Instructions to use TOMALICE/multilingual-e5-small with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers.js
How to use TOMALICE/multilingual-e5-small with Transformers.js:
// npm i @huggingface/transformers import { pipeline } from '@huggingface/transformers'; // Allocate pipeline const pipe = await pipeline('feature-extraction', 'TOMALICE/multilingual-e5-small');
Duplicate from Xenova/multilingual-e5-small
Browse filesCo-authored-by: Joshua <Xenova@users.noreply.huggingface.co>
- .gitattributes +36 -0
- README.md +24 -0
- config.json +25 -0
- onnx/model.onnx +3 -0
- onnx/model_bnb4.onnx +3 -0
- onnx/model_fp16.onnx +3 -0
- onnx/model_int8.onnx +3 -0
- onnx/model_q4.onnx +3 -0
- onnx/model_q4f16.onnx +3 -0
- onnx/model_quantized.onnx +3 -0
- onnx/model_uint8.onnx +3 -0
- quant_config.json +30 -0
- sentencepiece.bpe.model +3 -0
- special_tokens_map.json +9 -0
- tokenizer.json +3 -0
- tokenizer_config.json +20 -0
.gitattributes
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README.md
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---
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base_model: intfloat/multilingual-e5-small
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library_name: transformers.js
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---
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https://huggingface.co/intfloat/multilingual-e5-small with ONNX weights to be compatible with Transformers.js.
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## Usage (Transformers.js)
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If you haven't already, you can install the [Transformers.js](https://huggingface.co/docs/transformers.js) JavaScript library from [NPM](https://www.npmjs.com/package/@huggingface/transformers) using:
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```bash
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npm i @huggingface/transformers
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```
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**Example:** Run feature extraction.
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```js
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import { pipeline } from '@huggingface/transformers';
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const extractor = await pipeline('feature-extraction', 'Xenova/multilingual-e5-small');
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const output = await extractor('This is a simple test.');
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```
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Note: Having a separate repo for ONNX weights is intended to be a temporary solution until WebML gains more traction. If you would like to make your models web-ready, we recommend converting to ONNX using [🤗 Optimum](https://huggingface.co/docs/optimum/index) and structuring your repo like this one (with ONNX weights located in a subfolder named `onnx`).
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config.json
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{
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"_name_or_path": "intfloat/multilingual-e5-small",
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"architectures": [
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"BertModel"
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],
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"attention_probs_dropout_prob": 0.1,
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"classifier_dropout": null,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 384,
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"initializer_range": 0.02,
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"intermediate_size": 1536,
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 512,
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"model_type": "bert",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"pad_token_id": 0,
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"position_embedding_type": "absolute",
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"tokenizer_class": "XLMRobertaTokenizer",
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"transformers_version": "4.31.0.dev0",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 250037
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}
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onnx/model.onnx
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onnx/model_bnb4.onnx
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onnx/model_fp16.onnx
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onnx/model_int8.onnx
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onnx/model_q4.onnx
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onnx/model_q4f16.onnx
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onnx/model_quantized.onnx
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onnx/model_uint8.onnx
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quant_config.json
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{
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"per_channel": true,
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"reduce_range": true,
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"per_model_config": {
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"model": {
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"op_types": [
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"Transpose",
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"Add",
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"Unsqueeze",
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"Cast",
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"Concat",
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"Sub",
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"Sqrt",
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"Pow",
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"Gather",
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"ReduceMean",
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"Div",
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"Reshape",
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"Softmax",
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"Mul",
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"Constant",
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"Shape",
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"Slice",
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"Erf",
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"MatMul"
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],
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"weight_type": "QInt8"
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}
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}
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}
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sentencepiece.bpe.model
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special_tokens_map.json
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{
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"bos_token": "<s>",
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"cls_token": "<s>",
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"eos_token": "</s>",
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"mask_token": "<mask>",
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"pad_token": "<pad>",
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"sep_token": "</s>",
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"unk_token": "<unk>"
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}
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tokenizer.json
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tokenizer_config.json
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{
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"bos_token": "<s>",
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"clean_up_tokenization_spaces": true,
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"cls_token": "<s>",
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"eos_token": "</s>",
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"mask_token": {
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"__type": "AddedToken",
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"content": "<mask>",
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"lstrip": true,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"model_max_length": 512,
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"pad_token": "<pad>",
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"sep_token": "</s>",
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"sp_model_kwargs": {},
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"tokenizer_class": "XLMRobertaTokenizer",
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"unk_token": "<unk>"
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}
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