End of training
Browse files- README.md +67 -0
- added_tokens.json +3 -0
- bpe.codes +0 -0
- config.json +30 -0
- model.safetensors +3 -0
- runs/Mar05_13-14-40_34334bcdfcbe/events.out.tfevents.1709644488.34334bcdfcbe.1172.1 +3 -0
- runs/Mar05_13-25-09_34334bcdfcbe/events.out.tfevents.1709645177.34334bcdfcbe.1172.2 +3 -0
- special_tokens_map.json +9 -0
- tmp-checkpoint-3042/added_tokens.json +3 -0
- tmp-checkpoint-3042/bpe.codes +0 -0
- tmp-checkpoint-3042/config.json +30 -0
- tmp-checkpoint-3042/model.safetensors +3 -0
- tmp-checkpoint-3042/optimizer.pt +3 -0
- tmp-checkpoint-3042/special_tokens_map.json +9 -0
- tmp-checkpoint-3042/tokenizer_config.json +55 -0
- tmp-checkpoint-3042/training_args.bin +3 -0
- tmp-checkpoint-3042/vocab.txt +0 -0
- tokenizer_config.json +55 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
README.md
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---
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base_model: finiteautomata/bertweet-base-sentiment-analysis
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tags:
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- generated_from_trainer
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metrics:
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- accuracy
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- f1
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model-index:
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- name: bertweet-olid
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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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# bertweet-olid
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This model is a fine-tuned version of [finiteautomata/bertweet-base-sentiment-analysis](https://huggingface.co/finiteautomata/bertweet-base-sentiment-analysis) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 1.0303
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- Accuracy: 0.8104
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- F1: 0.8082
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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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- gradient_accumulation_steps: 2
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- total_train_batch_size: 16
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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 | Accuracy | F1 |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|
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| 0.3675 | 1.0 | 774 | 0.4257 | 0.8233 | 0.8217 |
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| 0.3006 | 2.0 | 1548 | 0.3651 | 0.8385 | 0.8383 |
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| 0.2461 | 3.0 | 2322 | 0.4812 | 0.8301 | 0.8298 |
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| 0.202 | 4.0 | 3096 | 0.6835 | 0.8324 | 0.8324 |
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| 0.1533 | 5.0 | 3870 | 1.0303 | 0.8104 | 0.8082 |
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### Framework versions
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- Transformers 4.38.1
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- Pytorch 2.1.0+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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"<mask>": 64000
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}
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bpe.codes
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config.json
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{
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"_name_or_path": "finiteautomata/bertweet-base-sentiment-analysis",
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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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"gradient_checkpointing": false,
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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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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_norm_eps": 1e-05,
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"max_position_embeddings": 130,
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"model_type": "roberta",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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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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"tokenizer_class": "BertweetTokenizer",
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"torch_dtype": "float32",
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"transformers_version": "4.38.1",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 64001
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}
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model.safetensors
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special_tokens_map.json
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tmp-checkpoint-3042/added_tokens.json
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{
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tmp-checkpoint-3042/bpe.codes
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tmp-checkpoint-3042/config.json
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{
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tmp-checkpoint-3042/optimizer.pt
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tmp-checkpoint-3042/special_tokens_map.json
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tmp-checkpoint-3042/tokenizer_config.json
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tmp-checkpoint-3042/training_args.bin
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tmp-checkpoint-3042/vocab.txt
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tokenizer_config.json
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48 |
+
"mask_token": "<mask>",
|
49 |
+
"model_max_length": 128,
|
50 |
+
"normalization": false,
|
51 |
+
"pad_token": "<pad>",
|
52 |
+
"sep_token": "</s>",
|
53 |
+
"tokenizer_class": "BertweetTokenizer",
|
54 |
+
"unk_token": "<unk>"
|
55 |
+
}
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:42b9f793c5ef7507e2a4c886de0dfdd11afdece09eb3681058c7da9d9c640e7c
|
3 |
+
size 4920
|
vocab.txt
ADDED
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|
|