chchen / Gemma-2B-It-ORPO

huggingface.co
Total runs: 3
24-hour runs: 0
7-day runs: -1
30-day runs: -2
Model's Last Updated: August 15 2024

Introduction of Gemma-2B-It-ORPO

Model Details of Gemma-2B-It-ORPO

Gemma-2B-It-ORPO

This model is a fine-tuned version of google/gemma-2b-it on the dpo_mix_en dataset. It achieves the following results on the evaluation set:

  • Loss: 1.3996
  • Rewards/chosen: -0.1332
  • Rewards/rejected: -0.1501
  • Rewards/accuracies: 0.5460
  • Rewards/margins: 0.0169
  • Logps/rejected: -1.5010
  • Logps/chosen: -1.3319
  • Logits/rejected: -20.7443
  • Logits/chosen: -20.6555
  • Sft Loss: 1.3319
  • Odds Ratio Loss: 0.6769
Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure
Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 5e-06
  • train_batch_size: 2
  • eval_batch_size: 2
  • seed: 42
  • gradient_accumulation_steps: 8
  • total_train_batch_size: 16
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: cosine
  • lr_scheduler_warmup_steps: 0.1
  • num_epochs: 3.0
Training results
Training Loss Epoch Step Validation Loss Rewards/chosen Rewards/rejected Rewards/accuracies Rewards/margins Logps/rejected Logps/chosen Logits/rejected Logits/chosen Sft Loss Odds Ratio Loss
1.5296 0.8891 500 1.4462 -0.1378 -0.1548 0.5470 0.0170 -1.5481 -1.3781 -21.5745 -21.4875 1.3781 0.6806
1.4761 1.7782 1000 1.4072 -0.1340 -0.1510 0.5350 0.0170 -1.5095 -1.3395 -20.8914 -20.8038 1.3395 0.6771
1.4105 2.6673 1500 1.3996 -0.1332 -0.1501 0.5460 0.0169 -1.5010 -1.3319 -20.7443 -20.6555 1.3319 0.6769
Framework versions
  • PEFT 0.10.0
  • Transformers 4.40.1
  • Pytorch 2.3.0
  • Datasets 2.19.0
  • Tokenizers 0.19.1

Runs of chchen Gemma-2B-It-ORPO on huggingface.co

3
Total runs
0
24-hour runs
0
3-day runs
-1
7-day runs
-2
30-day runs

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Gemma-2B-It-ORPO huggingface.co is an AI model on huggingface.co that provides Gemma-2B-It-ORPO's model effect (), which can be used instantly with this chchen Gemma-2B-It-ORPO model. huggingface.co supports a free trial of the Gemma-2B-It-ORPO model, and also provides paid use of the Gemma-2B-It-ORPO. Support call Gemma-2B-It-ORPO model through api, including Node.js, Python, http.

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https://huggingface.co/chchen/Gemma-2B-It-ORPO

Gemma-2B-It-ORPO install

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Gemma-2B-It-ORPO install url in huggingface.co:

https://huggingface.co/chchen/Gemma-2B-It-ORPO

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