Training in progress, epoch 1
Browse files- README.md +79 -0
- config.json +39 -0
- generation_config.json +6 -0
- merges.txt +0 -0
- model.safetensors +3 -0
- special_tokens_map.json +24 -0
- tokenizer.json +0 -0
- tokenizer_config.json +20 -0
- training_args.bin +3 -0
- vocab.json +0 -0
README.md
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---
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license: apache-2.0
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base_model: mNLP-project/distilgpt2-finetuned
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tags:
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- trl
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- dpo
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- generated_from_trainer
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model-index:
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- name: distilgpt2-dpo
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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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# distilgpt2-dpo
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This model is a fine-tuned version of [mNLP-project/distilgpt2-finetuned](https://huggingface.co/mNLP-project/distilgpt2-finetuned) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 1.1792
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- Rewards/chosen: 6.1190
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- Rewards/rejected: 5.0796
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- Rewards/accuracies: 0.6061
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- Rewards/margins: 1.0394
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- Logps/rejected: -703.7405
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- Logps/chosen: -844.3468
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- Logits/rejected: -11.5397
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- Logits/chosen: -8.7315
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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: 5e-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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- lr_scheduler_warmup_ratio: 0.1
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- num_epochs: 10
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Rewards/chosen | Rewards/rejected | Rewards/accuracies | Rewards/margins | Logps/rejected | Logps/chosen | Logits/rejected | Logits/chosen |
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|:-------------:|:-----:|:-----:|:---------------:|:--------------:|:----------------:|:------------------:|:---------------:|:--------------:|:------------:|:---------------:|:-------------:|
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| 1.2146 | 1.0 | 1337 | 1.1792 | 6.1190 | 5.0796 | 0.6061 | 1.0394 | -703.7405 | -844.3468 | -11.5397 | -8.7315 |
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| 0.8026 | 2.0 | 2674 | 1.1980 | 6.3028 | 5.0877 | 0.6142 | 1.2151 | -703.6594 | -842.5087 | -9.1682 | -7.1950 |
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| 0.3605 | 3.0 | 4011 | 1.3136 | 5.3889 | 4.2456 | 0.5960 | 1.1433 | -712.0801 | -851.6475 | -8.0251 | -5.8074 |
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| 0.117 | 4.0 | 5348 | 1.4214 | 6.6526 | 5.0410 | 0.6134 | 1.6116 | -704.1267 | -839.0112 | -6.1296 | -4.2746 |
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| 0.0663 | 5.0 | 6685 | 1.5485 | 5.0321 | 3.6157 | 0.5947 | 1.4164 | -718.3795 | -855.2162 | -2.6173 | -0.7400 |
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| 0.0078 | 6.0 | 8022 | 1.7565 | 5.1090 | 3.1954 | 0.6059 | 1.9136 | -722.5821 | -854.4468 | -4.4487 | -2.6082 |
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| 0.0095 | 7.0 | 9359 | 1.7638 | 4.7802 | 2.8888 | 0.6043 | 1.8913 | -725.6480 | -857.7352 | -3.9409 | -2.1229 |
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| 0.0178 | 8.0 | 10696 | 1.9119 | 3.9489 | 1.9819 | 0.5990 | 1.9669 | -734.7172 | -866.0483 | -4.2940 | -2.5345 |
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| 0.0089 | 9.0 | 12033 | 1.9710 | 3.7315 | 1.6704 | 0.5966 | 2.0611 | -737.8326 | -868.2217 | -5.5045 | -3.8933 |
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| 0.0046 | 10.0 | 13370 | 2.0149 | 3.5136 | 1.4530 | 0.5940 | 2.0606 | -740.0063 | -870.4007 | -5.9962 | -4.4521 |
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### Framework versions
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- Transformers 4.40.2
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- Pytorch 2.1.0+cu118
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- Datasets 2.19.1
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- Tokenizers 0.19.1
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config.json
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{
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"_name_or_path": "mNLP-project/gpt2-finetuned",
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"activation_function": "gelu_new",
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"architectures": [
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"GPT2LMHeadModel"
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],
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"attn_pdrop": 0.1,
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"bos_token_id": 50256,
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"embd_pdrop": 0.1,
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"eos_token_id": 50256,
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"initializer_range": 0.02,
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"layer_norm_epsilon": 1e-05,
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"model_type": "gpt2",
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"n_ctx": 1024,
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"n_embd": 768,
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"n_head": 12,
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"n_inner": null,
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"n_layer": 12,
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"n_positions": 1024,
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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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"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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"task_specific_params": {
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"text-generation": {
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"do_sample": true,
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"max_length": 50
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}
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},
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"torch_dtype": "float32",
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"transformers_version": "4.40.2",
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"use_cache": true,
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"vocab_size": 50257
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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": 50256,
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"eos_token_id": 50256,
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"transformers_version": "4.40.2"
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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 sha256:6d277e129f92f753a3a09b1d97ebbdc53248fefb3a5df22aa6acf32f222355b5
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size 497774208
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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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"pad_token": "<|endoftext|>",
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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.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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"50256": {
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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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"model_max_length": 1024,
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"pad_token": "<|endoftext|>",
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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 sha256:5e9fe933f136ec8b8d9bd5296ef093520541ada90df3f9fead74fec43b3c51e9
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size 4984
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vocab.json
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