RLHF model of StarCoder
Browse files- README.md +58 -0
- added_tokens.json +3 -0
- config.json +39 -0
- generation_config.json +6 -0
- merges.txt +0 -0
- model.safetensors +3 -0
- special_tokens_map.json +33 -0
- tokenizer.json +0 -0
- tokenizer_config.json +194 -0
- training_args.bin +3 -0
- vocab.json +0 -0
README.md
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---
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license: bigcode-openrail-m
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base_model: bigcode/tiny_starcoder_py
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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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model-index:
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- name: tinystarcoder-rlhf-model
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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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# tinystarcoder-rlhf-model
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This model is a fine-tuned version of [bigcode/tiny_starcoder_py](https://huggingface.co/bigcode/tiny_starcoder_py) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.6931
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- Accuracy: 0.0
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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: 1e-05
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- train_batch_size: 2
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- eval_batch_size: 1
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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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- lr_scheduler_warmup_steps: 100
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- num_epochs: 1
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### Training results
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### Framework versions
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- Transformers 4.35.2
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- Pytorch 2.1.0+cu121
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- Datasets 2.15.0
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- Tokenizers 0.15.0
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added_tokens.json
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{
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"[PAD]": 49152
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}
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config.json
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{
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"_name_or_path": "bigcode/tiny_starcoder_py",
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"activation_function": "gelu_pytorch_tanh",
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"architectures": [
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"GPTBigCodeForCausalLM"
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],
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"attention_softmax_in_fp32": true,
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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": 0,
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"inference_runner": 0,
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"initializer_range": 0.02,
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"layer_norm_epsilon": 1e-05,
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"max_batch_size": null,
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"max_sequence_length": null,
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"model_type": "gpt_bigcode",
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"multi_query": true,
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"n_embd": 768,
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"n_head": 12,
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"n_inner": 3072,
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"n_layer": 20,
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"n_positions": 8192,
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"pad_key_length": true,
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"pre_allocate_kv_cache": false,
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"resid_pdrop": 0.1,
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"scale_attention_softmax_in_fp32": true,
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"scale_attn_weights": 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": "4.35.2",
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"use_cache": true,
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"validate_runner_input": 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": "4.35.2"
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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 sha256:5dcaaf044c4f918008529fcdf378675ae3383ef69051cff73bb057420df19f7b
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size 656601304
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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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"<fim_prefix>",
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"<fim_middle>",
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"<fim_suffix>",
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"<fim_pad>",
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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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"<empty_output>",
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"<commit_before>",
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"<commit_msg>",
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"<commit_after>",
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"<reponame>"
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],
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"bos_token": "<|endoftext|>",
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"eos_token": "<|endoftext|>",
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"pad_token": {
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"content": "[PAD]",
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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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"unk_token": "<|endoftext|>"
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}
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tokenizer.json
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See raw diff
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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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| 4 |
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"0": {
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"content": "<|endoftext|>",
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| 6 |
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"lstrip": false,
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| 7 |
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"normalized": false,
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| 8 |
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"rstrip": false,
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| 9 |
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"single_word": false,
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| 10 |
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"special": true
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},
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"1": {
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| 13 |
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"content": "<fim_prefix>",
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"lstrip": false,
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| 15 |
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"normalized": false,
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| 16 |
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"rstrip": false,
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| 17 |
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"single_word": false,
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| 18 |
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"special": true
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},
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| 20 |
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"2": {
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| 21 |
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"content": "<fim_middle>",
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| 22 |
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"lstrip": false,
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| 23 |
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"normalized": false,
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| 24 |
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"rstrip": false,
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| 25 |
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"single_word": false,
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| 26 |
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"special": true
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| 27 |
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},
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"3": {
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"content": "<fim_suffix>",
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"lstrip": false,
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| 31 |
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"normalized": false,
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| 32 |
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"rstrip": false,
|
| 33 |
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"single_word": false,
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| 34 |
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"special": true
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},
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"4": {
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| 37 |
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"content": "<fim_pad>",
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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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| 40 |
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"rstrip": false,
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| 41 |
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"single_word": false,
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| 42 |
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"special": true
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| 43 |
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},
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"5": {
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| 45 |
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"content": "<filename>",
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| 46 |
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"lstrip": false,
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| 47 |
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"normalized": false,
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"rstrip": false,
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| 49 |
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"single_word": false,
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| 50 |
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"special": true
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| 51 |
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},
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| 52 |
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"6": {
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| 53 |
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"content": "<gh_stars>",
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| 54 |
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"lstrip": false,
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| 55 |
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"normalized": false,
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| 56 |
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"rstrip": false,
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| 57 |
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"single_word": false,
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"special": true
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},
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"7": {
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| 61 |
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"content": "<issue_start>",
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| 62 |
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"lstrip": false,
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| 63 |
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"normalized": false,
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| 64 |
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"rstrip": false,
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| 65 |
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"single_word": false,
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"special": true
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},
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"8": {
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| 69 |
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"content": "<issue_comment>",
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"lstrip": false,
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| 71 |
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"normalized": false,
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"rstrip": false,
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| 73 |
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"single_word": false,
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"special": true
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},
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"9": {
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"content": "<issue_closed>",
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"lstrip": false,
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| 79 |
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"normalized": false,
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| 80 |
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"rstrip": false,
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"single_word": false,
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| 82 |
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"special": true
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},
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| 84 |
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"10": {
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| 85 |
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"content": "<jupyter_start>",
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| 86 |
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"lstrip": false,
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| 87 |
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"normalized": false,
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| 88 |
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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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"11": {
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| 93 |
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"content": "<jupyter_text>",
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| 94 |
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"lstrip": false,
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| 95 |
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"normalized": false,
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| 96 |
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"rstrip": false,
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| 97 |
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"single_word": false,
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"special": true
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| 99 |
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},
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"12": {
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| 101 |
+
"content": "<jupyter_code>",
|
| 102 |
+
"lstrip": false,
|
| 103 |
+
"normalized": false,
|
| 104 |
+
"rstrip": false,
|
| 105 |
+
"single_word": false,
|
| 106 |
+
"special": true
|
| 107 |
+
},
|
| 108 |
+
"13": {
|
| 109 |
+
"content": "<jupyter_output>",
|
| 110 |
+
"lstrip": false,
|
| 111 |
+
"normalized": false,
|
| 112 |
+
"rstrip": false,
|
| 113 |
+
"single_word": false,
|
| 114 |
+
"special": true
|
| 115 |
+
},
|
| 116 |
+
"14": {
|
| 117 |
+
"content": "<empty_output>",
|
| 118 |
+
"lstrip": false,
|
| 119 |
+
"normalized": false,
|
| 120 |
+
"rstrip": false,
|
| 121 |
+
"single_word": false,
|
| 122 |
+
"special": true
|
| 123 |
+
},
|
| 124 |
+
"15": {
|
| 125 |
+
"content": "<commit_before>",
|
| 126 |
+
"lstrip": false,
|
| 127 |
+
"normalized": false,
|
| 128 |
+
"rstrip": false,
|
| 129 |
+
"single_word": false,
|
| 130 |
+
"special": true
|
| 131 |
+
},
|
| 132 |
+
"16": {
|
| 133 |
+
"content": "<commit_msg>",
|
| 134 |
+
"lstrip": false,
|
| 135 |
+
"normalized": false,
|
| 136 |
+
"rstrip": false,
|
| 137 |
+
"single_word": false,
|
| 138 |
+
"special": true
|
| 139 |
+
},
|
| 140 |
+
"17": {
|
| 141 |
+
"content": "<commit_after>",
|
| 142 |
+
"lstrip": false,
|
| 143 |
+
"normalized": false,
|
| 144 |
+
"rstrip": false,
|
| 145 |
+
"single_word": false,
|
| 146 |
+
"special": true
|
| 147 |
+
},
|
| 148 |
+
"18": {
|
| 149 |
+
"content": "<reponame>",
|
| 150 |
+
"lstrip": false,
|
| 151 |
+
"normalized": false,
|
| 152 |
+
"rstrip": false,
|
| 153 |
+
"single_word": false,
|
| 154 |
+
"special": true
|
| 155 |
+
},
|
| 156 |
+
"49152": {
|
| 157 |
+
"content": "[PAD]",
|
| 158 |
+
"lstrip": false,
|
| 159 |
+
"normalized": false,
|
| 160 |
+
"rstrip": false,
|
| 161 |
+
"single_word": false,
|
| 162 |
+
"special": true
|
| 163 |
+
}
|
| 164 |
+
},
|
| 165 |
+
"additional_special_tokens": [
|
| 166 |
+
"<|endoftext|>",
|
| 167 |
+
"<fim_prefix>",
|
| 168 |
+
"<fim_middle>",
|
| 169 |
+
"<fim_suffix>",
|
| 170 |
+
"<fim_pad>",
|
| 171 |
+
"<filename>",
|
| 172 |
+
"<gh_stars>",
|
| 173 |
+
"<issue_start>",
|
| 174 |
+
"<issue_comment>",
|
| 175 |
+
"<issue_closed>",
|
| 176 |
+
"<jupyter_start>",
|
| 177 |
+
"<jupyter_text>",
|
| 178 |
+
"<jupyter_code>",
|
| 179 |
+
"<jupyter_output>",
|
| 180 |
+
"<empty_output>",
|
| 181 |
+
"<commit_before>",
|
| 182 |
+
"<commit_msg>",
|
| 183 |
+
"<commit_after>",
|
| 184 |
+
"<reponame>"
|
| 185 |
+
],
|
| 186 |
+
"bos_token": "<|endoftext|>",
|
| 187 |
+
"clean_up_tokenization_spaces": true,
|
| 188 |
+
"eos_token": "<|endoftext|>",
|
| 189 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 190 |
+
"pad_token": "[PAD]",
|
| 191 |
+
"tokenizer_class": "GPT2Tokenizer",
|
| 192 |
+
"unk_token": "<|endoftext|>",
|
| 193 |
+
"vocab_size": 49152
|
| 194 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:634f0d73674f856a40942422ae5689c52410dc84c10e66b5a50168bf529b2eb5
|
| 3 |
+
size 4536
|
vocab.json
ADDED
|
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|
|
|