Kevin201217
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Training in progress, epoch 1
Browse files- README.md +68 -0
- added_tokens.json +3 -0
- config.json +51 -0
- merges.txt +0 -0
- model.safetensors +3 -0
- runs/Apr13_03-23-33_441548a08422/events.out.tfevents.1712978614.441548a08422.2625.0 +3 -0
- runs/Apr13_03-32-50_441548a08422/events.out.tfevents.1712979171.441548a08422.2625.1 +3 -0
- runs/Apr13_03-44-57_441548a08422/events.out.tfevents.1712979898.441548a08422.2625.2 +3 -0
- special_tokens_map.json +23 -0
- tokenizer_config.json +22 -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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base_model: microsoft/biogpt
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tags:
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- generated_from_trainer
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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-finetuned-ner
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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-finetuned-ner
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This model is a fine-tuned version of [microsoft/biogpt](https://huggingface.co/microsoft/biogpt) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.1481
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- Precision: 0.4569
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- Recall: 0.5654
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- F1: 0.5054
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- Accuracy: 0.9576
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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: 2e-05
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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: 3
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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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| 0.3322 | 1.0 | 679 | 0.1699 | 0.3188 | 0.4460 | 0.3718 | 0.9463 |
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| 0.1707 | 2.0 | 1358 | 0.1551 | 0.4017 | 0.5375 | 0.4598 | 0.9527 |
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| 0.0966 | 3.0 | 2037 | 0.1481 | 0.4569 | 0.5654 | 0.5054 | 0.9576 |
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### Framework versions
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- Transformers 4.38.2
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- Pytorch 2.2.1+cu121
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- Datasets 2.18.0
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- Tokenizers 0.15.2
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added_tokens.json
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{
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"<|endoftext|>": 42384
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}
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config.json
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{
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"_name_or_path": "microsoft/biogpt",
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"activation_dropout": 0.0,
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"activation_function": "gelu_new",
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"architectures": [
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"GPT2ForTokenClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"attn_pdrop": 0.1,
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"bos_token_id": 0,
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"embd_pdrop": 0.1,
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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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"id2label": {
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"0": "LABEL_0",
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"1": "LABEL_1",
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"2": "LABEL_2"
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},
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"initializer_range": 0.02,
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"intermediate_size": 4096,
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"label2id": {
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"LABEL_0": 0,
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"LABEL_1": 1,
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"LABEL_2": 2
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},
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"layer_norm_eps": 1e-12,
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"layer_norm_epsilon": 1e-05,
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"layerdrop": 0.0,
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"model_type": "gpt2",
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"n_embd": 1024,
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"n_head": 16,
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"n_inner": null,
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"n_layer": 24,
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"n_positions": 1024,
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"pad_token_id": 1,
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"reorder_and_upcast_attn": false,
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"resid_pdrop": 0.1,
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"scale_attn_by_inverse_layer_idx": false,
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"scale_attn_weights": true,
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"scale_embedding": true,
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"summary_activation": null,
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"summary_first_dropout": 0.1,
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"summary_proj_to_labels": true,
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"summary_type": "cls_index",
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"summary_use_proj": true,
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"torch_dtype": "float32",
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"transformers_version": "4.38.2",
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"use_cache": true,
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"vocab_size": 42384
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}
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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 sha256:6119a9656b6b7750cdc056bb5679b9eb9681cf35979de7fef8b9ed323b4c7f30
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size 1387087524
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runs/Apr13_03-23-33_441548a08422/events.out.tfevents.1712978614.441548a08422.2625.0
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version https://git-lfs.github.com/spec/v1
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size 5319
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runs/Apr13_03-32-50_441548a08422/events.out.tfevents.1712979171.441548a08422.2625.1
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version https://git-lfs.github.com/spec/v1
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runs/Apr13_03-44-57_441548a08422/events.out.tfevents.1712979898.441548a08422.2625.2
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version https://git-lfs.github.com/spec/v1
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size 5828
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special_tokens_map.json
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{
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"bos_token": {
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"content": "<|endoftext|>",
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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": "<|endoftext|>",
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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": "<|endoftext|>",
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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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}
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tokenizer_config.json
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{
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"add_bos_token": false,
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"add_prefix_space": false,
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"added_tokens_decoder": {
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"42384": {
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"content": "<|endoftext|>",
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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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},
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"bos_token": "<|endoftext|>",
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"clean_up_tokenization_spaces": true,
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"eos_token": "<|endoftext|>",
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"errors": "replace",
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"model_max_length": 1000000000000000019884624838656,
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"pad_token": null,
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"tokenizer_class": "GPT2Tokenizer",
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"unk_token": "<|endoftext|>"
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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 sha256:277977e5c692d5a335ea310d49bdbd7e51cdaf6aa5d6fd45adc053c391d84751
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size 4984
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vocab.json
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