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Add HuggingFaceH4/mistral-7b-dpo-v21.0cai.3.2 checkpoint

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README.md ADDED
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+ ---
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+ license: apache-2.0
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+ base_model: HuggingFaceH4/mistral-7b-cai
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+ tags:
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+ - alignment-handbook
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+ - generated_from_trainer
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+ datasets:
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+ - HuggingFaceH4/ultrafeedback_binarized_fixed
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+ - HuggingFaceH4/cai-conversation-harmless
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+ model-index:
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+ - name: mistral-7b-dpo-v21.0cai.3.2
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+ results: []
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+ ---
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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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+
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+ # mistral-7b-dpo-v21.0cai.3.2
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+
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+ This model is a fine-tuned version of [HuggingFaceH4/mistral-7b-cai](https://huggingface.co/HuggingFaceH4/mistral-7b-cai) on the HuggingFaceH4/ultrafeedback_binarized_fixed and the HuggingFaceH4/cai-conversation-harmless datasets.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.0325
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+ - Rewards/chosen: -2.0301
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+ - Rewards/rejected: -14.1365
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+ - Rewards/accuracies: 0.9614
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+ - Rewards/margins: 12.1064
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+ - Logps/rejected: -376.8531
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+ - Logps/chosen: -278.2639
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+ - Logits/rejected: -2.2965
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+ - Logits/chosen: -2.3500
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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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: 2
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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: 8
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+ - total_train_batch_size: 16
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+ - total_eval_batch_size: 64
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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: 3
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+
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+ ### Training results
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+
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.36.2
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+ - Pytorch 2.1.2+cu121
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+ - Datasets 2.16.1
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+ - Tokenizers 0.15.0
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+ {
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+ "epoch": 3.0,
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+ "eval_logits/chosen": -2.35003924369812,
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+ "eval_logits/rejected": -2.296473503112793,
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+ "eval_logps/chosen": -278.26385498046875,
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+ "eval_logps/rejected": -376.85308837890625,
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+ "eval_loss": 0.03253357484936714,
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+ "eval_rewards/accuracies": 0.9613811373710632,
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+ "eval_rewards/chosen": -2.0301272869110107,
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+ "eval_rewards/margins": 12.106389045715332,
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+ "eval_rewards/rejected": -14.136518478393555,
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+ "eval_runtime": 2927.9433,
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+ "eval_samples": 3156,
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+ "eval_samples_per_second": 22.703,
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+ "eval_steps_per_second": 0.355,
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+ "train_loss": 0.2383290374584692,
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+ "train_runtime": 16014.0387,
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+ "train_samples": 64345,
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+ "train_samples_per_second": 11.855,
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+ "train_steps_per_second": 0.741
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+ }
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+ {
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+ "_name_or_path": "HuggingFaceH4/mistral-7b-cai",
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+ ],
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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_key_value_heads": 8,
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+ "rms_norm_eps": 1e-05,
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+ "transformers_version": "4.36.2",
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+ "use_cache": true,
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+ "vocab_size": 32000
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+ }
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+ "eval_samples_per_second": 22.703,
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+ "eval_steps_per_second": 0.355
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+ }
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