Training in progress, step 5000
Browse files- README.md +70 -0
- config.json +48 -0
- generation_config.json +6 -0
- merges.txt +0 -0
- model.safetensors +3 -0
- special_tokens_map.json +43 -0
- tokenizer.json +0 -0
- tokenizer_config.json +168 -0
- training_args.bin +3 -0
- vocab.json +0 -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: HuggingFaceTB/SmolLM2-135M
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tags:
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- generated_from_trainer
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metrics:
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- f1
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- accuracy
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- precision
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- recall
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model-index:
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- name: bias-scorer-smollm2-135m
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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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# bias-scorer-smollm2-135m
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This model is a fine-tuned version of [HuggingFaceTB/SmolLM2-135M](https://huggingface.co/HuggingFaceTB/SmolLM2-135M) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.4030
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- F1: 0.8236
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- Accuracy: 0.8297
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- Precision: 0.8205
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- Recall: 0.8297
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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: 32
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- eval_batch_size: 32
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- seed: 42
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- optimizer: Use OptimizerNames.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: cosine
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- num_epochs: 2
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | F1 | Accuracy | Precision | Recall |
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|:-------------:|:------:|:-----:|:---------------:|:------:|:--------:|:---------:|:------:|
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| No log | 0 | 0 | 0.6116 | 0.7504 | 0.7313 | 0.7927 | 0.7313 |
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| 0.4266 | 0.5044 | 10000 | 0.4032 | 0.8235 | 0.8297 | 0.8204 | 0.8297 |
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| 0.3763 | 1.0088 | 20000 | 0.4030 | 0.8236 | 0.8297 | 0.8205 | 0.8297 |
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| 0.3956 | 1.5132 | 30000 | 0.4030 | 0.8236 | 0.8297 | 0.8205 | 0.8297 |
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### Framework versions
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- Transformers 4.46.3
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- Pytorch 2.5.1+cu124
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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": "HuggingFaceTB/SmolLM2-360M",
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"architectures": [
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"LlamaForSequenceClassification"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 0,
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"eos_token_id": 0,
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"head_dim": 64,
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"hidden_act": "silu",
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"hidden_size": 960,
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"id2label": {
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"0": "Race/Origin",
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"1": "Gender/Sex",
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"2": "Religion",
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"3": "Ability",
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"4": "Violence"
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},
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"initializer_range": 0.02,
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"intermediate_size": 2560,
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"is_llama_config": true,
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"label2id": {
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"Ability": 3,
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"Gender/Sex": 1,
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"Race/Origin": 0,
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"Religion": 2,
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"Violence": 4
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},
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"max_position_embeddings": 8192,
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"mlp_bias": false,
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"model_type": "llama",
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"num_attention_heads": 15,
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"num_hidden_layers": 32,
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"num_key_value_heads": 5,
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"pad_token_id": 0,
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"pretraining_tp": 1,
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"problem_type": "multi_label_classification",
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"rms_norm_eps": 1e-05,
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"rope_interleaved": false,
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"rope_scaling": null,
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"rope_theta": 100000,
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"tie_word_embeddings": true,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.46.3",
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"use_cache": true,
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"vocab_size": 49152
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}
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generation_config.json
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{
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"_from_model_config": true,
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"bos_token_id": 0,
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"eos_token_id": 0,
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"transformers_version": "4.46.3"
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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 sha256:99c56f679a46f393a5c1346d9cd0f1429deb53b0db98c8242767e58d5dfd0cf6
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size 723684600
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special_tokens_map.json
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{
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"additional_special_tokens": [
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"<|endoftext|>",
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"<|im_start|>",
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"<|im_end|>",
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"<repo_name>",
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"<reponame>",
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"<file_sep>",
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"<filename>",
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"<gh_stars>",
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"<issue_start>",
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"<issue_comment>",
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"<issue_closed>",
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"<jupyter_start>",
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"<jupyter_text>",
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"<jupyter_code>",
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"<jupyter_output>",
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"<jupyter_script>",
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"<empty_output>"
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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": false,
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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": false,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": "<|endoftext|>",
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| 36 |
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"unk_token": {
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| 37 |
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"content": "<|endoftext|>",
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| 38 |
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"lstrip": false,
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| 39 |
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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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}
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tokenizer.json
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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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| 5 |
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"content": "<|endoftext|>",
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| 6 |
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"lstrip": false,
|
| 7 |
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"normalized": false,
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| 8 |
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"rstrip": false,
|
| 9 |
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"single_word": false,
|
| 10 |
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"special": true
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| 11 |
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},
|
| 12 |
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"1": {
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| 13 |
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"content": "<|im_start|>",
|
| 14 |
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"lstrip": false,
|
| 15 |
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"normalized": false,
|
| 16 |
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|
| 17 |
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"single_word": false,
|
| 18 |
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"special": true
|
| 19 |
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},
|
| 20 |
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"2": {
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| 21 |
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"content": "<|im_end|>",
|
| 22 |
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"lstrip": false,
|
| 23 |
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"normalized": false,
|
| 24 |
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"rstrip": false,
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| 25 |
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"single_word": false,
|
| 26 |
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"special": true
|
| 27 |
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},
|
| 28 |
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"3": {
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| 29 |
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"content": "<repo_name>",
|
| 30 |
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"lstrip": false,
|
| 31 |
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"normalized": false,
|
| 32 |
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"rstrip": false,
|
| 33 |
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"single_word": false,
|
| 34 |
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"special": true
|
| 35 |
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},
|
| 36 |
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"4": {
|
| 37 |
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"content": "<reponame>",
|
| 38 |
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"lstrip": false,
|
| 39 |
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"normalized": false,
|
| 40 |
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"rstrip": false,
|
| 41 |
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"single_word": false,
|
| 42 |
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"special": true
|
| 43 |
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},
|
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"5": {
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| 45 |
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"content": "<file_sep>",
|
| 46 |
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"lstrip": false,
|
| 47 |
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"normalized": false,
|
| 48 |
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"rstrip": false,
|
| 49 |
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"single_word": false,
|
| 50 |
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"special": true
|
| 51 |
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},
|
| 52 |
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"6": {
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| 53 |
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"content": "<filename>",
|
| 54 |
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"lstrip": false,
|
| 55 |
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"normalized": false,
|
| 56 |
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"rstrip": false,
|
| 57 |
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"single_word": false,
|
| 58 |
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"special": true
|
| 59 |
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},
|
| 60 |
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"7": {
|
| 61 |
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"content": "<gh_stars>",
|
| 62 |
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"lstrip": false,
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| 63 |
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"normalized": false,
|
| 64 |
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"rstrip": false,
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| 65 |
+
"single_word": false,
|
| 66 |
+
"special": true
|
| 67 |
+
},
|
| 68 |
+
"8": {
|
| 69 |
+
"content": "<issue_start>",
|
| 70 |
+
"lstrip": false,
|
| 71 |
+
"normalized": false,
|
| 72 |
+
"rstrip": false,
|
| 73 |
+
"single_word": false,
|
| 74 |
+
"special": true
|
| 75 |
+
},
|
| 76 |
+
"9": {
|
| 77 |
+
"content": "<issue_comment>",
|
| 78 |
+
"lstrip": false,
|
| 79 |
+
"normalized": false,
|
| 80 |
+
"rstrip": false,
|
| 81 |
+
"single_word": false,
|
| 82 |
+
"special": true
|
| 83 |
+
},
|
| 84 |
+
"10": {
|
| 85 |
+
"content": "<issue_closed>",
|
| 86 |
+
"lstrip": false,
|
| 87 |
+
"normalized": false,
|
| 88 |
+
"rstrip": false,
|
| 89 |
+
"single_word": false,
|
| 90 |
+
"special": true
|
| 91 |
+
},
|
| 92 |
+
"11": {
|
| 93 |
+
"content": "<jupyter_start>",
|
| 94 |
+
"lstrip": false,
|
| 95 |
+
"normalized": false,
|
| 96 |
+
"rstrip": false,
|
| 97 |
+
"single_word": false,
|
| 98 |
+
"special": true
|
| 99 |
+
},
|
| 100 |
+
"12": {
|
| 101 |
+
"content": "<jupyter_text>",
|
| 102 |
+
"lstrip": false,
|
| 103 |
+
"normalized": false,
|
| 104 |
+
"rstrip": false,
|
| 105 |
+
"single_word": false,
|
| 106 |
+
"special": true
|
| 107 |
+
},
|
| 108 |
+
"13": {
|
| 109 |
+
"content": "<jupyter_code>",
|
| 110 |
+
"lstrip": false,
|
| 111 |
+
"normalized": false,
|
| 112 |
+
"rstrip": false,
|
| 113 |
+
"single_word": false,
|
| 114 |
+
"special": true
|
| 115 |
+
},
|
| 116 |
+
"14": {
|
| 117 |
+
"content": "<jupyter_output>",
|
| 118 |
+
"lstrip": false,
|
| 119 |
+
"normalized": false,
|
| 120 |
+
"rstrip": false,
|
| 121 |
+
"single_word": false,
|
| 122 |
+
"special": true
|
| 123 |
+
},
|
| 124 |
+
"15": {
|
| 125 |
+
"content": "<jupyter_script>",
|
| 126 |
+
"lstrip": false,
|
| 127 |
+
"normalized": false,
|
| 128 |
+
"rstrip": false,
|
| 129 |
+
"single_word": false,
|
| 130 |
+
"special": true
|
| 131 |
+
},
|
| 132 |
+
"16": {
|
| 133 |
+
"content": "<empty_output>",
|
| 134 |
+
"lstrip": false,
|
| 135 |
+
"normalized": false,
|
| 136 |
+
"rstrip": false,
|
| 137 |
+
"single_word": false,
|
| 138 |
+
"special": true
|
| 139 |
+
}
|
| 140 |
+
},
|
| 141 |
+
"additional_special_tokens": [
|
| 142 |
+
"<|endoftext|>",
|
| 143 |
+
"<|im_start|>",
|
| 144 |
+
"<|im_end|>",
|
| 145 |
+
"<repo_name>",
|
| 146 |
+
"<reponame>",
|
| 147 |
+
"<file_sep>",
|
| 148 |
+
"<filename>",
|
| 149 |
+
"<gh_stars>",
|
| 150 |
+
"<issue_start>",
|
| 151 |
+
"<issue_comment>",
|
| 152 |
+
"<issue_closed>",
|
| 153 |
+
"<jupyter_start>",
|
| 154 |
+
"<jupyter_text>",
|
| 155 |
+
"<jupyter_code>",
|
| 156 |
+
"<jupyter_output>",
|
| 157 |
+
"<jupyter_script>",
|
| 158 |
+
"<empty_output>"
|
| 159 |
+
],
|
| 160 |
+
"bos_token": "<|endoftext|>",
|
| 161 |
+
"clean_up_tokenization_spaces": false,
|
| 162 |
+
"eos_token": "<|endoftext|>",
|
| 163 |
+
"model_max_length": 8192,
|
| 164 |
+
"pad_token": "<|endoftext|>",
|
| 165 |
+
"tokenizer_class": "GPT2Tokenizer",
|
| 166 |
+
"unk_token": "<|endoftext|>",
|
| 167 |
+
"vocab_size": 49152
|
| 168 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:82bf0896e59566b4188f3467df39db2455dff61478661c3e3397fe18ffb43ac6
|
| 3 |
+
size 5304
|
vocab.json
ADDED
|
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|
|
|