Vishveshwara
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Vishveshwara/NER-Contract
Browse files- README.md +72 -0
- adapter_config.json +32 -0
- adapter_model.safetensors +3 -0
- merges.txt +0 -0
- runs/Jun11_09-14-18_4dc680adc3cf/events.out.tfevents.1718097259.4dc680adc3cf.34.0 +3 -0
- runs/Jun11_09-48-27_4dc680adc3cf/events.out.tfevents.1718099308.4dc680adc3cf.34.1 +3 -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: peft
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tags:
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- generated_from_trainer
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base_model: roberta-large
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metrics:
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- precision
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- recall
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- f1
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- accuracy
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model-index:
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- name: bert-large-token-classification
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# bert-large-token-classification
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This model is a fine-tuned version of [roberta-large](https://huggingface.co/roberta-large) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.2157
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- Precision: 0.4271
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- Recall: 0.5155
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- F1: 0.4671
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- Accuracy: 0.9481
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 0.001
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- train_batch_size: 8
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- eval_batch_size: 8
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- seed: 42
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- num_epochs: 5
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
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|:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|:--------:|
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| 0.3642 | 1.0 | 741 | 0.2888 | 0.2211 | 0.2315 | 0.2262 | 0.9264 |
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| 0.2508 | 2.0 | 1482 | 0.2862 | 0.3301 | 0.3645 | 0.3465 | 0.9217 |
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| 0.1609 | 3.0 | 2223 | 0.2247 | 0.3109 | 0.4309 | 0.3612 | 0.9411 |
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| 0.1404 | 4.0 | 2964 | 0.2391 | 0.3563 | 0.4669 | 0.4042 | 0.9303 |
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| 0.0937 | 5.0 | 3705 | 0.2157 | 0.4271 | 0.5155 | 0.4671 | 0.9481 |
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### Framework versions
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- PEFT 0.11.1
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- Transformers 4.41.2
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- Pytorch 2.1.2
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- Datasets 2.19.2
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- Tokenizers 0.19.1
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adapter_config.json
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{
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"alpha_pattern": {},
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"auto_mapping": null,
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"base_model_name_or_path": "roberta-large",
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"bias": "all",
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"fan_in_fan_out": false,
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"inference_mode": true,
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"init_lora_weights": true,
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"layer_replication": null,
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"layers_pattern": null,
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"layers_to_transform": null,
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"loftq_config": {},
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"lora_alpha": 16,
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"lora_dropout": 0.1,
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"megatron_config": null,
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"megatron_core": "megatron.core",
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"modules_to_save": [
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"classifier",
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"score"
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],
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"peft_type": "LORA",
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"r": 16,
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"rank_pattern": {},
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"revision": null,
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"target_modules": [
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"query",
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"value"
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],
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"task_type": "TOKEN_CLS",
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"use_dora": false,
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"use_rslora": false
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}
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adapter_model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:a5dc2dc1fe8679f61efc98b00bafb4976c2bfbf7b50a8ce651b019fa59cc39af
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size 7495380
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merges.txt
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runs/Jun11_09-14-18_4dc680adc3cf/events.out.tfevents.1718097259.4dc680adc3cf.34.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:603eecb88e2bc318aa061db7382c057f29dca65893fd714ff93b2d5db72b48a3
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size 6349
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runs/Jun11_09-48-27_4dc680adc3cf/events.out.tfevents.1718099308.4dc680adc3cf.34.1
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version https://git-lfs.github.com/spec/v1
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oid sha256:e1fa5405b7badd33537115731b76a017af7ec39d0acaf62b68709e499390d134
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size 9856
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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": {
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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": "<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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"add_prefix_space": true,
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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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"rstrip": false,
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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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"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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"50264": {
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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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"special": true
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}
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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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"errors": "replace",
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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": "RobertaTokenizer",
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"trim_offsets": true,
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"unk_token": "<unk>"
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}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:3b0362557a76037a3da44819b81ce65c465331f7a67b87a61bc75f4253a69260
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size 5112
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vocab.json
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