weijie210
commited on
Commit
·
0e2fea2
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Parent(s):
b604ff2
Configure Git LFS tracking
Browse files- README.md +95 -0
- all_results.json +21 -0
- config.json +26 -0
- eval_results.json +16 -0
- generation_config.json +6 -0
- model-00001-of-00003.safetensors +3 -0
- model-00002-of-00003.safetensors +3 -0
- model-00003-of-00003.safetensors +3 -0
- model.safetensors.index.json +298 -0
- special_tokens_map.json +30 -0
- tokenizer.json +0 -0
- tokenizer_config.json +43 -0
- train_results.json +8 -0
- trainer_state.json +0 -0
- training_args.bin +3 -0
README.md
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---
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license: apache-2.0
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base_model: alignment-handbook/zephyr-7b-sft-full
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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: IKEA-7b-UC-0
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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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# IKEA-7b-UC-0
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This model is a fine-tuned version of [alignment-handbook/zephyr-7b-sft-full](https://huggingface.co/alignment-handbook/zephyr-7b-sft-full) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.0170
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- Rewards/chosen: -4.2758
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- Rewards/rejected: -26.6670
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- Rewards/accuracies: 0.9867
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- Rewards/margins: 22.3912
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- Logps/rejected: -355.0656
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- Logps/chosen: -199.5902
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- Logits/rejected: -1.5491
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- Logits/chosen: -2.4099
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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-07
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- train_batch_size: 4
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- eval_batch_size: 8
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- seed: 42
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- distributed_type: multi-GPU
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- num_devices: 4
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- total_train_batch_size: 16
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- total_eval_batch_size: 32
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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: 2
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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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| 0.1657 | 0.08 | 100 | 0.1740 | -1.4537 | -4.1705 | 0.9801 | 2.7168 | -130.1008 | -171.3696 | -2.5952 | -2.7207 |
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| 0.0782 | 0.16 | 200 | 0.0627 | -0.4404 | -5.7033 | 0.9867 | 5.2629 | -145.4286 | -161.2361 | -2.4357 | -2.5861 |
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| 0.0324 | 0.24 | 300 | 0.0367 | -0.9306 | -8.1206 | 0.9886 | 7.1900 | -169.6023 | -166.1387 | -2.3643 | -2.5461 |
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| 0.0373 | 0.32 | 400 | 0.0352 | -0.3792 | -7.3599 | 0.9905 | 6.9807 | -161.9944 | -160.6242 | -2.3352 | -2.5608 |
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| 0.0151 | 0.4 | 500 | 0.0259 | -2.0957 | -11.1375 | 0.9896 | 9.0418 | -199.7707 | -177.7890 | -2.3514 | -2.5164 |
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| 0.0227 | 0.48 | 600 | 0.0228 | -1.5779 | -10.9393 | 0.9905 | 9.3614 | -197.7892 | -172.6115 | -2.2954 | -2.5141 |
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| 0.0225 | 0.57 | 700 | 0.0276 | -1.8300 | -10.5178 | 0.9886 | 8.6878 | -193.5734 | -175.1324 | -2.4148 | -2.6502 |
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| 0.0251 | 0.65 | 800 | 0.0296 | -4.7354 | -16.6488 | 0.9867 | 11.9133 | -254.8836 | -204.1870 | -2.0531 | -2.4265 |
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| 0.0197 | 0.73 | 900 | 0.0184 | -5.0699 | -18.4648 | 0.9924 | 13.3949 | -273.0435 | -207.5311 | -1.6415 | -2.3304 |
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| 0.0087 | 0.81 | 1000 | 0.0189 | -3.2908 | -19.6316 | 0.9905 | 16.3408 | -284.7117 | -189.7405 | -1.5669 | -2.2844 |
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| 0.025 | 0.89 | 1100 | 0.0161 | -4.9723 | -19.8966 | 0.9924 | 14.9243 | -287.3613 | -206.5555 | -1.9588 | -2.4809 |
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| 0.0299 | 0.97 | 1200 | 0.0192 | -7.1736 | -21.2381 | 0.9915 | 14.0645 | -300.7769 | -228.5686 | -1.7745 | -2.3342 |
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| 0.0014 | 1.05 | 1300 | 0.0184 | -3.8048 | -21.7578 | 0.9915 | 17.9530 | -305.9737 | -194.8804 | -1.6148 | -2.3594 |
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| 0.0015 | 1.13 | 1400 | 0.0153 | -5.9221 | -23.9435 | 0.9905 | 18.0214 | -327.8304 | -216.0534 | -1.6351 | -2.3309 |
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| 0.0019 | 1.21 | 1500 | 0.0166 | -3.5050 | -23.2207 | 0.9905 | 19.7157 | -320.6025 | -191.8821 | -1.5712 | -2.4214 |
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| 0.0055 | 1.29 | 1600 | 0.0150 | -4.9182 | -24.9562 | 0.9896 | 20.0380 | -337.9579 | -206.0149 | -1.0331 | -2.2401 |
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| 0.0019 | 1.37 | 1700 | 0.0151 | -5.7779 | -25.7925 | 0.9896 | 20.0146 | -346.3207 | -214.6113 | -0.9177 | -2.1887 |
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| 0.0009 | 1.45 | 1800 | 0.0174 | -4.9655 | -26.7260 | 0.9886 | 21.7605 | -355.6559 | -206.4873 | -0.4171 | -1.9919 |
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| 0.0086 | 1.53 | 1900 | 0.0159 | -6.3223 | -27.5136 | 0.9886 | 21.1913 | -363.5322 | -220.0559 | -0.7783 | -2.1291 |
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| 0.0009 | 1.62 | 2000 | 0.0148 | -4.9109 | -24.0100 | 0.9905 | 19.0991 | -328.4960 | -205.9413 | -1.6403 | -2.3910 |
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| 0.0015 | 1.7 | 2100 | 0.0152 | -4.5612 | -25.2891 | 0.9886 | 20.7279 | -341.2871 | -202.4446 | -1.5789 | -2.3995 |
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| 0.0028 | 1.78 | 2200 | 0.0174 | -4.5140 | -26.8924 | 0.9877 | 22.3784 | -357.3196 | -201.9725 | -1.3680 | -2.3331 |
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| 0.0018 | 1.86 | 2300 | 0.0166 | -4.5053 | -26.4789 | 0.9867 | 21.9736 | -353.1845 | -201.8854 | -1.5207 | -2.3959 |
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| 0.0025 | 1.94 | 2400 | 0.0171 | -4.5227 | -27.0564 | 0.9867 | 22.5337 | -358.9594 | -202.0593 | -1.4889 | -2.3903 |
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### Framework versions
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- Transformers 4.36.1
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- Pytorch 2.0.1+cu117
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- Datasets 2.16.1
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- Tokenizers 0.15.0
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all_results.json
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{
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"epoch": 2.0,
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"eval_logits/chosen": -2.409858465194702,
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"eval_logits/rejected": -1.5491485595703125,
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"eval_logps/chosen": -199.59024047851562,
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"eval_logps/rejected": -355.0655517578125,
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"eval_loss": 0.01704823225736618,
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"eval_rewards/accuracies": 0.9867424368858337,
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"eval_rewards/chosen": -4.275777816772461,
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"eval_rewards/margins": 22.391204833984375,
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"eval_rewards/rejected": -26.666980743408203,
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"eval_runtime": 1260.81,
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"eval_samples": 4194,
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"eval_samples_per_second": 3.326,
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"eval_steps_per_second": 0.105,
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"train_loss": 0.034544974909203885,
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"train_runtime": 47563.1126,
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"train_samples": 19794,
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"train_samples_per_second": 0.832,
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"train_steps_per_second": 0.052
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}
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config.json
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{
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"_name_or_path": "alignment-handbook/zephyr-7b-sft-full",
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"architectures": [
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"MistralForCausalLM"
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],
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"attention_dropout": 0.0,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"hidden_act": "silu",
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"hidden_size": 4096,
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"initializer_range": 0.02,
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"intermediate_size": 14336,
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"max_position_embeddings": 32768,
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"model_type": "mistral",
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"num_attention_heads": 32,
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"num_hidden_layers": 32,
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"num_key_value_heads": 8,
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"rms_norm_eps": 1e-05,
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"rope_theta": 10000.0,
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"sliding_window": 4096,
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"tie_word_embeddings": false,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.36.1",
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"use_cache": false,
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"vocab_size": 32000
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}
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eval_results.json
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{
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"epoch": 2.0,
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"eval_logits/chosen": -2.409858465194702,
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"eval_logits/rejected": -1.5491485595703125,
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"eval_logps/chosen": -199.59024047851562,
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"eval_logps/rejected": -355.0655517578125,
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"eval_loss": 0.01704823225736618,
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"eval_rewards/accuracies": 0.9867424368858337,
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"eval_rewards/chosen": -4.275777816772461,
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"eval_rewards/margins": 22.391204833984375,
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"eval_rewards/rejected": -26.666980743408203,
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"eval_runtime": 1260.81,
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"eval_samples": 4194,
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"eval_samples_per_second": 3.326,
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"eval_steps_per_second": 0.105
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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": 1,
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"eos_token_id": 2,
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"transformers_version": "4.36.1"
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}
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model-00001-of-00003.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:797ce6909e405f768ad9e4d7d0dffab8f4cd1465b43ef4e9f992163b0dd3c41d
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size 4943162336
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model-00002-of-00003.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:96d63555a75ecfcb7394ba986282a5a301e4ff1e94dc57cf06b02a33125418a5
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size 4999819336
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model-00003-of-00003.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:d77f15c300a7ae9e7c61d33f79535887416eb8bcf7962e107f404c8493fdc24e
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size 4540516344
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model.safetensors.index.json
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special_tokens_map.json
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tokenizer.json
ADDED
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tokenizer_config.json
ADDED
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|
| 1 |
+
{
|
| 2 |
+
"add_bos_token": true,
|
| 3 |
+
"add_eos_token": false,
|
| 4 |
+
"added_tokens_decoder": {
|
| 5 |
+
"0": {
|
| 6 |
+
"content": "<unk>",
|
| 7 |
+
"lstrip": false,
|
| 8 |
+
"normalized": false,
|
| 9 |
+
"rstrip": false,
|
| 10 |
+
"single_word": false,
|
| 11 |
+
"special": true
|
| 12 |
+
},
|
| 13 |
+
"1": {
|
| 14 |
+
"content": "<s>",
|
| 15 |
+
"lstrip": false,
|
| 16 |
+
"normalized": false,
|
| 17 |
+
"rstrip": false,
|
| 18 |
+
"single_word": false,
|
| 19 |
+
"special": true
|
| 20 |
+
},
|
| 21 |
+
"2": {
|
| 22 |
+
"content": "</s>",
|
| 23 |
+
"lstrip": false,
|
| 24 |
+
"normalized": false,
|
| 25 |
+
"rstrip": false,
|
| 26 |
+
"single_word": false,
|
| 27 |
+
"special": true
|
| 28 |
+
}
|
| 29 |
+
},
|
| 30 |
+
"additional_special_tokens": [],
|
| 31 |
+
"bos_token": "<s>",
|
| 32 |
+
"chat_template": "{% for message in messages %}\n{% if message['role'] == 'user' %}\n{{ '<|user|>\n' + message['content'] + eos_token }}\n{% elif message['role'] == 'system' %}\n{{ '<|system|>\n' + message['content'] + eos_token }}\n{% elif message['role'] == 'assistant' %}\n{{ '<|assistant|>\n' + message['content'] + eos_token }}\n{% endif %}\n{% if loop.last and add_generation_prompt %}\n{{ '<|assistant|>' }}\n{% endif %}\n{% endfor %}",
|
| 33 |
+
"clean_up_tokenization_spaces": false,
|
| 34 |
+
"eos_token": "</s>",
|
| 35 |
+
"legacy": true,
|
| 36 |
+
"model_max_length": 4096,
|
| 37 |
+
"pad_token": "</s>",
|
| 38 |
+
"sp_model_kwargs": {},
|
| 39 |
+
"spaces_between_special_tokens": false,
|
| 40 |
+
"tokenizer_class": "LlamaTokenizer",
|
| 41 |
+
"unk_token": "<unk>",
|
| 42 |
+
"use_default_system_prompt": false
|
| 43 |
+
}
|
train_results.json
ADDED
|
@@ -0,0 +1,8 @@
|
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|
| 1 |
+
{
|
| 2 |
+
"epoch": 2.0,
|
| 3 |
+
"train_loss": 0.034544974909203885,
|
| 4 |
+
"train_runtime": 47563.1126,
|
| 5 |
+
"train_samples": 19794,
|
| 6 |
+
"train_samples_per_second": 0.832,
|
| 7 |
+
"train_steps_per_second": 0.052
|
| 8 |
+
}
|
trainer_state.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
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|
|
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:565022c5aa4fdb89913e86c5ae03d628ea722ee201f1f87b9d93dfd071a6b063
|
| 3 |
+
size 5307
|