初始化项目，由ModelHub XC社区提供模型

Model: build-small-hackathon/mind-of-tashi-micro-grpo-gguf
Source: Original Platform

.gitattributes

@@ -0,0 +1,37 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+mind-of-tashi-micro-grpo-f16.gguf filter=lfs diff=lfs merge=lfs -text
+mind-of-tashi-micro-grpo-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,75 @@
+---
+license: apache-2.0
+base_model: build-small-hackathon/mind-of-tashi-micro-grpo
+tags:
+  - gguf
+  - llama-cpp
+  - qwen3moe
+  - reasoning
+  - game
+  - bilingual
+  - grpo
+language:
+  - en
+  - hi
+  - sa
+pipeline_tag: text-generation
+---
+
+# The Mind of Tashi — micro student (GRPO, GGUF)
+
+The GRPO-trained student exported to **GGUF** for llama.cpp. Drop-in
+replacement for the SFT GGUF in the playable
+[Space](https://huggingface.co/spaces/build-small-hackathon/mind-of-tashi)
+after an A/B (winning the game is not enough — the mind-scroll prose must
+hold up). Transformers source:
+[`…/mind-of-tashi-micro-grpo`](https://huggingface.co/build-small-hackathon/mind-of-tashi-micro-grpo).
+
+> **Build status:** this GGUF is **built at push time** from the GRPO
+> checkpoint — it does not exist as a by-product of training. Use the exact
+> same recipe as the SFT GGUF.
+
+## Files (after build)
+
+| File | Approx size | Use |
+|---|---|---|
+| `mind-of-tashi-micro-grpo-Q4_K_M.gguf` | ~256 MB | deployed candidate |
+| `mind-of-tashi-micro-grpo-f16.gguf` | ~786 MB | zero-loss reference |
+
+## Build recipe (no compiled binary needed)
+
+1. Download the GRPO transformers checkpoint **with `chat_template.jinja`**
+   (a missing template silently yields a garbage GGUF).
+2. `python convert_hf_to_gguf.py <ckpt> --outtype f16` → f16 GGUF.
+3. Quantise via the `llama-cpp-python` C binding:
+   ```python
+   import ctypes, llama_cpp
+   p = llama_cpp.llama_model_quantize_default_params()
+   p.ftype = 15  # LLAMA_FTYPE_MOSTLY_Q4_K_M
+   llama_cpp.llama_model_quantize(b"in-f16.gguf", b"out-Q4_K_M.gguf", ctypes.byref(p))
+   ```
+4. Grade via the format gate through `llama-cpp-python` (the real deploy path);
+   ship Q4 if it clears ≥15/20 and stays within ~5 ladder points of f16.
+
+### ⚠️ `norm_topk_prob` — required for llama.cpp
+
+Inherited `norm_topk_prob=true` from SFT; llama.cpp's `qwen3moe` graph
+hardcodes `norm_w=true` and a mismatched checkpoint produces garbage on every
+llama.cpp runtime. (See the SFT GGUF card.)
+
+## Usage
+
+```python
+from llama_cpp import Llama
+
+llm = Llama.from_pretrained(
+    repo_id="build-small-hackathon/mind-of-tashi-micro-grpo-gguf",
+    filename="mind-of-tashi-micro-grpo-Q4_K_M.gguf",
+    n_ctx=4096, n_gpu_layers=0, logits_all=True,
+)
+```
+
+## Part of the bundle
+
+Game Space · self-play dataset · SFT model + GGUF · OpenEnv gym ·
+GRPO model + **GGUF (this)** — all under `build-small-hackathon/mind-of-tashi-*`.

mind-of-tashi-micro-grpo-Q4_K_M.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:26f6b1b6c48aecc0218e903680b334eb4b86a447f72330551d67c067c9a45a57
+size 255625344

mind-of-tashi-micro-grpo-f16.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d19d66671e4e01c5adf9ccb5ca9b55822aeeff5eb8dba27507c493fe555992fa
+size 786273920