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README.md ADDED
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+ ---
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+ license: llama3
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+ base_model: Magpie-Align/Llama-3-8B-Magpie-Mix-RC
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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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+ model-index:
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+ - name: Llama-3-8B-Magpie-Mix-RC-UltraDPO-07
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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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+ [<img src="https://raw.githubusercontent.com/wandb/assets/main/wandb-github-badge-28.svg" alt="Visualize in Weights & Biases" width="200" height="32"/>](https://wandb.ai/uw-nsl/huggingface/runs/67yyhon0)
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+ # Llama-3-8B-Magpie-Mix-RC-UltraDPO-07
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+
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+ This model is a fine-tuned version of [Magpie-Align/Llama-3-8B-Magpie-Mix-RC](https://huggingface.co/Magpie-Align/Llama-3-8B-Magpie-Mix-RC) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.3872
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+ - Rewards/chosen: -4.3693
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+ - Rewards/rejected: -5.9670
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+ - Rewards/accuracies: 0.8710
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+ - Rewards/margins: 1.5976
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+ - Logps/rejected: -863.7308
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+ - Logps/chosen: -710.0647
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+ - Logits/rejected: -1.1495
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+ - Logits/chosen: -1.1283
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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: 7e-07
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+ - train_batch_size: 2
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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: 8
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+ - total_train_batch_size: 128
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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: cosine
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+ - lr_scheduler_warmup_ratio: 0.1
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+ - num_epochs: 1
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+
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+ ### Training results
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+
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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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+ | 0.5813 | 0.2137 | 100 | 0.5238 | -2.6816 | -3.4539 | 0.7298 | 0.7723 | -612.4234 | -541.2933 | -1.1244 | -1.1082 |
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+ | 0.5021 | 0.4275 | 200 | 0.4483 | -3.4053 | -4.4858 | 0.8024 | 1.0805 | -715.6146 | -613.6641 | -1.1035 | -1.0844 |
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+ | 0.3802 | 0.6412 | 300 | 0.4069 | -3.7974 | -5.1705 | 0.8427 | 1.3731 | -784.0882 | -652.8716 | -1.1310 | -1.1105 |
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+ | 0.3827 | 0.8549 | 400 | 0.3872 | -4.3693 | -5.9670 | 0.8710 | 1.5976 | -863.7308 | -710.0647 | -1.1495 | -1.1283 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.42.3
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+ - Pytorch 2.3.1+cu121
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+ - Datasets 2.20.0
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+ - Tokenizers 0.19.1
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+ "train_samples": 59875,
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+ "train_samples_per_second": 6.046,
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+ "train_steps_per_second": 0.047
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+ }
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+ "top_p": 0.9,
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+ "transformers_version": "4.42.3"
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