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  - Thinker
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  - LlamaForCausalLM
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  # **REASONING SMOLLM2 135M ON CUSTOM SYNTHETIC DATA**
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  SmolLM2 is a family of compact language models available in three size: 135M, 360M, and 1.7B parameters. They are capable of solving a wide range of tasks while being lightweight enough to run on-device. Fine-tuning a language model like SmolLM involves several steps, from setting up the environment to training the model and saving the results. Below is a detailed step-by-step guide based on the provided notebook file
 
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  - Thinker
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  - LlamaForCausalLM
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  ---
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+ ![reasoning smollm2.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/esGDxU03DomxWcK78LqcQ.png)
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  # **REASONING SMOLLM2 135M ON CUSTOM SYNTHETIC DATA**
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  SmolLM2 is a family of compact language models available in three size: 135M, 360M, and 1.7B parameters. They are capable of solving a wide range of tasks while being lightweight enough to run on-device. Fine-tuning a language model like SmolLM involves several steps, from setting up the environment to training the model and saving the results. Below is a detailed step-by-step guide based on the provided notebook file