » Navigational Suggestions » Running the job in Airflow","id":"145","title":"Running the job in Airflow"},"146":{"body":"Visit the Airflow dashboard for merino_jobs . In the Grid View Tab, select the task you want to re-run. Click on 'Clear Task' and the executor will re-run the job. merino_jobs UI Diagram","breadcrumbs":"Operations » Jobs » Navigational Suggestions » Grid View Tab (Airflow UI)","id":"146","title":"Grid View Tab (Airflow UI)"},"147":{"body":"Visit the Airflow dashboard for merino_jobs . From the Graph View Tab, Click on the nav_suggestions_prepare_domain_metadata_prod task. merino_jobs Nav Suggest Graph View Click on 'Clear' and the job will re-run. merino_jobs UI Task Instance Clear At the conclusion of the job, you should recieve an email with a link to the newly generated file. Ensure you are a member of the disco-team email distro group to recieve the email. Note: You can also re-run the stage job, but the changes won't reflect in production. Stage should be re-run in the event of an error before running in prod to verify the correction of an error. See Airflow's documentation on re-running DAGs for more information and implementation details. To see the code for the merino_jobs DAG, visit the telemetry-airflow repo . The source for the job is also in the 'code' tab in the airflow console. To see the navigational suggestions code that is run when the job is invoked, visit Merino jobs/navigational_suggestions .","breadcrumbs":"Operations » Jobs » Navigational Suggestions » Graph View Tab (Airflow UI) - Alternative","id":"147","title":"Graph View Tab (Airflow UI) - Alternative"},"148":{"body":"","breadcrumbs":"Operations » Jobs » Dynamic Wikipedia Indexer » Merino Jobs Operations","id":"148","title":"Merino Jobs Operations"},"149":{"body":"Merino currently builds the Elasticsearch indexing job that runs in Airflow. Airflow takes the latest image built as the base image. The reasons to keep the job code close to the application code are: Data models can be shared between the indexing job and application more easily. This means that data migrations will be simpler. All the logic regarding Merino functionality can be found in one place. Eliminates unintended differences in functionality due to dependency mismatch. If your reason for re-running the job is needing to update the blocklist to avoid certain suggestions from being displayed, please see the wikipedia blocklist runbook .","breadcrumbs":"Operations » Jobs » Dynamic Wikipedia Indexer » Dynamic Wikipedia Indexer Job","id":"149","title":"Dynamic Wikipedia Indexer Job"},"15":{"body":"ERROR merino.curated_recommendations.corpus_backends.corpus_api_backend - Failed to get timezone for scheduled surface. WARNING merino.curated_recommendations.corpus_backends.corpus_api_backend - Retrying CorpusApiBackend after an http client exception was raised. ERROR GcsEngagement failed to update cache: {e} - unexpected exception when updating engagement. ERROR Curated recommendations engagement size {blob.size} > {self.max_size} - Max engagement blob size is exceeded. The backend will gracefully fall back to cached data or 0's. INFO Curated recommendations engagement unchanged since {self.last_updated}. - The engagement blob was not updated since the last check. last_updated is expected to be between 0 and 30 minutes.","breadcrumbs":"Data collection » Curated Recommendations","id":"15","title":"Curated Recommendations"},"150":{"body":"Normally, the job is set as a cron to run at set intervals as a DAG in Airflow . There may be instances you need to manually re-run the job from the Airflow dashboard.","breadcrumbs":"Operations » Jobs » Dynamic Wikipedia Indexer » Running the job in Airflow","id":"150","title":"Running the job in Airflow"},"151":{"body":"Visit the Airflow dashboard for merino_jobs . In the Grid View Tab, select the task you want to re-run. Click on 'Clear Task' and the executor will re-run the job. merino_jobs UI Diagram","breadcrumbs":"Operations » Jobs » Dynamic Wikipedia Indexer » Grid View Tab (Airflow UI)","id":"151","title":"Grid View Tab (Airflow UI)"},"152":{"body":"Visit the Airflow dashboard for merino_jobs . From the Graph View Tab, Click on the wikipedia_indexer_build_index_production task. merino_jobs Wikipedia Indexer Graph View Click on 'Clear' and the job will re-run. merino_jobs UI Task Instance Clear Note: You can also re-run the stage job, but the changes won't reflect in production. Stage should be re-run in the event of an error before running in prod to verify the correction of an error. See Airflow's documentation on re-running DAGs for more information and implementation details. To see the code for the merino_jobs DAG, visit the telemetry-airflow repo . The source for the job is also in the 'code' tab in the airflow console. To see the Wikipedia Indexer code that is run when the job is invoked, visit Merino jobs/wikipedia_indexer .","breadcrumbs":"Operations » Jobs » Dynamic Wikipedia Indexer » Graph View Tab (Airflow UI) - Alternative","id":"152","title":"Graph View Tab (Airflow UI) - Alternative"},"153":{"body":"","breadcrumbs":"Operations » Jobs » Remote Settings CSV Uploader » Merino Jobs Operations","id":"153","title":"Merino Jobs Operations"},"154":{"body":"The CSV remote settings uploader is a job that uploads suggestions data in a CSV file to remote settings. It takes two inputs: A CSV file. The first row in the file is assumed to be a header that names the fields (columns) in the data. A Python module that validates the CSV contents and describes how to convert it into suggestions JSON. If you're uploading suggestions from a Google sheet, you can export a CSV file from File > Download > Comma Separated Values (.csv). Make sure the first row in the sheet is a header that names the columns.","breadcrumbs":"Operations » Jobs » Remote Settings CSV Uploader » CSV Remote Settings Uploader Job","id":"154","title":"CSV Remote Settings Uploader Job"},"155":{"body":"If you're uploading a type of suggestion that the uploader already supports, skip to Running the uploader below. If you're not sure whether it's supported, check in the merino/jobs/csv_rs_uploader/ directory for a file named similarly to the type. To upload a new type of suggestion, follow the steps below. In summary, first you'll create a Python module that implements a model for the suggestion type, and then you'll run the uploader. 1. Create a Python model module for the new suggestion type Add a Python module to merino/jobs/csv_rs_uploader/. It's probably easiest to copy an existing model module like mdn.py, follow along with the steps here, and modify it for the new suggestion type. Name the file according to the suggestion type. This file will define the model of the new suggestion type as it will be serialized in the output JSON, perform validation and conversion of the input data in the CSV, and define how the input data should map to the output JSON. 2. Add the Suggestion class In the module, implement a class called Suggestion that derives from BaseSuggestion in merino.jobs.csv_rs_uploader.base or RowMajorBaseSuggestion in merino.jobs.csv_rs_uploader.row_major_base. BaseSuggestion class will be the model of the new suggestion type. BaseSuggestion itself derives from Pydantic's BaseModel, so the validation the class will perform will be based on Pydantic , which is used throughout Merino. BaseSuggestion is implemented in base.py. If the CSV data is row-major based, please use RowMajorBaseSuggestion, 3. Add suggestion fields to the class Add a field to the class for each property that should appear in the output JSON (except score, which the uploader will add automatically). Name each field as you would like it to be named in the JSON. Give each field a type so that Pydantic can validate it. For URL fields, use HttpUrl from the pydantic module. 4. Add validator methods to the class Add a method annotated with Pydanyic's @field_validator decorator for each field. Each validator method should transform its field's input value into an appropriate output value and raise a ValueError if the input value is invalid. Pydantic will call these methods automatically as it performs validation. Their return values will be used as the values in the output JSON. BaseSuggestion implements two helpers you should use: _validate_str() - Validates a string value and returns the validated value. Leading and trailing whitespace is stripped, and all whitespace is replaced with spaces and collapsed. Returns the validated value. _validate_keywords() - The uploader assumes that lists of keywords are serialized in the input data as comma-delimited strings. This helper method takes a comma-delimited string and splits it into individual keyword strings. Each keyword is converted to lowercase, some non-ASCII characters are replaced with ASCII equivalents that users are more likely to type, leading and trailing whitespace is stripped, all whitespace is replaced with spaces and collapsed, and duplicate keywords are removed. Returns the list of keyword strings. 5. Implement the class methods For suggestion created from row-major based CSV, should add a @classmethod to Suggestion called row_major_field_map(). It should return a dict that maps from field (column) names in the input CSV to property names in the output JSON. Otherwise, should add a @classmethod to Suggestion called csv_to_suggestions(). It should return suggestion array created from passed CSV reader. 6. Add a test Add a test file to tests/unit/jobs/csv_rs_uploader/. See test_mdn.py as an example. The test should perform a successful upload as well as uploads that fail due to validation errors and missing fields (columns) in the input CSV. utils.py in the same directory implements helpers that your test should use: do_csv_test() - Makes sure the uploader works correctly during a successful upload. It takes either a path to a CSV file or a list[dict] that will be used to create a file object (StringIO) for an in-memory CSV file. Prefer passing in a list[dict] instead of creating a file and passing a path, since it's simpler. do_error_test() - Makes sure a given error is raised when expected. Use ValidationError from the pydantic module to check validation errors and MissingFieldError from merino.jobs.csv_rs_uploader to check input CSV that is missing an expected field (column). 7. Run the test $ MERINO_ENV=testing poetry run pytest tests/unit/jobs/csv_rs_uploader/test_foo.py See also the main Merino development documentation for running unit tests. 8. Submit a PR Once your test is passing, submit a PR with your changes so that the new suggestion type is committed to the repo. This step isn't necessary to run the uploader and upload your suggestions, so you can come back to it later. 9. Upload! See Running the uploader .","breadcrumbs":"Operations » Jobs » Remote Settings CSV Uploader » Uploading suggestions (Step by step)","id":"155","title":"Uploading suggestions (Step by step)"},"156":{"body":"Run the following from the repo's root directory to see documentation for all options and their defaults. Note that the upload command is the only command in the csv-rs-uploader job. poetry run merino-jobs csv-rs-uploader upload --help` The uploader takes a CSV file as input, so you'll need to download or create one first. Here's an example that uploads suggestions in foo.csv to the remote settings dev server: poetry run merino-jobs csv-rs-uploader upload \\ --server \"https://remote-settings-dev.allizom.org/v1\" \\ --bucket main-workspace \\ --csv-path foo.csv \\ --model-name foo \\ --record-type foo-suggestions \\ --auth \"Bearer ...\" Let's break down each command-line option in this example: --server - Suggestions will be uploaded to the remote settings dev server --bucket - The main-workspace bucket will be used --csv-path - The CSV input file is foo.csv --model-name - The model module is named foo. Its path within the repo would be merino/jobs/csv_rs_uploader/foo.py --record-type - The type in the remote settings records created for these suggestions will be set to foo-suggestions. This argument is optional and defaults to \"{model_name}-suggestions\" --auth - Your authentication header string from the server. To get a header, log in to the server dashboard (don't forget to log in to the Mozilla VPN first) and click the small clipboard icon near the top-right of the page, after the text that shows your username and server URL. The page will show a \"Header copied to clipboard\" toast notification if successful. Setting suggestion scores By default all uploaded suggestions will have a score property whose value is defined in the remote_settings section of the Merino config. This default can be overridden using --score <number>. The number should be a float between 0 and 1 inclusive. Other useful options --dry-run - Log the output suggestions but don't upload them. The uploader will still authenticate with the server, so --auth must still be given.","breadcrumbs":"Operations » Jobs » Remote Settings CSV Uploader » Running the uploader","id":"156","title":"Running the uploader"},"157":{"body":"The uploader uses merino/jobs/utils/chunked_rs_uploader.py to upload the output suggestions. In short, suggestions will be chunked, and each chunk will have a corresponding remote settings record with an attachment. The record's ID will be generated from the --record-type option, and its type will be set to --record-type exactly. The attachment will contain a JSON array of suggestion objects in the chunk.","breadcrumbs":"Operations » Jobs » Remote Settings CSV Uploader » Structure of the remote settings data","id":"157","title":"Structure of the remote settings data"},"158":{"body":"This directory archives all the Architectural Decision Records (ADRs) for Merino.","breadcrumbs":"Archive » Merino ADRs","id":"158","title":"Merino ADRs"},"159":{"body":"Status: Accepted Deciders: Nan Jiang, Raphael Pierzina & Katrina Anderson Date: 2023-02-21","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » Locust vs k6; Merino-py Performance Test Framework","id":"159","title":"Locust vs k6; Merino-py Performance Test Framework"},"16":{"body":"A note on timers: Statsd timers are measured in milliseconds, and are reported as integers (at least in Cadence). Milliseconds are often not precise enough for the tasks we want to measure in Merino. Instead, we use generic histograms to record microsecond times. Metrics recorded in this way should have -us appended to their name, to mark the units used (since we shouldn't put the proper unit μs in metric names). merino.providers.initialize - A timer to measure the overall initialization duration (in ms) for all providers. merino.providers.initialize.<provider> - A timer to measure the initialization duration (in ms) for the given <provider>. Example : merino.providers.initialize.adm merino.<http_method>.<url_path>.status_codes.<status_code> - A counter to measure the status codes of an HTTP method for the <url_path>. Example : merino.get.api.v1.suggest.status_codes.200 merino.<http_method>.<url_path>.timing - A timer to measure the duration (in ms) of an HTTP method for a URL path. Example : merino.get.api.v1.suggest.timing merino.<provider_module>.query - A timer to measure the query duration (in ms) of a certain suggestion provider. Example : merino.providers.adm.query merino.<provider_module>.query.timeout - A counter to measure the query timeouts of a certain suggestion provider. Example : merino.providers.wikipedia.query.timeout merino.suggestions-per.request - A histogram metric to get the distribution of suggestions per request. merino.suggestions-per.provider.<provider_module> - A histogram metric to get the distribution of suggestions returned per provider (per request). Example : merino.suggestions-per.provider.wikipedia","breadcrumbs":"Data collection » Metrics","id":"16","title":"Metrics"},"160":{"body":"Performance testing for the Rust version of Merino was conducted with the Locust test framework and focused on the detection of HTTP request failures. During the migration of Merino from Rust to Python, performance testing was conducted with k6 and focused on the evaluation of request latency. Going forward a unified performance testing solution is preferred, should the test framework be Locust or k6?","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » Context and Problem Statement","id":"160","title":"Context and Problem Statement"},"161":{"body":"The test framework supports the current load test design, a 10-minute test run with an average load of 1500RPS (see Merino Load Test Plan ) The test framework measures HTTP request failure and client-side latency metrics The test framework is compatible with the Rapid Release Model for Firefox Services initiative, meaning: It can execute through command line It can signal failures given check or threshold criteria It can be integrated into a CD pipeline It can report metrics to Grafana The members of the DISCO and ETE teams are able to contribute to and maintain load tests written with the test framework","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » Decision Drivers","id":"161","title":"Decision Drivers"},"162":{"body":"A. Locust B. k6","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » Considered Options","id":"162","title":"Considered Options"},"163":{"body":"Chosen option: A. Locust Both k6 and Locust are able to execute the current load test design, report required metrics and fulfill the Rapid Release Model for Firefox Services initiative; However, Locust's Python tech stack ultimately makes it the better fit for the Merino-py project. In-line with the team's single repository direction (see PR ), using Locust will: Leverage existing testing, linting and formatting infrastructure Promote dependency sharing and code re-use (models & backends)","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » Decision Outcome","id":"163","title":"Decision Outcome"},"164":{"body":"","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » Pros and Cons of the Options","id":"164","title":"Pros and Cons of the Options"},"165":{"body":"Locust can be viewed as the status quo option, since it is the framework that is currently integrated into the Merino-py repository and is the basis for the CD load test integration currently underway (see DISCO-2113 ). Pros Locust has a mature distributed load generation feature and can easily support a 1500 RPS load Locust has built-in RPS, HTTP request failure and time metrics with customizable URL break-down Locust scripting is in Python Locust supports direct command line usage Locust is used for load testing in other Mozilla projects and is recommended by the ETE team Cons Locust is 100% community driven (no commercial business), which means its contribution level can wane Preliminary research indicates that reporting metrics from Locust to Grafana requires the creation of custom code, a plugin or a third party integration","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » A. Locust","id":"165","title":"A. Locust"},"166":{"body":"For the launch of Merino-py, performance bench-marking was conducted using a k6 load test script (see Merino Explorations ). This script was reused from the Merino rewrite exploration effort and has proven successful in assessing if Merino-py performance achieves the target p95 latency threshold, effecting preventative change (See PR ). k6's effectiveness and popularity amongst team members is an incentive to pause and evaluate if it is a more suitable framework going forward. Pros k6 is an open-source commercially backed framework with a high contribution rate k6 is built by Grafana Labs, inferring easy integration with dashboards k6 has built-in RPS, HTTP request failure and time metrics with customizable URL break-down k6 supports direct command line usage k6 is feature rich, including built-in functions to generate pass/fail results and create custom metrics Cons The k6 development stack is in JavaScript/TypeScript. This means: Modeling and backend layer code would need to be duplicated and maintained Linting, formatting and dependency infrastructure would need to be added and maintained k6 has an immature distributed load generation feature, with documented limitations k6 runs more efficiently than other frameworks, so it may be possible to achieve 1500 RPS without distribution","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » B. k6","id":"166","title":"B. k6"},"167":{"body":"DISCO-2045 - Investigate K6 load testing in Merino-py CD","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » Links","id":"167","title":"Links"},"168":{"body":"Status: accepted Deciders: Michelle Tran, Lina Butler, Nan Jiang, Wil Stuckey, Drew Willcoxon, Taddes Korris, Tiffany Tran Date: 2023-04-20","breadcrumbs":"Archive » General API Response » Merino Suggest API Response Structure","id":"168","title":"Merino Suggest API Response Structure"},"169":{"body":"As Merino continues to add more suggestions, suggestion providers are going to have to return all sorts of data to the clients that are bespoke to the particular suggestion. For instance, weather suggestion returns a temperature. Currently, we do not have a strategy to manage these bespoke pieces of data which results in them returned at the top level of the suggestion object. However, this will pose a problem when names of fields are shared between providers, but have different semantics (i.e. rating may be a decimal value between 0-1 in one type, and a \"star\" integer rating between 1-5 in another) the API is unclear about what will necessarily exist, and what is optional , which leads to client confusion about the contract So, this ADR is to make a decision on how we want to handle provider specific fields going forward.","breadcrumbs":"Archive » General API Response » Context and Problem Statement","id":"169","title":"Context and Problem Statement"},"17":{"body":"The weather provider records additional metrics. accuweather.upstream.request.<request_type>.get - A counter to measure the number of times an upstream request to Accuweather was made. accuweather.request.location.not_provided - A counter to measure the number of times a query was send without a location being provided, and therefore unable to process a weather request. Sampled at 75%. merino.providers.accuweather.query.cache.fetch - A timer to measure the duration (in ms) of looking up a weather report in the cache. Sampled at 75%. merino.providers.accuweather.query.cache.fetch.miss.locations - A counter to measure the number of times weather location was not in the cache. Sampled at 75%. merino.providers.accuweather.query.cache.fetch.miss.currentconditions - A counter to measure the number of times a current conditions was not in the cache. Sampled at 75%. merino.providers.accuweather.query.cache.fetch.miss.forecasts - A counter to measure the number of times a forecast for a location was not in the cache. Sampled at 75%. merino.providers.accuweather.query.cache.fetch.hit.{locations | currentconditions | forecasts} - A counter to measure the number of times a requested value like a location or forecast is in the cache. We don't count TTL hits explicitly, just misses. Sampled at 75%. merino.providers.accuweather.query.backend.get - A timer to measure the duration (in ms) of a request for a weather report from the backend. This metric isn't recorded for cache hits. Sampled at 75%. merino.providers.accuweather.query.cache.store - A timer to measure the duration (in ms) of saving a weather report from the backend to the cache. This metric isn't recorded for cache hits. Sampled at 75%. merino.providers.accuweather.query.cache.error - A counter to measure the number of times the cache store returned an error when fetching or storing a weather report. This should be 0 in normal operation. In case of an error, the logs will include a WARNING with the full error message.","breadcrumbs":"Data collection » AccuWeather","id":"17","title":"AccuWeather"},"170":{"body":"In rough order of importance: Explicitness of Ownership - i.e. the rating field belongs to the addons provider Compatibility with [JSON] Schema Validation Adherence to the Fx Suggest Design Framework Backwards Compatibility with Current Schema","breadcrumbs":"Archive » General API Response » Decision Drivers","id":"170","title":"Decision Drivers"},"171":{"body":"A. Continue to add to Top Level with Optional Fields B. Custom Details Field for Bespoke Provider Fields B.5 Custom Details Field without the Provider Nesting C. Custom Details Field for a \"Type\" D. Component Driven custom_details","breadcrumbs":"Archive » General API Response » Considered Options","id":"171","title":"Considered Options"},"172":{"body":"Chosen option: B We will also not increase the version number of the API for this ADR. So, going forward, we will encode option B into the response design without changing the existing providers. This means that the following providers will not have their bespoke fields removed from top level: AdM Provider Top Picks Provider Weather Provider Wikipedia Provider WikiFruit Provider However, this does not preclude these providers from duplicating the fields to custom_details in the v1 API.","breadcrumbs":"Archive » General API Response » Decision Outcome","id":"172","title":"Decision Outcome"},"173":{"body":"Clear isolation of fields that belong together (i.e. grouped by provider). Clear ownership of fields through the structure. Simpler validation logic than other options due to less need for conditionals.","breadcrumbs":"Archive » General API Response » Positive Consequences of Option B","id":"173","title":"Positive Consequences of Option B"},"174":{"body":"Potentially some redundancy caused by extra nesting. Might not be as flexible with a provider that returns different fields based on what type of suggestion it is.","breadcrumbs":"Archive » General API Response » Negative Consequences of Option B","id":"174","title":"Negative Consequences of Option B"},"175":{"body":"We do not have to worry about migrating Firefox (and other clients) into the new format. The migration is going to be quite a lot of extra work that adds little benefits (other than consistency of design, it doesn't add more features nor improve any known time sinks with development). Do not have to support 2 versions of the API.","breadcrumbs":"Archive » General API Response » Positive Consequences of not Increasing API Version","id":"175","title":"Positive Consequences of not Increasing API Version"},"176":{"body":"Some inconsistencies with how providers add fields to the response. We will likely want to resolve this as we migrate to v2, but it's a known issue at the moment. Might be missing an opportune time to migrate, as features are currently not out yet which means the flexibility for change is higher.","breadcrumbs":"Archive » General API Response » Negative Consequences of not Increasing API Version","id":"176","title":"Negative Consequences of not Increasing API Version"},"177":{"body":"","breadcrumbs":"Archive » General API Response » Pros and Cons of the Options","id":"177","title":"Pros and Cons of the Options"},"178":{"body":"This is the status quo option. We will continue to append bespoke values to the top level suggestion, and ensure that they're optional. We can continue to use the provider to signal what fields exists and how they should be parsed. For example, we can specify 2 different types of rating, and hence 2 validation strategy for it, based off of which provider is specified. Example: { \"suggestions\": [ { ... \"provider\": \"addons\", \"rating\": \"4.123\", ... }, { ... \"provider\": \"movies\", \"rating\": 0.123, ... }, ... ], ...\n} The partial JSON Schema validation will look something like: { \"type\": \"object\", \"properties\": { \"provider\": { \"type\": \"string\" } }, \"required\": [\"provider\"], \"allOf\": [ { \"if\": { \"properties\": { \"provider\": { \"const\": \"addons\" } } }, \"then\": { \"properties\": { \"rating\": { \"type\": \"string\" } }, \"required\": [ \"rating\" ] } }, { \"if\": { \"properties\": { \"provider\": { \"const\": \"movies\" } } }, \"then\": { \"properties\": { \"rating\": { \"type\": \"number\" } }, \"required\": [ \"rating\" ] } } ]\n} Pros Can specify specific validation per provider. Merino is still kind of immature, so it still might be too early to think about design. Less nesting in the models (resulting in less complexity). Currently, backwards compatible as we don't have to do anything to existing providers, as this follows the existing patterns. Cons Lack of isolation for bespoke fields; ratings is coupled with 2 specific providers, and by just looking at the response, it's not clear that they are related. Not clear what is shared between all suggestions, vs. what is bespoke to specific provider. It is not obvious that the provider field should signal how you should perform validation. In other words, there is a contextual dependency on the JSON structure of suggestion based on provider.","breadcrumbs":"Archive » General API Response » A. Continue to add to Top Level with Optional Fields","id":"178","title":"A. Continue to add to Top Level with Optional Fields"},"179":{"body":"We introduce a custom_details field that uses a provider name as key to an object with the bespoke values to that provider. Example: { \"suggestions\": [ { ... \"provider\": \"addons\", \"custom_details\": { \"addons\": { \"rating\": \"4.7459\" } } }, ... ], ...\n} The specific fields in custom_details will all be optional (i.e. addons will be an optional key) but the shape of what goes in addons can be more strict (i.e. addons require a rating field). A partial schema specification for the above might look like [1] : { \"$schema\": \"https://json-schema.org/draft/2020-12/schema\", \"title\": \"Suggest API Response v1\", \"description\": \"Response for /api/v1/suggest\", \"type\": \"object\", \"properties\": { \"provider\": { \"description\": \"id for the provider type\", \"type\": \"string\" }, \"custom_details\": { \"type\": \"object\", \"properties\": { \"addons\": { \"type\": \"object\", \"description\": \"Custom Addon Fields\", \"properties\": { \"rating\": { \"type\": \"number\" } }, \"required\": [\"rating\"] } } } }, \"required\": [\"provider\"]\n} Can play with JSON schema in https://www.jsonschemavalidator.net/ Pros Can specify specific validation per provider. Clear ownership of rating to addons via structure. Fields outside of custom_details can be fields that are more universal across suggestions. These fields can potentially be correlated directly to the Fx Suggest Design Framework (i.e. context_label, url, title, description, etc.). Having a clear distinction for Fx Suggest Design Framework fields vs. bespoke fields makes this more backwards compatible, as the fields in the Design Framework can render the default suggestion case for clients who haven't upgraded their clients. Cons We'll likely need to migrate existing providers at some point. But in the meantime, some fields will not follow convention to maintain backwards compatibility. Extra nesting inside of custom_details.","breadcrumbs":"Archive » General API Response » B. Custom Details Field for Bespoke Provider Fields","id":"179","title":"B. Custom Details Field for Bespoke Provider Fields"},"18":{"body":"The following additional metrics are recorded when curated recommendations are requested. corpus_api.request.timing - A timer to measure the duration (in ms) of looking up a list of scheduled corpus items. corpus_api.request.status_codes.{res.status_code} - A counter to measure the status codes of an HTTP request to the curated-corpus-api. corpus_api.request.graphql_error - A counter to measure the number of GraphQL errors from the curated-corpus-api. recommendation.engagement.update.timing - A timer to measure the duration (in ms) of updating the engagement data from GCS. recommendation.engagement.size - A gauge to track the size of the engagement blob on GCS. recommendation.engagement.count - A gauge to measure the total number of engagement records. recommendation.engagement.{country}.count - A gauge to measure the number of scheduled corpus items with engagement data per country. recommendation.engagement.{country}.clicks - A gauge to measure the number of clicks per country in our GCS engagement blob. recommendation.engagement.{country}.impressions - A gauge to measure the number of impressions per country in our GCS engagement blob. recommendation.engagement.last_updated - A gauge for the staleness (in seconds) of the engagement data, measured between when the data was updated in GCS and the current time. recommendation.prior.update.timing - A timer to measure the duration (in ms) of updating the prior data from GCS. recommendation.prior.size - A gauge to track the size of the Thompson sampling priors blob on GCS. recommendation.prior.last_updated - A gauge for the staleness (in seconds) of the prior data, measured between when the data was updated in GCS and the current time.","breadcrumbs":"Data collection » Curated Recommendations","id":"18","title":"Curated Recommendations"},"180":{"body":"This is exactly like B, except that we remove the extra nesting. So, in the example above, we can remove the extra addons object to get: { \"suggestions\": [ { ... \"provider\": \"addons\", \"custom_details\": { \"rating\": \"4.7459\" } }, ... ], ...\n} The validation of the contents of custom_details will look more like A. { \"$schema\": \"https://json-schema.org/draft/2020-12/schema\", \"title\": \"Suggest API Response v1\", \"description\": \"Response for /api/v1/suggest\", \"type\": \"object\", \"properties\": { \"provider\": { \"description\": \"id for the provider type\", \"type\": \"string\" } }, \"required\": [ \"provider\" ], \"if\": { \"properties\": { \"provider\": { \"const\": \"addons\" } } }, \"then\": { \"properties\": { \"custom_details\": { \"description\": \"Custom Details Specific for Addons\", \"type\": \"object\", \"properties\": { \"rating\": { \"type\": \"string\" } }, \"required\": [ \"rating\" ] } }, \"required\": [\"custom_details\"] }\n} Pros Can specify specific validation per provider. Fields outside of custom_details can be fields that are more universal across suggestions. These fields can potentially be correlated directly to the Fx Suggest Design Framework (i.e. context_label, url, title, description, etc.). Having a clear distinction for Fx Suggest Design Framework fields vs. bespoke fields makes this more backwards compatible, as the fields in the Design Framework can render the default suggestion case for clients who haven't upgraded their clients. Less nesting in the response than B Cons We'll likely need to migrate existing providers at some point. But in the meantime, some fields will not follow convention to maintain backwards compatibility. The relationship between provider and custom_details is more implicit, than explicit. This has a lot of the same cons as Option A because validation is done similarly.","breadcrumbs":"Archive » General API Response » B.5 Custom Details Field without the Provider Nesting","id":"180","title":"B.5 Custom Details Field without the Provider Nesting"},"181":{"body":"This is similar to option B, except that we want to introduce a new type field to differentiate it from the provider. The custom_details will be keyed by this type, rather than the provider name. These types are kind of analogous to a rendering component , as they will likely be used to specify a specific rendering path in the client. Example: { \"suggestions\": [ { ... \"provider\": \"addons\", \"type\": \"addons_type\", \"custom_details\": { \"addons_type\": { \"rating\": \"4.7459\" } } }, ... ], ...\n} Pros All the pros for B applies here Can decouple the custom_details from provider. This will be helpful for potentially sharing the type with other suggestions produced by different providers. For instance, we may want this to specify different rendering paths in the client (i.e. a \"top picks\" type to be shared between addons and top_picks providers, as there's many shared fields because they're rendered similarly). Cons All the cons for B applies here Potentially over-engineering for type, as it's use is currently hypothetical.","breadcrumbs":"Archive » General API Response » C. Custom Details Field for a \"Type\"","id":"181","title":"C. Custom Details Field for a \"Type\""},"182":{"body":"This solution will model distinct UI components in the custom_details section. For example, if the addons provider have specific UI components to render a ratings component and a highlight_context_label, then we can specify these directly in the custom_details section. This will assume that the client side have these specific rendering types. Example: { \"suggestions\": [ { ... \"provider\": \"addons\", \"custom_details\": { \"ratings\": { \"value\": \"4.7459\", \"unit\": \"stars\" }, \"highlight_context_label\": { \"text\": \"Special Limited Time Offer!\" } } }, ... ], ...\n} Pros Can share custom components with schema validation. Backwards compatible with clients who don't have the necessary components to render. It will just use the default renderer via the Fx Suggest Design Framework Cons We currently don't have a sophisticated Component Design Framework, so this is probably overengineering. This tightly couples the API to the design framework of Desktop Firefox, which makes the fields potentially less relevant to other clients.","breadcrumbs":"Archive » General API Response » D. Component Driven custom_details","id":"182","title":"D. Component Driven custom_details"},"183":{"body":"JSON Schema Specification","breadcrumbs":"Archive » General API Response » Links","id":"183","title":"Links"},"184":{"body":"Status: Accepted Deciders: Nan Jiang & Katrina Anderson Date: 2024-01-24","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Streamline Test Coverage of Third-Party Integrations","id":"184","title":"Streamline Test Coverage of Third-Party Integrations"},"185":{"body":"In 2024, it is anticipated that Merino will expand to be consumed by a greater set of Firefox surfaces and to include more content providers. This will challenge the current feature test strategy, which has shown weakness in detecting incompatibilities with third-party integrations. Examples: Weather Incident with Redis Integration Navigation Suggestions Error with GCP Integration The current test approach uses a combination of unit, integration, and contract feature tests, where third-party integrations such as cloud services, data storage services, and external API integrations are test doubled in the unit and integration tests and emulated with Docker containers in contract tests. While test doubles might be easier to work with, they lack the accuracy of working with real dependencies in terms of matching the production environment and covering all the integration surfaces and concerns in tests. Despite the potential to test with third-party integrations in contract tests, developers have refrained due to their lack of familiarity with Docker and CI tooling, as well as their belief in a poor return on investment for the time and effort required to create and maintain contract tests for experimental features. Given the Merino service context, which has a rapid development pace and a high risk tolerance, is there a way to streamline the test strategy while ensuring robustness against third-party integrations?","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Context and Problem Statement","id":"185","title":"Context and Problem Statement"},"186":{"body":"1. Usability & Skill Transferability Ease-of-use is the key criterion when we assess a tool for testing. The test strategy should prefer tools that require less effort and time to acquire proficiency. It should be easy to learn and work with. Ideally, any skills or knowledge acquired should be applicable across current contexts or for future scenarios. 2. Maturity & Expandability The test strategy and tooling should be able to handle known third-party Merino dependencies in tests with a reasonable belief that it will cover future growth. Known third-party dependencies include: REST APIs, Remote Settings, GCP Cloud Storage, Redis, and Elasticsearch. Future dependencies include: relational DBMS such as PostgreSQL and other GCP cloud services such as Pub/Sub. 3. Cost Efficiency The worker hours and tooling expenditures associated with the implementation and execution of the test strategy should ensure the profitability of Merino.","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Decision Drivers","id":"186","title":"Decision Drivers"},"187":{"body":"A. Yes. Expand the Scope of Integration Tests Using Dependency Docker Containers (Testcontainers) B. Yes. Reduce the Dependency Overhead in Tests Using Development and Stage Environments C. No. Fulfill the Current Test Strategy with Contract Test Coverage (Status quo)","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Considered Options","id":"187","title":"Considered Options"},"188":{"body":"Chosen option: A Overall, we believe that increasing the scope of integration tests to verify third-party integrations with Testcontainers will be the most effective and sustainable way forward. Testcontainers' \"Test dependencies as code\" approach best fulfills the Usability & Skill Transferability and Maturity & Expandability decision drivers and long-term would prove to be the most Cost Efficient option. We expect there to be initial labour costs to integrating Testcontainers, but anticipate that moving more verification responsibility to the integration test layer will be more accessible for developers and will reduce bugs found between Merino and third-party integrations. Testcontainers is a widely adopted container-based test platform that supports a wide range of programming languages including Python and Rust, which are popular at Mozilla and there is indication that Testcontainers would have applicability across services in PXI. Given the success of Rapid Release and other experiments in Merino, it's a good candidate to use in Merino first as a pilot test. Should we find any issues or unsoundness about it, we can always revert the decision in the future.","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Decision Outcome","id":"188","title":"Decision Outcome"},"189":{"body":"","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Pros and Cons of the Options","id":"189","title":"Pros and Cons of the Options"},"19":{"body":"This is an additional contractual document on top of CONTRIBUTING .","breadcrumbs":"Social contract » Merino Developer Guidelines and Social Contract","id":"19","title":"Merino Developer Guidelines and Social Contract"},"190":{"body":"A preference for the unit and integration feature test layers in Merino has emerged over time. These test layers are white-box, which means developers can more easily set up program environments to test either happy paths or edge cases. In addition, tooling for debugging and measuring code coverage is readily available in these layers. Testcontainers can be used to increase the scope of integration tests, covering the backend layer logic and network communication with third-party integrations, the current test strategy's point of weakness. Pros Testcontainers works with any Docker image and has numerous pre-built modules. Almost all the existing dependencies (or their close emulators) of Merino can be run as Docker containers. As a result, we can use real dependencies in Merino's tests as opposed to test doubles Testcontainers allows developers to programmatically manage the lifecycle of containers in the test code. This simplifies its usage for developers, who will not need to run any Docker commands separately for testing Testcontainers, which has recently been acquired by Docker , is fairly mature and supports many popular programming languages. There are also a large number of community maintained clients available for popular services such as PostgreSQL, Redis, Elasticsearch, etc. Testcontainers is lightweight and sandboxed, meaning service resources aren't shared and are cleaned up automatically, promoting test isolation and parallelization Docker-compose is also supported by Testcontainers, facilitating use of multiple dependency containers for more complex test cases Testcontainers supports Python, Rust and Javascript languages and works well with their respective test frameworks PyTest , Cargo-Test and Jest Cons A Docker runtime is required to run all the tests that depend on Testcontainers. Docker is already setup in CI, but developers may need to install a Docker runtime locally Integration tests cannot be run completely offline as Docker images need to be downloaded first Developers will need to understand more about how to configure and work with dependency containers. The development community has many popular services out of the box, but developers would still need to know and do more than what's required when using test doubles It could be challenging to provision test fixtures for the underlying containers. Feeding the fixture data into the containers could be complex Developers need to ensure version consistency across the development, testing, and production environments in the integration test layer For third-party API integrations, if the provider doesn't provide a Docker image for their API, Testcontainers alone will not help us much. It's possible to use fake API container generators, such as Wiremock , but it comes with its own complexities Implementation of Testcontainers would require refactoring of integration tests, including the removal of mocks and fixtures","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » A. Yes. Expand the Scope of Integration Tests Using Dependency Docker Containers (Testcontainers)","id":"190","title":"A. Yes. Expand the Scope of Integration Tests Using Dependency Docker Containers (Testcontainers)"},"191":{"body":"Using Merino's staging environment and third-party development resources in tests has been considered. This would effectively cover the current test strategy's weakness with third-party integrations without the cost and complexity involved with setting up test doubles or dependency containers. However, this approach has a key challenge in how to share the stage environment across all the test consumers (devs & CI) as most of the services do not support multi-tenant usage and would require a significant amount of effort to support resource isolation. Pros Best matches the production environment Doesn't need extra effort to create test doubles or dependencies for testing Cons Tests cannot be run offline since they would require a network connection to interact with development and stage environments This option breaks the Testing Guidelines & Best Practices for Merino, which require tests to be isolated and repeatable. A dependency on shared network resources will almost certainly lead to test flake, reducing the confidence in the test suite Test execution speeds would be negatively impacted, due to the lack of sandboxing, which enables parallel test runs","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » B. Yes. Reduce the Dependency Overhead in Tests Using Development and Stage Environments","id":"191","title":"B. Yes. Reduce the Dependency Overhead in Tests Using Development and Stage Environments"},"192":{"body":"The current test strategy, which relies on the contract tests to verify the interface between Merino and third-party dependencies, has not been fully implemented as designed. The missing coverage explains the current test strategy's weakness. Examples: DISCO-2032: Weather Contract Tests DISCO-2324: Add a merino-py contract test that interacts with a real Redis instance DISCO-2055: Dynamic Wikipedia Contract Tests Pros The most cost-effective solution, at least in the short term, since the test framework and Docker dependencies are set up and integrated into CI The unit and integration feature test layers remain simple by using test doubles Cons The black-box nature of contract tests makes it harder to set up the environmental conditions required to enable testing edge cases Adding dependency containers is complex, often requiring developers to have advanced knowledge of Docker and CI vendors (e.g. CircleCI) There is a high level of redundancy between unit, integration, and contract tests that negatively impacts development pace","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » C. No. Fulfill the Current Test Strategy with Contract Test Coverage (Status quo)","id":"192","title":"C. No. Fulfill the Current Test Strategy with Contract Test Coverage (Status quo)"},"193":{"body":"How to test 3rd party API integrations? We have two options for consideration: Either use generic API mocking frameworks or keep status quo and rely on other means (e.g. observerbility) to capture API breakages. They both have pros and cons and warrant a separate ADR to discuss in detail","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Open Questions","id":"193","title":"Open Questions"},"194":{"body":"DISCO-2704 - Use Testcontainer for Merino","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Links","id":"194","title":"Links"},"2":{"body":"This project drives an important part of Firefox's \"felt experience\". That is, the feeling of using Firefox, hopefully in a delightful way. The word \"felt\" in this phrase refers to feeling, but it can be punned to refer to the textile . Felt is often made of wool, and Merino wool (from Merino sheep) produces exceptionally smooth felt.","breadcrumbs":"Intro » About the Name","id":"2","title":"About the Name"},"20":{"body":"Not only do Merino developers build the service together, they also share the ownership of the service. That ownership is embodied in the following responsibilities: Be responsible for the entire lifecycle of each change landed in the code base: from writing the PR and getting it merged; ensuring it goes through CI/CD and eventually deployed to production; setting up monitoring on metrics and ensuring its healthy status and the overall health of Merino. Be familiar with Merino’s operation. Conduct operational reviews on a regular basis. Identify and track operational issues. Coordinate with the team(s) to close action items and resolve the identified issues. Documentation. Make sure the code meets the documentation requirements (no linting errors). If a change adds/updates the API, logs or metrics, ensure the associated documentation is up to date. We commit to sharing knowledge about Merino across the team, with the long-term goal that each team member is capable of resolving incidents of Merino. Merino developers should familiarize themselves with the Mozilla Incident Response Process and the Merino Runbooks. Each individual should be able to initiate an incident response, serve as the incident handling manager, and drive it to its resolution along with other incident responders. Any issues associated with an incident should be tracked in Jira in a way the team agrees upon. For example, assigned with an ‘incident-action-items’ label. Be aware of the infrastructure costs associated with new functionality. The team should have a good understanding of the cost to run the service including logging, computing, networking, and storage costs. Be mindful of work hours and the time zones of your fellow developers when scheduling meetings, deploying code, pairing on code, or collaborating in other ways. Set your work hours in Google Calendar and configure Slack to receive notifications only during those times. We encourage code deployments when there are fellow developers online to support. If you must deploy off-hours, ensure you have a peer available to approve any potential rollbacks. We are not going to grow individual Merino developers in deployment, operation, documentation, and incident responding for Merino. Rather, we’d like to foster a shared ownership with shared knowledge in every aspect of the day-to-day job for Merino.","breadcrumbs":"Social contract » Foster a Shared Ownership","id":"20","title":"Foster a Shared Ownership"},"21":{"body":"ADRs (Architectural Decision Record) are widely adopted by teams at Mozilla to capture important architecture decisions, including their context and consequences. Developers are encouraged to exercise the ADR process to facilitate the decision making on important subjects of the project. ADRs should be made easy to access and reference and therefore are normally checked into the source control and rendered as part of the project documentation.","breadcrumbs":"Social contract » Use ADRs to Record Architectural Decisions","id":"21","title":"Use ADRs to Record Architectural Decisions"},"22":{"body":"We strive to build highly available and reliable services while also emphasizing rapid iteration and continuous deployment as key aspects of product development. We opt to use SLOs (Service Level Objective) and error budget for risk management. SLOs can be co-determined by the product owner(s) and the service builders & operators. The error budget should be monitored and enforced by the monitoring infrastructure. Once the budget is reached, the service owners should be more reluctant or even reject to accept risky code artifacts until the budget gets reset.","breadcrumbs":"Social contract » Use SLO and Error Budget to Manage Service Risks","id":"22","title":"Use SLO and Error Budget to Manage Service Risks"},"23":{"body":"RRA (Rapid Risk Assessment) is the recommended process for service builders to perform a standardized lightweight risk assessment for the service or the feature of interest. Since Merino is a user-facing consumer service, we shall take extra caution for user security and the related risks. We have agreed with the Security Assurance team that we’d request an RRA (by following the RRA instructions) for every new content integration (e.g. AccuWeather) or content storage (e.g. Elasticsearch) for Merino.","breadcrumbs":"Social contract » Request RRA for New Content Integrations","id":"23","title":"Request RRA for New Content Integrations"},"24":{"body":"We value testing as a mechanism of establishing feedback loops for service development, design, and release. As developers add new changes to the project, thorough and effective testing reduces uncertainty and generates short feedback loops, accelerating development, release, and regression resolution. Testing also helps reduce the potential decrease in reliability from each change. To materialize those merits for Merino, we have designed the Merino Test Strategy and fulfilled it with adequate tests. We anticipate the cross-functional team to adhere to the strategy and evolve it to better support the project over time.","breadcrumbs":"Social contract » Testing for Productivity & Reliability","id":"24","title":"Testing for Productivity & Reliability"},"25":{"body":"We prioritize simple and conventional solutions in all aspects of development, from system design, to API specs, to code. We prefer mature, battle-tested technologies over complex, cutting-edge alternatives. At the same time, we know that Merino can always get better, and we welcome ideas from everyone. If you’ve got a new approach in mind, share it with the team or propose an Architectural Decision Record (ADR).","breadcrumbs":"Social contract » Aim for Simplicity","id":"25","title":"Aim for Simplicity"},"26":{"body":"While we strive to make Merino a highly reliable service, things would still go wrong regardless of how much care we take. Code errors, misconfigurations, operational glitches, to name a few. We opt for a blame-free culture to ease the mental stress when individuals are encouraged to take on more activities & responsibilities, especially before they gain familiarity around the tasks. We believe that learning from mistakes and incorporating the learned experience into processes to avoid repeating the same mistakes is more constructive and useful than putting someone on center stage. With a blame-free culture and proper risk management processes in place, the average cost of failures should be more tolerable within the error budget boundary. Who would be afraid of making mistakes?","breadcrumbs":"Social contract » Blame-free Culture","id":"26","title":"Blame-free Culture"},"27":{"body":"Last but not least. Let’s make Merino a fun project to work with!","breadcrumbs":"Social contract » Have Fun","id":"27","title":"Have Fun"},"28":{"body":"","breadcrumbs":"Working on the Code » Developer documentation for working on Merino","id":"28","title":"Developer documentation for working on Merino"},"29":{"body":"Here are some useful commands when working on Merino.","breadcrumbs":"Working on the Code » tl;dr","id":"29","title":"tl;dr"},"3":{"body":"flowchart TD User[\\fa:fa-user User/] subgraph Firefox [fa:fa-firefox Firefox] online(Online Search and Suggest) offline(Offline Search and Suggest&lt;br/&gt;fetches adMarketplace, static Wikipedia, &lt;br/&gt;and other suggestions.&lt;br/&gt; Offline mode is fallback if Merino times out.) end User --&gt; |Accessing the Firefox URL bar| Firefox subgraph Merino [fa:fa-leaf Merino] srh(fa:fa-gears Suggest Request Handler) subgraph middleware [fa:fa-paperclip Middleware] Geolocation Logging UserAgent Metrics end maxmind[(MaxmindDB)] Geolocation --&gt; maxmind srh -..- middleware subgraph providers [fa:fa-truck Providers] adm(adm) amo(amo) geolocation(geolocation) toppicks(top-picks) weather(weather) wikipedia(wikipedia) end srh --&gt; adm srh --&gt; amo srh --&gt; geolocation srh --&gt; toppicks srh --&gt; weather srh --&gt; wikipedia subgraph backends [fa:fa-server Backends] rsb(remote settings) accuweather(accuweather) elastic(elastic) toppicks_back(top picks) dynamic_amo(dynamic addons) end adm --&gt; rsb amo --&gt; dynamic_amo toppicks --&gt; toppicks_back weather --&gt; accuweather wikipedia --&gt; elastic end subgraph \"Airflow (Merino Jobs)\" wikipedia_sync(Wikipedia Sync) toppicks_sync(Top Picks Sync) addons_sync(Addons Remote Settings Upload) end addons_api(Addons API) dynamic_amo --&gt; addons_api elastico[(Elasticsearch)] elastic --&gt; elastico wikipedia_sync ..- |Syncs Wikipedia entries weekly| elastico accuweather_api(Accuweather API) accuweather ..-&gt; accuweather_api redis[(Redis Cache)] accuweather ..-&gt; |tries to query cache first| redis kinto[(Remote Settings)] rsb --- kinto addons_sync ..- |Add Addons Suggestions to Remote Settings| kinto toppicks_data[(GCS Top Picks Data,&lt;br/&gt;a list of Mozilla curated popular sites and metadata to be &lt;br/&gt;displayed on browser)] toppicks_sync ..-&gt; toppicks_data online --&gt; |/api/v1/suggest| srh offline ..- kinto","breadcrumbs":"Intro » Architecture","id":"3","title":"Architecture"},"30":{"body":"This project uses Poetry for dependency management. See dependencies for how to install Poetry on your machine. Install all the dependencies: $ poetry install Run Merino: $ poetry run uvicorn merino.main:app --reload # Or you can use a shortcut\n$ make run","breadcrumbs":"Working on the Code » Run the main app","id":"30","title":"Run the main app"},"31":{"body":"# List all available make commands with descriptions\n$ make help # Just like `poetry install`\n$ make install # Run linter\n$ make ruff-lint # Run format checker\n$ make ruff-fmt # Run formatter\n$ make ruff-format # Run black\n$ make black # Run bandit\n$ make bandit # Run mypy\n$ make mypy # Run all linting checks\n$ make -k lint # Run all formatters\n$ make format # Run merino-py with the auto code reloading\n$ make dev # Run merino-py without the auto code reloading\n$ make run # Run unit and integration tests and evaluate combined coverage\n$ make test # Evaluate combined unit and integration test coverage\n$ make test-coverage-check # Run unit tests\n$ make unit-tests # List fixtures in use per unit test\n$ make unit-test-fixtures # Run integration tests\n$ make integration-tests # List fixtures in use per integration test\n$ make integration-test-fixtures # Build the docker image for Merino named \"app:build\"\n$ make docker-build # Run contract tests on existing merino-py docker image\n$ make run-contract-tests # Run contract tests, with build step\n$ make contract-tests # Run contract tests cleanup\n$ make contract-tests-clean # Run local execution of (Locust) load tests\n$ make load-tests # Stop and remove containers and networks for load tests\n$ make load-tests-clean # Generate documents\n$ make doc # Preview the generated documents\n$ make doc-preview # Profile Merino with Scalene\n$ make profile # Run the Wikipedia CLI job\n$ make wikipedia-indexer job=$JOB","breadcrumbs":"Working on the Code » General commands","id":"31","title":"General commands"},"32":{"body":"You can generate documentation, both code level and book level, for Merino and all related crates by running ./dev/make-all-docs.sh. You'll need mdbook and mdbook-mermaid , which you can install via: make doc-install-deps If you haven't installed Rust and Cargo, you can reference the official Rust document .","breadcrumbs":"Working on the Code » Documentation","id":"32","title":"Documentation"},"33":{"body":"The default configuration of Merino is development, which has human-oriented pretty-print logging and debugging enabled. For settings that you wish to change in the development configuration, you have two options, listed below. For full details, make sure to check out the documentation for Merino's setting system (operations/configs.md) .","breadcrumbs":"Working on the Code » Local configuration","id":"33","title":"Local configuration"},"34":{"body":"Dynaconf is used for all configuration management in Merino, where values are specified in the merino/configs/ directory in .toml files. Environment variables are set for each environment as well and can be set when using the cli to launch the Merino service. Environment variables take precedence over the values set in the .toml files, so any environment variable set will automatically override defaults. By the same token, any config file that is pointed to will override the merino/configs/default.toml file. If the change you want to make makes the system better for most development tasks, consider adding it to merino/configs/development.toml, so that other developers can take advantage of it. If you do so, you likely want to add validation to those settings which needs to be added in merino/config.py, where the Dynaconf instance exists along with its validators. For examples of the various config settings, look at configs/default.toml and merino/config.py to see an example of the structure. It is not advisable to put secrets in configs/secrets.toml.","breadcrumbs":"Working on the Code » Update the defaults","id":"34","title":"Update the defaults"},"35":{"body":"Dynaconf will use the specified values and environment variables in the merino/configs/default.toml file. You can change the environment you want to use as mentioned above, but for local changes to adapt to your machine or tastes, you can put the configuration in merino/configs/development.local.toml. This file doesn't exist by default, so you will have to create it. Then simply copy from the other config files and make the adjustments that you require. These files should however not be checked into source control and are configured to be ignored, so long as they follow the *.local.toml format. Please follow this convention and take extra care to not check them in and only use them locally. See the Dynaconf Documentation for more details.","breadcrumbs":"Working on the Code » Create a local override","id":"35","title":"Create a local override"},"36":{"body":"This summarizes the mechanisms that block sensitive or questionable content in Merino. Because Merino supports several providers that have a broad range of potential suggestions, often from different sources, we require the ability to remove certain suggestions from being displayed. Blocklists in Merino filter content at two distinct phases: Content that is filtered at the data creation and indexing phase. Provider backends serve suggestions to the client based on matching against searched terms. This ensures that data that could be sensitive is not available to search against since it is not indexed. For instance, the Wikipedia provider filters categories of articles that are tagged with a matching category term in the blocklist. Content that is filtered at application runtime. There are instances where we want to quickly and dynamically add to block lists without re-indexing or running a job. In this case, suggestions are compared to a static list in the code that blocks out these suggestions.","breadcrumbs":"Working on the Code » Content Moderation » Content Moderation and Blocklists","id":"36","title":"Content Moderation and Blocklists"},"37":{"body":"In the Navigational Suggestions provider, a blocklist is used during data creation to block specific domains of websites that we do not want to suggest. The blocklist, domain_blocklist.json , is referenced during data generation of the top_picks.json file, which is ingested by the provider backend. This ensures specific domains are not indexed for suggestions. The blocklist is loaded and an exact string comparison is made between all second-level domains and the second-level domains defined in the blocklist. See nav-suggestions blocklist runbook for more information.","breadcrumbs":"Working on the Code » Content Moderation » Navigational Suggestions / Top Picks","id":"37","title":"Navigational Suggestions / Top Picks"},"38":{"body":"The Wikipedia Provider does both title filtering and category filtering at the data indexing level. Since the indexing jobs run periodically, we also implemented title filtering in the provider to get the blocking out sooner.","breadcrumbs":"Working on the Code » Content Moderation » Wikipedia","id":"38","title":"Wikipedia"},"39":{"body":"The Wikipedia Indexer Job references a remote blocklist which contains sensitive categories. At job runtime, the indexer reads the remote blocklist and creates a set of article categories that are be excluded from indexing. The article categories in the blocklist are chosen based off of analysis and best guesses of what could be considered objectionable content, based off of Mozilla's values and brand image. Any modifications to the file should be done with careful consideration. The indexer also blocks titles that are defined in the WIKIPEDIA_TITLE_BLOCKLIST in the application, which is referenced below. Any title that matches this blocklist is excluded from indexing.","breadcrumbs":"Working on the Code » Content Moderation » Indexer","id":"39","title":"Indexer"},"4":{"body":"This page describes the API endpoints available on Merino. The autogenerated API documentation exists here .","breadcrumbs":"Using the HTTP API » Merino API documentation","id":"4","title":"Merino API documentation"},"40":{"body":"When queried, the Wikipedia provider reads the WIKIPEDIA_TITLE_BLOCKLIST when creating a WikipediaSuggestion and if the query matches a blocked title, the suggestion is not shown to the client. We have this feature because the indexing job is not run daily. Therefore, we desire having an option to rapidly add to this list should we need to block a specific article. See wikipedia blocklist runbook for more information.","breadcrumbs":"Working on the Code » Content Moderation » Provider","id":"40","title":"Provider"},"41":{"body":"","breadcrumbs":"Working on the Code » Dependencies » Development Dependencies","id":"41","title":"Development Dependencies"},"42":{"body":"This project uses Poetry for dependency management. While you can use the vanilla virtualenv to set up the dev environment, we highly recommend to check out pyenv and pyenv-virtualenv , as they work nicely with Poetry. Follow the instructions to install pyenv , pyenv-virtualenv , and poetry . Feel free to browse the pyproject.toml file for a listing of dependencies and their versions. Once Poetry is installed, install all the dependencies: $ poetry install Add packages to project via poetry $ poetry add <package_name> After that you should be to run Merino as follows: $ poetry run uvicorn merino.main:app --reload # Or you can fire up a poetry shell to make it shorter\n$ poetry shell\n$ uvicorn merino.main:app --reload","breadcrumbs":"Working on the Code » Dependencies » Package Dependencies","id":"42","title":"Package Dependencies"},"43":{"body":"Merino uses a Redis-based caching system, and so requires a Redis instance to connect to. To make things simple, Redis (and any future service dependencies) can be started with Docker Compose, using the docker-compose.yaml file in the dev/ directory. Notably, this does not run any Merino components that have source code in this repository. $ cd dev\n$ docker-compose up # Or run services in deamon mode\n$ docker-compose up -d # Stop it\n$ docker-compose down # Shortcuts are also provided\n$ make docker-compose-up\n$ make docker-compose-up-daemon\n$ make docker-compose-down Redis is listening on port 6397 and can be connected via redis://localhost:6397. This Dockerized set up is optional. Feel free to run the dependent services by any other means as well.","breadcrumbs":"Working on the Code » Dependencies » Service Dependencies","id":"43","title":"Service Dependencies"},"44":{"body":"The docker-compose setup also includes some services that can help during development. Redis Commander, http://localhost:8081 - Explore the Redis database started above.","breadcrumbs":"Working on the Code » Dependencies » Dev Helpers","id":"44","title":"Dev Helpers"},"45":{"body":"To get data out of Merino and into observable systems, we use metrics and logging . Each has a unique use case. Note that in general, because of the scale we work at, adding a metric or log event in production is not free, and if we are careless can end up costing quite a bit. Record what is needed, but don't go over board. All data collection that happens in production (logging at INFO, WARN, or ERROR levels; and metrics) should be documented in docs/data.md .","breadcrumbs":"Working on the Code » Logging and Metrics » Logging and Metrics","id":"45","title":"Logging and Metrics"},"46":{"body":"Merino uses MozLog for structured logging. Logs can be recorded through the standard Python logging module. Merino can output logs in various formats, including a JSON format (MozLog) for production. A pretty, human readable format is also provided for development and other use cases.","breadcrumbs":"Working on the Code » Logging and Metrics » Logging","id":"46","title":"Logging"},"47":{"body":"MozLog requires that all messages have a type value. By convention, we use the name of the Python module, where the log record get issued, to populate this field. For example: import logging logger = logging.getLogger(__name__) # The `type` field of the log record will be the same as `__name__`.\nlogger.info(\"A new log message\", data=extra_fields) In general, the log message (\"An empty MultiProvider was created\") and the log type should both tell the reader what has happened. The difference is that the message is for humans and the type is for machines.","breadcrumbs":"Working on the Code » Logging and Metrics » Types","id":"47","title":"Types"},"48":{"body":"Tracing provides five log levels that should be familiar. This is what we mean by them in Merino: CRITICAL - There was a serious error indicating that the program itself may be unable to continue running. ERROR - There was a problem, and the task was not completable. This usually results in a 500 being sent to the user. All error logs encountered in production are reported to Sentry and should be considered a bug. If it isn't a bug, it shouldn't be logged as an error. WARNING - There was a problem, but the task was able to recover. This doesn't usually affect what the user sees. Warnings are suitable for unexpected but \"in-spec\" issues, like a sync job not returning an empty set or using a deprecated function. These are not reported to Sentry. INFO - This is the default level of the production service. Use for logging that something happened that isn't a problem and we care about in production. This is the level that Merino uses for it's one-per-request logs and sync status messages. Be careful adding new per-request logs at this level, as they can be expensive. DEBUG - This is the default level for developers running code locally. Use this to give insight into how the system is working, but keep in mind that this will be on by default, so don't be too noisy. Generally this should summarize what's happening, but not give the small details like a log line for every iteration of a loop. Since this is off in production, there are no cost concerns.","breadcrumbs":"Working on the Code » Logging and Metrics » Levels","id":"48","title":"Levels"},"49":{"body":"Merino metrics are reported as Statsd metrics. Unlike logging, the primary way that metrics reporting can cost a lot is in cardinality . The number of metric IDs we have and the combination of tag values that we supply. Often the number of individual events doesn't matter as much, since multiple events are aggregated together.","breadcrumbs":"Working on the Code » Logging and Metrics » Metrics","id":"49","title":"Metrics"},"5":{"body":"Merino has been enabled by default in Firefox. Though, you will need to enable the data sharing for Firefox Suggest to fully enable the feature. To enable it, type about:config in the URL bar set the Firefox preference browser.urlbar.quicksuggest.dataCollection.enabled to true. By default, Merino will connect to the production environments. This is controlled with the browser.urlbar.merino.endpointURL preference. See below for other options. You can also query any of the endpoint URLs below with something like: curl 'https://stage.merino.nonprod.cloudops.mozgcp.net/api/v1/suggest?q=your+query'","breadcrumbs":"Configuring Firefox and Merino Environments » Configuring Firefox and Merino Environments","id":"5","title":"Configuring Firefox and Merino Environments"},"50":{"body":"Merino leverages middleware for various functionalities such as logging, metrics, parsing for geolocation & user agent, feature flags etc. Middleware is defined in the merino/middleware directory.","breadcrumbs":"Working on the Code » Middlewares » Middlwares","id":"50","title":"Middlwares"},"51":{"body":"We currently don't implement middleware using the middleware facilities provided by FastAPI/Starlette as they've shown significant performance overhead, preventing Merino from achieving the SLOs required by Firefox Suggest. Before those performance issues get resolved in the upstream, we will be implementing middleware for Merino through the ASGI protocol . You can also reference this tutorial to learn more about ASGI. See Starlette's middleware document for more details about how to write pure ASGI middlewares. Specifically, we can reuse Starlette's data structures (Request, Headers, QueryParams etc.) to facilitate the implementation.","breadcrumbs":"Working on the Code » Middlewares » Caveat","id":"51","title":"Caveat"},"52":{"body":"","breadcrumbs":"Working on the Code » Feature Flags » Feature Flags","id":"52","title":"Feature Flags"},"53":{"body":"Do you plan to release code behind a feature flag? Great! 😃 Your feature flag needs to be defined first. If it's already defined, go ahead. Otherwise check the configuration section below before you continue. Use the following line in API endpoint code to gain access to the feature flags object: feature_flags: FeatureFlags = request.scope[ScopeKey.FEATURE_FLAGS] Then check whether a certain feature flag, such as example, is enabled by calling: if feature_flags.is_enabled(\"example\"): print(\"feature flag 'example' is enabled! 🚀\") When you do that, the decision (whether the feature flag is enabled or not) is recorded and stored in a dict on the decisions attribute of the feature flags object.","breadcrumbs":"Working on the Code » Feature Flags » Usage","id":"53","title":"Usage"},"54":{"body":"The feature flags system in Merino consists of three components: Description Location A FastAPI middleware that reads the query parameter sid sent by the client application and sets a session ID for the current request based on that. merino/middleware/featureflags.py A FeatureFlags class which you can use to check if a certain feature flag is enabled. merino/featureflags.py A local directory containing static files that define and configure feature flags for Merino. merino/configs/flags/","breadcrumbs":"Working on the Code » Feature Flags » Implementation","id":"54","title":"Implementation"},"55":{"body":"Currently two bucketing schemes are supported: random and session.","breadcrumbs":"Working on the Code » Feature Flags » Configuration","id":"55","title":"Configuration"},"56":{"body":"Random does what it says on the tin. It generates a random bucketing ID for every flag check.","breadcrumbs":"Working on the Code » Feature Flags » Random","id":"56","title":"Random"},"57":{"body":"Session bucketing uses the session ID of the request as the bucketing key so that feature checks within a given search session would be consistent.","breadcrumbs":"Working on the Code » Feature Flags » Session","id":"57","title":"Session"},"58":{"body":"Each flag defines the following fields: [default.flags.<flag_name>]\nscheme = 'session'\nenabled = 0.5 Field Description scheme This is the bucketing scheme for the flag. Allowed values are 'random' and 'session' enabled This represents the % enabled for the flag and must be a float between 0 and 1","breadcrumbs":"Working on the Code » Feature Flags » Fields","id":"58","title":"Fields"},"59":{"body":"When submitting application metrics, feature flag decisions that were made while processing the current request up to this point are automatically added as tags to the emitted metrics. The format of these tags is: feature_flag.<feature_flag_name> For more information about this see the ClientMeta meta class and the add_feature_flags decorator in merino/metrics.py.","breadcrumbs":"Working on the Code » Feature Flags » Metrics","id":"59","title":"Metrics"},"6":{"body":"","breadcrumbs":"Configuring Firefox and Merino Environments » Environments","id":"6","title":"Environments"},"60":{"body":"Because feature flag decisions are automatically added as tags to emitted metrics, you can use them in your queries in Grafana. 📈 For example, if you want to group by decisions for a feature flag with name hello_world, you can use tag(feature_flag.hello_world) in GROUP BY in Grafana. You can also use [[tag_feature_flag.hello_world]] in the ALIAS for panel legends.","breadcrumbs":"Working on the Code » Feature Flags » Monitoring in Grafana","id":"60","title":"Monitoring in Grafana"},"61":{"body":"This project currently follows a Continuous Deployment process. Whenever a commit is pushed to this repository's main branch, a CircleCI workflow is triggered which performs code checks and runs automated tests. The workflow additionally builds a new Docker image of the service and pushes that Docker image to the Docker Hub registry (this requires all previous jobs to pass). Pushing a new Docker image to the Docker Hub registry triggers a webhook that starts the Jenkins deployment pipeline (the Docker image tag determines the target environment). The deployment pipeline first deploys to the stage environment and subsequently to the production environment . Activity diagram of CircleCI main-workflow After the deployment is complete, accessing the __version__ endpoint will show the commit hash of the deployed version, which will eventually match to the one of the latest commit on the main branch (a node with an older version might still serve the request before it is shut down).","breadcrumbs":"Working on the Code » Release Process » The Release Process","id":"61","title":"The Release Process"},"62":{"body":"The expectation is that the author of the change will: merge pull requests during hours when the majority of contributors are online monitor the [Merino Application & Infrastructure][merino_app_info] dashboard for any anomaly","breadcrumbs":"Working on the Code » Release Process » Release Best Practices","id":"62","title":"Release Best Practices"},"63":{"body":"The commit hash of the deployed code is considered its version identifier. The commit hash can be retrieved locally via git rev-parse HEAD.","breadcrumbs":"Working on the Code » Release Process » Versioning","id":"63","title":"Versioning"},"64":{"body":"Load testing can be run locally or as a part of the deployment process. Local execution does not require any labeling in commit messages. For deployment, you have to add a label to the message of the commit that you wish to deploy in the form of: [load test: (abort|warn)]. In most cases this will be the merge commit created by merging a GitHub pull request. abort will prevent deployment should the load testing fail while warn will warn via Slack and continue deployment. For detailed specifics on load testing and this convention, please see the Load Test README . Logs from load tests executed in continuous deployment are available in the /data volume of the Locust master kubernetes pod.","breadcrumbs":"Working on the Code » Release Process » Load Testing","id":"64","title":"Load Testing"},"65":{"body":"If your latest release causes problems and needs to be rolled back: don't panic and follow the instructions in the Rollback Runbook .","breadcrumbs":"Working on the Code » Release Process » What to do if production breaks?","id":"65","title":"What to do if production breaks?"},"66":{"body":"Please refer to What to do with Test Failures in CI?","breadcrumbs":"Working on the Code » Release Process » What to do if tests fail during deployment?","id":"66","title":"What to do if tests fail during deployment?"},"67":{"body":"As Merino runs as a single-threaded application using the asyncio-based framework, it would be useful for engineers to get a good understanding about how Merino performs and where it spends time and memory doing what tasks to serve the requests. Local profiling offers us a way to look into those low-level details. We use Scalene as the profiler to conduct the profiling for Merino. It's very easy to use, offers extremely detailed (at the line level) insights with much lower overhead compared to other profilers.","breadcrumbs":"Working on the Code » Profiling » Profiling","id":"67","title":"Profiling"},"68":{"body":"To start the profiling, you can run the following to start Merino with Scalene: $ make profile # or you can run it directly $ python -m scalene merino/main.py Then you can send requests to Merino manually or through using other load testing tools. Once that's done, you can terminate the Merino application. It will automatically collect profiling outputs (CPU & Memory) and open it in your browser.","breadcrumbs":"Working on the Code » Profiling » Usage","id":"68","title":"Usage"},"69":{"body":"Out of the box, Scalene provides a very intuitive web interface to display the profiling outputs. It's organized at the file (module) level. For each file, it shows the CPU time and average memory usage for both the line profile and the function profile of that module. You can also click on specific columns to sort the lines or functions accordingly. For more details of how to read the outputs, you can reference Scalene's documents . Equipped with those insights, you can have a good understanding about the application, identify hotspots, bottlenecks, or other findings that are not easy to uncover by only reading the source code. And then, you can tweak or fix those issues, test or profile it again to verify if the fix is working.","breadcrumbs":"Working on the Code » Profiling » Understand the outputs","id":"69","title":"Understand the outputs"},"7":{"body":"Endpoint URL : https://merino.services.mozilla.com/api/v1/suggest The primary environment for end users. Firefox is configured to use this by default.","breadcrumbs":"Configuring Firefox and Merino Environments » Production","id":"7","title":"Production"},"70":{"body":"","breadcrumbs":"Working on the Code » Testing & Test Strategy » Merino Testing","id":"70","title":"Merino Testing"},"71":{"body":"Merino is tested using a combination of functional and performance tests. Test code resides in the tests directory. Merino's test strategy requires that we do not go below a minimum test coverage percentage for unit and integration tests. All Contract tests must pass and load tests cannot go below a minimum performance threshold. Test documentation resides in the /docs/testing/ directory. The functional test strategy is four-tiered, composed of: unit - documentation integration - documentation contract - documentation load - documentation See documentation and repositories in each given test area for specific details on running and maintaining tests.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Test Strategy","id":"71","title":"Test Strategy"},"72":{"body":"The unit layer is suitable for testing complex behavior at a small scale, with fine-grained control over the inputs. Due to their narrow scope, unit tests are fundamental to thorough test coverage. To execute unit tests, use: make unit-tests Unit tests are written and executed with pytest and are located in the tests/unit directory, using the same organizational structure as the source code of the merino service. Type aliases dedicated for test should be stored in the types.py module. The conftest.py modules contain common utilities in fixtures. For a breakdown of fixtures in use per test, use: make unit-test-fixtures","breadcrumbs":"Working on the Code » Testing & Test Strategy » Unit Tests » Unit Tests","id":"72","title":"Unit Tests"},"73":{"body":"Available fixtures include:","breadcrumbs":"Working on the Code » Testing & Test Strategy » Unit Tests » Fixtures","id":"73","title":"Fixtures"},"74":{"body":"Useful when verifying log messages, this fixture filters log records captured with pytest's caplog by a given logger_name. Usage: def test_with_filter_caplog( caplog: LogCaptureFixture, filter_caplog: FilterCaplogFixture\n) -> None: records: list[LogRecord] = filter_caplog(caplog.records, \"merino.providers.adm\") Note: This fixture is shared with integration tests.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Unit Tests » FilterCaplogFixture","id":"74","title":"FilterCaplogFixture"},"75":{"body":"For use when querying providers, this fixture creates a SuggestionRequest object with a given query Usage: def test_with_suggestion_request(srequest: SuggestionRequestFixture) -> None: request: SuggestionRequest = srequest(\"example\") result: list[BaseSuggestion] = await provider.query(request)","breadcrumbs":"Working on the Code » Testing & Test Strategy » Unit Tests » SuggestionRequestFixture","id":"75","title":"SuggestionRequestFixture"},"76":{"body":"For use when testing middleware, these fixtures initialize or mock the common Scope, Receive and Send object dependencies. Usage: def test_middleware(scope: Scope, receive_mock: Receive, send_mock: Send) -> None: pass","breadcrumbs":"Working on the Code » Testing & Test Strategy » Unit Tests » ScopeFixture, ReceiveMockFixture & SendMockFixture","id":"76","title":"ScopeFixture, ReceiveMockFixture & SendMockFixture"},"77":{"body":"The integration layer of testing allows for verification of interactions between service components, with lower development, maintenance and execution costs compared with higher level tests, such as contract tests. To execute integration tests, make sure you have Docker installed and a docker daemon running. Then use: make integration-tests Integration tests are located in the tests/integration directory. They use pytest and the FastAPI TestClient to send requests to specific merino endpoints and verify responses as well as other outputs, such as logs. Tests are organized according to the API path under test. Type aliases dedicated for test should be stored in the types.py module. Fake providers created for test should be stored in the fake_providers.py module. The conftest.py modules contain common utilities in fixtures. We have also added integration tests that use Docker via the testcontainers library . See fixture example below. For a breakdown of fixtures in use per test, use: make integration-test-fixtures","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » Integration Tests","id":"77","title":"Integration Tests"},"78":{"body":"Available fixtures include:","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » Fixtures","id":"78","title":"Fixtures"},"79":{"body":"Details available in Unit Tests section","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » FilterCaplogFixture","id":"79","title":"FilterCaplogFixture"},"8":{"body":"Endpoint URL : https://stage.merino.nonprod.cloudops.mozgcp.net/api/v1/suggest This environment is used for manual and load testing of the server. It is not guaranteed to be stable or available. It is used as a part of the deploy process to verify new releases before they got to production.","breadcrumbs":"Configuring Firefox and Merino Environments » Stage","id":"8","title":"Stage"},"80":{"body":"This fixture creates an instance of the TestClient to be used in testing API calls. Usage: def test_with_test_client(client: TestClient): response: Response = client.get(\"/api/v1/endpoint\")","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » TestClientFixture","id":"80","title":"TestClientFixture"},"81":{"body":"This fixture creates an instance of the TestClient, that will trigger event handlers (i.e. startup and shutdown) to be used in testing API calls. Usage: def test_with_test_client_with_event(client_with_events: TestClient): response: Response = client_with_events.get(\"/api/v1/endpoint\")","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » TestClientWithEventsFixture","id":"81","title":"TestClientWithEventsFixture"},"82":{"body":"This fixture will extract the extra log data from a captured 'request.summary' LogRecord for verification Usage: def test_with_log_data( caplog: LogCaptureFixture, filter_caplog: FilterCaplogFixture, extract_request_summary_log_data: LogDataFixture\n): records: list[LogRecord] = filter_caplog(caplog.records, \"request.summary\") assert len(records) == 1 record: LogRecord = records[0] log_data: dict[str, Any] = extract_request_summary_log_data(record) assert log_data == expected_log_data","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » RequestSummaryLogDataFixture","id":"82","title":"RequestSummaryLogDataFixture"},"83":{"body":"These fixture will setup and teardown given providers. Usage: If specifying providers for a module: @pytest.fixture(name=\"providers\")\ndef fixture_providers() -> Providers: return {\"test-provider\": TestProvider()} If specifying providers for a test: @pytest.mark.parametrize(\"providers\", [{\"test-provider\": TestProvider()}])\ndef test_with_provider() -> None: pass","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » InjectProvidersFixture & ProvidersFixture","id":"83","title":"InjectProvidersFixture & ProvidersFixture"},"84":{"body":"This fixture sets application provider dependency overrides. Usage: def test_with_setup_providers(setup_providers: SetupProvidersFixture): providers: dict[str, BaseProvider] = {\"test-provider\": TestProvider()} setup_providers(providers)","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » SetupProvidersFixture","id":"84","title":"SetupProvidersFixture"},"85":{"body":"This fixture resets application provider dependency overrides and is often used in teardown fixtures. Usage: @pytest.fixture(autouse=True)\ndef teardown(teardown_providers: TeardownProvidersFixture): yield teardown_providers()","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » TeardownProvidersFixture","id":"85","title":"TeardownProvidersFixture"},"86":{"body":"See tests/integration/jobs/navigational_suggestions/test_domain_metadata_uploader.py for a detailed example. This is a lightweight example on how to set up a docker container for your integration tests. Usage: @pytest.fixture(scope=\"module\")\ndef your_docker_container() -> DockerContainer: os.environ.setdefault(\"STORAGE_EMULATOR_HOST\", \"http://localhost:4443\") container = ( DockerContainer(\"your-docker-image\") .with_command(\"-scheme http\") .with_bind_ports(4443, 4443) ).start() # wait for the container to start and emit logs delay = wait_for_logs(container, \"server started at\") port = container.get_exposed_port(4443) yield container container.stop()","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » TestcontainersFixture","id":"86","title":"TestcontainersFixture"},"87":{"body":"This documentation describes the load tests for Merino. This test framework uses IP2Location LITE data available from https://lite.ip2location.com","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Merino Load (Locust) Tests","id":"87","title":"Merino Load (Locust) Tests"},"88":{"body":"The tests in the tests/load directory spawn multiple HTTP clients that consume Merino's API, in order to simulate real-world load on the Merino infrastructure. These tests use the Locust framework and are triggered at the discretion of the Merino Engineering Team.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Overview","id":"88","title":"Overview"},"89":{"body":"Merino Load Test Plan Merino Load Test History Merino Load Test Spreadsheet","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Related Documentation","id":"89","title":"Related Documentation"},"9":{"body":"This page should list all metrics and logs that Merino is expected to emit in production, including what should be done about them, if anything.","breadcrumbs":"Data collection » Data collection","id":"9","title":"Data collection"},"90":{"body":"Note that if you make changes to the load test code, you must stop and remove the Docker containers and networks for changes to reflect. Do this by running make load-tests-clean. Follow the steps bellow to execute the load tests locally:","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Local Execution","id":"90","title":"Local Execution"},"91":{"body":"1. Configure Environment Variables The following environment variables as well as Locust environment variables can be set in tests\\load\\docker-compose.yml. Make sure any required API key is added but then not checked into source control. WARNING : if the WIKIPEDIA__ES_API_KEY is missing, the load tests will not execute. Environment Variable Node(s) Description LOAD_TESTS__LOGGING_LEVEL master & worker Level for the logger in the load tests as an int (10 for DEBUG, 20 for INFO etc.) MERINO_REMOTE_SETTINGS__SERVER master & worker Server URL of the Kinto instance containing suggestions MERINO_REMOTE_SETTINGS__BUCKET master & worker Kinto bucket with the suggestions MERINO_REMOTE_SETTINGS__COLLECTION master & worker Kinto collection with the suggestions MERINO_PROVIDERS__TOP_PICKS__TOP_PICKS_FILE_PATH master & worker The minimum character limit set for long domain suggestion indexing MERINO_PROVIDERS__TOP_PICKS__QUERY_CHAR_LIMIT master & worker The minimum character limit set for short domain suggestion indexing MERINO_PROVIDERS__TOP_PICKS__FIREFOX_CHAR_LIMIT master & worker File path to the json file of domains MERINO_PROVIDERS__WIKIPEDIA__ES_API_KEY master & worker The base64 key used to authenticate on the Elasticsearch cluster specified by es_cloud_id MERINO_PROVIDERS__WIKIPEDIA__ES_URL master & worker The Cloud ID of the Elasticsearch cluster MERINO_PROVIDERS__WIKIPEDIA__ES_INDEX master & worker The index identifier of Wikipedia in Elasticsearch 2. Host Locust via Docker Execute the following from the repository root: make load-tests 3. (Optional) Host Merino Locally Use one of the following commands to host Merino locally. Execute the following from the repository root: Option 1: Use the local development instance make dev Option 2: Use the profiler instance make profile Option 3: Use the Docker instance make docker-build && docker run -p 8000:8000 app:build","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Setup Environment","id":"91","title":"Setup Environment"},"92":{"body":"1. Start Load Test In a browser navigate to http://localhost:8089/ Set up the load test parameters: Option 1: Select the MerinoSmokeLoadTestShape or MerinoAverageLoadTestShape These options have pre-defined settings Option 2: Select the Default load test shape with the following recommended settings: Number of users: 25 Spawn rate: 1 Host: 'https://stagepy.merino.nonprod.cloudops.mozgcp.net' Set host to 'http://host.docker.internal:8000' to test against a local instance of Merino Duration (Optional): 10m Select \"Start Swarming\" 2. Stop Load Test Select the 'Stop' button in the top right hand corner of the Locust UI, after the desired test duration has elapsed. If the 'Run time' is set in step 1, the load test will stop automatically. 3. Analyse Results See Distributed GCP Execution (Manual Trigger) - Analyse Results Only client-side measures, provided by Locust, are available when executing against a local instance of Merino.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Run Test Session","id":"92","title":"Run Test Session"},"93":{"body":"1. Remove Load Test Docker Containers Execute the following from the repository root: make load-tests-clean","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Clean-up Environment","id":"93","title":"Clean-up Environment"},"94":{"body":"Follow the steps bellow to execute the distributed load tests on GCP with a manual trigger:","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Distributed GCP Execution - Manual Trigger","id":"94","title":"Distributed GCP Execution - Manual Trigger"},"95":{"body":"1. Start a GCP Cloud Shell The load tests can be executed from the contextual-services-test-eng cloud shell . 2. Configure the Bash Script The setup_k8s.sh file, located in the tests\\load directory, contains shell commands to create a GKE cluster, setup an existing GKE cluster or delete a GKE cluster Modify the script to include the MERINO_PROVIDERS__WIKIPEDIA__ES_API_KEY environment variables Execute the following from the root directory, to make the file executable: chmod +x tests/load/setup_k8s.sh 3. Create the GCP Cluster Execute the setup_k8s.sh file and select the create option, in order to initiate the process of creating a cluster, setting up the env variables and building the docker image. Choose smoke or average depending on the type of load test required. ./tests/load/setup_k8s.sh create [smoke|average] Smoke - The smoke load test verifies the system's performance under minimal load. The test is run for a short period, possibly in CD, to ensure the system is working correctly. Average - The average load test measures the system's performance under standard operational conditions. The test is meant to reflect an ordinary day in production. The cluster creation process will take some time. It is considered complete, once an external IP is assigned to the locust_master node. Monitor the assignment via a watch loop: kubectl get svc locust-master --watch The number of workers is defaulted to 5, but can be modified with the kubectl scale command. Example (10 workers): kubectl scale deployment/locust-worker --replicas=10 To apply new changes to an existing GCP Cluster, execute the setup_k8s.sh file and select the setup option. This option will consider the local commit history, creating new containers and deploying them (see Artifact Registry )","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Setup Environment","id":"95","title":"Setup Environment"},"96":{"body":"1. Start Load Test In a browser navigate to http://$EXTERNAL_IP:8089 This url can be generated via command EXTERNAL_IP=$(kubectl get svc locust-master -o jsonpath=\"{.status.loadBalancer.ingress[0].ip}\")\necho http://$EXTERNAL_IP:8089 Select the MerinoSmokeLoadTestShape, this option has pre-defined settings and will last 5 minutes Select \"Start Swarming\" 2. Stop Load Test Select the 'Stop' button in the top right hand corner of the Locust UI, after the desired test duration has elapsed. If the 'Run time' is set in step 1, the load test will stop automatically. 3. Analyse Results RPS The request-per-second load target for Merino is 1500 Locust reports client-side RPS via the \"merino_stats.csv\" file and the UI (under the \"Statistics\" tab or the \"Charts\" tab) Grafana reports the server-side RPS via the \"HTTP requests per second per country\" chart HTTP Request Failures The number of responses with errors (5xx response codes) should be 0 Locust reports Failures via the \"merino_failures.csv\" file and the UI (under the \"Failures\" tab or the \"Charts\" tab) Grafana reports Failures via the \"HTTP Response codes\" chart and the \"HTTP 5xx error rate\" chart Exceptions The number of exceptions raised by the test framework should be 0 Locust reports Exceptions via the \"merino_exceptions.csv\" file and the UI (under the \"Exceptions\" tab) Latency The HTTP client-side response time (aka request duration) for 95 percent of users is required to be 200ms or less (p95 <= 200ms), excluding weather requests Locust reports client-side latency via the \"merino_stats.csv\" file and the UI (under the \"Statistics\" tab or the \"Charts\" tab) Warning! A Locust worker with too many users will bottleneck RPS and inflate client-side latency measures. Locust reports worker CPU and memory usage metrics via the UI (under the \"Workers\" tab) Grafana reports server-side latency via the \"p95 latency\" chart Resource Consumption To conserve costs, resource allocation must be kept to a minimum. It is expected that container, CPU and memory usage should trend consistently between load test runs. Grafana reports metrics on resources via the \"Container Count\", \"CPU usage time sum\" and \"Memory usage sum\" charts 4. Report Results Results should be recorded in the Merino Load Test Spreadsheet Optionally, the Locust reports can be saved and linked in the spreadsheet: Download the results via the Locust UI or via command: kubectl cp <master-pod-name>:/home/locust/merino_stats.csv merino_stats.csv\nkubectl cp <master-pod-name>:/home/locust/merino_exceptions.csv merino_exceptions.csv\nkubectl cp <master-pod-name>:/home/locust/merino_failures.csv merino_failures.csv The master-pod-name can be found at the top of the pod list: kubectl get pods -o wide Upload the files to the ConServ drive and record the links in the spreadsheet","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Run Test Session","id":"96","title":"Run Test Session"},"97":{"body":"1. Delete the GCP Cluster Execute the setup_k8s.sh file and select the delete option ./tests/load/setup_k8s.sh","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Clean-up Environment","id":"97","title":"Clean-up Environment"},"98":{"body":"The load tests are triggered in CI via Jenkins , which has a command overriding the load test Dockerfile entrypoint. Follow the steps bellow to execute the distributed load tests on GCP with a CI trigger:","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Distributed GCP Execution - CI Trigger","id":"98","title":"Distributed GCP Execution - CI Trigger"},"99":{"body":"1. Execute Load Test To automatically kick off load testing in staging along with your pull request commit, you have to include a label in your git commit. This must be the merge commit on the main branch, since only the most recent commit is checked for the label. This label is in the form of: [load test: (abort|warn)]. Take careful note of correct syntax and spacing within the label. There are two options for load tests, being abort and warn. The abort label will prevent a prod deployment should the load test fail. Ex. feat: Add feature ABC [load test: abort]. The warn label will output a Slack warning should the load test fail, but still allow for prod deployment. Ex. feat: Add feature XYZ [load test: warn]. The commit tag signals load test instructions to Jenkins by modifying the Docker image tag. The Jenkins deployment workflow first deploys to stage and then runs load tests if requested. The Docker image tag passed to Jenkins appears as follows: ^(?P<environment>stage|prod)(?:-(?P<task>\\w+)-(?P<onfailure>warn|abort))?-(?P<commit>[a-z0-9]+)$. 2. Analyse Results See Distributed GCP Execution (Manual Trigger) - Analyse Results 3. Report Results Results should be recorded in the Merino Load Test Spreadsheet Optionally, the Locust reports can be saved and linked in the spreadsheet. The results are persisted in the /data directory of the locust-master-0 pod in the locust-master k8s cluster in the GCP project of merino-nonprod. To access the Locust logs: Open a cloud shell in the Merino stage environment Authenticate by executing the following command: gcloud container clusters get-credentials merino-nonprod-v1 \\ --region us-west1 --project moz-fx-merino-nonprod-ee93 Identify the log files needed in the Kubernetes pod by executing the following command, which lists the log files along with file creation timestamp when the test was performed. 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Locust documentation is available for [WAIT TIME][13] and [TASK WEIGHT][14]","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Calibration","id":"100","title":"Calibration"},"101":{"body":"This process is used to determine the number of users that a Locust worker can support.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Calibrating for USERS_PER_WORKER","id":"101","title":"Calibrating for USERS_PER_WORKER"},"102":{"body":"1. Start a GCP Cloud Shell The load tests can be executed from the contextual-services-test-eng cloud shell . If executing a load test for the first time, the git merino-py repository will need to be cloned locally. 2. Configure the Bash Script The setup_k8s.sh file, located in the tests\\load directory, contains shell commands to create a GKE cluster, setup an existing GKE cluster or delete a GKE cluster Execute the following from the root directory, to make the file executable: chmod +x tests/load/setup_k8s.sh 3. Create the GCP Cluster In the setup_k8s.sh script, modify the WORKER_COUNT variable to equal 1 Execute the setup_k8s.sh file from the root directory and select the create option, in order to initiate the process of creating a cluster, setting up the env variables and building the docker image. Choose smoke or average depending on the type of load test required. ./tests/load/setup_k8s.sh create [smoke|average] The cluster creation process will take some time. It is considered complete, once an external IP is assigned to the locust_master node. Monitor the assignment via a watch loop: kubectl get svc locust-master --watch","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Setup Environment","id":"102","title":"Setup Environment"},"103":{"body":"Repeat steps 1 to 3, using a process of elimination, such as the bisection method, to determine the maximum USERS_PER_WORKER. The load tests are considered optimized when CPU and memory resources are maximally utilized. This step is meant to determine the maximum user count that a node can accommodate by observing CPU and memory usage while steadily increasing or decreasing the user count. You can monitor the CPU percentage in the Locust UI but also in the Kubernetes engine Workloads tab where both memory and CPU are visualized on charts. 1. Start Load Test In a browser navigate to http://$EXTERNAL_IP:8089 This url can be generated via command EXTERNAL_IP=$(kubectl get svc locust-master -o jsonpath=\"{.status.loadBalancer.ingress[0].ip}\")\necho http://$EXTERNAL_IP:8089 Set up the load test parameters: ShapeClass: Default UserClasses: MerinoUser Number of users: USERS_PER_WORKER (Consult the Merino_spreadsheet to determine a starting point) Ramp up: RAMP_UP (RAMP_UP = 5/USERS_PER_WORKER) Host: 'https://stagepy.merino.nonprod.cloudops.mozgcp.net' Duration (Optional): 600s Select \"Start Swarm\" 2. Stop Load Test Select the 'Stop' button in the top right hand corner of the Locust UI, after the desired test duration has elapsed. If the 'Run time' or 'Duration' is set in step 1, the load test will stop automatically. 3. Analyse Results CPU and Memory Resource Graphs CPU and Memory usage should be less than 90% of the available capacity CPU and Memory Resources can be observed in Google Cloud > Kubernetes Engine > Workloads Log Errors or Warnings Locust will emit errors or warnings if high CPU or memory usage occurs during the execution of a load test. The presence of these logs is a strong indication that the USERS_PER_WORKER count is too high 4. Report Results See Distributed GCP Execution (Manual Trigger) - Analyse Results 5. Update Shape and Script Values WORKER_COUNT = MAX_USERS/USERS_PER_WORKER If MAX_USERS is unknown, calibrate to determine WORKER_COUNT Update the USERS_PER_WORKER and WORKER_COUNT values in the following files: \\tests\\load\\locustfiles\\smoke_load.py or \\tests\\load\\locustfiles\\average_load.py \\tests\\load\\setup_k8s.sh","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Calibrate","id":"103","title":"Calibrate"},"104":{"body":"See Distributed GCP Execution (Manual Trigger) - Clean-up Environment","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Clean-up Environment","id":"104","title":"Clean-up Environment"},"105":{"body":"This process is used to determine the number of Locust workers required in order to generate sufficient load for a test given a SHAPE_CLASS.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Calibrating for WORKER_COUNT","id":"105","title":"Calibrating for WORKER_COUNT"},"106":{"body":"See Distributed GCP Execution (Manual Trigger) - Setup Environment Note that in the setup_k8s.sh the maximum number of nodes is set using the total-max-nodes google cloud option. It may need to be increased if the number of workers can't be supported by the cluster.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Setup Environment","id":"106","title":"Setup Environment"},"107":{"body":"Repeat steps 1 to 4, using a process of elimination, such as the bisection method, to determine the maximum WORKER_COUNT. The tests are considered optimized when they generate the minimum load required to cause node scaling in the the Merino-py Stage environment. You can monitor the Merino-py pod counts on Grafana . 1. Update Shape and Script Values Update the WORKER_COUNT values in the following files: \\tests\\load\\locustfiles\\smoke_load.py or \\tests\\load\\locustfiles\\average_load.py \\tests\\load\\setup_k8s.sh Using Git, commit the changes locally 2. Start Load Test In a browser navigate to http://$EXTERNAL_IP:8089 This url can be generated via command EXTERNAL_IP=$(kubectl get svc locust-master -o jsonpath=\"{.status.loadBalancer.ingress[0].ip}\")\necho http://$EXTERNAL_IP:8089 Set up the load test parameters: ShapeClass: SHAPE_CLASS Host: 'https://stagepy.merino.nonprod.cloudops.mozgcp.net' Select \"Start Swarm\" 3. Stop Load Test Select the 'Stop' button in the top right hand corner of the Locust UI, after the desired test duration has elapsed. If the 'Run time', 'Duration' or 'ShapeClass' are set in step 1, the load test will stop automatically. 4. Analyse Results Stage Environment Pod Counts The 'Merino-py Pod Count' should demonstrate scaling during the execution of the load test The pod counts can be observed in Grafana CPU and Memory Resources CPU and Memory usage should be less than 90% of the available capacity in the cluster CPU and Memory Resources can be observed in Google Cloud > Kubernetes Engine > Workloads 5. Report Results See Distributed GCP Execution (Manual Trigger) - Report Results","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Calibrate","id":"107","title":"Calibrate"},"108":{"body":"See Distributed GCP Execution (Manual Trigger) - Clean-up Environment","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Clean-up Environment","id":"108","title":"Clean-up Environment"},"109":{"body":"The load test maintenance schedule cadence is once a quarter and should include updating the following: poetry version and python dependencies pyproject.toml poetry.lock Docker artifacts Dockerfile docker-compose.yml Distributed GCP execution scripts and Kubernetes configurations setup_k8s.sh locust-master-controller.yml locust-master-service.yml locust-worker-controller.yml CircleCI contract test jobs config.yml Documentation load test docs","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Maintenance","id":"109","title":"Maintenance"},"11":{"body":"INFO web.suggest.request - A suggestion request is being processed. This event will include fields for all relevant details of the request. Fields: sensitive - Always set to true to ensure proper routing. query - If query logging is enabled, the text the user typed. Otherwise an empty string. country - The country the request came from. region - The first country subdivision the request came from. city - The city the request came from. dma - A US-only location description that is larger than city and smaller than states, but does not align to political borders. agent - The original user agent. os_family - Parsed from the user agent. One of \"windows\", \"macos\", \"linux\", \"ios\", \"android\", \"chrome os\", \"blackberry\", or \"other\". form_factor - Parsed from the user agent. One of \"desktop\", \"phone\", \"tablet\", or \"other\" browser - The browser and possibly version detected. Either \"Firefox(XX)\" where XX is the version, or \"Other\". rid - The request ID. WIP accepts_english - True if the user's Accept-Language header includes an English locale, false otherwise. requested_providers - A comma separated list of providers requested via the query string, or an empty string if none were requested (in which case the default values would be used). client_variants - Any client variants sent to Merino in the query string. session_id - A UUID generated by the client for each search session. sequence_no - A client-side event counter (0-based) that records the query sequence within each search session. INFO request.summary - The application request summary that follows the MozLog convention. This log is recorded for all incoming HTTP requests except for the suggest API endpoint. ERROR dockerflow.error_endpoint - The __error__ endpoint of the server was called. This is used to test our error reporting system. It is not a cause for concern, unless we receive a large amount of these records, in which case some outside service is likely malicious or misconfigured.","breadcrumbs":"Data collection » Merino APIs","id":"11","title":"Merino APIs"},"110":{"body":"This documentation describes the automated contract tests for Merino.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Merino Contract Tests","id":"110","title":"Merino Contract Tests"},"111":{"body":"The tests in the tests/contract directory consume Merino's APIs using more opaque techniques. These tests run against a Docker container of the service, specify settings via environment variables, and operate on the HTTP API layer only and as such are more concerned with external contracts and behavior. The contract tests cannot configure the server per-test. The contract test suite is designed to be set up as a docker-compose CI workflow. To simulate common use cases, the suite utilizes 6 docker containers: client, merino, kinto-setup, kinto, kinto-attachments, and redis. The following sequence diagram depicts container interactions during the remote_settings__coffee test scenario. Test Scenario: remote_settings__coffee Sequence diagram of the integration tests Notes: The interactions between kinto and kinto-attachments are not depicted. The diagram was composed using Miro ,","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Overview","id":"111","title":"Overview"},"112":{"body":"The client container consists of a Python-based test framework that executes the contract tests. The HTTP client used in the framework can be instructed to prepare Remote Settings data through requests to kinto and can verify Merino functionality through requests to the Merino service. For more details, see the client documentation .","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » client","id":"112","title":"client"},"113":{"body":"The merino container encapsulates the Merino service under test. For more details, see the Merino documentation .","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » merino","id":"113","title":"merino"},"114":{"body":"The kinto-setup container consists of a Python-based program responsible for defining the Remote Settings bucket, \"main\", and collection, \"quicksuggest\", prior to the merino container startup, a pre-requisite. For more details, see the kinto-setup documentation .","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » kinto-setup","id":"114","title":"kinto-setup"},"115":{"body":"The kinto container holds a minimalist storage service with synchronisation and sharing abilities. It uses the kinto-attachments container to store data locally. For more details, see the Remote Settings documentation .","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » kinto & kinto-attachments","id":"115","title":"kinto & kinto-attachments"},"116":{"body":"Local execution can be expedited by simply running make contract-tests, from the repository root. This creates the Docker containers with kinto, Merino and the test client and runs the test scenarios against them. make contract-tests To remove contract test containers and network artifacts, execute the following from the repository root: make contract-tests-clean Failing to run this clean command between code changes may result in your changes not being reflected. See Makefile for details.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Local Execution","id":"116","title":"Local Execution"},"117":{"body":"The contract test maintenance schedule cadence is once a quarter and should include updating the following: poetry version and python dependencies pyproject.toml poetry.lock Docker artifacts client Dockerfile kinto-setup Dockerfile docker-compose.yml CircleCI contract test jobs config.yml Documentation client documentation kinto-setup documentation contract test documentation","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Maintenance","id":"117","title":"Maintenance"},"118":{"body":"","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Kinto Setup » Merino Contract Tests - Kinto-Setup","id":"118","title":"Merino Contract Tests - Kinto-Setup"},"119":{"body":"This documentation describes setting up Kinto for contract tests. Specifically, it is responsible for the creation of the Remote Settings bucket and collection, a pre-requisite for the Merino service. For more details on contract test design, refer to the contract-tests documentation .","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Kinto Setup » Overview","id":"119","title":"Overview"},"12":{"body":"Geolocation WARNING merino.middleware.geolocation - There was an error with a geolocation lookup.","breadcrumbs":"Data collection » Merino Middleware Logs","id":"12","title":"Merino Middleware Logs"},"120":{"body":"To execute the kinto-setup outside the Docker container, create a Python virtual environment, set environment variables, expose the Kinto API port in the docker-compose.yml and use a Python command. It is recommended to execute the setup within a Python virtual environment to prevent dependency cross contamination. Create a Virtual Environment The developer documentation on dependences for working on Merino dependencies, provides instruction on creating a virtual environment via pyenv, and installing all requirements via poetry. Setup Environment Variables The following environment variables are set in docker-compose.yml, but will require local setup via command line, pytest.ini file or IDE configuration: KINTO_URL: The URL of the Kinto service Example: KINTO_URL=http://localhost:8888 KINTO_BUCKET: The ID of the Kinto bucket to create Example: KINTO_BUCKET=main KINTO_COLLECTION: The ID of the Kinto collection to create Example: KINTO_COLLECTION=quicksuggest Modify tests/contract/docker-compose.yml In the kinto definition, expose port 8888 by adding the following: ports: - \"8888:8888\" Run kinto and kinto-attachment docker containers. Execute the following from the project root: docker-compose \\ -f tests/contract/docker-compose.yml \\ -p merino-py-contract-tests \\ up kinto Run the kinto-setup service Execute the following from the project root: python tests/contract/kinto-setup/main.py","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Kinto Setup » Local Execution","id":"120","title":"Local Execution"},"121":{"body":"","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Client » Merino Contract Tests - Client","id":"121","title":"Merino Contract Tests - Client"},"122":{"body":"This documentation describes a Python-based test framework for the contract tests. The HTTP client used in the framework supports: Requests to Kinto (Remote Settings) for record population Requests for suggestions from Merino, with response checks For more details on contract test design, refer to the contract-tests documentation .","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Client » Overview","id":"122","title":"Overview"},"123":{"body":"The client is instructed on request and response check actions via scenarios, recorded in the scenarios.yml file. A scenario is defined by a name, a description and steps. Name A test name should identify the use case under test. Names are written in snake case with double-underscores __ for scenario and behavior delineation. Example: remote_settings__refresh Description A test description should outline, in greater detail, the purpose of a test, meaning the feature or common user interaction being verified. Example: Test that Merino successfully returns refreshed output in the cases of suggestion content updates and additions Steps Kinto Service The Kinto service scenario step populates the records used by the Merino service Kinto request fields: service - Set the value to kinto, to direct requests to the Kinto service delay - (optional) Set seconds to pause before execution of request record_id - Set the ID that will correspond with the records specified in filename filename - Set the file with records to upload. The files are located in ..\\volumes\\kinto data_type - Set to data or offline-expansion-data A Kinto service scenario step will not check a response defined in the scenario, but will raise an error in the event of an unexpected HTTP response All records populated by Kinto service scenario steps are deleted as part of the scenario teardown Example: - request: service: kinto record_id: \"data-01\" filename: \"data-01.json\" data_type: \"data\" Merino Service The Merino service scenario step sends queries to merino and checks the validity of the responses Merino request fields: service - Set the value to merino, to direct requests to the Merino service delay - (optional) Set seconds to pause before execution of request method - Set the HTTP request method path - Set the query and parameters for the request method headers - Set a list of HTTP request headers Merino response fields: status_code - Set the expected HTTP response status code content - Set a list of expected merino suggestion content The request_id is excluded from verification and can be set to null in the scenario Example: - name: suggest__apple description: Test that Merino successfully returns a suggestion steps: - request: service: merino method: GET path: '/api/v1/suggest?q=apple' headers: - name: User-Agent value: 'Mozilla/5.0 (Windows NT 10.0; rv:10.0) Gecko/20100101 Firefox/91.0' - name: Accept-Language value: 'en-US' response: status_code: 200 content: client_variants: [] server_variants: [] request_id: null suggestions: - block_id: 1 full_keyword: 'apple' title: 'Wikipedia - Apple' url: 'https://en.wikipedia.org/wiki/Apple' impression_url: 'https://127.0.0.1/' click_url: 'https://127.0.0.1/' provider: 'test_provider' advertiser: 'test_advertiser' is_sponsored: false icon: 'https://en.wikipedia.org/favicon.ico' score: 0.0","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Client » Scenarios","id":"123","title":"Scenarios"},"124":{"body":"To execute the test scenarios outside the client Docker container, create a Python virtual environment, set environment variables, expose the Merino and Kinto API ports in the docker-compose.yml and use a pytest command. It is recommended to execute the tests within a Python virtual environment to prevent dependency cross contamination. Create a Virtual Environment The developer documentation on dependences for working on Merino dependencies, provides instruction on creating a virtual environment via pyenv, and installing all requirements via poetry. Setup Environment Variables The following environment variables are set in docker-compose.yml, but will require local setup via command line, pytest.ini file or IDE configuration: MERINO_URL: The URL of the Merino service Example: MERINO_URL=http://localhost:8000 KINTO_URL: The URL of the Kinto service Example: KINTO_URL=http://localhost:8888 KINTO_ATTACHMENTS_URL: The URL of the Kinto Attachments service Example: KINTO_ATTACHMENTS_URL=http://localhost:80 KINTO_BUCKET: The ID of the Kinto bucket to create Example: KINTO_BUCKET=main KINTO_COLLECTION: The ID of the Kinto collection to create Example: KINTO_COLLECTION=quicksuggest KINTO_DATA_DIR: The directory containing advertiser data Example: KINTO_DATA_DIR=tests/contract/volumes/kinto SCENARIOS_FILE: The directory containing contract test scenario files Example: SCENARIOS_FILE=tests/contract/volumes/client/scenarios.yml Modify tests/contract/docker-compose.yml In the merino definition, expose port 8000 by adding the following: ports: - \"8000:8000\" In the kinto definition, expose port 8888 by adding the following: ports: - \"8888:8888\" In the kinto-attachments definition, expose port 80 by adding the following: ports: - \"80:80\" Run merino, kinto-setup, kinto and kinto-attachment docker containers Execute the following from the project root: docker-compose \\ -f tests/contract/docker-compose.yml \\ -p merino-py-contract-tests \\ up merino Run the contract tests Execute the following from the project root: pytest tests/contract/client/tests/test_merino.py -vv Tests can be run individually using -k expr . Example executing the remote_settings__refresh scenario: pytest tests/contract/client/tests/test_merino.py -vv -k remote_settings__refresh","breadcrumbs":"Working on the Code » Testing & Test Strategy » Contract Tests » Client » Local Execution","id":"124","title":"Local Execution"},"125":{"body":"This is where we put operational documentation for Merino.","breadcrumbs":"Operations » Operations","id":"125","title":"Operations"},"126":{"body":"Note: We use \"roll-forward\" strategy for rolling back changes in production. Depending on the severity of the problem, decide if this warrants kicking off an incident ; Identify the problematic commit (it may not be the latest commit) and create a revert PR. If it is the latest commit, you can revert the change with: git revert HEAD~1 Create a revert PR and go through normal review process to merge PR.","breadcrumbs":"Operations » Rollback » How to Rollback Changes","id":"126","title":"How to Rollback Changes"},"127":{"body":"The Navigational Suggestions Job blocklist is contained in merino/utils/blocklists.py. The TOP_PICKS_BLOCKLIST variable is used when running the indexing job and prevents the included domains from being added.","breadcrumbs":"Operations » Modify Navigational Suggestions Blocklist » Navigational Suggestions Job Blocklist","id":"127","title":"Navigational Suggestions Job Blocklist"},"128":{"body":"Go to merino/utils/blocklists.py . Add the second-level-domain to the TOP_PICKS_BLOCKLIST set. Open a PR and merge in the changes to block this domain from being indexed.","breadcrumbs":"Operations » Modify Navigational Suggestions Blocklist » Add to Blocklist","id":"128","title":"Add to Blocklist"},"129":{"body":"Repeat as above, just remove the domain from the TOP_PICKS_BLOCKLIST set. Note: removing from the blocklist means that the domain was likely not created during the Airflow job, so if you wish to see it re-added, supposing it is still in the top 1000 domains, you have to re-run the airflow job. See the instructions for this in the jobs/navigational_suggestions docs .","breadcrumbs":"Operations » Modify Navigational Suggestions Blocklist » Remove from Blocklist","id":"129","title":"Remove from Blocklist"},"13":{"body":"WARNING merino.cron - There was an error while executing a cron task.","breadcrumbs":"Data collection » Merino Cron Tasks","id":"13","title":"Merino Cron Tasks"},"130":{"body":"","breadcrumbs":"Operations » Modify Wikipedia Suggestions Blocklist » How to Add to the Wikipedia Indexer and Provider Blocklist","id":"130","title":"How to Add to the Wikipedia Indexer and Provider Blocklist"},"131":{"body":"These steps define how to rapidly add and therefore block a Wikipedia article by its title. In /merino/utils/blocklists.py, add the matching title to TITLE_BLOCK_LIST. NOTE: Ensure the title field is added as it appears with correct spacing between the words. In adding to the list, enter the title as it appears in Wikipedia. Membership checks of the block list are not case sensitive and any underscores in the titles should instead be spaces. Check in the changes to source control, merge a pull request with the new block list and deploy Merino.","breadcrumbs":"Operations » Modify Wikipedia Suggestions Blocklist » Provider - Rapid Blocklist Addition","id":"131","title":"Provider - Rapid Blocklist Addition"},"132":{"body":"Since the indexer runs at a regular cadence, you do not need to re-run the Airflow job. Adding to the blocklist using the steps above is sufficient to rapidly block a title. The next time the Wikipedia indexer job runs, this title will be excluded during the indexer job. NOTE: There are two blocklists referenced by the Wikipedia Indexer Job: blocklist_file_url: a key contained in the merino/configs/default.toml file that points to a remote block list which encapsulates blocked categories. WIKIPEDIA_TITLE_BLOCKLIST: an application-level list of titles found at /merino/utils/blocklists.py as explained above.","breadcrumbs":"Operations » Modify Wikipedia Suggestions Blocklist » Indexer Job","id":"132","title":"Indexer Job"},"133":{"body":"Investigate the cause of the test failure For functional tests (unit, integration or contract), logs can be found on CircleCI For performance tests (load), insights can be found on Grafana and in the Locust logs. To access the Locust logs see the Distributed GCP Exection - CI Trigger section of the load test documentation. Fix or mitigate the failure If a fix can be identified in a relatively short time, then submit a fix If the failure is caused by a flaky or intermittent functional test and the risk to the end-user experience is low, then the test can be \"skipped\", using the pytestxfail decorator during continued investigation. Example: @pytest.mark.xfail(reason=\"Test Flake Detected (ref: DISCO-####)\") Re-Deploy A fix or mitigation will most likely require a PR merge to the main branch that will automatically trigger the deployment process. If this is not possible, a re-deployment can be initiated manually by triggering the CI pipeline in CircleCI .","breadcrumbs":"Operations » Test Failures in CI » What to do with test failures in CI?","id":"133","title":"What to do with test failures in CI?"},"134":{"body":"To manage configurations and view all documentation for individual config values, please view the default.toml file.","breadcrumbs":"Operations » Configs » Configuring Merino (Operations)","id":"134","title":"Configuring Merino (Operations)"},"135":{"body":"Merino's settings are managed via Dynaconf and can be specified in two ways: a TOML file in the merino/configs/ directory . via environment variables. Environment variables take precedence over the values set in the TOML files. Production environment variables are managed by SRE and defined in the relevant merino-py repo. TOML files set with the same environment name that is currently activated also automatically override defaults. Any config file that is pointed to will override the merino/configs/default.toml file.","breadcrumbs":"Operations » Configs » Settings","id":"135","title":"Settings"},"136":{"body":"These are the settings sources, with later sources overriding earlier ones. A config.py file establishes a Dynaconf instance and environment-specific values are pulled in from the corresponding TOML files and environment variables. Other configurations are established by files that are prefixed with config_*.py, such as config_sentry.py or config_logging.py. Per-environment configuration files are in the configs directory . The environment is selected using the environment variable MERINO_ENV. The settings for that environment are then loaded from configs/${env}.toml, if the file/env exists. The default environment is \"development\". A \"production\" environment is also provided. Local configuration files are not checked into the repository, but if created should be named configs/development.local.toml, following the format of <environment>.local.toml. This file is listed in the .gitignore file and is safe to use for local configuration. One may add secrets here if desired, though it is advised to exercise great caution.","breadcrumbs":"Operations » Configs » File organization","id":"136","title":"File organization"},"137":{"body":"All environments are prefixed with MERINO_. This is established in the config.py file by setting the envvar_prefix=\"MERINO\" for the Dynaconf instance. The first level following MERINO_ is accessed with a single underscore _ and any subsequent levels require two underscores __. For example, the logging format can be controlled from the environment variable MERINO_LOGGING__FORMAT. Production environment variables are set by SRE and stored in the cloudops project in the configmap.yml file. Contact SRE if you require information or access on this file, or request access to the cloudops infra repo. You can set these environment variables in your setup by modifying the .toml files. Conversely, when using make, you can prefix make run with overrides to the desired environment variables using CLI flags. Example: MERINO_ENV=production MERINO_LOGGING__FORMAT=pretty make dev env (MERINO_ENV) - Only settable from environment variables. Controls which environment configuration is loaded, as described above. debug (MERINO_DEBUG) - Boolean that enables additional features to debug the application. This should not be set to true in public environments, as it reveals all configuration, including any configured secrets. format (MERINO_LOGGING__FORMAT) - Controls the format of outputted logs in either pretty or mozlog format. See config_logging.py .","breadcrumbs":"Operations » Configs » General","id":"137","title":"General"},"138":{"body":"Be extra careful whenever you need to reference those deeply nested settings (e.g. settings.foo.bar.baz) in the hot paths of the code base, such as middlewares or route handlers. Under the hood, Dynaconf will perform a dictionary lookup for each level of the configuration hierarchy. While it's harmless to do those lookups once or twice, it comes a surprisingly high overhead if accessing them repeatedly in the hot paths. You can cache those settings somewhere to mitigate this issue.","breadcrumbs":"Operations » Configs » Caveat","id":"138","title":"Caveat"},"139":{"body":"We use Elasticsearch as a source of data for one of our providers. This page documents some of the commands that we want to run on the cluster.","breadcrumbs":"Operations » Elasticsearch » Elasticsearch Operations","id":"139","title":"Elasticsearch Operations"},"14":{"body":"ERROR merino.featureflags - There was an error while attempting to assign a feature flag for a suggest API request.","breadcrumbs":"Data collection » Merino Feature Flags","id":"14","title":"Merino Feature Flags"},"140":{"body":"We want to ensure that the index expire after 30 days, so we need to add a lifecycle policy for this deletion to happen. The command to run in Kibana to add this policy: PUT _ilm/policy/enwiki_policy\n{ \"policy\": { \"phases\": { \"delete\": { \"min_age\": \"30d\", \"actions\": { \"delete\": {} } } } }\n}","breadcrumbs":"Operations » Elasticsearch » Elasticsearch Index Policy","id":"140","title":"Elasticsearch Index Policy"},"141":{"body":"The indexing job currently closes the index after it migrates the alias to point to the new index. Closing the index removes the ability to query from the index but also reduces the heap memory usage when the index is not actively being queried. If there is a situation where we need to recover a closed index to be the main index, we will need to do the following: Re-open the index Point the index alias to the recovered index","breadcrumbs":"Operations » Elasticsearch » Closed Index Recovery","id":"141","title":"Closed Index Recovery"},"142":{"body":"","breadcrumbs":"Operations » Jobs » Jobs","id":"142","title":"Jobs"},"143":{"body":"","breadcrumbs":"Operations » Jobs » Navigational Suggestions » Merino Jobs Operations","id":"143","title":"Merino Jobs Operations"},"144":{"body":"This document provides instructions and documentation on the navigational suggestions job. This job creates a file that is ingested by the Top Picks/Navigational Suggestions provider. The provider indexes a collection of the top 1000 searched domains and generates the top_picks.json file. Then the provider backend can serve suggestions that match query terms that are searched by the client to second-level domains. If you need to run the navigational suggestions job ad-hoc, the quickest recommended solution is to run it in Airflow, download the top_picks.json file sent by email, and then merge the new file into the Merino repo with the newly generated one. If needing to update the blocklist to avoid certain domains and suggestions from being displayed, please see the navigational suggestions blocklist runbook .","breadcrumbs":"Operations » Jobs » Navigational Suggestions » Navigational Suggestions","id":"144","title":"Navigational Suggestions"},"145":{"body":"Normally, the job is set as a cron to run at set intervals as a DAG in Airflow . There may be instances you need to manually re-run the job from the Airflow dashboard.","breadcrumbs":"Operations » Jobs » Navigational Suggestions » Running the job in Airflow","id":"145","title":"Running the job in Airflow"},"146":{"body":"Visit the Airflow dashboard for merino_jobs . In the Grid View Tab, select the task you want to re-run. Click on 'Clear Task' and the executor will re-run the job. merino_jobs UI Diagram","breadcrumbs":"Operations » Jobs » Navigational Suggestions » Grid View Tab (Airflow UI)","id":"146","title":"Grid View Tab (Airflow UI)"},"147":{"body":"Visit the Airflow dashboard for merino_jobs . From the Graph View Tab, Click on the nav_suggestions_prepare_domain_metadata_prod task. merino_jobs Nav Suggest Graph View Click on 'Clear' and the job will re-run. merino_jobs UI Task Instance Clear At the conclusion of the job, you should recieve an email with a link to the newly generated file. Ensure you are a member of the disco-team email distro group to recieve the email. Note: You can also re-run the stage job, but the changes won't reflect in production. Stage should be re-run in the event of an error before running in prod to verify the correction of an error. See Airflow's documentation on re-running DAGs for more information and implementation details. To see the code for the merino_jobs DAG, visit the telemetry-airflow repo . The source for the job is also in the 'code' tab in the airflow console. To see the navigational suggestions code that is run when the job is invoked, visit Merino jobs/navigational_suggestions .","breadcrumbs":"Operations » Jobs » Navigational Suggestions » Graph View Tab (Airflow UI) - Alternative","id":"147","title":"Graph View Tab (Airflow UI) - Alternative"},"148":{"body":"","breadcrumbs":"Operations » Jobs » Dynamic Wikipedia Indexer » Merino Jobs Operations","id":"148","title":"Merino Jobs Operations"},"149":{"body":"Merino currently builds the Elasticsearch indexing job that runs in Airflow. Airflow takes the latest image built as the base image. The reasons to keep the job code close to the application code are: Data models can be shared between the indexing job and application more easily. This means that data migrations will be simpler. All the logic regarding Merino functionality can be found in one place. Eliminates unintended differences in functionality due to dependency mismatch. If your reason for re-running the job is needing to update the blocklist to avoid certain suggestions from being displayed, please see the wikipedia blocklist runbook .","breadcrumbs":"Operations » Jobs » Dynamic Wikipedia Indexer » Dynamic Wikipedia Indexer Job","id":"149","title":"Dynamic Wikipedia Indexer Job"},"15":{"body":"ERROR merino.curated_recommendations.corpus_backends.corpus_api_backend - Failed to get timezone for scheduled surface. WARNING merino.curated_recommendations.corpus_backends.corpus_api_backend - Retrying CorpusApiBackend after an http client exception was raised. ERROR GcsEngagement failed to update cache: {e} - unexpected exception when updating engagement. ERROR Curated recommendations engagement size {blob.size} > {self.max_size} - Max engagement blob size is exceeded. The backend will gracefully fall back to cached data or 0's. INFO Curated recommendations engagement unchanged since {self.last_updated}. - The engagement blob was not updated since the last check. last_updated is expected to be between 0 and 30 minutes.","breadcrumbs":"Data collection » Curated Recommendations","id":"15","title":"Curated Recommendations"},"150":{"body":"Normally, the job is set as a cron to run at set intervals as a DAG in Airflow . There may be instances you need to manually re-run the job from the Airflow dashboard.","breadcrumbs":"Operations » Jobs » Dynamic Wikipedia Indexer » Running the job in Airflow","id":"150","title":"Running the job in Airflow"},"151":{"body":"Visit the Airflow dashboard for merino_jobs . In the Grid View Tab, select the task you want to re-run. Click on 'Clear Task' and the executor will re-run the job. merino_jobs UI Diagram","breadcrumbs":"Operations » Jobs » Dynamic Wikipedia Indexer » Grid View Tab (Airflow UI)","id":"151","title":"Grid View Tab (Airflow UI)"},"152":{"body":"Visit the Airflow dashboard for merino_jobs . From the Graph View Tab, Click on the wikipedia_indexer_build_index_production task. merino_jobs Wikipedia Indexer Graph View Click on 'Clear' and the job will re-run. merino_jobs UI Task Instance Clear Note: You can also re-run the stage job, but the changes won't reflect in production. Stage should be re-run in the event of an error before running in prod to verify the correction of an error. See Airflow's documentation on re-running DAGs for more information and implementation details. To see the code for the merino_jobs DAG, visit the telemetry-airflow repo . The source for the job is also in the 'code' tab in the airflow console. To see the Wikipedia Indexer code that is run when the job is invoked, visit Merino jobs/wikipedia_indexer .","breadcrumbs":"Operations » Jobs » Dynamic Wikipedia Indexer » Graph View Tab (Airflow UI) - Alternative","id":"152","title":"Graph View Tab (Airflow UI) - Alternative"},"153":{"body":"","breadcrumbs":"Operations » Jobs » Remote Settings CSV Uploader » Merino Jobs Operations","id":"153","title":"Merino Jobs Operations"},"154":{"body":"The CSV remote settings uploader is a job that uploads suggestions data in a CSV file to remote settings. It takes two inputs: A CSV file. The first row in the file is assumed to be a header that names the fields (columns) in the data. A Python module that validates the CSV contents and describes how to convert it into suggestions JSON. If you're uploading suggestions from a Google sheet, you can export a CSV file from File > Download > Comma Separated Values (.csv). Make sure the first row in the sheet is a header that names the columns.","breadcrumbs":"Operations » Jobs » Remote Settings CSV Uploader » CSV Remote Settings Uploader Job","id":"154","title":"CSV Remote Settings Uploader Job"},"155":{"body":"If you're uploading a type of suggestion that the uploader already supports, skip to Running the uploader below. If you're not sure whether it's supported, check in the merino/jobs/csv_rs_uploader/ directory for a file named similarly to the type. To upload a new type of suggestion, follow the steps below. In summary, first you'll create a Python module that implements a model for the suggestion type, and then you'll run the uploader. 1. Create a Python model module for the new suggestion type Add a Python module to merino/jobs/csv_rs_uploader/. It's probably easiest to copy an existing model module like mdn.py, follow along with the steps here, and modify it for the new suggestion type. Name the file according to the suggestion type. This file will define the model of the new suggestion type as it will be serialized in the output JSON, perform validation and conversion of the input data in the CSV, and define how the input data should map to the output JSON. 2. Add the Suggestion class In the module, implement a class called Suggestion that derives from BaseSuggestion in merino.jobs.csv_rs_uploader.base or RowMajorBaseSuggestion in merino.jobs.csv_rs_uploader.row_major_base. BaseSuggestion class will be the model of the new suggestion type. BaseSuggestion itself derives from Pydantic's BaseModel, so the validation the class will perform will be based on Pydantic , which is used throughout Merino. BaseSuggestion is implemented in base.py. If the CSV data is row-major based, please use RowMajorBaseSuggestion, 3. Add suggestion fields to the class Add a field to the class for each property that should appear in the output JSON (except score, which the uploader will add automatically). Name each field as you would like it to be named in the JSON. Give each field a type so that Pydantic can validate it. For URL fields, use HttpUrl from the pydantic module. 4. Add validator methods to the class Add a method annotated with Pydanyic's @field_validator decorator for each field. Each validator method should transform its field's input value into an appropriate output value and raise a ValueError if the input value is invalid. Pydantic will call these methods automatically as it performs validation. Their return values will be used as the values in the output JSON. BaseSuggestion implements two helpers you should use: _validate_str() - Validates a string value and returns the validated value. Leading and trailing whitespace is stripped, and all whitespace is replaced with spaces and collapsed. Returns the validated value. _validate_keywords() - The uploader assumes that lists of keywords are serialized in the input data as comma-delimited strings. This helper method takes a comma-delimited string and splits it into individual keyword strings. Each keyword is converted to lowercase, some non-ASCII characters are replaced with ASCII equivalents that users are more likely to type, leading and trailing whitespace is stripped, all whitespace is replaced with spaces and collapsed, and duplicate keywords are removed. Returns the list of keyword strings. 5. Implement the class methods For suggestion created from row-major based CSV, should add a @classmethod to Suggestion called row_major_field_map(). It should return a dict that maps from field (column) names in the input CSV to property names in the output JSON. Otherwise, should add a @classmethod to Suggestion called csv_to_suggestions(). It should return suggestion array created from passed CSV reader. 6. Add a test Add a test file to tests/unit/jobs/csv_rs_uploader/. See test_mdn.py as an example. The test should perform a successful upload as well as uploads that fail due to validation errors and missing fields (columns) in the input CSV. utils.py in the same directory implements helpers that your test should use: do_csv_test() - Makes sure the uploader works correctly during a successful upload. It takes either a path to a CSV file or a list[dict] that will be used to create a file object (StringIO) for an in-memory CSV file. Prefer passing in a list[dict] instead of creating a file and passing a path, since it's simpler. do_error_test() - Makes sure a given error is raised when expected. Use ValidationError from the pydantic module to check validation errors and MissingFieldError from merino.jobs.csv_rs_uploader to check input CSV that is missing an expected field (column). 7. Run the test $ MERINO_ENV=testing poetry run pytest tests/unit/jobs/csv_rs_uploader/test_foo.py See also the main Merino development documentation for running unit tests. 8. Submit a PR Once your test is passing, submit a PR with your changes so that the new suggestion type is committed to the repo. This step isn't necessary to run the uploader and upload your suggestions, so you can come back to it later. 9. Upload! See Running the uploader .","breadcrumbs":"Operations » Jobs » Remote Settings CSV Uploader » Uploading suggestions (Step by step)","id":"155","title":"Uploading suggestions (Step by step)"},"156":{"body":"Run the following from the repo's root directory to see documentation for all options and their defaults. Note that the upload command is the only command in the csv-rs-uploader job. poetry run merino-jobs csv-rs-uploader upload --help` The uploader takes a CSV file as input, so you'll need to download or create one first. Here's an example that uploads suggestions in foo.csv to the remote settings dev server: poetry run merino-jobs csv-rs-uploader upload \\ --server \"https://remote-settings-dev.allizom.org/v1\" \\ --bucket main-workspace \\ --csv-path foo.csv \\ --model-name foo \\ --record-type foo-suggestions \\ --auth \"Bearer ...\" Let's break down each command-line option in this example: --server - Suggestions will be uploaded to the remote settings dev server --bucket - The main-workspace bucket will be used --csv-path - The CSV input file is foo.csv --model-name - The model module is named foo. Its path within the repo would be merino/jobs/csv_rs_uploader/foo.py --record-type - The type in the remote settings records created for these suggestions will be set to foo-suggestions. This argument is optional and defaults to \"{model_name}-suggestions\" --auth - Your authentication header string from the server. To get a header, log in to the server dashboard (don't forget to log in to the Mozilla VPN first) and click the small clipboard icon near the top-right of the page, after the text that shows your username and server URL. The page will show a \"Header copied to clipboard\" toast notification if successful. Setting suggestion scores By default all uploaded suggestions will have a score property whose value is defined in the remote_settings section of the Merino config. This default can be overridden using --score <number>. The number should be a float between 0 and 1 inclusive. Other useful options --dry-run - Log the output suggestions but don't upload them. The uploader will still authenticate with the server, so --auth must still be given.","breadcrumbs":"Operations » Jobs » Remote Settings CSV Uploader » Running the uploader","id":"156","title":"Running the uploader"},"157":{"body":"The uploader uses merino/jobs/utils/chunked_rs_uploader.py to upload the output suggestions. In short, suggestions will be chunked, and each chunk will have a corresponding remote settings record with an attachment. The record's ID will be generated from the --record-type option, and its type will be set to --record-type exactly. The attachment will contain a JSON array of suggestion objects in the chunk.","breadcrumbs":"Operations » Jobs » Remote Settings CSV Uploader » Structure of the remote settings data","id":"157","title":"Structure of the remote settings data"},"158":{"body":"This directory archives all the Architectural Decision Records (ADRs) for Merino.","breadcrumbs":"Archive » Merino ADRs","id":"158","title":"Merino ADRs"},"159":{"body":"Status: Accepted Deciders: Nan Jiang, Raphael Pierzina & Katrina Anderson Date: 2023-02-21","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » Locust vs k6; Merino-py Performance Test Framework","id":"159","title":"Locust vs k6; Merino-py Performance Test Framework"},"16":{"body":"A note on timers: Statsd timers are measured in milliseconds, and are reported as integers (at least in Cadence). Milliseconds are often not precise enough for the tasks we want to measure in Merino. Instead, we use generic histograms to record microsecond times. Metrics recorded in this way should have -us appended to their name, to mark the units used (since we shouldn't put the proper unit μs in metric names). merino.providers.initialize - A timer to measure the overall initialization duration (in ms) for all providers. merino.providers.initialize.<provider> - A timer to measure the initialization duration (in ms) for the given <provider>. Example : merino.providers.initialize.adm merino.<http_method>.<url_path>.status_codes.<status_code> - A counter to measure the status codes of an HTTP method for the <url_path>. Example : merino.get.api.v1.suggest.status_codes.200 merino.<http_method>.<url_path>.timing - A timer to measure the duration (in ms) of an HTTP method for a URL path. Example : merino.get.api.v1.suggest.timing merino.<provider_module>.query - A timer to measure the query duration (in ms) of a certain suggestion provider. Example : merino.providers.adm.query merino.<provider_module>.query.timeout - A counter to measure the query timeouts of a certain suggestion provider. Example : merino.providers.wikipedia.query.timeout merino.suggestions-per.request - A histogram metric to get the distribution of suggestions per request. merino.suggestions-per.provider.<provider_module> - A histogram metric to get the distribution of suggestions returned per provider (per request). Example : merino.suggestions-per.provider.wikipedia","breadcrumbs":"Data collection » Metrics","id":"16","title":"Metrics"},"160":{"body":"Performance testing for the Rust version of Merino was conducted with the Locust test framework and focused on the detection of HTTP request failures. During the migration of Merino from Rust to Python, performance testing was conducted with k6 and focused on the evaluation of request latency. Going forward a unified performance testing solution is preferred, should the test framework be Locust or k6?","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » Context and Problem Statement","id":"160","title":"Context and Problem Statement"},"161":{"body":"The test framework supports the current load test design, a 10-minute test run with an average load of 1500RPS (see Merino Load Test Plan ) The test framework measures HTTP request failure and client-side latency metrics The test framework is compatible with the Rapid Release Model for Firefox Services initiative, meaning: It can execute through command line It can signal failures given check or threshold criteria It can be integrated into a CD pipeline It can report metrics to Grafana The members of the DISCO and ETE teams are able to contribute to and maintain load tests written with the test framework","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » Decision Drivers","id":"161","title":"Decision Drivers"},"162":{"body":"A. Locust B. k6","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » Considered Options","id":"162","title":"Considered Options"},"163":{"body":"Chosen option: A. Locust Both k6 and Locust are able to execute the current load test design, report required metrics and fulfill the Rapid Release Model for Firefox Services initiative; However, Locust's Python tech stack ultimately makes it the better fit for the Merino-py project. In-line with the team's single repository direction (see PR ), using Locust will: Leverage existing testing, linting and formatting infrastructure Promote dependency sharing and code re-use (models & backends)","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » Decision Outcome","id":"163","title":"Decision Outcome"},"164":{"body":"","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » Pros and Cons of the Options","id":"164","title":"Pros and Cons of the Options"},"165":{"body":"Locust can be viewed as the status quo option, since it is the framework that is currently integrated into the Merino-py repository and is the basis for the CD load test integration currently underway (see DISCO-2113 ). Pros Locust has a mature distributed load generation feature and can easily support a 1500 RPS load Locust has built-in RPS, HTTP request failure and time metrics with customizable URL break-down Locust scripting is in Python Locust supports direct command line usage Locust is used for load testing in other Mozilla projects and is recommended by the ETE team Cons Locust is 100% community driven (no commercial business), which means its contribution level can wane Preliminary research indicates that reporting metrics from Locust to Grafana requires the creation of custom code, a plugin or a third party integration","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » A. Locust","id":"165","title":"A. Locust"},"166":{"body":"For the launch of Merino-py, performance bench-marking was conducted using a k6 load test script (see Merino Explorations ). This script was reused from the Merino rewrite exploration effort and has proven successful in assessing if Merino-py performance achieves the target p95 latency threshold, effecting preventative change (See PR ). k6's effectiveness and popularity amongst team members is an incentive to pause and evaluate if it is a more suitable framework going forward. Pros k6 is an open-source commercially backed framework with a high contribution rate k6 is built by Grafana Labs, inferring easy integration with dashboards k6 has built-in RPS, HTTP request failure and time metrics with customizable URL break-down k6 supports direct command line usage k6 is feature rich, including built-in functions to generate pass/fail results and create custom metrics Cons The k6 development stack is in JavaScript/TypeScript. This means: Modeling and backend layer code would need to be duplicated and maintained Linting, formatting and dependency infrastructure would need to be added and maintained k6 has an immature distributed load generation feature, with documented limitations k6 runs more efficiently than other frameworks, so it may be possible to achieve 1500 RPS without distribution","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » B. k6","id":"166","title":"B. k6"},"167":{"body":"DISCO-2045 - Investigate K6 load testing in Merino-py CD","breadcrumbs":"Archive » Load Test Framework: Locust VS K6 » Links","id":"167","title":"Links"},"168":{"body":"Status: accepted Deciders: Michelle Tran, Lina Butler, Nan Jiang, Wil Stuckey, Drew Willcoxon, Taddes Korris, Tiffany Tran Date: 2023-04-20","breadcrumbs":"Archive » General API Response » Merino Suggest API Response Structure","id":"168","title":"Merino Suggest API Response Structure"},"169":{"body":"As Merino continues to add more suggestions, suggestion providers are going to have to return all sorts of data to the clients that are bespoke to the particular suggestion. For instance, weather suggestion returns a temperature. Currently, we do not have a strategy to manage these bespoke pieces of data which results in them returned at the top level of the suggestion object. However, this will pose a problem when names of fields are shared between providers, but have different semantics (i.e. rating may be a decimal value between 0-1 in one type, and a \"star\" integer rating between 1-5 in another) the API is unclear about what will necessarily exist, and what is optional , which leads to client confusion about the contract So, this ADR is to make a decision on how we want to handle provider specific fields going forward.","breadcrumbs":"Archive » General API Response » Context and Problem Statement","id":"169","title":"Context and Problem Statement"},"17":{"body":"The weather provider records additional metrics. accuweather.upstream.request.<request_type>.get - A counter to measure the number of times an upstream request to Accuweather was made. accuweather.request.location.not_provided - A counter to measure the number of times a query was send without a location being provided, and therefore unable to process a weather request. Sampled at 75%. merino.providers.accuweather.query.cache.fetch - A timer to measure the duration (in ms) of looking up a weather report in the cache. Sampled at 75%. merino.providers.accuweather.query.cache.fetch.miss.locations - A counter to measure the number of times weather location was not in the cache. Sampled at 75%. merino.providers.accuweather.query.cache.fetch.miss.currentconditions - A counter to measure the number of times a current conditions was not in the cache. Sampled at 75%. merino.providers.accuweather.query.cache.fetch.miss.forecasts - A counter to measure the number of times a forecast for a location was not in the cache. Sampled at 75%. merino.providers.accuweather.query.cache.fetch.hit.{locations | currentconditions | forecasts} - A counter to measure the number of times a requested value like a location or forecast is in the cache. We don't count TTL hits explicitly, just misses. Sampled at 75%. merino.providers.accuweather.query.backend.get - A timer to measure the duration (in ms) of a request for a weather report from the backend. This metric isn't recorded for cache hits. Sampled at 75%. merino.providers.accuweather.query.cache.store - A timer to measure the duration (in ms) of saving a weather report from the backend to the cache. This metric isn't recorded for cache hits. Sampled at 75%. merino.providers.accuweather.query.cache.error - A counter to measure the number of times the cache store returned an error when fetching or storing a weather report. This should be 0 in normal operation. In case of an error, the logs will include a WARNING with the full error message.","breadcrumbs":"Data collection » AccuWeather","id":"17","title":"AccuWeather"},"170":{"body":"In rough order of importance: Explicitness of Ownership - i.e. the rating field belongs to the addons provider Compatibility with [JSON] Schema Validation Adherence to the Fx Suggest Design Framework Backwards Compatibility with Current Schema","breadcrumbs":"Archive » General API Response » Decision Drivers","id":"170","title":"Decision Drivers"},"171":{"body":"A. Continue to add to Top Level with Optional Fields B. Custom Details Field for Bespoke Provider Fields B.5 Custom Details Field without the Provider Nesting C. Custom Details Field for a \"Type\" D. Component Driven custom_details","breadcrumbs":"Archive » General API Response » Considered Options","id":"171","title":"Considered Options"},"172":{"body":"Chosen option: B We will also not increase the version number of the API for this ADR. So, going forward, we will encode option B into the response design without changing the existing providers. This means that the following providers will not have their bespoke fields removed from top level: AdM Provider Top Picks Provider Weather Provider Wikipedia Provider WikiFruit Provider However, this does not preclude these providers from duplicating the fields to custom_details in the v1 API.","breadcrumbs":"Archive » General API Response » Decision Outcome","id":"172","title":"Decision Outcome"},"173":{"body":"Clear isolation of fields that belong together (i.e. grouped by provider). Clear ownership of fields through the structure. Simpler validation logic than other options due to less need for conditionals.","breadcrumbs":"Archive » General API Response » Positive Consequences of Option B","id":"173","title":"Positive Consequences of Option B"},"174":{"body":"Potentially some redundancy caused by extra nesting. Might not be as flexible with a provider that returns different fields based on what type of suggestion it is.","breadcrumbs":"Archive » General API Response » Negative Consequences of Option B","id":"174","title":"Negative Consequences of Option B"},"175":{"body":"We do not have to worry about migrating Firefox (and other clients) into the new format. The migration is going to be quite a lot of extra work that adds little benefits (other than consistency of design, it doesn't add more features nor improve any known time sinks with development). Do not have to support 2 versions of the API.","breadcrumbs":"Archive » General API Response » Positive Consequences of not Increasing API Version","id":"175","title":"Positive Consequences of not Increasing API Version"},"176":{"body":"Some inconsistencies with how providers add fields to the response. We will likely want to resolve this as we migrate to v2, but it's a known issue at the moment. Might be missing an opportune time to migrate, as features are currently not out yet which means the flexibility for change is higher.","breadcrumbs":"Archive » General API Response » Negative Consequences of not Increasing API Version","id":"176","title":"Negative Consequences of not Increasing API Version"},"177":{"body":"","breadcrumbs":"Archive » General API Response » Pros and Cons of the Options","id":"177","title":"Pros and Cons of the Options"},"178":{"body":"This is the status quo option. We will continue to append bespoke values to the top level suggestion, and ensure that they're optional. We can continue to use the provider to signal what fields exists and how they should be parsed. For example, we can specify 2 different types of rating, and hence 2 validation strategy for it, based off of which provider is specified. Example: { \"suggestions\": [ { ... \"provider\": \"addons\", \"rating\": \"4.123\", ... }, { ... \"provider\": \"movies\", \"rating\": 0.123, ... }, ... ], ...\n} The partial JSON Schema validation will look something like: { \"type\": \"object\", \"properties\": { \"provider\": { \"type\": \"string\" } }, \"required\": [\"provider\"], \"allOf\": [ { \"if\": { \"properties\": { \"provider\": { \"const\": \"addons\" } } }, \"then\": { \"properties\": { \"rating\": { \"type\": \"string\" } }, \"required\": [ \"rating\" ] } }, { \"if\": { \"properties\": { \"provider\": { \"const\": \"movies\" } } }, \"then\": { \"properties\": { \"rating\": { \"type\": \"number\" } }, \"required\": [ \"rating\" ] } } ]\n} Pros Can specify specific validation per provider. Merino is still kind of immature, so it still might be too early to think about design. Less nesting in the models (resulting in less complexity). Currently, backwards compatible as we don't have to do anything to existing providers, as this follows the existing patterns. Cons Lack of isolation for bespoke fields; ratings is coupled with 2 specific providers, and by just looking at the response, it's not clear that they are related. Not clear what is shared between all suggestions, vs. what is bespoke to specific provider. It is not obvious that the provider field should signal how you should perform validation. In other words, there is a contextual dependency on the JSON structure of suggestion based on provider.","breadcrumbs":"Archive » General API Response » A. Continue to add to Top Level with Optional Fields","id":"178","title":"A. Continue to add to Top Level with Optional Fields"},"179":{"body":"We introduce a custom_details field that uses a provider name as key to an object with the bespoke values to that provider. Example: { \"suggestions\": [ { ... \"provider\": \"addons\", \"custom_details\": { \"addons\": { \"rating\": \"4.7459\" } } }, ... ], ...\n} The specific fields in custom_details will all be optional (i.e. addons will be an optional key) but the shape of what goes in addons can be more strict (i.e. addons require a rating field). A partial schema specification for the above might look like [1] : { \"$schema\": \"https://json-schema.org/draft/2020-12/schema\", \"title\": \"Suggest API Response v1\", \"description\": \"Response for /api/v1/suggest\", \"type\": \"object\", \"properties\": { \"provider\": { \"description\": \"id for the provider type\", \"type\": \"string\" }, \"custom_details\": { \"type\": \"object\", \"properties\": { \"addons\": { \"type\": \"object\", \"description\": \"Custom Addon Fields\", \"properties\": { \"rating\": { \"type\": \"number\" } }, \"required\": [\"rating\"] } } } }, \"required\": [\"provider\"]\n} Can play with JSON schema in https://www.jsonschemavalidator.net/ Pros Can specify specific validation per provider. Clear ownership of rating to addons via structure. Fields outside of custom_details can be fields that are more universal across suggestions. These fields can potentially be correlated directly to the Fx Suggest Design Framework (i.e. context_label, url, title, description, etc.). Having a clear distinction for Fx Suggest Design Framework fields vs. bespoke fields makes this more backwards compatible, as the fields in the Design Framework can render the default suggestion case for clients who haven't upgraded their clients. Cons We'll likely need to migrate existing providers at some point. But in the meantime, some fields will not follow convention to maintain backwards compatibility. Extra nesting inside of custom_details.","breadcrumbs":"Archive » General API Response » B. Custom Details Field for Bespoke Provider Fields","id":"179","title":"B. Custom Details Field for Bespoke Provider Fields"},"18":{"body":"The following additional metrics are recorded when curated recommendations are requested. corpus_api.request.timing - A timer to measure the duration (in ms) of looking up a list of scheduled corpus items. corpus_api.request.status_codes.{res.status_code} - A counter to measure the status codes of an HTTP request to the curated-corpus-api. corpus_api.request.graphql_error - A counter to measure the number of GraphQL errors from the curated-corpus-api. recommendation.engagement.update.timing - A timer to measure the duration (in ms) of updating the engagement data from GCS. recommendation.engagement.size - A gauge to track the size of the engagement blob on GCS. recommendation.engagement.count - A gauge to measure the total number of engagement records. recommendation.engagement.{country}.count - A gauge to measure the number of scheduled corpus items with engagement data per country. recommendation.engagement.{country}.clicks - A gauge to measure the number of clicks per country in our GCS engagement blob. recommendation.engagement.{country}.impressions - A gauge to measure the number of impressions per country in our GCS engagement blob. recommendation.engagement.last_updated - A gauge for the staleness (in seconds) of the engagement data, measured between when the data was updated in GCS and the current time. recommendation.prior.update.timing - A timer to measure the duration (in ms) of updating the prior data from GCS. recommendation.prior.size - A gauge to track the size of the Thompson sampling priors blob on GCS. recommendation.prior.last_updated - A gauge for the staleness (in seconds) of the prior data, measured between when the data was updated in GCS and the current time.","breadcrumbs":"Data collection » Curated Recommendations","id":"18","title":"Curated Recommendations"},"180":{"body":"This is exactly like B, except that we remove the extra nesting. So, in the example above, we can remove the extra addons object to get: { \"suggestions\": [ { ... \"provider\": \"addons\", \"custom_details\": { \"rating\": \"4.7459\" } }, ... ], ...\n} The validation of the contents of custom_details will look more like A. { \"$schema\": \"https://json-schema.org/draft/2020-12/schema\", \"title\": \"Suggest API Response v1\", \"description\": \"Response for /api/v1/suggest\", \"type\": \"object\", \"properties\": { \"provider\": { \"description\": \"id for the provider type\", \"type\": \"string\" } }, \"required\": [ \"provider\" ], \"if\": { \"properties\": { \"provider\": { \"const\": \"addons\" } } }, \"then\": { \"properties\": { \"custom_details\": { \"description\": \"Custom Details Specific for Addons\", \"type\": \"object\", \"properties\": { \"rating\": { \"type\": \"string\" } }, \"required\": [ \"rating\" ] } }, \"required\": [\"custom_details\"] }\n} Pros Can specify specific validation per provider. Fields outside of custom_details can be fields that are more universal across suggestions. These fields can potentially be correlated directly to the Fx Suggest Design Framework (i.e. context_label, url, title, description, etc.). Having a clear distinction for Fx Suggest Design Framework fields vs. bespoke fields makes this more backwards compatible, as the fields in the Design Framework can render the default suggestion case for clients who haven't upgraded their clients. Less nesting in the response than B Cons We'll likely need to migrate existing providers at some point. But in the meantime, some fields will not follow convention to maintain backwards compatibility. The relationship between provider and custom_details is more implicit, than explicit. This has a lot of the same cons as Option A because validation is done similarly.","breadcrumbs":"Archive » General API Response » B.5 Custom Details Field without the Provider Nesting","id":"180","title":"B.5 Custom Details Field without the Provider Nesting"},"181":{"body":"This is similar to option B, except that we want to introduce a new type field to differentiate it from the provider. The custom_details will be keyed by this type, rather than the provider name. These types are kind of analogous to a rendering component , as they will likely be used to specify a specific rendering path in the client. Example: { \"suggestions\": [ { ... \"provider\": \"addons\", \"type\": \"addons_type\", \"custom_details\": { \"addons_type\": { \"rating\": \"4.7459\" } } }, ... ], ...\n} Pros All the pros for B applies here Can decouple the custom_details from provider. This will be helpful for potentially sharing the type with other suggestions produced by different providers. For instance, we may want this to specify different rendering paths in the client (i.e. a \"top picks\" type to be shared between addons and top_picks providers, as there's many shared fields because they're rendered similarly). Cons All the cons for B applies here Potentially over-engineering for type, as it's use is currently hypothetical.","breadcrumbs":"Archive » General API Response » C. Custom Details Field for a \"Type\"","id":"181","title":"C. Custom Details Field for a \"Type\""},"182":{"body":"This solution will model distinct UI components in the custom_details section. For example, if the addons provider have specific UI components to render a ratings component and a highlight_context_label, then we can specify these directly in the custom_details section. This will assume that the client side have these specific rendering types. Example: { \"suggestions\": [ { ... \"provider\": \"addons\", \"custom_details\": { \"ratings\": { \"value\": \"4.7459\", \"unit\": \"stars\" }, \"highlight_context_label\": { \"text\": \"Special Limited Time Offer!\" } } }, ... ], ...\n} Pros Can share custom components with schema validation. Backwards compatible with clients who don't have the necessary components to render. It will just use the default renderer via the Fx Suggest Design Framework Cons We currently don't have a sophisticated Component Design Framework, so this is probably overengineering. This tightly couples the API to the design framework of Desktop Firefox, which makes the fields potentially less relevant to other clients.","breadcrumbs":"Archive » General API Response » D. Component Driven custom_details","id":"182","title":"D. Component Driven custom_details"},"183":{"body":"JSON Schema Specification","breadcrumbs":"Archive » General API Response » Links","id":"183","title":"Links"},"184":{"body":"Status: Accepted Deciders: Nan Jiang & Katrina Anderson Date: 2024-01-24","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Streamline Test Coverage of Third-Party Integrations","id":"184","title":"Streamline Test Coverage of Third-Party Integrations"},"185":{"body":"In 2024, it is anticipated that Merino will expand to be consumed by a greater set of Firefox surfaces and to include more content providers. This will challenge the current feature test strategy, which has shown weakness in detecting incompatibilities with third-party integrations. Examples: Weather Incident with Redis Integration Navigation Suggestions Error with GCP Integration The current test approach uses a combination of unit, integration, and contract feature tests, where third-party integrations such as cloud services, data storage services, and external API integrations are test doubled in the unit and integration tests and emulated with Docker containers in contract tests. While test doubles might be easier to work with, they lack the accuracy of working with real dependencies in terms of matching the production environment and covering all the integration surfaces and concerns in tests. Despite the potential to test with third-party integrations in contract tests, developers have refrained due to their lack of familiarity with Docker and CI tooling, as well as their belief in a poor return on investment for the time and effort required to create and maintain contract tests for experimental features. Given the Merino service context, which has a rapid development pace and a high risk tolerance, is there a way to streamline the test strategy while ensuring robustness against third-party integrations?","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Context and Problem Statement","id":"185","title":"Context and Problem Statement"},"186":{"body":"1. Usability & Skill Transferability Ease-of-use is the key criterion when we assess a tool for testing. The test strategy should prefer tools that require less effort and time to acquire proficiency. It should be easy to learn and work with. Ideally, any skills or knowledge acquired should be applicable across current contexts or for future scenarios. 2. Maturity & Expandability The test strategy and tooling should be able to handle known third-party Merino dependencies in tests with a reasonable belief that it will cover future growth. Known third-party dependencies include: REST APIs, Remote Settings, GCP Cloud Storage, Redis, and Elasticsearch. Future dependencies include: relational DBMS such as PostgreSQL and other GCP cloud services such as Pub/Sub. 3. Cost Efficiency The worker hours and tooling expenditures associated with the implementation and execution of the test strategy should ensure the profitability of Merino.","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Decision Drivers","id":"186","title":"Decision Drivers"},"187":{"body":"A. Yes. Expand the Scope of Integration Tests Using Dependency Docker Containers (Testcontainers) B. Yes. Reduce the Dependency Overhead in Tests Using Development and Stage Environments C. No. Fulfill the Current Test Strategy with Contract Test Coverage (Status quo)","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Considered Options","id":"187","title":"Considered Options"},"188":{"body":"Chosen option: A Overall, we believe that increasing the scope of integration tests to verify third-party integrations with Testcontainers will be the most effective and sustainable way forward. Testcontainers' \"Test dependencies as code\" approach best fulfills the Usability & Skill Transferability and Maturity & Expandability decision drivers and long-term would prove to be the most Cost Efficient option. We expect there to be initial labour costs to integrating Testcontainers, but anticipate that moving more verification responsibility to the integration test layer will be more accessible for developers and will reduce bugs found between Merino and third-party integrations. Testcontainers is a widely adopted container-based test platform that supports a wide range of programming languages including Python and Rust, which are popular at Mozilla and there is indication that Testcontainers would have applicability across services in PXI. Given the success of Rapid Release and other experiments in Merino, it's a good candidate to use in Merino first as a pilot test. Should we find any issues or unsoundness about it, we can always revert the decision in the future.","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Decision Outcome","id":"188","title":"Decision Outcome"},"189":{"body":"","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Pros and Cons of the Options","id":"189","title":"Pros and Cons of the Options"},"19":{"body":"This is an additional contractual document on top of CONTRIBUTING .","breadcrumbs":"Social contract » Merino Developer Guidelines and Social Contract","id":"19","title":"Merino Developer Guidelines and Social Contract"},"190":{"body":"A preference for the unit and integration feature test layers in Merino has emerged over time. These test layers are white-box, which means developers can more easily set up program environments to test either happy paths or edge cases. In addition, tooling for debugging and measuring code coverage is readily available in these layers. Testcontainers can be used to increase the scope of integration tests, covering the backend layer logic and network communication with third-party integrations, the current test strategy's point of weakness. Pros Testcontainers works with any Docker image and has numerous pre-built modules. Almost all the existing dependencies (or their close emulators) of Merino can be run as Docker containers. As a result, we can use real dependencies in Merino's tests as opposed to test doubles Testcontainers allows developers to programmatically manage the lifecycle of containers in the test code. This simplifies its usage for developers, who will not need to run any Docker commands separately for testing Testcontainers, which has recently been acquired by Docker , is fairly mature and supports many popular programming languages. There are also a large number of community maintained clients available for popular services such as PostgreSQL, Redis, Elasticsearch, etc. Testcontainers is lightweight and sandboxed, meaning service resources aren't shared and are cleaned up automatically, promoting test isolation and parallelization Docker-compose is also supported by Testcontainers, facilitating use of multiple dependency containers for more complex test cases Testcontainers supports Python, Rust and Javascript languages and works well with their respective test frameworks PyTest , Cargo-Test and Jest Cons A Docker runtime is required to run all the tests that depend on Testcontainers. Docker is already setup in CI, but developers may need to install a Docker runtime locally Integration tests cannot be run completely offline as Docker images need to be downloaded first Developers will need to understand more about how to configure and work with dependency containers. The development community has many popular services out of the box, but developers would still need to know and do more than what's required when using test doubles It could be challenging to provision test fixtures for the underlying containers. Feeding the fixture data into the containers could be complex Developers need to ensure version consistency across the development, testing, and production environments in the integration test layer For third-party API integrations, if the provider doesn't provide a Docker image for their API, Testcontainers alone will not help us much. It's possible to use fake API container generators, such as Wiremock , but it comes with its own complexities Implementation of Testcontainers would require refactoring of integration tests, including the removal of mocks and fixtures","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » A. Yes. Expand the Scope of Integration Tests Using Dependency Docker Containers (Testcontainers)","id":"190","title":"A. Yes. Expand the Scope of Integration Tests Using Dependency Docker Containers (Testcontainers)"},"191":{"body":"Using Merino's staging environment and third-party development resources in tests has been considered. This would effectively cover the current test strategy's weakness with third-party integrations without the cost and complexity involved with setting up test doubles or dependency containers. However, this approach has a key challenge in how to share the stage environment across all the test consumers (devs & CI) as most of the services do not support multi-tenant usage and would require a significant amount of effort to support resource isolation. Pros Best matches the production environment Doesn't need extra effort to create test doubles or dependencies for testing Cons Tests cannot be run offline since they would require a network connection to interact with development and stage environments This option breaks the Testing Guidelines & Best Practices for Merino, which require tests to be isolated and repeatable. A dependency on shared network resources will almost certainly lead to test flake, reducing the confidence in the test suite Test execution speeds would be negatively impacted, due to the lack of sandboxing, which enables parallel test runs","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » B. Yes. Reduce the Dependency Overhead in Tests Using Development and Stage Environments","id":"191","title":"B. Yes. Reduce the Dependency Overhead in Tests Using Development and Stage Environments"},"192":{"body":"The current test strategy, which relies on the contract tests to verify the interface between Merino and third-party dependencies, has not been fully implemented as designed. The missing coverage explains the current test strategy's weakness. Examples: DISCO-2032: Weather Contract Tests DISCO-2324: Add a merino-py contract test that interacts with a real Redis instance DISCO-2055: Dynamic Wikipedia Contract Tests Pros The most cost-effective solution, at least in the short term, since the test framework and Docker dependencies are set up and integrated into CI The unit and integration feature test layers remain simple by using test doubles Cons The black-box nature of contract tests makes it harder to set up the environmental conditions required to enable testing edge cases Adding dependency containers is complex, often requiring developers to have advanced knowledge of Docker and CI vendors (e.g. CircleCI) There is a high level of redundancy between unit, integration, and contract tests that negatively impacts development pace","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » C. No. Fulfill the Current Test Strategy with Contract Test Coverage (Status quo)","id":"192","title":"C. No. Fulfill the Current Test Strategy with Contract Test Coverage (Status quo)"},"193":{"body":"How to test 3rd party API integrations? We have two options for consideration: Either use generic API mocking frameworks or keep status quo and rely on other means (e.g. observerbility) to capture API breakages. They both have pros and cons and warrant a separate ADR to discuss in detail","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Open Questions","id":"193","title":"Open Questions"},"194":{"body":"DISCO-2704 - Use Testcontainer for Merino","breadcrumbs":"Archive » Adopt Testcontainers for Integration Testing » Links","id":"194","title":"Links"},"2":{"body":"This project drives an important part of Firefox's \"felt experience\". That is, the feeling of using Firefox, hopefully in a delightful way. The word \"felt\" in this phrase refers to feeling, but it can be punned to refer to the textile . Felt is often made of wool, and Merino wool (from Merino sheep) produces exceptionally smooth felt.","breadcrumbs":"Intro » About the Name","id":"2","title":"About the Name"},"20":{"body":"Not only do Merino developers build the service together, they also share the ownership of the service. That ownership is embodied in the following responsibilities: Be responsible for the entire lifecycle of each change landed in the code base: from writing the PR and getting it merged; ensuring it goes through CI/CD and eventually deployed to production; setting up monitoring on metrics and ensuring its healthy status and the overall health of Merino. Be familiar with Merino’s operation. Conduct operational reviews on a regular basis. Identify and track operational issues. Coordinate with the team(s) to close action items and resolve the identified issues. Documentation. Make sure the code meets the documentation requirements (no linting errors). If a change adds/updates the API, logs or metrics, ensure the associated documentation is up to date. We commit to sharing knowledge about Merino across the team, with the long-term goal that each team member is capable of resolving incidents of Merino. Merino developers should familiarize themselves with the Mozilla Incident Response Process and the Merino Runbooks. Each individual should be able to initiate an incident response, serve as the incident handling manager, and drive it to its resolution along with other incident responders. Any issues associated with an incident should be tracked in Jira in a way the team agrees upon. For example, assigned with an ‘incident-action-items’ label. Be aware of the infrastructure costs associated with new functionality. The team should have a good understanding of the cost to run the service including logging, computing, networking, and storage costs. Be mindful of work hours and the time zones of your fellow developers when scheduling meetings, deploying code, pairing on code, or collaborating in other ways. Set your work hours in Google Calendar and configure Slack to receive notifications only during those times. We encourage code deployments when there are fellow developers online to support. If you must deploy off-hours, ensure you have a peer available to approve any potential rollbacks. We are not going to grow individual Merino developers in deployment, operation, documentation, and incident responding for Merino. Rather, we’d like to foster a shared ownership with shared knowledge in every aspect of the day-to-day job for Merino.","breadcrumbs":"Social contract » Foster a Shared Ownership","id":"20","title":"Foster a Shared Ownership"},"21":{"body":"ADRs (Architectural Decision Record) are widely adopted by teams at Mozilla to capture important architecture decisions, including their context and consequences. Developers are encouraged to exercise the ADR process to facilitate the decision making on important subjects of the project. ADRs should be made easy to access and reference and therefore are normally checked into the source control and rendered as part of the project documentation.","breadcrumbs":"Social contract » Use ADRs to Record Architectural Decisions","id":"21","title":"Use ADRs to Record Architectural Decisions"},"22":{"body":"We strive to build highly available and reliable services while also emphasizing rapid iteration and continuous deployment as key aspects of product development. We opt to use SLOs (Service Level Objective) and error budget for risk management. SLOs can be co-determined by the product owner(s) and the service builders & operators. The error budget should be monitored and enforced by the monitoring infrastructure. Once the budget is reached, the service owners should be more reluctant or even reject to accept risky code artifacts until the budget gets reset.","breadcrumbs":"Social contract » Use SLO and Error Budget to Manage Service Risks","id":"22","title":"Use SLO and Error Budget to Manage Service Risks"},"23":{"body":"RRA (Rapid Risk Assessment) is the recommended process for service builders to perform a standardized lightweight risk assessment for the service or the feature of interest. Since Merino is a user-facing consumer service, we shall take extra caution for user security and the related risks. We have agreed with the Security Assurance team that we’d request an RRA (by following the RRA instructions) for every new content integration (e.g. AccuWeather) or content storage (e.g. Elasticsearch) for Merino.","breadcrumbs":"Social contract » Request RRA for New Content Integrations","id":"23","title":"Request RRA for New Content Integrations"},"24":{"body":"We value testing as a mechanism of establishing feedback loops for service development, design, and release. As developers add new changes to the project, thorough and effective testing reduces uncertainty and generates short feedback loops, accelerating development, release, and regression resolution. Testing also helps reduce the potential decrease in reliability from each change. To materialize those merits for Merino, we have designed the Merino Test Strategy and fulfilled it with adequate tests. We anticipate the cross-functional team to adhere to the strategy and evolve it to better support the project over time.","breadcrumbs":"Social contract » Testing for Productivity & Reliability","id":"24","title":"Testing for Productivity & Reliability"},"25":{"body":"We prioritize simple and conventional solutions in all aspects of development, from system design, to API specs, to code. We prefer mature, battle-tested technologies over complex, cutting-edge alternatives. At the same time, we know that Merino can always get better, and we welcome ideas from everyone. If you’ve got a new approach in mind, share it with the team or propose an Architectural Decision Record (ADR).","breadcrumbs":"Social contract » Aim for Simplicity","id":"25","title":"Aim for Simplicity"},"26":{"body":"While we strive to make Merino a highly reliable service, things would still go wrong regardless of how much care we take. Code errors, misconfigurations, operational glitches, to name a few. We opt for a blame-free culture to ease the mental stress when individuals are encouraged to take on more activities & responsibilities, especially before they gain familiarity around the tasks. We believe that learning from mistakes and incorporating the learned experience into processes to avoid repeating the same mistakes is more constructive and useful than putting someone on center stage. With a blame-free culture and proper risk management processes in place, the average cost of failures should be more tolerable within the error budget boundary. Who would be afraid of making mistakes?","breadcrumbs":"Social contract » Blame-free Culture","id":"26","title":"Blame-free Culture"},"27":{"body":"Last but not least. Let’s make Merino a fun project to work with!","breadcrumbs":"Social contract » Have Fun","id":"27","title":"Have Fun"},"28":{"body":"","breadcrumbs":"Working on the Code » Developer documentation for working on Merino","id":"28","title":"Developer documentation for working on Merino"},"29":{"body":"Here are some useful commands when working on Merino.","breadcrumbs":"Working on the Code » tl;dr","id":"29","title":"tl;dr"},"3":{"body":"flowchart TD User[\\fa:fa-user User/] subgraph Firefox [fa:fa-firefox Firefox] online(Online Search and Suggest) offline(Offline Search and Suggest&lt;br/&gt;fetches adMarketplace, static Wikipedia, &lt;br/&gt;and other suggestions.&lt;br/&gt; Offline mode is fallback if Merino times out.) end User --&gt; |Accessing the Firefox URL bar| Firefox subgraph Merino [fa:fa-leaf Merino] srh(fa:fa-gears Suggest Request Handler) subgraph middleware [fa:fa-paperclip Middleware] Geolocation Logging UserAgent Metrics end maxmind[(MaxmindDB)] Geolocation --&gt; maxmind srh -..- middleware subgraph providers [fa:fa-truck Providers] adm(adm) amo(amo) geolocation(geolocation) toppicks(top-picks) weather(weather) wikipedia(wikipedia) end srh --&gt; adm srh --&gt; amo srh --&gt; geolocation srh --&gt; toppicks srh --&gt; weather srh --&gt; wikipedia subgraph backends [fa:fa-server Backends] rsb(remote settings) accuweather(accuweather) elastic(elastic) toppicks_back(top picks) dynamic_amo(dynamic addons) end adm --&gt; rsb amo --&gt; dynamic_amo toppicks --&gt; toppicks_back weather --&gt; accuweather wikipedia --&gt; elastic end subgraph \"Airflow (Merino Jobs)\" wikipedia_sync(Wikipedia Sync) toppicks_sync(Top Picks Sync) addons_sync(Addons Remote Settings Upload) end addons_api(Addons API) dynamic_amo --&gt; addons_api elastico[(Elasticsearch)] elastic --&gt; elastico wikipedia_sync ..- |Syncs Wikipedia entries weekly| elastico accuweather_api(Accuweather API) accuweather ..-&gt; accuweather_api redis[(Redis Cache)] accuweather ..-&gt; |tries to query cache first| redis kinto[(Remote Settings)] rsb --- kinto addons_sync ..- |Add Addons Suggestions to Remote Settings| kinto toppicks_data[(GCS Top Picks Data,&lt;br/&gt;a list of Mozilla curated popular sites and metadata to be &lt;br/&gt;displayed on browser)] toppicks_sync ..-&gt; toppicks_data online --&gt; |/api/v1/suggest| srh offline ..- kinto","breadcrumbs":"Intro » Architecture","id":"3","title":"Architecture"},"30":{"body":"This project uses Poetry for dependency management. See dependencies for how to install Poetry on your machine. Install all the dependencies: $ poetry install Run Merino: $ poetry run uvicorn merino.main:app --reload # Or you can use a shortcut\n$ make run","breadcrumbs":"Working on the Code » Run the main app","id":"30","title":"Run the main app"},"31":{"body":"# List all available make commands with descriptions\n$ make help # Just like `poetry install`\n$ make install # Run linter\n$ make ruff-lint # Run format checker\n$ make ruff-fmt # Run formatter\n$ make ruff-format # Run black\n$ make black # Run bandit\n$ make bandit # Run mypy\n$ make mypy # Run all linting checks\n$ make -k lint # Run all formatters\n$ make format # Run merino-py with the auto code reloading\n$ make dev # Run merino-py without the auto code reloading\n$ make run # Run unit and integration tests and evaluate combined coverage\n$ make test # Evaluate combined unit and integration test coverage\n$ make test-coverage-check # Run unit tests\n$ make unit-tests # List fixtures in use per unit test\n$ make unit-test-fixtures # Run integration tests\n$ make integration-tests # List fixtures in use per integration test\n$ make integration-test-fixtures # Build the docker image for Merino named \"app:build\"\n$ make docker-build # Run contract tests on existing merino-py docker image\n$ make run-contract-tests # Run contract tests, with build step\n$ make contract-tests # Run contract tests cleanup\n$ make contract-tests-clean # Run local execution of (Locust) load tests\n$ make load-tests # Stop and remove containers and networks for load tests\n$ make load-tests-clean # Generate documents\n$ make doc # Preview the generated documents\n$ make doc-preview # Profile Merino with Scalene\n$ make profile # Run the Wikipedia CLI job\n$ make wikipedia-indexer job=$JOB","breadcrumbs":"Working on the Code » General commands","id":"31","title":"General commands"},"32":{"body":"You can generate documentation, both code level and book level, for Merino and all related crates by running ./dev/make-all-docs.sh. You'll need mdbook and mdbook-mermaid , which you can install via: make doc-install-deps If you haven't installed Rust and Cargo, you can reference the official Rust document .","breadcrumbs":"Working on the Code » Documentation","id":"32","title":"Documentation"},"33":{"body":"The default configuration of Merino is development, which has human-oriented pretty-print logging and debugging enabled. For settings that you wish to change in the development configuration, you have two options, listed below. For full details, make sure to check out the documentation for Merino's setting system (operations/configs.md) .","breadcrumbs":"Working on the Code » Local configuration","id":"33","title":"Local configuration"},"34":{"body":"Dynaconf is used for all configuration management in Merino, where values are specified in the merino/configs/ directory in .toml files. Environment variables are set for each environment as well and can be set when using the cli to launch the Merino service. Environment variables take precedence over the values set in the .toml files, so any environment variable set will automatically override defaults. By the same token, any config file that is pointed to will override the merino/configs/default.toml file. If the change you want to make makes the system better for most development tasks, consider adding it to merino/configs/development.toml, so that other developers can take advantage of it. If you do so, you likely want to add validation to those settings which needs to be added in merino/config.py, where the Dynaconf instance exists along with its validators. For examples of the various config settings, look at configs/default.toml and merino/config.py to see an example of the structure. It is not advisable to put secrets in configs/secrets.toml.","breadcrumbs":"Working on the Code » Update the defaults","id":"34","title":"Update the defaults"},"35":{"body":"Dynaconf will use the specified values and environment variables in the merino/configs/default.toml file. You can change the environment you want to use as mentioned above, but for local changes to adapt to your machine or tastes, you can put the configuration in merino/configs/development.local.toml. This file doesn't exist by default, so you will have to create it. Then simply copy from the other config files and make the adjustments that you require. These files should however not be checked into source control and are configured to be ignored, so long as they follow the *.local.toml format. Please follow this convention and take extra care to not check them in and only use them locally. See the Dynaconf Documentation for more details.","breadcrumbs":"Working on the Code » Create a local override","id":"35","title":"Create a local override"},"36":{"body":"This summarizes the mechanisms that block sensitive or questionable content in Merino. Because Merino supports several providers that have a broad range of potential suggestions, often from different sources, we require the ability to remove certain suggestions from being displayed. Blocklists in Merino filter content at two distinct phases: Content that is filtered at the data creation and indexing phase. Provider backends serve suggestions to the client based on matching against searched terms. This ensures that data that could be sensitive is not available to search against since it is not indexed. For instance, the Wikipedia provider filters categories of articles that are tagged with a matching category term in the blocklist. Content that is filtered at application runtime. There are instances where we want to quickly and dynamically add to block lists without re-indexing or running a job. In this case, suggestions are compared to a static list in the code that blocks out these suggestions.","breadcrumbs":"Working on the Code » Content Moderation » Content Moderation and Blocklists","id":"36","title":"Content Moderation and Blocklists"},"37":{"body":"In the Navigational Suggestions provider, a blocklist is used during data creation to block specific domains of websites that we do not want to suggest. The blocklist, domain_blocklist.json , is referenced during data generation of the top_picks.json file, which is ingested by the provider backend. This ensures specific domains are not indexed for suggestions. The blocklist is loaded and an exact string comparison is made between all second-level domains and the second-level domains defined in the blocklist. See nav-suggestions blocklist runbook for more information.","breadcrumbs":"Working on the Code » Content Moderation » Navigational Suggestions / Top Picks","id":"37","title":"Navigational Suggestions / Top Picks"},"38":{"body":"The Wikipedia Provider does both title filtering and category filtering at the data indexing level. Since the indexing jobs run periodically, we also implemented title filtering in the provider to get the blocking out sooner.","breadcrumbs":"Working on the Code » Content Moderation » Wikipedia","id":"38","title":"Wikipedia"},"39":{"body":"The Wikipedia Indexer Job references a remote blocklist which contains sensitive categories. At job runtime, the indexer reads the remote blocklist and creates a set of article categories that are be excluded from indexing. The article categories in the blocklist are chosen based off of analysis and best guesses of what could be considered objectionable content, based off of Mozilla's values and brand image. Any modifications to the file should be done with careful consideration. The indexer also blocks titles that are defined in the WIKIPEDIA_TITLE_BLOCKLIST in the application, which is referenced below. Any title that matches this blocklist is excluded from indexing.","breadcrumbs":"Working on the Code » Content Moderation » Indexer","id":"39","title":"Indexer"},"4":{"body":"This page describes the API endpoints available on Merino. The autogenerated API documentation exists here .","breadcrumbs":"Using the HTTP API » Merino API documentation","id":"4","title":"Merino API documentation"},"40":{"body":"When queried, the Wikipedia provider reads the WIKIPEDIA_TITLE_BLOCKLIST when creating a WikipediaSuggestion and if the query matches a blocked title, the suggestion is not shown to the client. We have this feature because the indexing job is not run daily. Therefore, we desire having an option to rapidly add to this list should we need to block a specific article. See wikipedia blocklist runbook for more information.","breadcrumbs":"Working on the Code » Content Moderation » Provider","id":"40","title":"Provider"},"41":{"body":"","breadcrumbs":"Working on the Code » Dependencies » Development Dependencies","id":"41","title":"Development Dependencies"},"42":{"body":"This project uses Poetry for dependency management. While you can use the vanilla virtualenv to set up the dev environment, we highly recommend to check out pyenv and pyenv-virtualenv , as they work nicely with Poetry. Follow the instructions to install pyenv , pyenv-virtualenv , and poetry . Feel free to browse the pyproject.toml file for a listing of dependencies and their versions. Once Poetry is installed, install all the dependencies: $ poetry install Add packages to project via poetry $ poetry add <package_name> After that you should be to run Merino as follows: $ poetry run uvicorn merino.main:app --reload # Or you can fire up a poetry shell to make it shorter\n$ poetry shell\n$ uvicorn merino.main:app --reload","breadcrumbs":"Working on the Code » Dependencies » Package Dependencies","id":"42","title":"Package Dependencies"},"43":{"body":"Merino uses a Redis-based caching system, and so requires a Redis instance to connect to. To make things simple, Redis (and any future service dependencies) can be started with Docker Compose, using the docker-compose.yaml file in the dev/ directory. Notably, this does not run any Merino components that have source code in this repository. $ cd dev\n$ docker-compose up # Or run services in deamon mode\n$ docker-compose up -d # Stop it\n$ docker-compose down # Shortcuts are also provided\n$ make docker-compose-up\n$ make docker-compose-up-daemon\n$ make docker-compose-down Redis is listening on port 6397 and can be connected via redis://localhost:6397. This Dockerized set up is optional. Feel free to run the dependent services by any other means as well.","breadcrumbs":"Working on the Code » Dependencies » Service Dependencies","id":"43","title":"Service Dependencies"},"44":{"body":"The docker-compose setup also includes some services that can help during development. Redis Commander, http://localhost:8081 - Explore the Redis database started above.","breadcrumbs":"Working on the Code » Dependencies » Dev Helpers","id":"44","title":"Dev Helpers"},"45":{"body":"To get data out of Merino and into observable systems, we use metrics and logging . Each has a unique use case. Note that in general, because of the scale we work at, adding a metric or log event in production is not free, and if we are careless can end up costing quite a bit. Record what is needed, but don't go over board. All data collection that happens in production (logging at INFO, WARN, or ERROR levels; and metrics) should be documented in docs/data.md .","breadcrumbs":"Working on the Code » Logging and Metrics » Logging and Metrics","id":"45","title":"Logging and Metrics"},"46":{"body":"Merino uses MozLog for structured logging. Logs can be recorded through the standard Python logging module. Merino can output logs in various formats, including a JSON format (MozLog) for production. A pretty, human readable format is also provided for development and other use cases.","breadcrumbs":"Working on the Code » Logging and Metrics » Logging","id":"46","title":"Logging"},"47":{"body":"MozLog requires that all messages have a type value. By convention, we use the name of the Python module, where the log record get issued, to populate this field. For example: import logging logger = logging.getLogger(__name__) # The `type` field of the log record will be the same as `__name__`.\nlogger.info(\"A new log message\", data=extra_fields) In general, the log message (\"An empty MultiProvider was created\") and the log type should both tell the reader what has happened. The difference is that the message is for humans and the type is for machines.","breadcrumbs":"Working on the Code » Logging and Metrics » Types","id":"47","title":"Types"},"48":{"body":"Tracing provides five log levels that should be familiar. This is what we mean by them in Merino: CRITICAL - There was a serious error indicating that the program itself may be unable to continue running. ERROR - There was a problem, and the task was not completable. This usually results in a 500 being sent to the user. All error logs encountered in production are reported to Sentry and should be considered a bug. If it isn't a bug, it shouldn't be logged as an error. WARNING - There was a problem, but the task was able to recover. This doesn't usually affect what the user sees. Warnings are suitable for unexpected but \"in-spec\" issues, like a sync job not returning an empty set or using a deprecated function. These are not reported to Sentry. INFO - This is the default level of the production service. Use for logging that something happened that isn't a problem and we care about in production. This is the level that Merino uses for it's one-per-request logs and sync status messages. Be careful adding new per-request logs at this level, as they can be expensive. DEBUG - This is the default level for developers running code locally. Use this to give insight into how the system is working, but keep in mind that this will be on by default, so don't be too noisy. Generally this should summarize what's happening, but not give the small details like a log line for every iteration of a loop. Since this is off in production, there are no cost concerns.","breadcrumbs":"Working on the Code » Logging and Metrics » Levels","id":"48","title":"Levels"},"49":{"body":"Merino metrics are reported as Statsd metrics. Unlike logging, the primary way that metrics reporting can cost a lot is in cardinality . The number of metric IDs we have and the combination of tag values that we supply. Often the number of individual events doesn't matter as much, since multiple events are aggregated together.","breadcrumbs":"Working on the Code » Logging and Metrics » Metrics","id":"49","title":"Metrics"},"5":{"body":"Merino has been enabled by default in Firefox. Though, you will need to enable the data sharing for Firefox Suggest to fully enable the feature. To enable it, type about:config in the URL bar set the Firefox preference browser.urlbar.quicksuggest.dataCollection.enabled to true. By default, Merino will connect to the production environments. This is controlled with the browser.urlbar.merino.endpointURL preference. See below for other options. You can also query any of the endpoint URLs below with something like: curl 'https://stage.merino.nonprod.cloudops.mozgcp.net/api/v1/suggest?q=your+query'","breadcrumbs":"Configuring Firefox and Merino Environments » Configuring Firefox and Merino Environments","id":"5","title":"Configuring Firefox and Merino Environments"},"50":{"body":"Merino leverages middleware for various functionalities such as logging, metrics, parsing for geolocation & user agent, feature flags etc. Middleware is defined in the merino/middleware directory.","breadcrumbs":"Working on the Code » Middlewares » Middlwares","id":"50","title":"Middlwares"},"51":{"body":"We currently don't implement middleware using the middleware facilities provided by FastAPI/Starlette as they've shown significant performance overhead, preventing Merino from achieving the SLOs required by Firefox Suggest. Before those performance issues get resolved in the upstream, we will be implementing middleware for Merino through the ASGI protocol . You can also reference this tutorial to learn more about ASGI. See Starlette's middleware document for more details about how to write pure ASGI middlewares. Specifically, we can reuse Starlette's data structures (Request, Headers, QueryParams etc.) to facilitate the implementation.","breadcrumbs":"Working on the Code » Middlewares » Caveat","id":"51","title":"Caveat"},"52":{"body":"","breadcrumbs":"Working on the Code » Feature Flags » Feature Flags","id":"52","title":"Feature Flags"},"53":{"body":"Do you plan to release code behind a feature flag? Great! 😃 Your feature flag needs to be defined first. If it's already defined, go ahead. Otherwise check the configuration section below before you continue. Use the following line in API endpoint code to gain access to the feature flags object: feature_flags: FeatureFlags = request.scope[ScopeKey.FEATURE_FLAGS] Then check whether a certain feature flag, such as example, is enabled by calling: if feature_flags.is_enabled(\"example\"): print(\"feature flag 'example' is enabled! 🚀\") When you do that, the decision (whether the feature flag is enabled or not) is recorded and stored in a dict on the decisions attribute of the feature flags object.","breadcrumbs":"Working on the Code » Feature Flags » Usage","id":"53","title":"Usage"},"54":{"body":"The feature flags system in Merino consists of three components: Description Location A FastAPI middleware that reads the query parameter sid sent by the client application and sets a session ID for the current request based on that. merino/middleware/featureflags.py A FeatureFlags class which you can use to check if a certain feature flag is enabled. merino/featureflags.py A local directory containing static files that define and configure feature flags for Merino. merino/configs/flags/","breadcrumbs":"Working on the Code » Feature Flags » Implementation","id":"54","title":"Implementation"},"55":{"body":"Currently two bucketing schemes are supported: random and session.","breadcrumbs":"Working on the Code » Feature Flags » Configuration","id":"55","title":"Configuration"},"56":{"body":"Random does what it says on the tin. It generates a random bucketing ID for every flag check.","breadcrumbs":"Working on the Code » Feature Flags » Random","id":"56","title":"Random"},"57":{"body":"Session bucketing uses the session ID of the request as the bucketing key so that feature checks within a given search session would be consistent.","breadcrumbs":"Working on the Code » Feature Flags » Session","id":"57","title":"Session"},"58":{"body":"Each flag defines the following fields: [default.flags.<flag_name>]\nscheme = 'session'\nenabled = 0.5 Field Description scheme This is the bucketing scheme for the flag. Allowed values are 'random' and 'session' enabled This represents the % enabled for the flag and must be a float between 0 and 1","breadcrumbs":"Working on the Code » Feature Flags » Fields","id":"58","title":"Fields"},"59":{"body":"When submitting application metrics, feature flag decisions that were made while processing the current request up to this point are automatically added as tags to the emitted metrics. The format of these tags is: feature_flag.<feature_flag_name> For more information about this see the ClientMeta meta class and the add_feature_flags decorator in merino/metrics.py.","breadcrumbs":"Working on the Code » Feature Flags » Metrics","id":"59","title":"Metrics"},"6":{"body":"","breadcrumbs":"Configuring Firefox and Merino Environments » Environments","id":"6","title":"Environments"},"60":{"body":"Because feature flag decisions are automatically added as tags to emitted metrics, you can use them in your queries in Grafana. 📈 For example, if you want to group by decisions for a feature flag with name hello_world, you can use tag(feature_flag.hello_world) in GROUP BY in Grafana. You can also use [[tag_feature_flag.hello_world]] in the ALIAS for panel legends.","breadcrumbs":"Working on the Code » Feature Flags » Monitoring in Grafana","id":"60","title":"Monitoring in Grafana"},"61":{"body":"This project currently follows a Continuous Deployment process. Whenever a commit is pushed to this repository's main branch, a CircleCI workflow is triggered which performs code checks and runs automated tests. The workflow additionally builds a new Docker image of the service and pushes that Docker image to the Docker Hub registry (this requires all previous jobs to pass). Pushing a new Docker image to the Docker Hub registry triggers a webhook that starts the Jenkins deployment pipeline (the Docker image tag determines the target environment). The deployment pipeline first deploys to the stage environment and subsequently to the production environment . Activity diagram of CircleCI main-workflow After the deployment is complete, accessing the __version__ endpoint will show the commit hash of the deployed version, which will eventually match to the one of the latest commit on the main branch (a node with an older version might still serve the request before it is shut down).","breadcrumbs":"Working on the Code » Release Process » The Release Process","id":"61","title":"The Release Process"},"62":{"body":"The expectation is that the author of the change will: merge pull requests during hours when the majority of contributors are online monitor the [Merino Application & Infrastructure][merino_app_info] dashboard for any anomaly","breadcrumbs":"Working on the Code » Release Process » Release Best Practices","id":"62","title":"Release Best Practices"},"63":{"body":"The commit hash of the deployed code is considered its version identifier. The commit hash can be retrieved locally via git rev-parse HEAD.","breadcrumbs":"Working on the Code » Release Process » Versioning","id":"63","title":"Versioning"},"64":{"body":"Load testing can be performed either locally or during the deployment process. During deployment, load tests are run against the staging environment before Merino-py is promoted to production. Load tests in continuous deployment are controlled by adding a specific label to the commit message being deployed. The format for the label is [load test: (abort|skip|warn)]. Typically, this label is added to the merge commit created when a GitHub pull request is integrated. abort: Stops the deployment if the load test fails. skip: Skips load testing entirely during deployment. warn: Proceeds with the deployment even if the load test fails, but sends a warning notification through Slack. If no label is included in the commit message, the default behavior is to run the load test and issue a warning if it fails. For more detailed information about load testing procedures and conventions, please refer to the Load Test README . Logs from load tests executed in continuous deployment are available in the /data volume of the Locust master kubernetes pod.","breadcrumbs":"Working on the Code » Release Process » Load Testing","id":"64","title":"Load Testing"},"65":{"body":"If your latest release causes problems and needs to be rolled back: don't panic and follow the instructions in the Rollback Runbook .","breadcrumbs":"Working on the Code » Release Process » What to do if production breaks?","id":"65","title":"What to do if production breaks?"},"66":{"body":"Please refer to What to do with Test Failures in CI?","breadcrumbs":"Working on the Code » Release Process » What to do if tests fail during deployment?","id":"66","title":"What to do if tests fail during deployment?"},"67":{"body":"As Merino runs as a single-threaded application using the asyncio-based framework, it would be useful for engineers to get a good understanding about how Merino performs and where it spends time and memory doing what tasks to serve the requests. Local profiling offers us a way to look into those low-level details. We use Scalene as the profiler to conduct the profiling for Merino. It's very easy to use, offers extremely detailed (at the line level) insights with much lower overhead compared to other profilers.","breadcrumbs":"Working on the Code » Profiling » Profiling","id":"67","title":"Profiling"},"68":{"body":"To start the profiling, you can run the following to start Merino with Scalene: $ make profile # or you can run it directly $ python -m scalene merino/main.py Then you can send requests to Merino manually or through using other load testing tools. Once that's done, you can terminate the Merino application. It will automatically collect profiling outputs (CPU & Memory) and open it in your browser.","breadcrumbs":"Working on the Code » Profiling » Usage","id":"68","title":"Usage"},"69":{"body":"Out of the box, Scalene provides a very intuitive web interface to display the profiling outputs. It's organized at the file (module) level. For each file, it shows the CPU time and average memory usage for both the line profile and the function profile of that module. You can also click on specific columns to sort the lines or functions accordingly. For more details of how to read the outputs, you can reference Scalene's documents . Equipped with those insights, you can have a good understanding about the application, identify hotspots, bottlenecks, or other findings that are not easy to uncover by only reading the source code. And then, you can tweak or fix those issues, test or profile it again to verify if the fix is working.","breadcrumbs":"Working on the Code » Profiling » Understand the outputs","id":"69","title":"Understand the outputs"},"7":{"body":"Endpoint URL : https://merino.services.mozilla.com/api/v1/suggest The primary environment for end users. Firefox is configured to use this by default.","breadcrumbs":"Configuring Firefox and Merino Environments » Production","id":"7","title":"Production"},"70":{"body":"","breadcrumbs":"Working on the Code » Testing & Test Strategy » Merino Testing","id":"70","title":"Merino Testing"},"71":{"body":"Merino is tested using a combination of functional and performance tests. Test code resides in the tests directory. Merino's test strategy requires that we do not go below a minimum test coverage percentage for unit and integration tests. All Contract tests must pass and load tests cannot go below a minimum performance threshold. Test documentation resides in the /docs/testing/ directory. The functional test strategy is four-tiered, composed of: unit - documentation integration - documentation contract - documentation load - documentation See documentation and repositories in each given test area for specific details on running and maintaining tests.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Test Strategy","id":"71","title":"Test Strategy"},"72":{"body":"The unit layer is suitable for testing complex behavior at a small scale, with fine-grained control over the inputs. Due to their narrow scope, unit tests are fundamental to thorough test coverage. To execute unit tests, use: make unit-tests Unit tests are written and executed with pytest and are located in the tests/unit directory, using the same organizational structure as the source code of the merino service. Type aliases dedicated for test should be stored in the types.py module. The conftest.py modules contain common utilities in fixtures. For a breakdown of fixtures in use per test, use: make unit-test-fixtures","breadcrumbs":"Working on the Code » Testing & Test Strategy » Unit Tests » Unit Tests","id":"72","title":"Unit Tests"},"73":{"body":"Available fixtures include:","breadcrumbs":"Working on the Code » Testing & Test Strategy » Unit Tests » Fixtures","id":"73","title":"Fixtures"},"74":{"body":"Useful when verifying log messages, this fixture filters log records captured with pytest's caplog by a given logger_name. Usage: def test_with_filter_caplog( caplog: LogCaptureFixture, filter_caplog: FilterCaplogFixture\n) -> None: records: list[LogRecord] = filter_caplog(caplog.records, \"merino.providers.adm\") Note: This fixture is shared with integration tests.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Unit Tests » FilterCaplogFixture","id":"74","title":"FilterCaplogFixture"},"75":{"body":"For use when querying providers, this fixture creates a SuggestionRequest object with a given query Usage: def test_with_suggestion_request(srequest: SuggestionRequestFixture) -> None: request: SuggestionRequest = srequest(\"example\") result: list[BaseSuggestion] = await provider.query(request)","breadcrumbs":"Working on the Code » Testing & Test Strategy » Unit Tests » SuggestionRequestFixture","id":"75","title":"SuggestionRequestFixture"},"76":{"body":"For use when testing middleware, these fixtures initialize or mock the common Scope, Receive and Send object dependencies. Usage: def test_middleware(scope: Scope, receive_mock: Receive, send_mock: Send) -> None: pass","breadcrumbs":"Working on the Code » Testing & Test Strategy » Unit Tests » ScopeFixture, ReceiveMockFixture & SendMockFixture","id":"76","title":"ScopeFixture, ReceiveMockFixture & SendMockFixture"},"77":{"body":"The integration layer of testing allows for verification of interactions between service components, with lower development, maintenance and execution costs compared with higher level tests, such as contract tests. To execute integration tests, make sure you have Docker installed and a docker daemon running. Then use: make integration-tests Integration tests are located in the tests/integration directory. They use pytest and the FastAPI TestClient to send requests to specific merino endpoints and verify responses as well as other outputs, such as logs. Tests are organized according to the API path under test. Type aliases dedicated for test should be stored in the types.py module. Fake providers created for test should be stored in the fake_providers.py module. The conftest.py modules contain common utilities in fixtures. We have also added integration tests that use Docker via the testcontainers library . See fixture example below. For a breakdown of fixtures in use per test, use: make integration-test-fixtures","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » Integration Tests","id":"77","title":"Integration Tests"},"78":{"body":"Available fixtures include:","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » Fixtures","id":"78","title":"Fixtures"},"79":{"body":"Details available in Unit Tests section","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » FilterCaplogFixture","id":"79","title":"FilterCaplogFixture"},"8":{"body":"Endpoint URL : https://stage.merino.nonprod.cloudops.mozgcp.net/api/v1/suggest This environment is used for manual and load testing of the server. It is not guaranteed to be stable or available. It is used as a part of the deploy process to verify new releases before they got to production.","breadcrumbs":"Configuring Firefox and Merino Environments » Stage","id":"8","title":"Stage"},"80":{"body":"This fixture creates an instance of the TestClient to be used in testing API calls. Usage: def test_with_test_client(client: TestClient): response: Response = client.get(\"/api/v1/endpoint\")","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » TestClientFixture","id":"80","title":"TestClientFixture"},"81":{"body":"This fixture creates an instance of the TestClient, that will trigger event handlers (i.e. startup and shutdown) to be used in testing API calls. Usage: def test_with_test_client_with_event(client_with_events: TestClient): response: Response = client_with_events.get(\"/api/v1/endpoint\")","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » TestClientWithEventsFixture","id":"81","title":"TestClientWithEventsFixture"},"82":{"body":"This fixture will extract the extra log data from a captured 'request.summary' LogRecord for verification Usage: def test_with_log_data( caplog: LogCaptureFixture, filter_caplog: FilterCaplogFixture, extract_request_summary_log_data: LogDataFixture\n): records: list[LogRecord] = filter_caplog(caplog.records, \"request.summary\") assert len(records) == 1 record: LogRecord = records[0] log_data: dict[str, Any] = extract_request_summary_log_data(record) assert log_data == expected_log_data","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » RequestSummaryLogDataFixture","id":"82","title":"RequestSummaryLogDataFixture"},"83":{"body":"These fixture will setup and teardown given providers. Usage: If specifying providers for a module: @pytest.fixture(name=\"providers\")\ndef fixture_providers() -> Providers: return {\"test-provider\": TestProvider()} If specifying providers for a test: @pytest.mark.parametrize(\"providers\", [{\"test-provider\": TestProvider()}])\ndef test_with_provider() -> None: pass","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » InjectProvidersFixture & ProvidersFixture","id":"83","title":"InjectProvidersFixture & ProvidersFixture"},"84":{"body":"This fixture sets application provider dependency overrides. Usage: def test_with_setup_providers(setup_providers: SetupProvidersFixture): providers: dict[str, BaseProvider] = {\"test-provider\": TestProvider()} setup_providers(providers)","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » SetupProvidersFixture","id":"84","title":"SetupProvidersFixture"},"85":{"body":"This fixture resets application provider dependency overrides and is often used in teardown fixtures. Usage: @pytest.fixture(autouse=True)\ndef teardown(teardown_providers: TeardownProvidersFixture): yield teardown_providers()","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » TeardownProvidersFixture","id":"85","title":"TeardownProvidersFixture"},"86":{"body":"See tests/integration/jobs/navigational_suggestions/test_domain_metadata_uploader.py for a detailed example. This is a lightweight example on how to set up a docker container for your integration tests. Usage: @pytest.fixture(scope=\"module\")\ndef your_docker_container() -> DockerContainer: os.environ.setdefault(\"STORAGE_EMULATOR_HOST\", \"http://localhost:4443\") container = ( DockerContainer(\"your-docker-image\") .with_command(\"-scheme http\") .with_bind_ports(4443, 4443) ).start() # wait for the container to start and emit logs delay = wait_for_logs(container, \"server started at\") port = container.get_exposed_port(4443) yield container container.stop()","breadcrumbs":"Working on the Code » Testing & Test Strategy » Integration Tests » TestcontainersFixture","id":"86","title":"TestcontainersFixture"},"87":{"body":"This documentation describes the load tests for Merino. This test framework uses IP2Location LITE data available from https://lite.ip2location.com","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Merino Load (Locust) Tests","id":"87","title":"Merino Load (Locust) Tests"},"88":{"body":"The tests in the tests/load directory spawn multiple HTTP clients that consume Merino's API, in order to simulate real-world load on the Merino infrastructure. These tests use the Locust framework and are triggered at the discretion of the Merino Engineering Team.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Overview","id":"88","title":"Overview"},"89":{"body":"Merino Load Test Plan Merino Load Test History Merino Load Test Spreadsheet","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Related Documentation","id":"89","title":"Related Documentation"},"9":{"body":"This page should list all metrics and logs that Merino is expected to emit in production, including what should be done about them, if anything.","breadcrumbs":"Data collection » Data collection","id":"9","title":"Data collection"},"90":{"body":"Note that if you make changes to the load test code, you must stop and remove the Docker containers and networks for changes to reflect. Do this by running make load-tests-clean. Follow the steps bellow to execute the load tests locally:","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Local Execution","id":"90","title":"Local Execution"},"91":{"body":"1. Configure Environment Variables The following environment variables as well as Locust environment variables can be set in tests\\load\\docker-compose.yml. Make sure any required API key is added but then not checked into source control. WARNING : if the WIKIPEDIA__ES_API_KEY is missing, the load tests will not execute. Environment Variable Node(s) Description LOAD_TESTS__LOGGING_LEVEL master & worker Level for the logger in the load tests as an int (10 for DEBUG, 20 for INFO etc.) MERINO_REMOTE_SETTINGS__SERVER master & worker Server URL of the Kinto instance containing suggestions MERINO_REMOTE_SETTINGS__BUCKET master & worker Kinto bucket with the suggestions MERINO_REMOTE_SETTINGS__COLLECTION master & worker Kinto collection with the suggestions MERINO_PROVIDERS__TOP_PICKS__TOP_PICKS_FILE_PATH master & worker The minimum character limit set for long domain suggestion indexing MERINO_PROVIDERS__TOP_PICKS__QUERY_CHAR_LIMIT master & worker The minimum character limit set for short domain suggestion indexing MERINO_PROVIDERS__TOP_PICKS__FIREFOX_CHAR_LIMIT master & worker File path to the json file of domains MERINO_PROVIDERS__WIKIPEDIA__ES_API_KEY master & worker The base64 key used to authenticate on the Elasticsearch cluster specified by es_cloud_id MERINO_PROVIDERS__WIKIPEDIA__ES_URL master & worker The Cloud ID of the Elasticsearch cluster MERINO_PROVIDERS__WIKIPEDIA__ES_INDEX master & worker The index identifier of Wikipedia in Elasticsearch 2. Host Locust via Docker Execute the following from the repository root: make load-tests 3. (Optional) Host Merino Locally Use one of the following commands to host Merino locally. Execute the following from the repository root: Option 1: Use the local development instance make dev Option 2: Use the profiler instance make profile Option 3: Use the Docker instance make docker-build && docker run -p 8000:8000 app:build","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Setup Environment","id":"91","title":"Setup Environment"},"92":{"body":"1. Start Load Test In a browser navigate to http://localhost:8089/ Set up the load test parameters: Option 1: Select the MerinoSmokeLoadTestShape or MerinoAverageLoadTestShape These options have pre-defined settings Option 2: Select the Default load test shape with the following recommended settings: Number of users: 25 Spawn rate: 1 Host: 'https://stagepy.merino.nonprod.cloudops.mozgcp.net' Set host to 'http://host.docker.internal:8000' to test against a local instance of Merino Duration (Optional): 10m Select \"Start Swarming\" 2. Stop Load Test Select the 'Stop' button in the top right hand corner of the Locust UI, after the desired test duration has elapsed. If the 'Run time' is set in step 1, the load test will stop automatically. 3. Analyse Results See Distributed GCP Execution (Manual Trigger) - Analyse Results Only client-side measures, provided by Locust, are available when executing against a local instance of Merino.","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Run Test Session","id":"92","title":"Run Test Session"},"93":{"body":"1. Remove Load Test Docker Containers Execute the following from the repository root: make load-tests-clean","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Clean-up Environment","id":"93","title":"Clean-up Environment"},"94":{"body":"Follow the steps bellow to execute the distributed load tests on GCP with a manual trigger:","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Distributed GCP Execution - Manual Trigger","id":"94","title":"Distributed GCP Execution - Manual Trigger"},"95":{"body":"1. Start a GCP Cloud Shell The load tests can be executed from the contextual-services-test-eng cloud shell . 2. Configure the Bash Script The setup_k8s.sh file, located in the tests\\load directory, contains shell commands to create a GKE cluster, setup an existing GKE cluster or delete a GKE cluster Modify the script to include the MERINO_PROVIDERS__WIKIPEDIA__ES_API_KEY environment variables Execute the following from the root directory, to make the file executable: chmod +x tests/load/setup_k8s.sh 3. Create the GCP Cluster Execute the setup_k8s.sh file and select the create option, in order to initiate the process of creating a cluster, setting up the env variables and building the docker image. Choose smoke or average depending on the type of load test required. ./tests/load/setup_k8s.sh create [smoke|average] Smoke - The smoke load test verifies the system's performance under minimal load. The test is run for a short period, possibly in CD, to ensure the system is working correctly. Average - The average load test measures the system's performance under standard operational conditions. The test is meant to reflect an ordinary day in production. The cluster creation process will take some time. It is considered complete, once an external IP is assigned to the locust_master node. Monitor the assignment via a watch loop: kubectl get svc locust-master --watch The number of workers is defaulted to 5, but can be modified with the kubectl scale command. Example (10 workers): kubectl scale deployment/locust-worker --replicas=10 To apply new changes to an existing GCP Cluster, execute the setup_k8s.sh file and select the setup option. This option will consider the local commit history, creating new containers and deploying them (see Artifact Registry )","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Setup Environment","id":"95","title":"Setup Environment"},"96":{"body":"1. Start Load Test In a browser navigate to http://$EXTERNAL_IP:8089 This url can be generated via command EXTERNAL_IP=$(kubectl get svc locust-master -o jsonpath=\"{.status.loadBalancer.ingress[0].ip}\")\necho http://$EXTERNAL_IP:8089 Select the MerinoSmokeLoadTestShape, this option has pre-defined settings and will last 5 minutes Select \"Start Swarming\" 2. Stop Load Test Select the 'Stop' button in the top right hand corner of the Locust UI, after the desired test duration has elapsed. If the 'Run time' is set in step 1, the load test will stop automatically. 3. Analyse Results RPS The request-per-second load target for Merino is 1500 Locust reports client-side RPS via the \"merino_stats.csv\" file and the UI (under the \"Statistics\" tab or the \"Charts\" tab) Grafana reports the server-side RPS via the \"HTTP requests per second per country\" chart HTTP Request Failures The number of responses with errors (5xx response codes) should be 0 Locust reports Failures via the \"merino_failures.csv\" file and the UI (under the \"Failures\" tab or the \"Charts\" tab) Grafana reports Failures via the \"HTTP Response codes\" chart and the \"HTTP 5xx error rate\" chart Exceptions The number of exceptions raised by the test framework should be 0 Locust reports Exceptions via the \"merino_exceptions.csv\" file and the UI (under the \"Exceptions\" tab) Latency The HTTP client-side response time (aka request duration) for 95 percent of users is required to be 200ms or less (p95 <= 200ms), excluding weather requests Locust reports client-side latency via the \"merino_stats.csv\" file and the UI (under the \"Statistics\" tab or the \"Charts\" tab) Warning! A Locust worker with too many users will bottleneck RPS and inflate client-side latency measures. Locust reports worker CPU and memory usage metrics via the UI (under the \"Workers\" tab) Grafana reports server-side latency via the \"p95 latency\" chart Resource Consumption To conserve costs, resource allocation must be kept to a minimum. It is expected that container, CPU and memory usage should trend consistently between load test runs. Grafana reports metrics on resources via the \"Container Count\", \"CPU usage time sum\" and \"Memory usage sum\" charts 4. Report Results Results should be recorded in the Merino Load Test Spreadsheet Optionally, the Locust reports can be saved and linked in the spreadsheet: Download the results via the Locust UI or via command: kubectl cp <master-pod-name>:/home/locust/merino_stats.csv merino_stats.csv\nkubectl cp <master-pod-name>:/home/locust/merino_exceptions.csv merino_exceptions.csv\nkubectl cp <master-pod-name>:/home/locust/merino_failures.csv merino_failures.csv The master-pod-name can be found at the top of the pod list: kubectl get pods -o wide Upload the files to the ConServ drive and record the links in the spreadsheet","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Run Test Session","id":"96","title":"Run Test Session"},"97":{"body":"1. Delete the GCP Cluster Execute the setup_k8s.sh file and select the delete option ./tests/load/setup_k8s.sh","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Clean-up Environment","id":"97","title":"Clean-up Environment"},"98":{"body":"The load tests are triggered in CI via Jenkins , which has a command overriding the load test Dockerfile entrypoint. Follow the steps below to execute the distributed load tests on GCP with a CI trigger:","breadcrumbs":"Working on the Code » Testing & Test Strategy » Load Tests » Distributed GCP Execution - CI Trigger","id":"98","title":"Distributed GCP Execution - CI Trigger"},"99":{"body":"1. Execute Load Test To modify the load testing behavior, you must include a label in your Git commit. This must be the merge commit on the main branch, since only the most recent commit is checked for the label. The label format is: [load test: (abort|skip|warn)]. Take careful note of correct syntax and spacing within the label. There are three options for load tests: abort, skip, and warn: The abort label will prevent a prod deployment if the load test fails Ex. feat: Add feature ABC [load test: abort]. The skip label will bypass load testing entirely during deployment Ex. feat: Add feature LMN [load test: skip]. The warn label will output a Slack warning if the load test fails but still allow for the production deployment Ex. feat: Add feature XYZ [load test: warn]. If no label is included in the commit message, the load test will be executed with the warn action. The commit tag signals load test instructions to Jenkins by modifying the Docker image tag. The Jenkins deployment workflow first deploys to stage and then runs load tests if requested. The Docker image tag passed to Jenkins appears as follows: ^(?P<environment>stage|prod)(?:-(?P<task>\\w+)-(?P<action>abort|skip|warn))?-(?P<commit>[a-z0-9]+)$ 2. Analyse Results See Distributed GCP Execution (Manual Trigger) - Analyse Results 3. Report Results Optionally, results can be recorded in the Merino Load Test Spreadsheet . It is recommended to do so if unusual behavior is observed during load test execution or if the load tests fail. The Locust reports can be saved and linked in the spreadsheet. The results are persisted in the /data directory of the locust-master-0 pod in the locust-master k8s cluster in the GCP project of merino-nonprod. To access the Locust logs: Open a cloud shell in the Merino stage environment Authenticate by executing the following command: gcloud container clusters get-credentials merino-nonprod-v1 \\ --region us-west1 --project moz-fx-merino-nonprod-ee93 Identify the log files needed in the Kubernetes pod by executing the following command, which lists the log files along with file creation timestamp when the test was performed. 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+++ b/testing/load-tests.html
@@ -387,31 +387,38 @@ <h4 id="1-delete-the-gcp-cluster"><a class="header" href="#1-delete-the-gcp-clus
 <h2 id="distributed-gcp-execution---ci-trigger"><a class="header" href="#distributed-gcp-execution---ci-trigger">Distributed GCP Execution - CI Trigger</a></h2>
 <p>The load tests are triggered in CI via <a href="https://github.com/mozilla-services/cloudops-infra/blob/master/projects/merino/Jenkinsfile-stage-py">Jenkins</a>, which has a command overriding
 the load test Dockerfile entrypoint.</p>
-<p>Follow the steps bellow to execute the distributed load tests on GCP with a CI trigger:</p>
+<p>Follow the steps below to execute the distributed load tests on GCP with a CI trigger:</p>
 <h3 id="run-test-session-2"><a class="header" href="#run-test-session-2">Run Test Session</a></h3>
 <h4 id="1-execute-load-test"><a class="header" href="#1-execute-load-test">1. Execute Load Test</a></h4>
-<p>To automatically kick off load testing in staging along with your pull request commit, you have to
-include a label in your git commit. This must be the merge commit on the <code>main</code> branch, since only
-the most recent commit is checked for the label. This label is in the form of:
-<code>[load test: (abort|warn)]</code>. Take careful note of correct syntax and spacing within the label. There
-are two options for load tests, being <code>abort</code> and <code>warn</code>.</p>
-<p>The <code>abort</code> label will prevent a <code>prod</code> deployment should the load test fail.
-Ex. <code>feat: Add feature ABC [load test: abort]</code>.</p>
-<p>The <code>warn</code> label will output a Slack warning should the load test fail, but still allow for <code>prod</code>
-deployment.
-Ex. <code>feat: Add feature XYZ [load test: warn]</code>.</p>
+<p>To modify the load testing behavior, you must include a label in your Git commit. This must be the
+merge commit on the main branch, since only the most recent commit is checked for the label. The
+label format is: <code>[load test: (abort|skip|warn)]</code>. Take careful note of correct syntax and spacing
+within the label. There are three options for load tests: <code>abort</code>, <code>skip</code>, and <code>warn</code>:</p>
+<ul>
+<li>The <code>abort</code> label will prevent a prod deployment if the load test fails<br />
+Ex. <code>feat: Add feature ABC [load test: abort].</code></li>
+<li>The <code>skip</code> label will bypass load testing entirely during deployment<br />
+Ex. <code>feat: Add feature LMN [load test: skip].</code></li>
+<li>The <code>warn</code> label will output a Slack warning if the load test fails but still allow for the
+production deployment<br />
+Ex. <code>feat: Add feature XYZ [load test: warn].</code></li>
+</ul>
+<p>If no label is included in the commit message, the load test will be executed with the <code>warn</code>
+action.</p>
 <p>The commit tag signals load test instructions to Jenkins by modifying the Docker image tag. The
 Jenkins deployment workflow first deploys to <code>stage</code> and then runs load tests if requested. The
 Docker image tag passed to Jenkins appears as follows:
-<code>^(?P&lt;environment&gt;stage|prod)(?:-(?P&lt;task&gt;\w+)-(?P&lt;onfailure&gt;warn|abort))?-(?P&lt;commit&gt;[a-z0-9]+)$</code>.</p>
+<code>^(?P&lt;environment&gt;stage|prod)(?:-(?P&lt;task&gt;\w+)-(?P&lt;action&gt;abort|skip|warn))?-(?P&lt;commit&gt;[a-z0-9]+)$</code></p>
 <h4 id="2-analyse-results"><a class="header" href="#2-analyse-results">2. Analyse Results</a></h4>
 <p>See <a href="#3-analyse-results-1">Distributed GCP Execution (Manual Trigger) - Analyse Results</a></p>
 <h4 id="3-report-results"><a class="header" href="#3-report-results">3. Report Results</a></h4>
 <ul>
-<li>Results should be recorded in the <a href="https://docs.google.com/spreadsheets/d/1SAO3QYIrbxDRxzmYIab-ebZXA1dF06W1lT4I1h2R3a8/edit?usp=sharing">Merino Load Test Spreadsheet</a></li>
-<li>Optionally, the Locust reports can be saved and linked in the spreadsheet. The results are
-persisted in the <code>/data</code> directory of the <code>locust-master-0</code> pod in the <code>locust-master</code> k8s cluster
-in the GCP project of <code>merino-nonprod</code>. To access the Locust logs:
+<li>Optionally, results can be recorded in the <a href="https://docs.google.com/spreadsheets/d/1SAO3QYIrbxDRxzmYIab-ebZXA1dF06W1lT4I1h2R3a8/edit?usp=sharing">Merino Load Test Spreadsheet</a>. It
+is recommended to do so if unusual behavior is observed during load test execution or if the load
+tests fail.</li>
+<li>The Locust reports can be saved and linked in the spreadsheet. The results are persisted in the
+<code>/data</code> directory of the <code>locust-master-0</code> pod in the <code>locust-master</code> k8s cluster in the GCP
+project of <code>merino-nonprod</code>. To access the Locust logs:
 <ul>
 <li>Open a cloud shell in the <a href="https://console.cloud.google.com/kubernetes/list/overview?project=moz-fx-merino-nonprod-ee93">Merino stage environment</a></li>
 <li>Authenticate by executing the following command: