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README.md

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+---
+license: apache-2.0
+language:
+- en
+pipeline_tag: text-generation
+tags:
+- chat
+---
+# Qwen2.5-VL-7B-Instruct-MNN
+
+## Introduction
+This model is a 4-bit quantized version of the MNN model exported from Qwen2.5-VL-7B-Instruct using [llmexport](https://github.com/alibaba/MNN/tree/master/transformers/llm/export).
+
+## Download
+```bash
+# install huggingface
+pip install huggingface
+```
+```bash
+# shell download
+huggingface download --model 'taobao-mnn/Qwen2.5-VL-7B-Instruct-MNN' --local_dir 'path/to/dir'
+```
+```python
+# SDK download
+from huggingface_hub import snapshot_download
+model_dir = snapshot_download('taobao-mnn/Qwen2.5-VL-7B-Instruct-MNN')
+```
+
+```bash
+# git clone
+git clone https://www.modelscope.cn/taobao-mnn/Qwen2.5-VL-7B-Instruct-MNN
+```
+
+## Usage
+```bash
+# clone MNN source
+git clone https://github.com/alibaba/MNN.git
+
+# compile
+cd MNN
+mkdir build && cd build
+cmake .. -DMNN_LOW_MEMORY=true -DMNN_CPU_WEIGHT_DEQUANT_GEMM=true -DMNN_BUILD_LLM=true -DMNN_SUPPORT_TRANSFORMER_FUSE=true
+make -j
+
+# run
+./llm_demo /path/to/Qwen2.5-VL-7B-Instruct-MNN/config.json prompt.txt
+```
+
+## Document
+[MNN-LLM](https://mnn-docs.readthedocs.io/en/latest/transformers/llm.html#)

config.json

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+{
+    "llm_model": "llm.mnn",
+    "llm_weight": "llm.mnn.weight",
+    "backend_type": "cpu",
+    "thread_num": 4,
+    "precision": "low",
+    "memory": "low",
+    "mllm": {
+        "backend_type": "cpu",
+        "thread_num": 4,
+        "precision": "low",
+        "memory": "low"
+    }
+}

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llm_config.json

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+{
+    "hidden_size": 3584,
+    "layer_nums": 28,
+    "attention_mask": "float",
+    "key_value_shape": [
+        2,
+        1,
+        0,
+        4,
+        128
+    ],
+    "prompt_template": "<|im_start|>user\n%s<|im_end|>\n<|im_start|>assistant\n",
+    "is_visual": true,
+    "image_mean": [
+        122.7709383,
+        116.7460125,
+        104.09373615000001
+    ],
+    "image_norm": [
+        0.01459842661924292,
+        0.015007768493717056,
+        0.014220065717024088
+    ],
+    "image_size": 420,
+    "vision_start": 151652,
+    "vision_end": 151653,
+    "image_pad": 151655
+}

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