Model save
Browse files- README.md +77 -0
- adapter_model.safetensors +1 -1
- all_results.json +21 -0
- eval_results.json +16 -0
- runs/Jan18_15-28-29_08134be46a59/events.out.tfevents.1705591929.08134be46a59.1750.0 +2 -2
- runs/Jan18_15-28-29_08134be46a59/events.out.tfevents.1705609138.08134be46a59.1750.1 +3 -0
- train_results.json +8 -0
- trainer_state.json +1538 -0
README.md
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---
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license: apache-2.0
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library_name: peft
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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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base_model: sablo/sablo-pebble-mistral
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model-index:
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- name: sablo-pebble-mistral-dpo-lora-HelpSteer_binarized
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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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# sablo-pebble-mistral-dpo-lora-HelpSteer_binarized
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This model is a fine-tuned version of [sablo/sablo-pebble-mistral](https://huggingface.co/sablo/sablo-pebble-mistral) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.5212
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- Rewards/chosen: -2.5398
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- Rewards/rejected: -3.5311
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- Rewards/accuracies: 0.7406
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- Rewards/margins: 0.9913
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- Logps/rejected: -214.9349
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- Logps/chosen: -206.5847
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- Logits/rejected: -2.0624
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- Logits/chosen: -2.1620
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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-06
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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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- gradient_accumulation_steps: 2
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- total_train_batch_size: 8
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: cosine
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- lr_scheduler_warmup_ratio: 0.1
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- num_epochs: 1
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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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| 0.652 | 0.2 | 200 | 0.6595 | 0.0498 | -0.0320 | 0.6415 | 0.0818 | -98.2975 | -120.2629 | -2.0236 | -2.1231 |
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| 0.4905 | 0.39 | 400 | 0.5551 | -1.6581 | -2.1527 | 0.6958 | 0.4946 | -168.9884 | -177.1946 | -2.0950 | -2.1951 |
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| 0.4249 | 0.59 | 600 | 0.5327 | -3.4554 | -4.3247 | 0.7241 | 0.8693 | -241.3867 | -237.1045 | -2.0782 | -2.1773 |
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| 0.5858 | 0.79 | 800 | 0.5207 | -2.5072 | -3.4512 | 0.7335 | 0.9440 | -212.2718 | -205.4982 | -2.0586 | -2.1591 |
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| 0.6128 | 0.98 | 1000 | 0.5212 | -2.5398 | -3.5311 | 0.7406 | 0.9913 | -214.9349 | -206.5847 | -2.0624 | -2.1620 |
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### Framework versions
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- PEFT 0.7.1
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- Transformers 4.36.2
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- Pytorch 2.0.1+cu118
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- Datasets 2.14.6
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- Tokenizers 0.15.0
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adapter_model.safetensors
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size 83945744
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size 83945744
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all_results.json
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{
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"epoch": 1.0,
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"eval_logits/chosen": -2.1620335578918457,
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"eval_logits/rejected": -2.062356948852539,
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"eval_logps/chosen": -206.584716796875,
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"eval_logps/rejected": -214.93492126464844,
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"eval_loss": 0.521207869052887,
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"eval_rewards/accuracies": 0.7405660152435303,
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"eval_rewards/chosen": -2.5398268699645996,
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"eval_rewards/margins": 0.9912916421890259,
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"eval_rewards/rejected": -3.531118631362915,
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"eval_runtime": 424.2832,
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"eval_samples": 418,
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"eval_samples_per_second": 0.985,
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"eval_steps_per_second": 0.125,
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"train_loss": 0.5583291621658746,
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"train_runtime": 16785.8838,
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"train_samples": 8130,
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"train_samples_per_second": 0.484,
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"train_steps_per_second": 0.061
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}
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eval_results.json
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{
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"epoch": 1.0,
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"eval_logits/chosen": -2.1620335578918457,
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"eval_logits/rejected": -2.062356948852539,
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"eval_logps/chosen": -206.584716796875,
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"eval_logps/rejected": -214.93492126464844,
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"eval_loss": 0.521207869052887,
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"eval_rewards/accuracies": 0.7405660152435303,
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"eval_rewards/chosen": -2.5398268699645996,
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"eval_rewards/margins": 0.9912916421890259,
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"eval_rewards/rejected": -3.531118631362915,
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"eval_runtime": 424.2832,
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"eval_samples": 418,
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"eval_samples_per_second": 0.985,
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"eval_steps_per_second": 0.125
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}
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runs/Jan18_15-28-29_08134be46a59/events.out.tfevents.1705591929.08134be46a59.1750.0
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runs/Jan18_15-28-29_08134be46a59/events.out.tfevents.1705609138.08134be46a59.1750.1
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train_results.json
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{
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"train_runtime": 16785.8838,
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"train_samples": 8130,
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"train_steps_per_second": 0.061
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}
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trainer_state.json
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