TFMA 0.22.1

PiperOrigin-RevId: 311629711
tensorflow · May 14, 2020 · d188283 · d188283
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diff --git a/README.md b/README.md
@@ -89,32 +89,33 @@ The following table is the TFMA package versions that are compatible with each
 other. This is determined by our testing framework, but other *untested*
 combinations may also work.
 
-|tensorflow-model-analysis                                                           |tensorflow    |apache-beam[gcp]|
-|------------------------------------------------------------------------------------|--------------|----------------|
-|[GitHub master](https://github.com/tensorflow/model-analysis/blob/master/RELEASE.md)|nightly (1.x/2.x) |2.20.0          |
-|[0.22.0](https://github.com/tensorflow/model-analysis/blob/v0.22.0/RELEASE.md)      |1.15 / 2.2    |2.20.0          |
-|[0.21.6](https://github.com/tensorflow/model-analysis/blob/v0.21.6/RELEASE.md)      |1.15 / 2.1    |2.19.0          |
-|[0.21.5](https://github.com/tensorflow/model-analysis/blob/v0.21.5/RELEASE.md)      |1.15 / 2.1    |2.19.0          |
-|[0.21.4](https://github.com/tensorflow/model-analysis/blob/v0.21.4/RELEASE.md)      |1.15 / 2.1    |2.19.0          |
-|[0.21.3](https://github.com/tensorflow/model-analysis/blob/v0.21.3/RELEASE.md)      |1.15 / 2.1    |2.17.0          |
-|[0.21.2](https://github.com/tensorflow/model-analysis/blob/v0.21.2/RELEASE.md)      |1.15 / 2.1    |2.17.0          |
-|[0.21.1](https://github.com/tensorflow/model-analysis/blob/v0.21.1/RELEASE.md)      |1.15 / 2.1    |2.17.0          |
-|[0.21.0](https://github.com/tensorflow/model-analysis/blob/v0.21.0/RELEASE.md)      |1.15 / 2.1    |2.17.0          |
-|[0.15.4](https://github.com/tensorflow/model-analysis/blob/v0.15.4/RELEASE.md)      |1.15 / 2.0    |2.16.0          |
-|[0.15.3](https://github.com/tensorflow/model-analysis/blob/v0.15.3/RELEASE.md)      |1.15 / 2.0    |2.16.0          |
-|[0.15.2](https://github.com/tensorflow/model-analysis/blob/v0.15.2/RELEASE.md)      |1.15 / 2.0    |2.16.0          |
-|[0.15.1](https://github.com/tensorflow/model-analysis/blob/v0.15.1/RELEASE.md)      |1.15 / 2.0    |2.16.0          |
-|[0.15.0](https://github.com/tensorflow/model-analysis/blob/v0.15.0/RELEASE.md)      |1.15          |2.16.0          |
-|[0.14.0](https://github.com/tensorflow/model-analysis/blob/v0.14.0/RELEASE.md)      |1.14          |2.14.0          |
-|[0.13.1](https://github.com/tensorflow/model-analysis/blob/v0.13.1/RELEASE.md)      |1.13          |2.11.0          |
-|[0.13.0](https://github.com/tensorflow/model-analysis/blob/v0.13.0/RELEASE.md)      |1.13          |2.11.0          |
-|[0.12.1](https://github.com/tensorflow/model-analysis/blob/v0.12.1/RELEASE.md)      |1.12          |2.10.0          |
-|[0.12.0](https://github.com/tensorflow/model-analysis/blob/v0.12.0/RELEASE.md)      |1.12          |2.10.0          |
-|[0.11.0](https://github.com/tensorflow/model-analysis/blob/v0.11.0/RELEASE.md)      |1.11          |2.8.0           |
-|[0.9.2](https://github.com/tensorflow/model-analysis/blob/v0.9.2/RELEASE.md)        |1.9           |2.6.0           |
-|[0.9.1](https://github.com/tensorflow/model-analysis/blob/v0.9.1/RELEASE.md)        |1.10          |2.6.0           |
-|[0.9.0](https://github.com/tensorflow/model-analysis/blob/v0.9.0/RELEASE.md)        |1.9           |2.5.0           |
-|[0.6.0](https://github.com/tensorflow/model-analysis/blob/v0.6.0/RELEASE.md)        |1.6           |2.4.0           |
+|tensorflow-model-analysis                                                            |tensorflow    |apache-beam[gcp]|
+|------------------------------------------------------------------------------------ |--------------|----------------|
+|[GitHub master](https://github.com/tensorflow/model-analysis/blob/master/RELEASE.md) | nightly (1.x/2.x) | 2.20.0    |
+|[0.22.1](https://github.com/tensorflow/model-analysis/blob/v0.22.1/RELEASE.md)       | 1.15 / 2.2    | 2.20.0        |
+|[0.22.0](https://github.com/tensorflow/model-analysis/blob/v0.22.0/RELEASE.md)       | 1.15 / 2.2    | 2.20.0        |
+|[0.21.6](https://github.com/tensorflow/model-analysis/blob/v0.21.6/RELEASE.md)       | 1.15 / 2.1    | 2.19.0        |
+|[0.21.5](https://github.com/tensorflow/model-analysis/blob/v0.21.5/RELEASE.md)       | 1.15 / 2.1    | 2.19.0        |
+|[0.21.4](https://github.com/tensorflow/model-analysis/blob/v0.21.4/RELEASE.md)       | 1.15 / 2.1    | 2.19.0        |
+|[0.21.3](https://github.com/tensorflow/model-analysis/blob/v0.21.3/RELEASE.md)       | 1.15 / 2.1    | 2.17.0        |
+|[0.21.2](https://github.com/tensorflow/model-analysis/blob/v0.21.2/RELEASE.md)       | 1.15 / 2.1    | 2.17.0        |
+|[0.21.1](https://github.com/tensorflow/model-analysis/blob/v0.21.1/RELEASE.md)       | 1.15 / 2.1    | 2.17.0        |
+|[0.21.0](https://github.com/tensorflow/model-analysis/blob/v0.21.0/RELEASE.md)       | 1.15 / 2.1    | 2.17.0        |
+|[0.15.4](https://github.com/tensorflow/model-analysis/blob/v0.15.4/RELEASE.md)       | 1.15 / 2.0    | 2.16.0        |
+|[0.15.3](https://github.com/tensorflow/model-analysis/blob/v0.15.3/RELEASE.md)       | 1.15 / 2.0    | 2.16.0        |
+|[0.15.2](https://github.com/tensorflow/model-analysis/blob/v0.15.2/RELEASE.md)       | 1.15 / 2.0    | 2.16.0        |
+|[0.15.1](https://github.com/tensorflow/model-analysis/blob/v0.15.1/RELEASE.md)       | 1.15 / 2.0    | 2.16.0        |
+|[0.15.0](https://github.com/tensorflow/model-analysis/blob/v0.15.0/RELEASE.md)       | 1.15          | 2.16.0        |
+|[0.14.0](https://github.com/tensorflow/model-analysis/blob/v0.14.0/RELEASE.md)       | 1.14          | 2.14.0        |
+|[0.13.1](https://github.com/tensorflow/model-analysis/blob/v0.13.1/RELEASE.md)       | 1.13          | 2.11.0        |
+|[0.13.0](https://github.com/tensorflow/model-analysis/blob/v0.13.0/RELEASE.md)       | 1.13          | 2.11.0        |
+|[0.12.1](https://github.com/tensorflow/model-analysis/blob/v0.12.1/RELEASE.md)       | 1.12          | 2.10.0        |
+|[0.12.0](https://github.com/tensorflow/model-analysis/blob/v0.12.0/RELEASE.md)       | 1.12          | 2.10.0        |
+|[0.11.0](https://github.com/tensorflow/model-analysis/blob/v0.11.0/RELEASE.md)       | 1.11          | 2.8.0         |
+|[0.9.2](https://github.com/tensorflow/model-analysis/blob/v0.9.2/RELEASE.md)         | 1.9           | 2.6.0         |
+|[0.9.1](https://github.com/tensorflow/model-analysis/blob/v0.9.1/RELEASE.md)         | 1.10          | 2.6.0         |
+|[0.9.0](https://github.com/tensorflow/model-analysis/blob/v0.9.0/RELEASE.md)         | 1.9           | 2.5.0         |
+|[0.6.0](https://github.com/tensorflow/model-analysis/blob/v0.6.0/RELEASE.md)         | 1.6           | 2.4.0         |
 
 ## Questions
 

diff --git a/RELEASE.md b/RELEASE.md
@@ -1,3 +1,17 @@
+# <!-- mdlint off(HEADERS_TOO_MANY_H1) -->
+
+# Version 0.22.1
+
+## Major Features and Improvements
+
+## Bug fixes and other changes
+
+*   Depends on `pyarrow>=0.16,<0.17`.
+
+## Breaking changes
+
+## Deprecations
+
 # Version 0.22.0
 
 ## Major Features and Improvements
@@ -686,4 +700,4 @@
 
 # Release 0.6.0
 
-*   Initial release of TensorFlow Model Analysis.
+*   Initial release of TensorFlow Model Analysis. <!-- mdlint on -->
diff --git a/g3doc/install.md b/g3doc/install.md
@@ -58,32 +58,33 @@ The following table is the TFMA package versions that are compatible with each
 other. This is determined by our testing framework, but other *untested*
 combinations may also work.
 
-tensorflow-model-analysis                                                            | tensorflow    | apache-beam[gcp]
------------------------------------------------------------------------------------- | ------------- | ----------------
-[GitHub master](https://github.com/tensorflow/model-analysis/blob/master/RELEASE.md) | nightly (2.x) | 2.20.0
-[0.22.0](https://github.com/tensorflow/model-analysis/blob/v0.22.0/RELEASE.md)       | 1.15 / 2.2    | 2.20.0
-[0.21.6](https://github.com/tensorflow/model-analysis/blob/v0.21.6/RELEASE.md)       | 1.15 / 2.1    | 2.19.0
-[0.21.5](https://github.com/tensorflow/model-analysis/blob/v0.21.5/RELEASE.md)       | 1.15 / 2.1    | 2.19.0
-[0.21.4](https://github.com/tensorflow/model-analysis/blob/v0.21.4/RELEASE.md)       | 1.15 / 2.1    | 2.17.0
-[0.21.3](https://github.com/tensorflow/model-analysis/blob/v0.21.3/RELEASE.md)       | 1.15 / 2.1    | 2.17.0
-[0.21.2](https://github.com/tensorflow/model-analysis/blob/v0.21.2/RELEASE.md)       | 1.15 / 2.1    | 2.17.0
-[0.21.1](https://github.com/tensorflow/model-analysis/blob/v0.21.1/RELEASE.md)       | 1.15 / 2.1    | 2.17.0
-[0.21.0](https://github.com/tensorflow/model-analysis/blob/v0.21.0/RELEASE.md)       | 1.15 / 2.1    | 2.17.0
-[0.15.4](https://github.com/tensorflow/model-analysis/blob/v0.15.4/RELEASE.md)       | 1.15 / 2.0    | 2.16.0
-[0.15.3](https://github.com/tensorflow/model-analysis/blob/v0.15.3/RELEASE.md)       | 1.15 / 2.0    | 2.16.0
-[0.15.2](https://github.com/tensorflow/model-analysis/blob/v0.15.2/RELEASE.md)       | 1.15 / 2.0    | 2.16.0
-[0.15.1](https://github.com/tensorflow/model-analysis/blob/v0.15.1/RELEASE.md)       | 1.15 / 2.0    | 2.16.0
-[0.15.0](https://github.com/tensorflow/model-analysis/blob/v0.15.0/RELEASE.md)       | 1.15          | 2.16.0
-[0.14.0](https://github.com/tensorflow/model-analysis/blob/v0.14.0/RELEASE.md)       | 1.14          | 2.14.0
-[0.13.1](https://github.com/tensorflow/model-analysis/blob/v0.13.1/RELEASE.md)       | 1.13          | 2.11.0
-[0.13.0](https://github.com/tensorflow/model-analysis/blob/v0.13.0/RELEASE.md)       | 1.13          | 2.11.0
-0.12.1                                                                               | 1.12          | 2.10.0
-0.12.0                                                                               | 1.12          | 2.10.0
-[0.11.0](https://github.com/tensorflow/model-analysis/blob/v0.11.0/RELEASE.md)       | 1.11          | 2.8.0
-[0.9.2](https://github.com/tensorflow/model-analysis/blob/v0.9.2/RELEASE.md)         | 1.9           | 2.6.0
-[0.9.1](https://github.com/tensorflow/model-analysis/blob/v0.9.1/RELEASE.md)         | 1.10          | 2.6.0
-[0.9.0](https://github.com/tensorflow/model-analysis/blob/v0.9.0/RELEASE.md)         | 1.9           | 2.5.0
-[0.6.0](https://github.com/tensorflow/model-analysis/blob/v0.6.0/RELEASE.md)         | 1.6           | 2.4.0
+tensorflow-model-analysis                                                            | tensorflow        | apache-beam[gcp]
+------------------------------------------------------------------------------------ | ----------------- | ----------------
+[GitHub master](https://github.com/tensorflow/model-analysis/blob/master/RELEASE.md) | nightly (1.x/2.x) | 2.20.0
+[0.22.1](https://github.com/tensorflow/model-analysis/blob/v0.22.0/RELEASE.md)       | 1.15 / 2.2        | 2.20.0
+[0.22.0](https://github.com/tensorflow/model-analysis/blob/v0.22.0/RELEASE.md)       | 1.15 / 2.2        | 2.20.0
+[0.21.6](https://github.com/tensorflow/model-analysis/blob/v0.21.6/RELEASE.md)       | 1.15 / 2.1        | 2.19.0
+[0.21.5](https://github.com/tensorflow/model-analysis/blob/v0.21.5/RELEASE.md)       | 1.15 / 2.1        | 2.19.0
+[0.21.4](https://github.com/tensorflow/model-analysis/blob/v0.21.4/RELEASE.md)       | 1.15 / 2.1        | 2.17.0
+[0.21.3](https://github.com/tensorflow/model-analysis/blob/v0.21.3/RELEASE.md)       | 1.15 / 2.1        | 2.17.0
+[0.21.2](https://github.com/tensorflow/model-analysis/blob/v0.21.2/RELEASE.md)       | 1.15 / 2.1        | 2.17.0
+[0.21.1](https://github.com/tensorflow/model-analysis/blob/v0.21.1/RELEASE.md)       | 1.15 / 2.1        | 2.17.0
+[0.21.0](https://github.com/tensorflow/model-analysis/blob/v0.21.0/RELEASE.md)       | 1.15 / 2.1        | 2.17.0
+[0.15.4](https://github.com/tensorflow/model-analysis/blob/v0.15.4/RELEASE.md)       | 1.15 / 2.0        | 2.16.0
+[0.15.3](https://github.com/tensorflow/model-analysis/blob/v0.15.3/RELEASE.md)       | 1.15 / 2.0        | 2.16.0
+[0.15.2](https://github.com/tensorflow/model-analysis/blob/v0.15.2/RELEASE.md)       | 1.15 / 2.0        | 2.16.0
+[0.15.1](https://github.com/tensorflow/model-analysis/blob/v0.15.1/RELEASE.md)       | 1.15 / 2.0        | 2.16.0
+[0.15.0](https://github.com/tensorflow/model-analysis/blob/v0.15.0/RELEASE.md)       | 1.15              | 2.16.0
+[0.14.0](https://github.com/tensorflow/model-analysis/blob/v0.14.0/RELEASE.md)       | 1.14              | 2.14.0
+[0.13.1](https://github.com/tensorflow/model-analysis/blob/v0.13.1/RELEASE.md)       | 1.13              | 2.11.0
+[0.13.0](https://github.com/tensorflow/model-analysis/blob/v0.13.0/RELEASE.md)       | 1.13              | 2.11.0
+0.12.1                                                                               | 1.12              | 2.10.0
+0.12.0                                                                               | 1.12              | 2.10.0
+[0.11.0](https://github.com/tensorflow/model-analysis/blob/v0.11.0/RELEASE.md)       | 1.11              | 2.8.0
+[0.9.2](https://github.com/tensorflow/model-analysis/blob/v0.9.2/RELEASE.md)         | 1.9               | 2.6.0
+[0.9.1](https://github.com/tensorflow/model-analysis/blob/v0.9.1/RELEASE.md)         | 1.10              | 2.6.0
+[0.9.0](https://github.com/tensorflow/model-analysis/blob/v0.9.0/RELEASE.md)         | 1.9               | 2.5.0
+[0.6.0](https://github.com/tensorflow/model-analysis/blob/v0.6.0/RELEASE.md)         | 1.6               | 2.4.0
 
 ## Questions
 

diff --git a/setup.py b/setup.py
@@ -278,7 +278,7 @@ def run(self):
         # Python 3.5
         'pandas>=0.24,<2',
         'protobuf>=3.7,<4',
-        'pyarrow>=0.16,<1',
+        'pyarrow>=0.16,<0.17',
         # TODO(b/149775493): Avoid pinning scipy version once TF resolves
         # the scipy issue.
         'scipy == 1.4.1;python_version>="3"',

diff --git a/tensorflow_model_analysis/notebook/jupyter/js/package.json b/tensorflow_model_analysis/notebook/jupyter/js/package.json
@@ -1,6 +1,6 @@
 {
   "name": "tensorflow_model_analysis",
-  "version": "0.22.0",
+  "version": "0.22.1",
   "homepage": "https://github.com/tensorflow/model-analysis",
   "bugs": "https://github.com/tensorflow/model-analysis/issues",
   "license": "Apache-2.0",

diff --git a/tensorflow_model_analysis/version.py b/tensorflow_model_analysis/version.py
@@ -16,4 +16,4 @@
 
 # Version string for this release of TFMA.
 # Note that setup.py reads and uses this version.
-VERSION = '0.22.0'
+VERSION = '0.22.1'