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--- |
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datasets: |
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- Trelis/smollm-corpus-2percent |
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language: |
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- en |
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base_model: |
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- HuggingFaceTB/SmolLM-360M |
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tags: |
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- language_model |
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- pruned |
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- distilled |
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--- |
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# Model Card for TrelisSmolLM-base |
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This model is a pruned and distilled version of SmolLM-360M, created for scientific curiosity. |
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To purchase the training scripts used for this model, visit: https://trelis.com/advanced-fine-tuning-scripts/ |
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## Model Details |
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### Model Description |
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- **Developed by:** Trelis Team |
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- **Model type:** Language Model |
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- **Language(s) (NLP):** English |
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- **License:** [More Information Needed] |
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- **Finetuned from model:** HuggingFaceTB/SmolLM-360M |
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TrelisLM-80M is a 80 million parameter language model derived from SmolLM-360M. It was created through a process of layer and width pruning, followed by distillation from SmolLM-360M-Instruct using Forward KL loss. |
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## Uses |
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### Direct Use |
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This model is primarily intended for scientific curiosity and research purposes. It can be used to explore the effects of model pruning and distillation on language model performance. |
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### Out-of-Scope Use |
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As this model is still not completely trained, it should not be used for any production or real-world applications at this stage. |
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## Bias, Risks, and Limitations |
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The model is still in the training process and may have unpredictable behaviors or biases. It should be used with caution and only for research purposes. |
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### Recommendations |
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Users should be aware that this model is a work in progress and its outputs should not be relied upon for any critical or sensitive tasks. |
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## Training Details |
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### Training Data |
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The model was distilled using the Trelis/smollm-corpus-2percent dataset. |
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### Training Procedure |
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The training procedure involved the following steps: |
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1. Layer pruning of SmolLM-360M |
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2. Width pruning of SmolLM-360M |
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3. Distillation from SmolLM-360M-Instruct using Forward KL loss |
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## Evaluation |
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Evaluation results are not yet available for this model. |
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## Model Examination |
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Further examination and interpretation of the model's behavior are needed. |
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## Environmental Impact |
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[More Information Needed] |
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## Technical Specifications |
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### Model Architecture and Objective |
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TrelisLM-80M is an 80 million parameter language model derived from SmolLM-360M through pruning and distillation from SmolLM-360M-Instruct. |
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### Compute Infrastructure |
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[More Information Needed] |
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## Model Card Contact |
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[More Information Needed] |
