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--- |
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language: |
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- en |
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license: apache-2.0 |
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library_name: transformers |
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pipeline_tag: robotics |
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tags: |
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- nlp |
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- agent |
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--- |
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# ALFWorld-MPO |
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This model is a fine-tuned version of Llama-3.1-8B-Instruct on the [alfworld-metaplan-preference-pairs](https://huggingface.co/datasets/xwm/Meta_Plan_Optimization/blob/main/alfworld_metaplan_preference_pairs.json) dataset as described in [MPO: Boosting LLM Agents with Meta Plan Optimization](https://hf.co/papers/2503.02682). |
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It achieves the following results on the evaluation set: |
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- Loss: 0.8390 |
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- Rewards/chosen: -0.5836 |
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- Rewards/rejected: -1.2646 |
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- Rewards/accuracies: 0.6318 |
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- Rewards/margins: 0.6810 |
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- Logps/chosen: -12.9009 |
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- Logps/rejected: -19.8890 |
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- Logits/chosen: -0.3349 |
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- Logits/rejected: -0.3405 |
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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: 1e-05 |
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- train_batch_size: 2 |
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- eval_batch_size: 1 |
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- seed: 42 |
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- distributed_type: multi-GPU |
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- num_devices: 4 |
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- gradient_accumulation_steps: 4 |
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- total_train_batch_size: 32 |
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- total_eval_batch_size: 4 |
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- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments |
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- lr_scheduler_type: cosine |
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- lr_scheduler_warmup_ratio: 0.03 |
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- num_epochs: 3.0 |
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### Training results |
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### Framework versions |
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- Transformers 4.46.1 |
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- Pytorch 2.5.1+cu124 |
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- Datasets 3.1.0 |
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- Tokenizers 0.20.3 |
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## Code |
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[https://github.com/WeiminXiong/MPO](https://github.com/WeiminXiong/MPO) |
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# File information |
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The repository contains the following file information: |
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Filename: tokenizer.json |
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Content: "Content of the file is larger than 50 KB, too long to display." |
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Filename: all_results.json |
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Content: { |
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"epoch": 3.0, |
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"eval_logits/chosen": -0.33491453528404236, |
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"eval_logits/rejected": -0.3404884338378906, |
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"eval_logps/chosen": -12.90090274810791, |
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"eval_logps/rejected": -19.88900375366211, |
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"eval_loss": 0.8390035629272461, |
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"eval_rewards/accuracies": 0.6317567825317383, |
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"eval_rewards/chosen": -0.5836451649665833, |
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"eval_rewards/margins": 0.680999755859375, |
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"eval_rewards/rejected": -1.2646448612213135, |
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"eval_runtime": 29.3135, |
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"eval_samples_per_second": 10.098, |
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"eval_steps_per_second": 2.524, |
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"total_flos": 11469721436160.0, |
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"train_loss": 0.693384567896525, |
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"train_runtime": 1185.9878, |
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"train_samples_per_second": 6.716, |
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"train_steps_per_second": 0.21 |
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} |
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Filename: model.safetensors.index.json |
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Content: { |
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