Create README.md

README.md

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+---
+license: apache-2.0
+pipeline_tag: text-generation
+tags:
+- cortex.cpp
+---
+
+## Overview
+
+SmolLM2 is a family of compact language models available in three sizes: 135M, 360M, and 1.7B parameters. These models are designed to solve a wide range of tasks while being lightweight enough for on-device deployment. More details can be found in the [SmolLM2 paper](https://arxiv.org/abs/2502.02737v1).
+
+The **1.7B variant** demonstrates significant improvements over its predecessor, SmolLM1-1.7B, especially in instruction following, knowledge retention, reasoning, and mathematical problem-solving. It was trained on **11 trillion tokens** using a diverse dataset combination, including **FineWeb-Edu, DCLM, The Stack**, and newly curated mathematics and coding datasets that will be released soon.
+
+The **instruct version** of SmolLM2 was developed through **supervised fine-tuning (SFT)** using a mix of public datasets and curated proprietary datasets. It further benefits from **Direct Preference Optimization (DPO)** using **UltraFeedback**. 
+
+Additionally, the instruct model supports tasks such as **text rewriting, summarization, and function calling**, enabled by datasets from **Argilla**, including **Synth-APIGen-v0.1**. The SFT dataset is available at: [SmolTalk SFT Dataset](https://huggingface.co/datasets/HuggingFaceTB/smoltalk).
+
+For further details, visit the [SmolLM2 GitHub repository](https://github.com/huggingface/smollm), where you will find resources for **pre-training, post-training, evaluation, and local inference**.
+
+## Variants
+
+| No | Variant                                                | Cortex CLI command     |
+| -- | ------------------------------------------------------ | ---------------------- |
+| 1  | [gguf](https://huggingface.co/cortexso/smollm2/tree/main)           | `cortex run smollm2`  |
+
+## Use it with Jan (UI)
+
+1. Install **Jan** using [Quickstart](https://jan.ai/docs/quickstart)
+2. Use in Jan model Hub:
+   ```bash
+   cortexhub/smollm2
+   ```
+
+## Use it with Cortex (CLI)
+
+1. Install **Cortex** using [Quickstart](https://cortex.jan.ai/docs/quickstart)
+2. Run the model with command:
+   ```bash
+   cortex run smollm2
+   ```
+
+## Credits
+
+- **Author:** SmolLM2 Team
+- **Converter:** [Homebrew](https://www.homebrew.ltd/)
+- **Original License:** [Apache 2.0](https://huggingface.co/smollm2/blob/main/LICENSE.txt)
+- **Papers:** [SmolLM2 Research](https://arxiv.org/abs/2502.02737v1)