done
Browse files- README.md +78 -0
- config.json +35 -0
- model.safetensors +3 -0
- runs/Dec05_00-41-11_Aadityas-MacBook-Pro.local/events.out.tfevents.1733339473.Aadityas-MacBook-Pro.local.59022.11 +3 -0
- runs/Dec05_00-49-39_Aadityas-MacBook-Pro.local/events.out.tfevents.1733339983.Aadityas-MacBook-Pro.local.59022.12 +3 -0
- training_args.bin +3 -0
README.md
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---
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library_name: transformers
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license: apache-2.0
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base_model: distilbert-base-uncased
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tags:
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- generated_from_trainer
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datasets:
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- financial_phrasebank
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metrics:
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- f1
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model-index:
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- name: Finance_DistilBERT_sentiment
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results:
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- task:
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name: Text Classification
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type: text-classification
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dataset:
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name: financial_phrasebank
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type: financial_phrasebank
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config: sentences_75agree
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split: train
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args: sentences_75agree
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metrics:
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- name: F1
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type: f1
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value: 0.9101001493367561
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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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# Finance_DistilBERT_sentiment
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This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on the financial_phrasebank dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.2763
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- F1: 0.9101
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- Acc: 0.9088
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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: 4e-06
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- train_batch_size: 32
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- eval_batch_size: 32
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- seed: 42
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- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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- lr_scheduler_type: linear
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- lr_scheduler_warmup_steps: 600
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- num_epochs: 1
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | F1 | Acc |
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|:-------------:|:-----:|:----:|:---------------:|:------:|:------:|
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| 0.0975 | 1.0 | 87 | 0.2763 | 0.9101 | 0.9088 |
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### Framework versions
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- Transformers 4.46.2
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- Pytorch 2.5.1
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- Datasets 3.1.0
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- Tokenizers 0.20.3
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config.json
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{
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"_name_or_path": "distilbert-base-uncased",
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"activation": "gelu",
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"architectures": [
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"DistilBertForSequenceClassification"
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],
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"attention_dropout": 0.1,
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"dim": 768,
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"dropout": 0.1,
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"hidden_dim": 3072,
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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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"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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"max_position_embeddings": 512,
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"model_type": "distilbert",
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"n_heads": 12,
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"n_layers": 6,
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"pad_token_id": 0,
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"problem_type": "single_label_classification",
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"qa_dropout": 0.1,
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"seq_classif_dropout": 0.2,
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"sinusoidal_pos_embds": false,
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"tie_weights_": true,
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"torch_dtype": "float32",
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"transformers_version": "4.46.2",
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"vocab_size": 30522
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:3200c0bde1eabb15eb3b5ee5c663e67ee2f1808d102378b78cb9875a87f62dfe
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size 267835644
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runs/Dec05_00-41-11_Aadityas-MacBook-Pro.local/events.out.tfevents.1733339473.Aadityas-MacBook-Pro.local.59022.11
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version https://git-lfs.github.com/spec/v1
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runs/Dec05_00-49-39_Aadityas-MacBook-Pro.local/events.out.tfevents.1733339983.Aadityas-MacBook-Pro.local.59022.12
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version https://git-lfs.github.com/spec/v1
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size 6090
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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size 5304
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