diff --git a/.github/CODEOWNERS b/.github/CODEOWNERS new file mode 100644 index 0000000..95b75e8 --- /dev/null +++ b/.github/CODEOWNERS @@ -0,0 +1,4 @@ +# CODEOWNERS info: https://help.github.com/en/articles/about-code-owners +# Owners are automatically requested for review for PRs that changes code +# that they own. +* @hypermodeAI/runtime diff --git a/.github/dependabot.yml b/.github/dependabot.yml new file mode 100644 index 0000000..24bc2a3 --- /dev/null +++ b/.github/dependabot.yml @@ -0,0 +1,22 @@ +version: 2 +updates: + - package-ecosystem: "npm" + directory: "/src" + schedule: + interval: "weekly" + day: "wednesday" + time: "16:00" + groups: + minor-and-patch: + applies-to: version-updates + update-types: + - "minor" + - "patch" + + - package-ecosystem: "github-actions" + # Workflow files stored in the default location of `.github/workflows`. (You don't need to specify `/.github/workflows` for `directory`. You can use `directory: "/"`.) + directory: "/" + schedule: + interval: "weekly" + day: "wednesday" + time: "16:00" diff --git a/.github/workflows/ci-as-lint.yml b/.github/workflows/ci-as-lint.yml new file mode 100644 index 0000000..8c3a1db --- /dev/null +++ b/.github/workflows/ci-as-lint.yml @@ -0,0 +1,29 @@ +name: ci-as-lint +on: + pull_request: + types: + - opened + - synchronize + - reopened + - ready_for_review +jobs: + as-lint: + if: github.event_name == 'pull_request' + name: Lint + runs-on: ubuntu-latest + defaults: + run: + working-directory: 'src/' + steps: + - name: Checkout Source + uses: actions/checkout@v4 + - name: Setup Node + uses: actions/setup-node@v4 + with: + node-version: ">=20" + - name: Install dependencies + run: npm install + - name: Validate code is formatted + run: npm run pretty:check + - name: Valid code is linted + run: npm run lint diff --git a/.github/workflows/ci-as-tests.yml b/.github/workflows/ci-as-tests.yml new file mode 100644 index 0000000..a2d1d5e --- /dev/null +++ b/.github/workflows/ci-as-tests.yml @@ -0,0 +1,26 @@ +name: ci-as-tests +on: + pull_request: + types: + - opened + - synchronize + - reopened + - ready_for_review +jobs: + as-tests: + if: github.event_name == 'pull_request' + name: Unit Tests + runs-on: ubuntu-latest + defaults: + run: + working-directory: "src" + steps: + - uses: actions/checkout@v4 + - name: Setup Node + uses: actions/setup-node@v4 + with: + node-version: ">=20" + - name: Install dependencies + run: npm install + - name: Run Unit Tests + run: npm run test diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..a78d866 --- /dev/null +++ b/.gitignore @@ -0,0 +1,4 @@ +node_modules/ +build/ + +.DS_Store diff --git a/.vscode/extensions.json b/.vscode/extensions.json new file mode 100644 index 0000000..2185103 --- /dev/null +++ b/.vscode/extensions.json @@ -0,0 +1,7 @@ +{ + "recommendations": [ + "esbenp.prettier-vscode", + "dbaeumer.vscode-eslint", + "streetsidesoftware.code-spell-checker" + ] +} diff --git a/.vscode/settings.json b/.vscode/settings.json new file mode 100644 index 0000000..d3f5cff --- /dev/null +++ b/.vscode/settings.json @@ -0,0 +1,20 @@ +{ + "editor.formatOnSave": true, + "files.insertFinalNewline": true, + "files.trimFinalNewlines": true, + "files.associations": { + "hypermode.json": "jsonc" + }, + "[typescript]": { + "editor.defaultFormatter": "esbenp.prettier-vscode" + }, + "[javascript]": { + "editor.defaultFormatter": "esbenp.prettier-vscode" + }, + "[json]": { + "editor.defaultFormatter": "esbenp.prettier-vscode" + }, + "[jsonc]": { + "editor.defaultFormatter": "esbenp.prettier-vscode" + } +} diff --git a/CHANGELOG.md b/CHANGELOG.md new file mode 100644 index 0000000..ad2d76b --- /dev/null +++ b/CHANGELOG.md @@ -0,0 +1,5 @@ +# Change Log + +## UNRELEASED + +- Initial Release diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..515ad78 --- /dev/null +++ b/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2024 Hypermode, Inc. + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/README.md b/README.md new file mode 100644 index 0000000..1c3b81a --- /dev/null +++ b/README.md @@ -0,0 +1,14 @@ + + +![NPM Version](https://img.shields.io/npm/v/%40hypermode%2Fmodels-as) +![NPM Downloads](https://img.shields.io/npm/dw/%40hypermode%2Fmodels-as) + +# Hypermode Model Interface Library for AssemblyScript + +This repository contains model class definitions for use with [Hypermode](https://hypermode.com) +Functions written in [AssemblyScript](https://www.assemblyscript.org/). + +## Documentation + +Please visit [docs.hypermode.com](https://docs.hypermode.com/) for detailed docs +covering the Hypermode platform, including this library. diff --git a/src/.eslintrc.json b/src/.eslintrc.json new file mode 100644 index 0000000..aa9ab9a --- /dev/null +++ b/src/.eslintrc.json @@ -0,0 +1,24 @@ +{ + "env": { + "es6": true + }, + "extends": ["eslint:recommended", "plugin:@typescript-eslint/recommended"], + "parser": "@typescript-eslint/parser", + "parserOptions": { + "ecmaVersion": "latest", + "sourceType": "module" + }, + "plugins": ["@typescript-eslint"], + "rules": { + "@typescript-eslint/ban-types": "off", + "no-unused-vars": "off", + "@typescript-eslint/no-unused-vars": [ + "warn", + { + "argsIgnorePattern": "^_", + "varsIgnorePattern": "^_", + "caughtErrorsIgnorePattern": "^_" + } + ] + } +} diff --git a/src/.prettierrc b/src/.prettierrc new file mode 100644 index 0000000..64cb35c --- /dev/null +++ b/src/.prettierrc @@ -0,0 +1,3 @@ +{ + "plugins": ["assemblyscript-prettier"] +} diff --git a/src/LICENSE b/src/LICENSE new file mode 100644 index 0000000..515ad78 --- /dev/null +++ b/src/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2024 Hypermode, Inc. + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/src/README.md b/src/README.md new file mode 100644 index 0000000..1dd2bd8 --- /dev/null +++ b/src/README.md @@ -0,0 +1,8 @@ + + +# Hypermode Model Interface Library for AssemblyScript + +This package contains a shared library used by Hypermode Functions written in AssemblyScript. +It provides class definitions for models, model inputs, and model outputs. + +For further details, refer to https://github.com/hypermodeAI/models-as. diff --git a/src/__tests__/as-pect.d.ts b/src/__tests__/as-pect.d.ts new file mode 100644 index 0000000..6101ea2 --- /dev/null +++ b/src/__tests__/as-pect.d.ts @@ -0,0 +1 @@ +/// diff --git a/src/as-pect.asconfig.json b/src/as-pect.asconfig.json new file mode 100644 index 0000000..dd2dbec --- /dev/null +++ b/src/as-pect.asconfig.json @@ -0,0 +1,24 @@ +{ + "targets": { + "coverage": { + "lib": ["./node_modules/@as-covers/assembly/index.ts"], + "transform": ["@as-covers/transform", "@as-pect/transform"] + }, + "noCoverage": { + "transform": ["@as-pect/transform"] + } + }, + "options": { + "exportMemory": true, + "outFile": "output.wasm", + "textFile": "output.wat", + "bindings": "raw", + "exportStart": "_start", + "exportRuntime": true, + "use": ["RTRACE=1"], + "debug": true, + "exportTable": true + }, + "extends": "./asconfig.json", + "entries": ["./node_modules/@as-pect/assembly/assembly/index.ts"] +} diff --git a/src/as-pect.config.js b/src/as-pect.config.js new file mode 100644 index 0000000..dd26889 --- /dev/null +++ b/src/as-pect.config.js @@ -0,0 +1,14 @@ +export default { + entries: ["assembly/__tests__/**/*.spec.ts"], + include: ["assembly/__tests__/**/*.include.ts"], + disclude: [/node_modules/], + outputBinary: false, + + async instantiate(memory, createImports, instantiate, binary) { + const imports = { + env: { memory }, + }; + + return instantiate(binary, createImports(imports)); + }, +}; diff --git a/src/asconfig.json b/src/asconfig.json new file mode 100644 index 0000000..9cf3c10 --- /dev/null +++ b/src/asconfig.json @@ -0,0 +1,5 @@ +{ + "options": { + "transform": ["json-as/transform"] + } +} diff --git a/src/bin/pretest.js b/src/bin/pretest.js new file mode 100644 index 0000000..5d58d21 --- /dev/null +++ b/src/bin/pretest.js @@ -0,0 +1,12 @@ +import { execSync } from "child_process"; +import process from "process"; +import console from "console"; + +try { + await import("@as-pect/cli"); +} catch { + console.log("Installing @as-pect/cli"); + const npm = process.env.npm_execpath; + const cmd = `node ${npm} install --no-save --no-audit @as-pect/cli`; + execSync(cmd, { stdio: "inherit" }); +} diff --git a/src/index.ts b/src/index.ts new file mode 100644 index 0000000..b414208 --- /dev/null +++ b/src/index.ts @@ -0,0 +1,47 @@ +import { JSON } from "json-as"; + +type ModelInvoker = (modelName: string, inputJson: string) => string | null; + +export class ModelInfo { + constructor( + public readonly name: string, + public readonly fullName: string = name, + ) {} +} + +export interface ModelFactory { + getModel>(modelName: string): T; +} + +export abstract class Model { + protected constructor( + public readonly info: ModelInfo, + private invoker: ModelInvoker, + ) {} + + debug: boolean = false; + + /** + * Invokes the model with the given input. + * @param input The input object to pass to the model. + * @returns The output object from the model. + */ + invoke(input: TInput): TOutput { + const modelName = this.info.name; + const inputJson = JSON.stringify(input); + if (this.debug) { + console.debug(`Invoking ${modelName} model with input: ${inputJson}`); + } + + const outputJson = this.invoker(modelName, inputJson); + if (!outputJson) { + throw new Error(`Failed to invoke ${modelName} model.`); + } + + if (this.debug) { + console.debug(`Received output: ${outputJson}`); + } + + return JSON.parse(outputJson, true); + } +} diff --git a/src/models/meta/llama.ts b/src/models/meta/llama.ts new file mode 100644 index 0000000..4853c85 --- /dev/null +++ b/src/models/meta/llama.ts @@ -0,0 +1,82 @@ +import { Model } from "../.."; + +export default class LlamaModel extends Model { + /** + * Creates a new input object for the model. + * @param prompt The prompt text to pass to the model. + * @returns A new input object. + * @remarks Optional properties may be set on the returned input object to + * control the behavior of the model. + */ + createInput(prompt: string): LlamaInput { + return { prompt }; + } +} + + +@json +class LlamaInput { + /** + * The prompt text to pass to the model. + * May contain special tokens to control the behavior of the model. + * See https://llama.meta.com/docs/model-cards-and-prompt-formats/meta-llama-2/ + */ + prompt!: string; + + /** + * The temperature of the generated text, which controls the randomness of the output. + * Higher values may lead to mode creative but less coherent outputs, + * while lower values may lead to more conservative but more coherent outputs. + * + * Default: 0.6 + */ + temperature: f64 = 0.6; + + /** + * The maximum probability threshold for generating tokens. + * Use a lower value to ignore less probable options. + * + * Default: 0.9 + */ + @alias("top_p") + topP: f64 = 0.9; + + /** + * The maximum number of tokens in the generated text. + * + * Default: 512 + */ + @alias("max_gen_len") + maxGenLen: i32 = 512; +} + + +@json +class LlamaOutput { + /** + * The generated text. + */ + generation!: string; + + /** + * The number of tokens in the prompt text. + */ + @alias("prompt_token_count") + promptTokenCount!: i32; + + /** + * The number of tokens in the generated text. + */ + @alias("generation_token_count") + generationTokenCount!: i32; + + /** + * The reason why the response stopped generating text. + * Possible values are: + * - `"stop"` - The model has finished generating text. + * - `"length"` - The response has been truncated due to reaching the maximum + * token length specified by `maxGenLen` in the input. + */ + @alias("stop_reason") + stopReason!: string; +} diff --git a/src/models/openai/chat.ts b/src/models/openai/chat.ts new file mode 100644 index 0000000..b90e061 --- /dev/null +++ b/src/models/openai/chat.ts @@ -0,0 +1,264 @@ +import { Model } from "../.."; + +// Reference: https://platform.openai.com/docs/api-reference/chat + +export default class ChatCompletionModel extends Model< + ChatCompletionInput, + ChatCompletionOutput +> { + createInput(messages: Message[]): ChatCompletionInput { + const model = this.info.fullName; + return { model, messages }; + } +} + + +@json +class ChatCompletionInput { + model!: string; + messages!: Message[]; + + + @alias("frequency_penalty") + frequencyPenalty: f64 = 0.0; + + + @alias("logit_bias") + logitBias: Map | null = null; + + logprobs: bool = false; + + // @alias("top_logprobs") + // topLogprobs: i32 = 0; // TODO: only send when logprobs is true + + @alias("max_tokens") + maxTokens: i32 = 4096; + + n: i32 = 1; + + + @alias("presence_penalty") + presencePenalty: f64 = 0.0; + + + @alias("response_format") + responseFormat: ResponseFormat = ResponseFormat.Text; + + // seed: i32 | null = null; // TODO: we need a true Nullable type for this to work + stop: string[] | null = null; + + // stream: bool = false; + // @alias("stream_options") + // streamOptions: StreamOptions | null = null; + + temperature: f64 = 1.0; + + + @alias("top_p") + topP: f64 = 1.0; + + tools: Tool[] | null = null; + + + @alias("tool_choice") + toolChoice: string | null = null; // TODO: verify this works + + // @alias("parallel_tool_calls") + // parallelToolCalls: bool = true; // TODO: omit this when no tools + + @alias("user") + user: string | null = null; +} + + +@json +class ChatCompletionOutput { + id!: string; + object!: string; + choices!: Choice[]; + created!: i32; // unix timestamp seconds + model!: string; + + + @alias("system_fingerprint") + systemFingerprint!: string; + + usage!: Usage; +} + + +@json +export class ResponseFormat { + type!: string; + + static Json: ResponseFormat = { type: "json" }; + static Text: ResponseFormat = { type: "text" }; +} + +// @json +// export class StreamOptions { + +// @alias("include_usage") +// includeUsage: bool = false; +// } + +@json +export class Tool { + type: string = "function"; + function: FunctionDefinition = new FunctionDefinition(); +} + + +@json +export class FunctionDefinition { + description: string | null = null; + name!: string; + parameters: string | null = null; // TODO: verify this works +} + + +@json +export class ToolCall { + id!: string; + type: string = "function"; + function!: FunctionCall; +} + + +@json +export class FunctionCall { + name!: string; + arguments!: string; +} + + +@json +class Usage { + + @alias("completion_tokens") + completionTokens!: i32; + + + @alias("prompt_tokens") + promptTokens!: i32; + + + @alias("total_tokens") + totalTokens!: i32; +} + + +@json +class Choice { + + @alias("finish_reason") + finishReason!: string; + + index!: i32; + + message!: CompletionMessage; + + logprobs!: Logprobs | null; +} + + +@json +class Logprobs { + content: LogprobsContent[] | null = null; +} + + +@json +class LogprobsContent { + token!: string; + logprob!: f64; + bytes!: u8[] | null; // TODO: verify this works + + + @alias("top_logprobs") + topLogprobs!: TopLogprobsContent[]; // TODO: verify this works +} + + +@json +class TopLogprobsContent { + token!: string; + logprob!: f64; + bytes!: u8[] | null; // TODO: verify this works +} + + +@json +abstract class Message { + constructor(role: string, content: string) { + this._role = role; + this.content = content; + } + + + @alias("role") + protected _role: string; + get role(): string { + return this._role; + } + + content: string; +} + + +@json +export class SystemMessage extends Message { + constructor(content: string) { + super("system", content); + } + + name: string | null = null; +} + + +@json +export class UserMessage extends Message { + constructor(content: string) { + super("user", content); + } + + name: string | null = null; +} + + +@json +export class AssistantMessage extends Message { + constructor(content: string) { + super("assistant", content); + } + + name: string | null = null; + + + @alias("tool_calls") + toolCalls: ToolCall[] = []; +} + + +@json +export class ToolMessage extends Message { + constructor(content: string) { + super("tool", content); + } + + + @alias("tool_call_id") + toolCallId!: string; +} + + +@json +class CompletionMessage extends Message { + constructor(role: string, content: string) { + super(role, content); + } + + + @alias("tool_calls") + toolCalls: ToolCall[] = []; +} diff --git a/src/models/openai/embeddings.ts b/src/models/openai/embeddings.ts new file mode 100644 index 0000000..42b5334 --- /dev/null +++ b/src/models/openai/embeddings.ts @@ -0,0 +1,62 @@ +// import { Box } from "as-container/assembly"; +import { Model } from "../.."; + +// Reference: https://platform.openai.com/docs/api-reference/embeddings + +export default class EmbeddingsModel extends Model< + EmbeddingsInput, + EmbeddingsOutput +> { + createInput(text: string): EmbeddingsInput { + const model = this.info.fullName; + return { model, input: text }; + } +} + + +@json +class EmbeddingsInput { + input!: string; // todo: support other types of input (arrays, etc.) + model!: string; + encodingFormat: EncodingFormat = EncodingFormat.Float; + // dimensions: Box | null = null; + user: string = ""; +} + + +@json +class EmbeddingsOutput { + object!: string; + model!: string; + usage!: Usage; + data!: Embedding[]; +} + + +@json +export class EncodingFormat { + type: string = "float"; + + static Float: EncodingFormat = { type: "float" }; + static Base64: EncodingFormat = { type: "base64" }; +} + + +@json +class Embedding { + object!: string; + index!: i32; + embedding!: f64[]; +} + + +@json +class Usage { + + @alias("prompt_tokens") + promptTokens!: i32; + + + @alias("total_tokens") + totalTokens!: i32; +} diff --git a/src/package-lock.json b/src/package-lock.json new file mode 100644 index 0000000..8a00e66 --- /dev/null +++ b/src/package-lock.json @@ -0,0 +1,1913 @@ +{ + "name": "@hypermode/models-as", + "version": "0.1.0", + "lockfileVersion": 3, + "requires": true, + "packages": { + "": { + "name": "@hypermode/models-as", + "version": "0.1.0", + "license": "MIT", + "dependencies": { + "as-container": "^0.8.0", + "json-as": "^0.8.6" + }, + "devDependencies": { + "@types/node": "^20.14.2", + "@typescript-eslint/eslint-plugin": "^7.13.0", + "@typescript-eslint/parser": "^7.13.0", + "assemblyscript": "^0.27.27", + "assemblyscript-prettier": "^3.0.1", + "eslint": "^8.57.0", + "prettier": "^3.3.2", + "typescript": "^5.4.5", + "visitor-as": "^0.11.4" + } + }, + "node_modules/@eslint-community/eslint-utils": { 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