Upload distilroberta-rejection model for LLM Guard
Browse files- README.md +39 -0
- config.json +36 -0
- distilroberta-base-rejection-v1_emissions.csv +2 -0
- emissions.csv +2 -0
- merges.txt +0 -0
- model.safetensors +3 -0
- onnx/config.json +36 -0
- onnx/merges.txt +0 -0
- onnx/model.onnx +3 -0
- onnx/special_tokens_map.json +51 -0
- onnx/tokenizer.json +0 -0
- onnx/tokenizer_config.json +64 -0
- onnx/vocab.json +0 -0
- special_tokens_map.json +15 -0
- tokenizer.json +0 -0
- tokenizer_config.json +57 -0
- training_args.bin +3 -0
- vocab.json +0 -0
README.md
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---
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license: mit
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library_name: transformers
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tags:
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- llm-guard
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- security
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- onnx
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---
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# distilroberta-rejection
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This is an ONNX model used by LLM Guard for security scanning.
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Original model source: `ProtectAI/distilroberta-base-rejection-v1`
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## Usage
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This model is used automatically by the LLM Guard library. Install LLM Guard:
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```bash
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pip install llm-guard
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```
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The model will be downloaded automatically when the corresponding scanner is used.
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## About LLM Guard
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LLM Guard is a comprehensive security toolkit for Large Language Models, providing:
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- Prompt injection detection
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- PII detection and anonymization
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- Toxicity filtering
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- Bias detection
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- And more security features
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Repository: https://github.com/akto-api-security/llm-guard
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## License
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MIT License - See the original model repository for specific licensing details.
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config.json
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{
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"_name_or_path": "distilroberta-base",
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"architectures": [
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"RobertaForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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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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"id2label": {
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"0": "NORMAL",
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"1": "REJECTION"
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},
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"label2id": {
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"NORMAL": 0,
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"REJECTION": 1
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},
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"layer_norm_eps": 1e-05,
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"max_position_embeddings": 514,
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"model_type": "roberta",
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"num_attention_heads": 12,
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"num_hidden_layers": 6,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"problem_type": "single_label_classification",
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"torch_dtype": "float32",
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"transformers_version": "4.36.2",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 50265
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}
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distilroberta-base-rejection-v1_emissions.csv
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timestamp,project_name,run_id,duration,emissions,emissions_rate,cpu_power,gpu_power,ram_power,cpu_energy,gpu_energy,ram_energy,energy_consumed,country_name,country_iso_code,region,cloud_provider,cloud_region,os,python_version,codecarbon_version,cpu_count,cpu_model,gpu_count,gpu_model,longitude,latitude,ram_total_size,tracking_mode,on_cloud,pue
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2024-01-20T10:29:33,distilroberta-base-rejection-v1_emissions,02c8b68f-b43f-4bb8-8de6-a9c3d5d44194,2502.685886859894,0.07995690783403821,3.1948439176424055e-05,42.5,115.8122138838321,5.787034034729004,0.0295453693439563,0.183039723098328,0.004021413543198922,0.21660650598548323,United States,USA,virginia,,,Linux-5.10.205-195.804.amzn2.x86_64-x86_64-with-glibc2.26,3.10.9,2.3.2,4,AMD EPYC 7R32,1,1 x NVIDIA A10G,-77.4903,39.0469,15.432090759277344,machine,N,1.0
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emissions.csv
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timestamp,project_name,run_id,duration,emissions,emissions_rate,cpu_power,gpu_power,ram_power,cpu_energy,gpu_energy,ram_energy,energy_consumed,country_name,country_iso_code,region,cloud_provider,cloud_region,os,python_version,codecarbon_version,cpu_count,cpu_model,gpu_count,gpu_model,longitude,latitude,ram_total_size,tracking_mode,on_cloud,pue
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2024-01-20T10:29:27,codecarbon,f49924b3-7f0c-4e83-bbc1-26f795913ce6,2495.7482607364655,0.07987621556153969,3.200491684925353e-05,42.5,173.661481972063,5.787034034729004,0.02946336953573758,0.18291424133127598,0.0040102964797854666,0.21638790734679889,United States,USA,virginia,,,Linux-5.10.205-195.804.amzn2.x86_64-x86_64-with-glibc2.26,3.10.9,2.3.2,4,AMD EPYC 7R32,1,1 x NVIDIA A10G,-77.4903,39.0469,15.432090759277344,machine,N,1.0
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merges.txt
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:6e45fc9cdbde270a898f01b4fa01beaf06a0eb1f4c0f6ca88110af59759a0b26
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size 328492280
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onnx/config.json
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{
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"_name_or_path": "asofter/distilroberta-base-rejection-v1",
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"architectures": [
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"RobertaForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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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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"id2label": {
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"0": "NORMAL",
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"1": "REJECTION"
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},
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"label2id": {
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"NORMAL": 0,
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"REJECTION": 1
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},
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"layer_norm_eps": 1e-05,
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"max_position_embeddings": 514,
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"model_type": "roberta",
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"num_attention_heads": 12,
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"num_hidden_layers": 6,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"problem_type": "single_label_classification",
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"torch_dtype": "float32",
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"transformers_version": "4.35.2",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 50265
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}
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onnx/merges.txt
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onnx/model.onnx
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version https://git-lfs.github.com/spec/v1
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oid sha256:fa6cd4d4d736b284931c9e71f6993a8c01c72b22f412e0754d6694a1c2d8b1cb
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size 328626516
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onnx/special_tokens_map.json
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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": true,
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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": true,
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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": true,
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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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"normalized": false,
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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": true,
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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": true,
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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": true,
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| 48 |
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"rstrip": false,
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| 49 |
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"single_word": false
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}
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}
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onnx/tokenizer.json
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onnx/tokenizer_config.json
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{
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"add_prefix_space": false,
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"added_tokens_decoder": {
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"0": {
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"content": "<s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"1": {
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"content": "<pad>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"2": {
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"content": "</s>",
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"lstrip": false,
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"normalized": true,
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| 24 |
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"rstrip": false,
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| 25 |
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"single_word": false,
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"special": true
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},
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"3": {
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"content": "<unk>",
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"lstrip": false,
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| 31 |
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"normalized": true,
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| 32 |
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"rstrip": false,
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| 33 |
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"single_word": false,
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"special": true
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},
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"50264": {
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"content": "<mask>",
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| 38 |
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"lstrip": true,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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}
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},
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| 45 |
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"bos_token": "<s>",
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"clean_up_tokenization_spaces": true,
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| 47 |
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"cls_token": "<s>",
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"eos_token": "</s>",
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"errors": "replace",
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| 50 |
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"mask_token": "<mask>",
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| 51 |
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"max_length": 512,
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| 52 |
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"model_max_length": 512,
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| 53 |
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"pad_to_multiple_of": null,
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| 54 |
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"pad_token": "<pad>",
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| 55 |
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"pad_token_type_id": 0,
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| 56 |
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"padding_side": "right",
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| 57 |
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"sep_token": "</s>",
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| 58 |
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"stride": 0,
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| 59 |
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"tokenizer_class": "RobertaTokenizer",
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"trim_offsets": true,
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| 61 |
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"truncation_side": "right",
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| 62 |
+
"truncation_strategy": "longest_first",
|
| 63 |
+
"unk_token": "<unk>"
|
| 64 |
+
}
|
onnx/vocab.json
ADDED
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special_tokens_map.json
ADDED
|
@@ -0,0 +1,15 @@
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| 1 |
+
{
|
| 2 |
+
"bos_token": "<s>",
|
| 3 |
+
"cls_token": "<s>",
|
| 4 |
+
"eos_token": "</s>",
|
| 5 |
+
"mask_token": {
|
| 6 |
+
"content": "<mask>",
|
| 7 |
+
"lstrip": true,
|
| 8 |
+
"normalized": false,
|
| 9 |
+
"rstrip": false,
|
| 10 |
+
"single_word": false
|
| 11 |
+
},
|
| 12 |
+
"pad_token": "<pad>",
|
| 13 |
+
"sep_token": "</s>",
|
| 14 |
+
"unk_token": "<unk>"
|
| 15 |
+
}
|
tokenizer.json
ADDED
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tokenizer_config.json
ADDED
|
@@ -0,0 +1,57 @@
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|
|
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|
| 1 |
+
{
|
| 2 |
+
"add_prefix_space": false,
|
| 3 |
+
"added_tokens_decoder": {
|
| 4 |
+
"0": {
|
| 5 |
+
"content": "<s>",
|
| 6 |
+
"lstrip": false,
|
| 7 |
+
"normalized": true,
|
| 8 |
+
"rstrip": false,
|
| 9 |
+
"single_word": false,
|
| 10 |
+
"special": true
|
| 11 |
+
},
|
| 12 |
+
"1": {
|
| 13 |
+
"content": "<pad>",
|
| 14 |
+
"lstrip": false,
|
| 15 |
+
"normalized": true,
|
| 16 |
+
"rstrip": false,
|
| 17 |
+
"single_word": false,
|
| 18 |
+
"special": true
|
| 19 |
+
},
|
| 20 |
+
"2": {
|
| 21 |
+
"content": "</s>",
|
| 22 |
+
"lstrip": false,
|
| 23 |
+
"normalized": true,
|
| 24 |
+
"rstrip": false,
|
| 25 |
+
"single_word": false,
|
| 26 |
+
"special": true
|
| 27 |
+
},
|
| 28 |
+
"3": {
|
| 29 |
+
"content": "<unk>",
|
| 30 |
+
"lstrip": false,
|
| 31 |
+
"normalized": true,
|
| 32 |
+
"rstrip": false,
|
| 33 |
+
"single_word": false,
|
| 34 |
+
"special": true
|
| 35 |
+
},
|
| 36 |
+
"50264": {
|
| 37 |
+
"content": "<mask>",
|
| 38 |
+
"lstrip": true,
|
| 39 |
+
"normalized": false,
|
| 40 |
+
"rstrip": false,
|
| 41 |
+
"single_word": false,
|
| 42 |
+
"special": true
|
| 43 |
+
}
|
| 44 |
+
},
|
| 45 |
+
"bos_token": "<s>",
|
| 46 |
+
"clean_up_tokenization_spaces": true,
|
| 47 |
+
"cls_token": "<s>",
|
| 48 |
+
"eos_token": "</s>",
|
| 49 |
+
"errors": "replace",
|
| 50 |
+
"mask_token": "<mask>",
|
| 51 |
+
"model_max_length": 512,
|
| 52 |
+
"pad_token": "<pad>",
|
| 53 |
+
"sep_token": "</s>",
|
| 54 |
+
"tokenizer_class": "RobertaTokenizer",
|
| 55 |
+
"trim_offsets": true,
|
| 56 |
+
"unk_token": "<unk>"
|
| 57 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:ef62f442414f3b3b31779f3d95e055f5ddf5734a391074a87ea42323ce67c246
|
| 3 |
+
size 4664
|
vocab.json
ADDED
|
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|
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