初始化项目，由ModelHub XC社区提供模型

Model: tocchitocchi/Qwen3-Swallow-32B-RL-v0.2-MLX-fp16
Source: Original Platform

README.md

@@ -0,0 +1,76 @@
+---
+license: apache-2.0
+base_model:
+- tokyotech-llm/Qwen3-Swallow-32B-RL-v0.2
+library_name: mlx
+tags:
+- mlx
+- quantized
+- apple-silicon
+- japanese
+- swallow
+language:
+- ja
+- en
+pipeline_tag: text-generation
+---
+
+# Qwen3-Swallow-32B-RL-v0.2-MLX-fp16
+
+This model is an [MLX](https://github.com/ml-explore/mlx) format conversion of [`tokyotech-llm/Qwen3-Swallow-32B-RL-v0.2`](https://huggingface.co/tokyotech-llm/Qwen3-Swallow-32B-RL-v0.2), optimized for Apple Silicon.
+
+## Model Details
+
+| Attribute | Value |
+|---|---|
+| **Original Model** | [`tokyotech-llm/Qwen3-Swallow-32B-RL-v0.2`](https://huggingface.co/tokyotech-llm/Qwen3-Swallow-32B-RL-v0.2) |
+| **Architecture** | Dense Transformer |
+| **Parameters** | 32B |
+| **Quantization** | Full precision (fp16) |
+| **Model Size** | ~61 GB |
+| **Format** | MLX (Apple Silicon optimized) |
+| **Converted with** | mlx-lm v0.30.8 |
+| **License** | Apache 2.0 |
+
+## About Qwen3-Swallow
+
+Qwen3-Swallow is a bilingual Japanese-English large language model developed by the [Swallow Project](https://swallow-llm.github.io/) at the Institute of Science Tokyo (formerly Tokyo Institute of Technology) and AIST. Built upon Qwen3 through Continual Pre-Training (CPT), Supervised Fine-Tuning (SFT), and Reinforcement Learning (RL), it achieves strong performance on both Japanese and English tasks while maintaining capabilities in mathematics and coding.
+
+For more details, see the [original model card](https://huggingface.co/tokyotech-llm/Qwen3-Swallow-32B-RL-v0.2).
+
+## Usage
+
+### Quick Start (Python)
+
+```python
+from mlx_lm import load, generate
+
+model, tokenizer = load("tocchitocchi/Qwen3-Swallow-32B-RL-v0.2-MLX-fp16")
+
+messages = [{"role": "user", "content": "hello"}]
+prompt = tokenizer.apply_chat_template(
+    messages, add_generation_prompt=True
+)
+
+response = generate(model, tokenizer, prompt=prompt, verbose=True, max_tokens=512)
+```
+
+### Interactive Chat
+
+```bash
+mlx_lm.chat --model tocchitocchi/Qwen3-Swallow-32B-RL-v0.2-MLX-fp16
+```
+
+### OpenAI-Compatible Server
+
+```bash
+mlx_lm.server --model tocchitocchi/Qwen3-Swallow-32B-RL-v0.2-MLX-fp16 --port 8080
+```
+
+Then connect with any OpenAI-compatible client at `http://localhost:8080/v1`.
+
+## Acknowledgments
+
+- Original model by [Swallow Project](https://swallow-llm.github.io/) (Institute of Science Tokyo and AIST)
+- MLX framework by [Apple Machine Learning Research](https://github.com/ml-explore/mlx)
+- Conversion performed using [mlx-lm](https://github.com/ml-explore/mlx-lm)