diff --git a/.changeset/README.md b/.changeset/README.md new file mode 100644 index 0000000..e5b6d8d --- /dev/null +++ b/.changeset/README.md @@ -0,0 +1,8 @@ +# Changesets + +Hello and welcome! This folder has been automatically generated by `@changesets/cli`, a build tool that works +with multi-package repos, or single-package repos to help you version and publish your code. You can +find the full documentation for it [in our repository](https://github.com/changesets/changesets) + +We have a quick list of common questions to get you started engaging with this project in +[our documentation](https://github.com/changesets/changesets/blob/main/docs/common-questions.md) diff --git a/.changeset/config.json b/.changeset/config.json new file mode 100644 index 0000000..edef2eb --- /dev/null +++ b/.changeset/config.json @@ -0,0 +1,11 @@ +{ + "$schema": "https://unpkg.com/@changesets/config@3.0.3/schema.json", + "changelog": "@changesets/cli/changelog", + "commit": false, + "fixed": [], + "linked": [], + "access": "restricted", + "baseBranch": "main", + "updateInternalDependencies": "patch", + "ignore": [] +} diff --git a/.editorconfig b/.editorconfig new file mode 100644 index 0000000..c6c8b36 --- /dev/null +++ b/.editorconfig @@ -0,0 +1,9 @@ +root = true + +[*] +indent_style = space +indent_size = 2 +end_of_line = lf +charset = utf-8 +trim_trailing_whitespace = true +insert_final_newline = true diff --git a/.github/workflows/pr.yml b/.github/workflows/pr.yml new file mode 100644 index 0000000..0500050 --- /dev/null +++ b/.github/workflows/pr.yml @@ -0,0 +1,55 @@ +name: "PR Workflow" + +on: + pull_request: + branches: + - main + +jobs: + build: + runs-on: ubuntu-latest + steps: + # Checkout the code + - name: Checkout Code + uses: actions/checkout@v3 + + # Set up Node.js + - name: Set Up Node.js + uses: actions/setup-node@v3 + with: + node-version: 18 + + # Set up pnpm + - name: Set Up pnpm + uses: pnpm/action-setup@v2 + with: + version: 6.0.2 + + # Install dependencies + - name: Install Dependencies with pnpm + run: pnpm install + + # Run tests + - name: Run Tests + run: pnpm test + + # Lint the code + - name: Lint Code + run: pnpm run lint + + # Build the project + - name: Build Project + run: pnpm run build + + # Check for pending changesets before running further tests and version checks + - name: Check for Changesets + id: check_changesets + run: | + if pnpm changeset status | grep -q "No unreleased changesets"; then + echo "No unreleased changesets found, create a changeset using pnpm changeset." + exit 1 + else + echo "Changesets found, version bump possible." + exit 0 + fi + continue-on-error: false diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml new file mode 100644 index 0000000..71e0834 --- /dev/null +++ b/.github/workflows/release.yml @@ -0,0 +1,136 @@ +name: Release + +on: + push: + branches: + - main # Trigger only on pushes to the main branch + + workflow_dispatch: # Allows manually triggering the workflow for testing or urgent releases + +concurrency: ${{ github.workflow }}-${{ github.ref }} + +jobs: + release: + if: github.repository == 'GLiClass.js' + permissions: + contents: write # Required to create the release + actions: read # For checking token permissions + issues: write # For creating an issue + name: Create GitHub Release and Publish to npm + runs-on: ubuntu-latest + + steps: + # Set NPM Registry to ensure the correct registry is used + - name: Set NPM Registry + run: + npm config set registry https://registry.npmjs.org/ + + # Set NPM registry and authentication token via .npmrc + - name: Create .npmrc file with auth token + run: | + echo "//registry.npmjs.org/:_authToken=${{ secrets.NPM_TOKEN }}" > ~/.npmrc + + # Verify NPM Authentication + - name: Verify NPM Authentication + run: npm whoami + env: + NODE_AUTH_TOKEN: ${{ secrets.NPM_TOKEN }} + + # Checkout the code + - name: Checkout code + uses: actions/checkout@v3 + + # Set up Node.js + - name: Set up Node.js + uses: actions/setup-node@v3 + with: + node-version: 18 + + # Set up pnpm + - name: Set up pnpm + uses: pnpm/action-setup@v2 + with: + version: 6.0.2 + + # Install dependencies + - name: Install dependencies + run: pnpm install + + # Check for pending changesets before proceeding with the release + - name: Check for changesets + id: check_changesets + run: | + if pnpm changeset status | grep -q "No unreleased changesets"; then + echo "No unreleased changesets found. Skipping version bump and release." + exit 0 + fi + continue-on-error: false # If no changesets are found, this step will stop the workflow + + # Run Changesets to version the packages and apply changelogs + - name: Run Changesets version + if: steps.check_changesets.outcome == 'success' + run: pnpm changeset version + + # Commit the version bump and changelog updates (if applicable) + - name: Commit version bump + if: steps.check_changesets.outcome == 'success' + run: | + git config --global user.name "GitHub Actions" + git config --global user.email "actions@github.com" + git add . + git commit -m "Version bump and changelog update" + git push + + # Extract package name and version from package.json + - name: Get name and version from package.json + id: get_package_info + run: | + NAME=$(jq -r '.name' package.json) + VERSION=$(jq -r '.version' package.json) + echo "PACKAGE_NAME=$NAME" >> $GITHUB_ENV + echo "PACKAGE_VERSION=$VERSION" >> $GITHUB_ENV + + # Create a new Git tag based on the version from package.json + - name: Create Tag + if: steps.check_changesets.outcome == 'success' + run: | + git tag v${{ env.PACKAGE_VERSION }} + git push origin v${{ env.PACKAGE_VERSION }} + + # Build the package (after version bump) + - name: Build the package + if: steps.check_changesets.outcome == 'success' + run: pnpm run build # Ensure you have a build script in your package.json + + # Create release archives (zip and gzip) + - name: Create source code archives + if: steps.check_changesets.outcome == 'success' + run: | + zip -r ${{ env.PACKAGE_NAME }}-${{ env.PACKAGE_VERSION }}.zip dist package.json src README.md CHANGELOG.md + tar -czvf ${{ env.PACKAGE_NAME }}-${{ env.PACKAGE_VERSION }}.tar.gz dist package.json src README.md CHANGELOG.md + + # Create GitHub Release and Upload Release Assets (with display name "Source Code") + - name: Create GitHub Release and Upload Assets + if: steps.check_changesets.outcome == 'success' + uses: softprops/action-gh-release@v1 + with: + tag_name: v${{ env.PACKAGE_VERSION }} # Use the tag created in the previous step + name: ${{ env.PACKAGE_VERSION }} # Use the version as the release name + files: | + ${{ env.PACKAGE_NAME }}-${{ env.PACKAGE_VERSION }}.zip#Source Code + ${{ env.PACKAGE_NAME }}-${{ env.PACKAGE_VERSION }}.tar.gz#Source Code + env: + GITHUB_TOKEN: + ${{ secrets.GITHUB_TOKEN }} # GitHub token for authentication + + + # Set the NPM authentication token using pnpm + - name: Set NPM Auth Token + run: pnpm config set //registry.npmjs.org/:_authToken=${{ secrets.NPM_TOKEN }} + + # Publish to npm (activated) + - name: Publish to npm + if: steps.check_changesets.outcome == 'success' + run: pnpm publish --access public + env: + NODE_AUTH_TOKEN: ${{ secrets.NPM_TOKEN }} # Use NPM token for publishing diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..7177efd --- /dev/null +++ b/.gitignore @@ -0,0 +1,29 @@ +*.onnx + +# Logs +logs +*.log +npm-debug.log* +yarn-debug.log* +yarn-error.log* +pnpm-debug.log* +lerna-debug.log* + +node_modules +dist +dist-ssr +*.local + +# Editor directories and files +.vscode/* +!.vscode/extensions.json +.idea +.DS_Store +*.suo +*.ntvs* +*.njsproj +*.sln +*.sw? + +*.tar.gz +*.zip \ No newline at end of file diff --git a/.prettierrc b/.prettierrc new file mode 100644 index 0000000..de3eba5 --- /dev/null +++ b/.prettierrc @@ -0,0 +1,10 @@ +{ + "printWidth": 100, + "tabWidth": 2, + "useTabs": false, + "semi": true, + "singleQuote": false, + "trailingComma": "all", + "bracketSpacing": true, + "endOfLine": "lf" +} \ No newline at end of file diff --git a/CHANGELOG.md b/CHANGELOG.md new file mode 100644 index 0000000..defbd93 --- /dev/null +++ b/CHANGELOG.md @@ -0,0 +1 @@ +# gliclass diff --git a/README.md b/README.md new file mode 100644 index 0000000..91fb62a --- /dev/null +++ b/README.md @@ -0,0 +1,120 @@ + +# ⭐GLiClass.c: Generalist and Lightweight Model for Sequence Classification in C + +GLiClass.c is a C - based inference engine for running GLiClass(Generalist and Lightweight Model for Sequence Classification) models. This is an efficient zero-shot classifier inspired by [GLiNER](https://github.com/urchade/GLiNER) work. It demonstrates the same performance as a cross-encoder while being more compute-efficient because classification is done at a single forward path. + +It can be used for topic classification, sentiment analysis and as a reranker in RAG pipelines. + +

+ + Knowledgator +   •   + ✔️ LinkedIn +   •   + 📢 Discord +   •   + 🤗 Space +   •   + 🤗 GliClass Collection +

+ +## 🌟 Key Features + +- Flexible entity recognition without predefined categories +- Lightweight and fast inference +- Easy integration with web applications +- TypeScript support for better developer experience + +## 🚀 Getting Started + +### Installation + +```bash +npm install gliclass +``` + +### Basic Usage + +```javascript +const gliclass = new Gliclass({ + tokenizerPath: "knowledgator/gliclass-small-v1.0", + onnxSettings: { + modelPath: "public/model.onnx", + executionProvider: "cpu", + multiThread: true, + }, + promptFirst: false, + }); + + await gliclass.initialize(); + +const input_text = "Your input text here"; +const texts = [input_text]; +const labels = ["business", "science", "tech"]; +const threshold = 0.5; + +const decoded = await gliclass.inference({ texts, labels, threshold }); +console.log(decoded); +``` + +### Advanced Usage + +#### ONNX settings API + +- modelPath: can be either a URL to a local model as in the basic example, or it can also be the Model itself as an array of binary data. +- executionProvider: these are the same providers that ONNX web supports, currently we allow `webgpu` (recommended), `cpu`, `wasm`, `webgl` but more can be added +- wasmPaths: Path to the wasm binaries, this can be either a URL to the binaries like a CDN url, or a local path to a folder with the binaries. +- multiThread: wether to multithread at all, only relevent for wasm and cpu exeuction providers. +- multiThread: When choosing the wasm or cpu provider, multiThread will allow you to specify the number of cores you want to use. +- fetchBinary: will prefetch the binary from the default or provided wasm paths + +## 🛠 Setup & Model Preparation + +To use GLiNER models in a web environment, you need an ONNX format model. You can: + +1. Search for pre-converted models on [HuggingFace](https://huggingface.co/onnx-community?search_models=gliclass) +2. Convert a model yourself using the [official Python script](https://github.com/Knowledgator/GLiClass.c/blob/main/ONNX_CONVERTING/convert_to_onnx.py) + +### Converting to ONNX Format + +Use the `convert_to_onnx.py` script with the following arguments: + +- `model_path`: Location of the GLiNER model +- `save_path`: Where to save the ONNX file +- `quantize`: Set to True for IntU8 quantization (optional) + +Example: + +```bash +python convert_to_onnx.py --model_path /path/to/your/model --save_path /path/to/save/onnx --quantize True +``` + +## 🌟 Use Cases + +GLiClass.js offers versatile text classification capabilities across various domains: + +1. **Documents Classification** +2. **Sentiment Analysis** +3. **Reranking of Search Results** + ... + +## 🔧 Areas for Improvement + +- [ ] Further optimize inference speed +- [ ] Add support for more architectures +- [ ] Enable model training capabilities +- [ ] Provide more usage examples + +## Creating a PR + +- for any changes, remember to run `pnpm changeset`, otherwise there will not be a version bump and the PR Github Action will fail. + +## 🙏 Acknowledgements + +- [GLiNER original authors](https://github.com/urchade/GLiNER) +- [ONNX Runtime Web](https://github.com/microsoft/onnxruntime) +- [Transformers.js](https://github.com/xenova/transformers.js) + +## 📞 Support + +For questions and support, please join our [Discord community](https://discord.gg/ApZvyNZU) or open an issue on GitHub. diff --git a/example/index.html b/example/index.html new file mode 100644 index 0000000..54388d9 --- /dev/null +++ b/example/index.html @@ -0,0 +1,15 @@ + + + + + + + ONNX Runtime Web Example + + + +

ONNX Runtime in Vite

+ + + + \ No newline at end of file diff --git a/example/package.json b/example/package.json new file mode 100644 index 0000000..f5f42a2 --- /dev/null +++ b/example/package.json @@ -0,0 +1,21 @@ +{ + "name": "example-application", + "private": true, + "version": "0.0.1", + "description": "Application to demonstrate the usage of the GLiNER inference engine", + "type": "module", + "scripts": { + "dev": "vite", + "build": "vite build", + "preview": "vite preview" + }, + "devDependencies": { + "prettier": "^3.3.3", + "tsup": "^8.2.4", + "typescript": "^5.6.2", + "vite": "^5.4.3", + "vite-plugin-static-copy": "^1.0.6", + "vite-plugin-top-level-await": "^1.4.4", + "vite-plugin-wasm": "^3.3.0" + } +} \ No newline at end of file diff --git a/example/pnpm-lock.yaml b/example/pnpm-lock.yaml new file mode 100644 index 0000000..0bb6f87 --- /dev/null +++ b/example/pnpm-lock.yaml @@ -0,0 +1,1700 @@ +lockfileVersion: '6.0' + +settings: + autoInstallPeers: true + excludeLinksFromLockfile: false + 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between mindfulness-based therapy and traditional therapy for Mathias to share on social media. + Could you write a blog post about the influence of family dynamics on adolescent development for Constantin.Morar's website? + What's the difference between first-generation and second-generation antipsychotics for residents of 76511? + Hey, can you help me understand the steps to appeal an administrative law decision in West Virginia? + 4. Write a summary of the key privacy law principles for Optimization businesses to follow. + `; + + const input_text2 = ` + How can Sadie Turcotte and Clifford Ernser develop better listening skills to improve their marriage? + Write a white paper on the effectiveness of various ADHD therapy approaches for Trantow Inc to share with their colleagues. + Could you please create a pricing strategy roadmap for Anastacio to follow over the next year? + Hey there, can you create a customer satisfaction survey for Flatley, Rohan and Koepp's business? They want to measure their customers' happiness. + Create a training program for Tonya Quitzon's employees to familiarize them with the business continuity plan. + HIPAA guidelines for protecting patients' 146.229.205.216 in telemedicine consultations. + Could you please provide Bruce Buckridge with a list of the top supply chain management software available in the market? + Can you provide a list of resources for entrepreneurs to learn about intellectual property protection? Send it to Minnie Gulgowski at Kaylie.Littel52@hotmail.com. + Prepare a trade compliance checklist for Borer LLC to ensure their business is adhering to all relevant trade laws. + Investigate the effects of academic pressure on adolescent mental health, referencing Bethany Koss's experiences. + `; + + const texts = [input_text1]; + const labels = ["finances", "science", "politics", "business", "sport"]; + + try { + const start = performance.now(); + console.log("Running inference #1..."); + const decoded = await gliclass.inference({ texts, labels }); + console.log(decoded); + const end = performance.now(); + console.log(`Inference #1 took ${end - start} ms`); + + const start2 = performance.now(); + console.log("Running inference #2..."); + const decoded2 = await gliclass.inference({ texts: [input_text2], labels }); + const end2 = performance.now(); + console.log(`Inference #2 took ${end2 - start2} ms`); + console.log(decoded2); + } catch (error) { + console.error("Failed to run inference: ", error); + throw error; + } +} + +main().catch((error) => console.error(error)); diff --git a/example/vite.config.js b/example/vite.config.js new file mode 100644 index 0000000..7031012 --- /dev/null +++ b/example/vite.config.js @@ -0,0 +1,31 @@ +import { defineConfig } from "vite"; +import { viteStaticCopy } from "vite-plugin-static-copy"; +import wasm from "vite-plugin-wasm"; +import topLevelAwait from "vite-plugin-top-level-await"; + +export default defineConfig({ + plugins: [ + wasm(), + topLevelAwait(), + viteStaticCopy({ + targets: [ + { + src: "node_modules/onnxruntime-web/dist/*.wasm", + dest: "", // Copies the files directly to the public directory + }, + ], + }), + ], + build: { + target: "esnext", + }, + server: { + headers: { + "Cross-Origin-Opener-Policy": "same-origin", + "Cross-Origin-Embedder-Policy": "require-corp", + }, + }, + optimizeDeps: { + include: ["onnxruntime-web"], // Make sure 'onnxruntime-web' is handled properly by Vite + }, +}); diff --git 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from "./ONNXWrapper"; + +export interface ITransformersSettings { + allowLocalModels: boolean; + useBrowserCache: boolean; +} + +export interface InitConfig { + tokenizerPath: string; + onnxSettings: IONNXSettings; + transformersSettings?: ITransformersSettings; + promptFirst?: boolean; +} + +export interface IInference { + texts: string[]; + labels: string[]|string[][]; + batchSize?: number; + threshold?: number; + multiLabel?: boolean; + +} + +export type RawInferenceResult = [string, number][][]; + +export interface IClassificationResult { + label: string; + score: number; +} +export type InferenceResultSingle = IClassificationResult[]; +export type InferenceResultMultiple = InferenceResultSingle[]; + +export class Gliclass { + private model: UniEncoderModel | null = null; + + constructor(private config: InitConfig) { + env.allowLocalModels = config.transformersSettings?.allowLocalModels ?? false; + env.useBrowserCache = config.transformersSettings?.useBrowserCache ?? false; + + this.config = { ...config, promptFirst: config.promptFirst || true }; + } + + async initialize(): Promise { + const { tokenizerPath, onnxSettings, promptFirst } = this.config; + + const tokenizer = await AutoTokenizer.from_pretrained(tokenizerPath); + console.log("Tokenizer loaded."); + const onnxWrapper = new ONNXWrapper(onnxSettings); + + const processor = new UniEncoderProcessor({ promptFirst: promptFirst }, tokenizer); + const decoder = new UniEncoderDecoder({ promptFirst: promptFirst }); + + this.model = new UniEncoderModel({ promptFirst: promptFirst }, processor, decoder, onnxWrapper); + + await this.model.initialize(); + } + + async inference({ + texts, + labels, + batchSize = 8, + threshold = 0.5, + multiLabel = false, + }: IInference): Promise { + if (!this.model) { + throw new Error("Model is not initialized. Call initialize() first."); + } + + const result = await this.model.inference(texts, labels, batchSize, threshold, multiLabel); + return this.mapRawResultToResponse(result); + } + + mapRawResultToResponse(rawResult: RawInferenceResult): InferenceResultMultiple { + const response: InferenceResultMultiple = []; + for (const individualResult of rawResult) { + const classificationResult: IClassificationResult[] = individualResult.map( + ([label, score]) => ({ + label, + score, + }), + ); + response.push(classificationResult); + } + + return response; + } +} diff --git a/src/ONNXWrapper.ts b/src/ONNXWrapper.ts new file mode 100644 index 0000000..ad3a59a --- /dev/null +++ b/src/ONNXWrapper.ts @@ -0,0 +1,92 @@ +import ort_CPU, { InferenceSession } from "onnxruntime-web"; +import ort_WEBGPU from "onnxruntime-web/webgpu"; +import ort_WEBGL from "onnxruntime-web/webgl"; + +type OrtLib = + | typeof import("onnxruntime-web") + | typeof import("onnxruntime-web/webgpu") + | typeof import("onnxruntime-web/webgl"); + +export type ExecutionProvider = "cpu" | "wasm" | "webgpu" | "webgl"; + +// export type ExecutionContext = "web" + +export interface IONNXSettings { + modelPath: string | Uint8Array | ArrayBufferLike; + // executionContext: ExecutionContext; + executionProvider?: ExecutionProvider; + wasmPaths?: string; + multiThread?: boolean; + maxThreads?: number; + fetchBinary?: boolean; +} + +// NOTE: Version needs to match installed package! +const ONNX_WASM_CDN_URL = "https://cdn.jsdelivr.net/npm/onnxruntime-web@1.19.2/dist/"; +const DEFAULT_WASM_PATHS = ONNX_WASM_CDN_URL; + +export class ONNXWrapper { + public ort: OrtLib = ort_CPU; + private session: + | ort_CPU.InferenceSession + | ort_WEBGPU.InferenceSession + | ort_WEBGL.InferenceSession + | null = null; + + constructor(public settings: IONNXSettings) { + const { executionProvider, wasmPaths } = settings; + switch (executionProvider) { + case "cpu": + case "wasm": + break; + case "webgpu": + this.ort = ort_WEBGPU; + break; + case "webgl": + this.ort = ort_WEBGL; + break; + default: + throw new Error(`ONNXWrapper: Invalid execution provider: '${executionProvider}'`); + } + this.ort.env.wasm.wasmPaths = wasmPaths ?? DEFAULT_WASM_PATHS; + } + + public async init() { + if (!this.session) { + const { modelPath, executionProvider, fetchBinary, multiThread } = this.settings; + if (executionProvider === "cpu" || executionProvider === "wasm") { + if (fetchBinary) { + const binaryURL = this.ort.env.wasm.wasmPaths + "ort-wasm-simd-threaded.wasm"; + const response = await fetch(binaryURL); + const binary = await response.arrayBuffer(); + this.ort.env.wasm.wasmBinary = binary; + } + + if (multiThread) { + const maxPossibleThreads = navigator.hardwareConcurrency ?? 0; + const maxThreads = Math.min( + this.settings.maxThreads ?? maxPossibleThreads, + maxPossibleThreads, + ); + this.ort.env.wasm.numThreads = maxThreads; + } + } + + // @ts-ignore + this.session = await this.ort.InferenceSession.create(modelPath, { + executionProviders: [executionProvider], + }); + } + } + + public async run( + feeds: InferenceSession.FeedsType, + options: InferenceSession.RunOptions = {}, + ): Promise { + if (!this.session) { + throw new Error("ONNXWrapper: Session not initialized. Please call init() first."); + } + + return await this.session.run(feeds, options); + } +} diff --git a/src/decoder.ts b/src/decoder.ts new file mode 100644 index 0000000..9be9471 --- /dev/null +++ b/src/decoder.ts @@ -0,0 +1,109 @@ +import { RawInferenceResult } from "./Gliclass"; + +const sigmoid = (x: number): number => { + return 1 / (1 + Math.exp(-x)); +}; + +const softmax = (logits: number[]): number[] => { + const maxLogit = Math.max(...logits); + + const exps = logits.map(logit => Math.exp(logit - maxLogit)); + + const sumExps = exps.reduce((a, b) => a + b, 0); + + return exps.map(exp => exp / sumExps); +}; + +// BaseDecoder class using abstract methods +abstract class BaseDecoder { + config: any; + + constructor(config: any) { + if (new.target === BaseDecoder) { + throw new TypeError("Cannot instantiate an abstract class."); + } + this.config = config; + } + + abstract decode(...args: any[]): any; +} + +export class UniEncoderDecoder extends BaseDecoder { + getLabel(labels:string[]|string[][], idToClass: Record, i:number, j: number, sameLabels: boolean): string { + let label: string = '[Unknown]'; + if (sameLabels) { + const labelsArray = labels as string[]; + label = labelsArray[j]; + } else { + const labelsArray = labels as string[][]; + if (labelsArray[i] && labelsArray[i][j]) { + label = labelsArray[i][j]; + } + } + if (!label) { + label = idToClass[j] || '[Unknown]'; + } + return label; + } + + decode( + batchSize: number, + numLabels: number, + labels: string[] | string[][], + idToClass: Record, + logits: number[], + sameLabels: boolean, + multiLabel: boolean = false, + threshold: number = 0.5, + ): RawInferenceResult { + const logits2D: number[][] = []; + for (let i = 0; i < batchSize; i++) { + const start = i * numLabels; + const end = start + numLabels; + logits2D.push(logits.slice(start, end)); + } + + const results: RawInferenceResult = []; + + for (let i = 0; i < batchSize; i++) { + const logitsForText = logits2D[i]; + + if (multiLabel) { + // For multi-label classification + const resultForText: [string, number][] = []; + for (let j = 0; j < numLabels; j++) { + const logit = logitsForText[j]; + const prob = sigmoid(logit); + + if (prob > threshold) { + let label: string = this.getLabel(labels, idToClass, i, j, sameLabels); + + resultForText.push([label, prob]); + } + } + results.push(resultForText); + } else { + // For single-label classification, use softmax + const probs = softmax(logitsForText); + let maxProb = -Infinity; + let maxIdx = -1; + + for (let j = 0; j < numLabels; j++) { + const prob = probs[j]; + if (prob > maxProb) { + maxProb = prob; + maxIdx = j; + } + } + + let label: string = this.getLabel(labels, idToClass, i, maxIdx, sameLabels); + + const resultForText: [string, number][] = []; + resultForText.push([label, maxProb]); + results.push(resultForText); + } + + return results; + } + } +} \ No newline at end of file diff --git a/src/index.ts b/src/index.ts new file mode 100644 index 0000000..ed79287 --- /dev/null +++ b/src/index.ts @@ -0,0 +1,2 @@ +export * from "./Gliclass"; +export { WhitespaceTokenSplitter } from "./processor"; diff --git a/src/model.ts b/src/model.ts new file mode 100644 index 0000000..d36e293 --- /dev/null +++ b/src/model.ts @@ -0,0 +1,82 @@ +import ort from "onnxruntime-web"; +import { ONNXWrapper } from "./ONNXWrapper"; +import { RawInferenceResult } from "./Gliclass"; + +abstract class Model { + constructor( + public config: any, + public processor: any, + public decoder: any, + public onnxWrapper: ONNXWrapper, + ) {} + + async initialize(): Promise { + await this.onnxWrapper.init(); + } + + abstract prepareInputs(batch: any): Record; + +}; + + +export class UniEncoderModel extends Model { + prepareInputs(batch: any): Record { + const batch_size: number = batch.inputsIds.length; + const num_tokens: number = batch.inputsIds[0].length; + + const createTensor = (data: any[], shape: number[], tensorType: any = "int64"): ort.Tensor => { + // @ts-ignore // NOTE: node types not working + return new this.onnxWrapper.ort.Tensor(tensorType, data.flat(Infinity), shape); + }; + + let input_ids: ort.Tensor = createTensor(batch.inputsIds, [batch_size, num_tokens]); + let attention_mask: ort.Tensor = createTensor(batch.attentionMasks, [batch_size, num_tokens]); + + const feeds: Record = { + input_ids: input_ids, + attention_mask: attention_mask + }; + + return feeds; + } + + async inference( + texts: string[], + labels: string[]|string[][], + batchSize: number = 8, + threshold: number = 0.5, + multiLabel: boolean = false, + ): Promise { + const sameLabels: boolean = typeof labels[0] === 'string'; + let output: RawInferenceResult = []; + + for (let idx = 0; idx < texts.length; idx += batchSize) { + const batchTexts = texts.slice(idx, idx + batchSize); + const currLabels = sameLabels ? labels : labels.slice(idx, idx + batchTexts.length); + const maxLabelsCount = sameLabels + ? labels.length // If labels are the same for all texts, just get the length + : Math.max(...labels.map(labelSet => labelSet.length)); + + const batch = this.processor.prepareBatch(batchTexts, currLabels); + const feeds = this.prepareInputs(batch); + + const results: Record = await this.onnxWrapper.run(feeds); + const modelOutput: any = results["logits"].data; + + const currBatchSize: number = batchTexts.length; + + const decodedLabels: RawInferenceResult = this.decoder.decode( + currBatchSize, + maxLabelsCount, + currLabels, + batch.idToClass, + modelOutput, + sameLabels, + multiLabel, + threshold, + ); + output = output.concat(decodedLabels); + } + return output; + } +} \ No newline at end of file diff --git a/src/processor.ts b/src/processor.ts new file mode 100644 index 0000000..71d521b --- /dev/null +++ b/src/processor.ts @@ -0,0 +1,126 @@ +abstract class Processor { + config: any; + tokenizer: any; + + constructor(config: any, tokenizer: any) { + this.config = config; + this.tokenizer = tokenizer; + } + + createMappings(classes: string[]): { + classToId: Record; + idToClass: Record; + } { + const classToId: Record = {}; + const idToClass: Record = {}; + + classes.forEach((className, index) => { + const id = index + 1; // Start numbering from 1 + classToId[className] = id; + idToClass[id] = className; + }); + + return { classToId, idToClass }; + } + + abstract prepareTextInputs(texts: string[], labels: string[]): string[]; + + abstract prepareBatch(texts: string[], labels: string[]): Record; + + encodeInputs( + texts: string[], + ): [number[][], number[][]] { + let inputsIds: number[][] = []; + let attentionMasks: number[][] = []; + + for (let id = 0; id < texts.length; id++) { + let textInput = texts[id]; + + let inputIds: number[] = this.tokenizer.encode(textInput); + + let attentionMask: number[] = new Array(inputIds.length).fill(1); + + inputsIds.push(inputIds); + attentionMasks.push(attentionMask); + } + + return [inputsIds, attentionMasks]; + } + + padArray(arr: any[], dimensions: number = 2): any[] { + if (dimensions < 2 || dimensions > 3) { + throw new Error("Only 2D and 3D arrays are supported"); + } + + const maxLength = Math.max(...arr.map((subArr: any[]) => subArr.length)); + const finalDim = dimensions === 3 ? arr[0][0].length : 0; + + return arr.map((subArr: any[]) => { + const padCount = maxLength - subArr.length; + const padding = Array(padCount).fill(dimensions === 3 ? Array(finalDim).fill(0) : 0); + return [...subArr, ...padding]; + }); + } +} + +export class UniEncoderProcessor extends Processor { + constructor(config: any, tokenizer: any) { + super(config, tokenizer); + } + + prepareTextInputs(texts: string[], labels: string[] | string[][]): string[] { + const inputTexts: string[] = []; + let sameLabels: boolean; + + if (typeof labels[0] === 'string') { + sameLabels = true; + } else { + sameLabels = false; + } + + texts.forEach((text, id) => { + let promptTokens: string[] = []; + let currLabels: string[]; + + if (sameLabels === true) { + currLabels = labels as string[]; + } else { + currLabels = (labels as string[][])[id]; + } + + for (let label of currLabels) { + promptTokens.push("<