feat: converted ONNX model
Browse files- README.md +1 -18
- config.json +3 -2
- model.onnx +3 -0
- special_tokens_map.json +42 -6
- tokenizer.json +2 -2
- tokenizer_config.json +7 -0
README.md
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- type: spearmanr
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value: 0.904
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---
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The model is a [multilingual-e5-base](https://huggingface.co/intfloat/multilingual-e5-base) model fine-tuned with the task of semantic textual similarity in mind.
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## Model Training
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The model has been fine-tuned on the German subsets of the following datasets:
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- [German paraphrase corpus by Philip May](https://huggingface.co/datasets/deutsche-telekom/ger-backtrans-paraphrase)
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- [paws-x](https://huggingface.co/datasets/paws-x)
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- [stsb_multi_mt](https://huggingface.co/datasets/stsb_multi_mt)
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The training procedure can be divided into two stages:
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- training on paraphrase datasets with the Multiple Negatives Ranking Loss
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- training on semantic textual similarity datasets using the Cosine Similarity Loss
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# Results
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The model achieves the following results:
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- 0.920 on stsb's validation subset
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- 0.904 on stsb's test subset
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- type: spearmanr
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value: 0.904
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---
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This is a converted version of [danielheinz/e5-base-sts-en-de](https://huggingface.co/danielheinz/e5-base-sts-en-de) for CPU inference on ONNX Runtime.
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config.json
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{
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"_name_or_path": "/
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"architectures": [
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"XLMRobertaModel"
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],
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"bos_token_id": 0,
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"classifier_dropout": null,
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"eos_token_id": 2,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 768,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"torch_dtype": "float32",
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"transformers_version": "4.
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 250002
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{
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"_name_or_path": "danielheinz/e5-base-sts-en-de",
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"architectures": [
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"XLMRobertaModel"
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],
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"bos_token_id": 0,
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"classifier_dropout": null,
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"eos_token_id": 2,
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"export_model_type": "transformer",
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 768,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"torch_dtype": "float32",
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"transformers_version": "4.42.4",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 250002
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model.onnx
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version https://git-lfs.github.com/spec/v1
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oid sha256:cdb170f419dafbeaf87bda33639fc9a626c0f91f933ed96450054b5e3691987b
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size 1110128012
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special_tokens_map.json
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{
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"bos_token":
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"mask_token": {
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"content": "<mask>",
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"lstrip": true,
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"rstrip": false,
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"single_word": false
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},
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"pad_token":
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}
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{
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"bos_token": {
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"content": "<s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"cls_token": {
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"content": "<s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"eos_token": {
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"content": "</s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"mask_token": {
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"content": "<mask>",
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"lstrip": true,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": {
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"content": "<pad>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"sep_token": {
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"content": "</s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"unk_token": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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}
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}
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tokenizer.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:883b037111086fd4dfebbbc9b7cee11e1517b5e0c0514879478661440f137085
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size 17082987
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tokenizer_config.json
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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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"model_max_length": 512,
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"pad_token": "<pad>",
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"sep_token": "</s>",
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"tokenizer_class": "XLMRobertaTokenizer",
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"unk_token": "<unk>"
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}
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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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"max_length": 512,
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"model_max_length": 512,
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"pad_to_multiple_of": null,
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"pad_token": "<pad>",
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"pad_token_type_id": 0,
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"padding_side": "right",
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"sep_token": "</s>",
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"stride": 0,
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"tokenizer_class": "XLMRobertaTokenizer",
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"truncation_side": "right",
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"truncation_strategy": "longest_first",
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"unk_token": "<unk>"
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}
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