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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: hZzy/qwen2.5-0.5b-sft-news-IFT
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+ tags:
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+ - trl
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+ - expo
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+ - generated_from_trainer
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+ model-index:
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+ - name: qwen2.5-0.5b-expo-L2EXPO-ES-0.001
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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/zhiyuzha-university-of-florida/huggingface/runs/1mxe21by)
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+ # qwen2.5-0.5b-expo-L2EXPO-ES-0.001
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+
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+ This model is a fine-tuned version of [hZzy/qwen2.5-0.5b-sft-news-IFT](https://huggingface.co/hZzy/qwen2.5-0.5b-sft-news-IFT) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.3955
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+ - Logps: -657.3067
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+ - Logits: -11.2559
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+ - Objective: 0.3958
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+ - Dpo Loss: 0.6701
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+ - Regularize: 0.3958
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+ - Ranking Simple: 0.6009
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+ - Ranking Idealized: 0.9871
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+ - Ranking Idealized Expo: 0.6320
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+ - Wo Beta: 190.5371
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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-06
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+ - train_batch_size: 4
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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: 3
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+ - gradient_accumulation_steps: 12
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+ - total_train_batch_size: 144
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+ - total_eval_batch_size: 12
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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: 5
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Dpo Loss | Logits | Logps | Validation Loss | Objective | Ranking Idealized | Ranking Idealized Expo | Ranking Simple | Regularize | Wo Beta |
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+ |:-------------:|:------:|:----:|:--------:|:--------:|:---------:|:---------------:|:---------:|:-----------------:|:----------------------:|:--------------:|:----------:|:--------:|
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+ | 0.418 | 0.1417 | 50 | 0.6927 | -1.8105 | -107.4392 | 0.4150 | 0.4128 | 0.9871 | 0.6320 | 0.5352 | 0.4128 | 22.0269 |
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+ | 0.416 | 0.2834 | 100 | 0.6896 | -2.0485 | -230.8855 | 0.4087 | 0.4081 | 0.9871 | 0.6320 | 0.5559 | 0.4081 | 52.9494 |
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+ | 0.387 | 0.4251 | 150 | 0.6844 | -3.9840 | -343.5519 | 0.4032 | 0.4021 | 0.9871 | 0.6320 | 0.5766 | 0.4021 | 90.2215 |
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+ | 0.3587 | 0.5668 | 200 | 0.6754 | -6.1681 | -390.3867 | 0.3917 | 0.3893 | 0.9871 | 0.6320 | 0.6004 | 0.3893 | 124.6577 |
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+ | 0.3299 | 0.7085 | 250 | 0.6765 | -7.7444 | -474.0688 | 0.3968 | 0.3968 | 0.9871 | 0.6320 | 0.5958 | 0.3968 | 147.7626 |
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+ | 0.294 | 0.8503 | 300 | 0.6728 | -8.8910 | -573.5075 | 0.3942 | 0.3931 | 0.9871 | 0.6320 | 0.6102 | 0.3931 | 160.3578 |
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+ | 0.2753 | 0.9920 | 350 | 0.6731 | -9.9981 | -593.1101 | 0.3965 | 0.3960 | 0.9871 | 0.6320 | 0.5937 | 0.3960 | 171.5761 |
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+ | 0.2316 | 1.1337 | 400 | 0.6718 | -9.6479 | -564.7661 | 0.3966 | 0.3956 | 0.9871 | 0.6320 | 0.5875 | 0.3956 | 171.6054 |
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+ | 0.2205 | 1.2754 | 450 | 0.6725 | -10.9673 | -599.2516 | 0.3962 | 0.3983 | 0.9871 | 0.6320 | 0.5859 | 0.3983 | 182.4877 |
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+ | 0.2058 | 1.4171 | 500 | 0.6741 | -9.6175 | -589.5045 | 0.4005 | 0.4029 | 0.9871 | 0.6320 | 0.5797 | 0.4029 | 188.1013 |
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+ | 0.2027 | 1.5588 | 550 | 0.6730 | -10.3937 | -622.4691 | 0.3995 | 0.4000 | 0.9871 | 0.6320 | 0.5947 | 0.4000 | 185.8620 |
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+ | 0.1897 | 1.7029 | 600 | 0.4028 | -755.1119| -11.5540 | 0.4023 | 0.6716 | 0.4023 | 0.5952 | 0.9871 | 0.6320 | 201.2357 |
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+ | 0.1797 | 1.8446 | 650 | 0.3997 | -673.7770| -10.8193 | 0.3992 | 0.6730 | 0.3992 | 0.5942 | 0.9871 | 0.6320 | 188.3079 |
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+ | 0.1689 | 1.9863 | 700 | 0.3985 | -653.8336| -11.0772 | 0.3970 | 0.6713 | 0.3970 | 0.5911 | 0.9871 | 0.6320 | 182.3852 |
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+ | 0.1492 | 2.1280 | 750 | 0.3959 | -624.3672| -11.4717 | 0.3956 | 0.6708 | 0.3956 | 0.6025 | 0.9871 | 0.6320 | 182.7602 |
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+ | 0.143 | 2.2697 | 800 | 0.3955 | -657.3067| -11.2559 | 0.3958 | 0.6701 | 0.3958 | 0.6009 | 0.9871 | 0.6320 | 190.5371 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.42.0
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+ - Pytorch 2.3.0+cu121
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+ - Datasets 3.2.0
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+ - Tokenizers 0.19.1
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