diff --git a/packages/components/nodes/embeddings/HuggingFaceTransformersEmbedding/HuggingFace.svg b/packages/components/nodes/embeddings/HuggingFaceTransformersEmbedding/HuggingFace.svg new file mode 100644 index 00000000000..58c85d57e23 --- /dev/null +++ b/packages/components/nodes/embeddings/HuggingFaceTransformersEmbedding/HuggingFace.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/packages/components/nodes/embeddings/HuggingFaceTransformersEmbedding/HuggingFaceTransformersEmbedding.ts b/packages/components/nodes/embeddings/HuggingFaceTransformersEmbedding/HuggingFaceTransformersEmbedding.ts new file mode 100644 index 00000000000..78be91df959 --- /dev/null +++ b/packages/components/nodes/embeddings/HuggingFaceTransformersEmbedding/HuggingFaceTransformersEmbedding.ts @@ -0,0 +1,74 @@ +import { + HuggingFaceTransformersEmbeddings, + HuggingFaceTransformersEmbeddingsParams +} from '@langchain/community/embeddings/huggingface_transformers' +import { INode, INodeData, INodeParams } from '../../../src/Interface' +import { getBaseClasses } from '../../../src/utils' + +class HuggingFaceTransformersEmbedding_Embeddings implements INode { + label: string + name: string + version: number + type: string + icon: string + category: string + description: string + baseClasses: string[] + inputs: INodeParams[] + + constructor() { + this.label = 'HuggingFace Transformers Embedding' + this.name = 'huggingFaceTransformersEmbedding' + this.version = 1.0 + this.type = 'HuggingFaceTransformersEmbeddings' + this.icon = 'HuggingFace.svg' + this.category = 'Embeddings' + this.description = 'Generate embeddings locally for a given text using HuggingFace models, without any API key' + this.baseClasses = [this.type, ...getBaseClasses(HuggingFaceTransformersEmbeddings)] + this.inputs = [ + { + label: 'Model Name', + name: 'modelName', + type: 'string', + description: 'A feature extraction model from HuggingFace. The model is downloaded and run locally.', + placeholder: 'Xenova/all-MiniLM-L6-v2', + default: 'Xenova/all-MiniLM-L6-v2' + }, + { + label: 'Batch Size', + name: 'batchSize', + type: 'number', + step: 1, + default: 512, + optional: true, + additionalParams: true + }, + { + label: 'Strip New Lines', + name: 'stripNewLines', + type: 'boolean', + default: true, + optional: true, + additionalParams: true + } + ] + } + + async init(nodeData: INodeData): Promise { + const modelName = nodeData.inputs?.modelName as string + const batchSize = nodeData.inputs?.batchSize as string + const stripNewLines = nodeData.inputs?.stripNewLines as boolean + + const obj: Partial = { + model: modelName + } + + if (batchSize) obj.batchSize = parseInt(batchSize, 10) + if (stripNewLines !== undefined) obj.stripNewLines = stripNewLines + + const model = new HuggingFaceTransformersEmbeddings(obj) + return model + } +} + +module.exports = { nodeClass: HuggingFaceTransformersEmbedding_Embeddings } diff --git a/packages/components/package.json b/packages/components/package.json index 7c477e7bb1e..ef2601c1b02 100644 --- a/packages/components/package.json +++ b/packages/components/package.json @@ -58,6 +58,7 @@ "@google/generative-ai": "^0.24.0", "@grpc/grpc-js": "^1.10.10", "@huggingface/inference": "^4.13.2", + "@huggingface/transformers": "^3.5.2", "@ibm-cloud/watsonx-ai": "1.7.7", "@langchain/anthropic": "1.3.20", "@langchain/aws": "1.2.2", diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml index 2e2d110c151..da46792d7f9 100644 --- a/pnpm-lock.yaml +++ b/pnpm-lock.yaml @@ -366,6 +366,9 @@ importers: '@huggingface/inference': specifier: ^4.13.2 version: 4.13.2 + '@huggingface/transformers': + specifier: ^3.5.2 + version: 3.8.1 '@ibm-cloud/watsonx-ai': specifier: 1.7.7 version: 1.7.7 @@ -389,7 +392,7 @@ importers: version: 1.0.2(@langchain/core@1.1.20(@opentelemetry/api@1.9.0)(@opentelemetry/exporter-trace-otlp-proto@0.54.0(@opentelemetry/api@1.9.0))(@opentelemetry/sdk-trace-base@1.27.0(@opentelemetry/api@1.9.0))(openai@6.19.0(ws@8.18.3(bufferutil@4.0.8)(utf-8-validate@6.0.4))(zod@4.3.6))) '@langchain/community': specifier: 1.1.12 - 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flowise-embed-react@3.1.5(@types/node@22.16.3)(flowise-embed@3.1.5)(react-dom@18.2.0(react@18.2.0))(react@18.2.0)(sass@1.71.1)(terser@5.29.1)(typescript@5.5.2): @@ -41285,11 +41555,17 @@ snapshots: minipass@7.0.4: {} + minipass@7.1.3: {} + minizlib@2.1.2: dependencies: minipass: 3.3.6 yallist: 4.0.0 + minizlib@3.1.0: + dependencies: + minipass: 7.1.3 + mitt@3.0.0: {} mixin-deep@1.3.2: @@ -41934,11 +42210,21 @@ snapshots: onnxruntime-common@1.14.0: {} + onnxruntime-common@1.21.0: {} + + onnxruntime-common@1.22.0-dev.20250409-89f8206ba4: {} + onnxruntime-node@1.14.0: dependencies: onnxruntime-common: 1.14.0 optional: true + onnxruntime-node@1.21.0: + dependencies: + global-agent: 3.0.0 + onnxruntime-common: 1.21.0 + tar: 7.5.19 + onnxruntime-web@1.14.0: dependencies: flatbuffers: 1.12.0 @@ -41948,6 +42234,15 @@ snapshots: onnxruntime-common: 1.14.0 platform: 1.3.6 + onnxruntime-web@1.22.0-dev.20250409-89f8206ba4: + dependencies: + flatbuffers: 25.9.23 + guid-typescript: 1.0.9 + long: 5.3.2 + onnxruntime-common: 1.22.0-dev.20250409-89f8206ba4 + platform: 1.3.6 + protobufjs: 7.4.0 + open@8.4.2: dependencies: define-lazy-prop: 2.0.0 @@ -44700,6 +44995,37 @@ snapshots: '@img/sharp-win32-ia32': 0.33.5 '@img/sharp-win32-x64': 0.33.5 + sharp@0.34.5: + dependencies: + '@img/colour': 1.1.0 + detect-libc: 2.1.2 + semver: 7.7.1 + optionalDependencies: + '@img/sharp-darwin-arm64': 0.34.5 + '@img/sharp-darwin-x64': 0.34.5 + '@img/sharp-libvips-darwin-arm64': 1.2.4 + '@img/sharp-libvips-darwin-x64': 1.2.4 + '@img/sharp-libvips-linux-arm': 1.2.4 + '@img/sharp-libvips-linux-arm64': 1.2.4 + '@img/sharp-libvips-linux-ppc64': 1.2.4 + '@img/sharp-libvips-linux-riscv64': 1.2.4 + '@img/sharp-libvips-linux-s390x': 1.2.4 + '@img/sharp-libvips-linux-x64': 1.2.4 + '@img/sharp-libvips-linuxmusl-arm64': 1.2.4 + '@img/sharp-libvips-linuxmusl-x64': 1.2.4 + '@img/sharp-linux-arm': 0.34.5 + '@img/sharp-linux-arm64': 0.34.5 + '@img/sharp-linux-ppc64': 0.34.5 + '@img/sharp-linux-riscv64': 0.34.5 + '@img/sharp-linux-s390x': 0.34.5 + '@img/sharp-linux-x64': 0.34.5 + '@img/sharp-linuxmusl-arm64': 0.34.5 + '@img/sharp-linuxmusl-x64': 0.34.5 + '@img/sharp-wasm32': 0.34.5 + '@img/sharp-win32-arm64': 0.34.5 + '@img/sharp-win32-ia32': 0.34.5 + '@img/sharp-win32-x64': 0.34.5 + shebang-command@2.0.0: dependencies: shebang-regex: 3.0.0 @@ -45568,6 +45894,14 @@ snapshots: mkdirp: 1.0.4 yallist: 4.0.0 + tar@7.5.19: + dependencies: + '@isaacs/fs-minipass': 4.0.1 + chownr: 3.0.0 + minipass: 7.1.3 + minizlib: 3.1.0 + yallist: 5.0.0 + tdigest@0.1.2: dependencies: bintrees: 1.0.2 @@ -47347,6 +47681,8 @@ snapshots: yallist@4.0.0: {} + yallist@5.0.0: {} + yaml@1.10.2: {} yaml@2.0.0-1: {}