DPO-Mistral-7B
Browse files- README.md +75 -0
- adapter_config.json +29 -0
- adapter_model.safetensors +3 -0
- added_tokens.json +4 -0
- runs/Jun01_18-43-57_de21f52292a3/events.out.tfevents.1717267509.de21f52292a3.563.0 +3 -0
- runs/Jun01_19-12-43_f678060942f0/events.out.tfevents.1717269240.f678060942f0.185.0 +3 -0
- special_tokens_map.json +35 -0
- tokenizer.json +0 -0
- tokenizer.model +3 -0
- tokenizer_config.json +65 -0
- training_args.bin +3 -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: TheBloke/OpenHermes-2-Mistral-7B-GPTQ
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model-index:
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- name: openhermes-mistral-dpo-gptq
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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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# openhermes-mistral-dpo-gptq
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This model is a fine-tuned version of [TheBloke/OpenHermes-2-Mistral-7B-GPTQ](https://huggingface.co/TheBloke/OpenHermes-2-Mistral-7B-GPTQ) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 1.5203
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- Rewards/chosen: 4.8953
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- Rewards/rejected: -6.8710
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- Rewards/accuracies: 0.875
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- Rewards/margins: 11.7663
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- Logps/rejected: -512.2221
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- Logps/chosen: -446.3599
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- Logits/rejected: -2.4853
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- Logits/chosen: -2.3998
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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: 0.0002
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- train_batch_size: 1
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- eval_batch_size: 8
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- seed: 42
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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_steps: 2
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- training_steps: 50
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- mixed_precision_training: Native AMP
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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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| 0.6384 | 0.025 | 10 | 0.9029 | 0.3196 | -0.5976 | 0.8125 | 0.9171 | -449.4874 | -492.1170 | -2.5249 | -2.3642 |
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| 0.0586 | 0.05 | 20 | 1.6495 | 2.8410 | -4.2864 | 0.8125 | 7.1274 | -486.3763 | -466.9029 | -2.5061 | -2.3959 |
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| 0.0116 | 0.075 | 30 | 1.5584 | 4.2892 | -6.0162 | 0.8125 | 10.3053 | -503.6734 | -452.4211 | -2.4984 | -2.4059 |
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| 1.7733 | 0.1 | 40 | 1.5091 | 4.7449 | -6.6237 | 0.8125 | 11.3687 | -509.7491 | -447.8633 | -2.4894 | -2.4020 |
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| 0.0 | 0.125 | 50 | 1.5203 | 4.8953 | -6.8710 | 0.875 | 11.7663 | -512.2221 | -446.3599 | -2.4853 | -2.3998 |
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### Framework versions
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- PEFT 0.11.1
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- Transformers 4.41.1
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- Pytorch 2.0.1+cu117
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- Datasets 2.19.1
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- Tokenizers 0.19.1
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adapter_config.json
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{
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"alpha_pattern": {},
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"auto_mapping": null,
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"base_model_name_or_path": "TheBloke/OpenHermes-2-Mistral-7B-GPTQ",
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"bias": "none",
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"fan_in_fan_out": false,
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"inference_mode": true,
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"init_lora_weights": true,
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"layer_replication": null,
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"layers_pattern": null,
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"layers_to_transform": null,
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"loftq_config": {},
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"lora_alpha": 8,
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"lora_dropout": 0.1,
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"megatron_config": null,
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"megatron_core": "megatron.core",
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"modules_to_save": null,
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"peft_type": "LORA",
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"r": 8,
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"rank_pattern": {},
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"revision": null,
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"target_modules": [
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"q_proj",
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"v_proj"
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],
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"task_type": "CAUSAL_LM",
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"use_dora": false,
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"use_rslora": false
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}
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adapter_model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:16a5b60223242222b2d7c9a315b4824d8baaa761f5ab5e50e5400decdd5790c0
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size 13648432
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added_tokens.json
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{
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"<|im_end|>": 32000,
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"<|im_start|>": 32001
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}
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runs/Jun01_18-43-57_de21f52292a3/events.out.tfevents.1717267509.de21f52292a3.563.0
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size 13580
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runs/Jun01_19-12-43_f678060942f0/events.out.tfevents.1717269240.f678060942f0.185.0
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special_tokens_map.json
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{
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"additional_special_tokens": [
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"<unk>",
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"<s>",
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"bos_token": {
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tokenizer.json
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tokenizer.model
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version https://git-lfs.github.com/spec/v1
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tokenizer_config.json
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}
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},
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"</s>"
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],
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"bos_token": "<s>",
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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 sha256:271d99f84107930fd8854f95b13c1ee922a733c616dd31e41bb09a9146b1a850
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