Model save
Browse files- README.md +83 -0
- adapter_model.safetensors +1 -1
- all_results.json +21 -0
- eval_results.json +16 -0
- train_results.json +8 -0
- trainer_state.json +2310 -0
README.md
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---
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base_model: stabilityai/StableBeluga-13B
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tags:
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- generated_from_trainer
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model-index:
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- name: PE-13b-lora
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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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# PE-13b-lora
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This model is a fine-tuned version of [stabilityai/StableBeluga-13B](https://huggingface.co/stabilityai/StableBeluga-13B) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.5704
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- Rewards/chosen: 0.1581
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- Rewards/rejected: -0.1076
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- Rewards/accuracies: 0.9472
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- Rewards/margins: 0.2658
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- Logps/rejected: -73.1769
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- Logps/chosen: -90.4042
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- Logits/rejected: -1.7758
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- Logits/chosen: -2.0462
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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: 6
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- eval_batch_size: 4
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- seed: 42
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- distributed_type: multi-GPU
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- num_devices: 8
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- gradient_accumulation_steps: 2
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- total_train_batch_size: 96
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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: 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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| 0.693 | 0.07 | 100 | 0.6933 | -0.0008 | -0.0005 | 0.4889 | -0.0003 | -72.1053 | -91.9932 | -1.7861 | -2.0525 |
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| 0.69 | 0.14 | 200 | 0.6901 | 0.0031 | -0.0015 | 0.5611 | 0.0046 | -72.1153 | -91.9544 | -1.7859 | -2.0524 |
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| 0.6842 | 0.21 | 300 | 0.6832 | 0.0139 | -0.0056 | 0.6917 | 0.0195 | -72.1567 | -91.8467 | -1.7847 | -2.0513 |
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| 0.672 | 0.27 | 400 | 0.6718 | 0.0281 | -0.0131 | 0.8250 | 0.0412 | -72.2312 | -91.7049 | -1.7836 | -2.0504 |
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| 0.6563 | 0.34 | 500 | 0.6575 | 0.0498 | -0.0211 | 0.8861 | 0.0709 | -72.3116 | -91.4876 | -1.7821 | -2.0494 |
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| 0.6437 | 0.41 | 600 | 0.6416 | 0.0705 | -0.0340 | 0.9111 | 0.1044 | -72.4401 | -91.2810 | -1.7807 | -2.0486 |
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| 0.6261 | 0.48 | 700 | 0.6277 | 0.0885 | -0.0435 | 0.9250 | 0.1320 | -72.5355 | -91.1010 | -1.7796 | -2.0478 |
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| 0.6117 | 0.55 | 800 | 0.6127 | 0.1097 | -0.0567 | 0.9222 | 0.1664 | -72.6675 | -90.8891 | -1.7786 | -2.0474 |
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| 0.6002 | 0.62 | 900 | 0.6019 | 0.1226 | -0.0683 | 0.9278 | 0.1909 | -72.7836 | -90.7598 | -1.7777 | -2.0468 |
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| 0.5912 | 0.68 | 1000 | 0.5912 | 0.1344 | -0.0805 | 0.9333 | 0.2148 | -72.9053 | -90.6422 | -1.7770 | -2.0466 |
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| 0.5822 | 0.75 | 1100 | 0.5822 | 0.1441 | -0.0909 | 0.9472 | 0.2350 | -73.0092 | -90.5447 | -1.7763 | -2.0462 |
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| 0.5789 | 0.82 | 1200 | 0.5759 | 0.1517 | -0.0992 | 0.9333 | 0.2509 | -73.0923 | -90.4690 | -1.7763 | -2.0465 |
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| 0.5689 | 0.89 | 1300 | 0.5722 | 0.1555 | -0.1033 | 0.9500 | 0.2588 | -73.1332 | -90.4305 | -1.7762 | -2.0465 |
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| 0.5694 | 0.96 | 1400 | 0.5702 | 0.1579 | -0.1066 | 0.9417 | 0.2644 | -73.1662 | -90.4070 | -1.7761 | -2.0465 |
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### Framework versions
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- Transformers 4.35.0
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- Pytorch 2.1.1+cu121
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- Datasets 2.14.6
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- Tokenizers 0.14.1
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adapter_model.safetensors
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version https://git-lfs.github.com/spec/v1
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-
oid sha256:
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size 209758976
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version https://git-lfs.github.com/spec/v1
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oid sha256:3f9a1af2ba9753d0ecbe37035f3e479048c69509166da286ba458b139a0ec623
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size 209758976
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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": -2.0462207794189453,
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"eval_logits/rejected": -1.7758138179779053,
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"eval_logps/chosen": -90.40424346923828,
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"eval_logps/rejected": -73.17691802978516,
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"eval_loss": 0.5703843832015991,
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"eval_rewards/accuracies": 0.9472222328186035,
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"eval_rewards/chosen": 0.1581471860408783,
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"eval_rewards/margins": 0.2657936215400696,
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"eval_rewards/rejected": -0.10764642059803009,
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"eval_runtime": 118.208,
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"eval_samples": 2862,
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"eval_samples_per_second": 24.212,
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"eval_steps_per_second": 0.761,
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"train_loss": 0.6280729855576607,
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"train_runtime": 9689.6427,
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"train_samples": 140201,
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"train_samples_per_second": 14.469,
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"train_steps_per_second": 0.151
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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": -2.0462207794189453,
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"eval_logits/rejected": -1.7758138179779053,
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"eval_logps/chosen": -90.40424346923828,
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"eval_logps/rejected": -73.17691802978516,
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"eval_loss": 0.5703843832015991,
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"eval_rewards/accuracies": 0.9472222328186035,
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"eval_rewards/chosen": 0.1581471860408783,
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"eval_rewards/margins": 0.2657936215400696,
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"eval_rewards/rejected": -0.10764642059803009,
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"eval_runtime": 118.208,
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"eval_samples": 2862,
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"eval_samples_per_second": 24.212,
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"eval_steps_per_second": 0.761
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}
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train_results.json
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{
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"epoch": 1.0,
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"train_loss": 0.6280729855576607,
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"train_runtime": 9689.6427,
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"train_samples": 140201,
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"train_samples_per_second": 14.469,
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"train_steps_per_second": 0.151
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}
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trainer_state.json
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