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~~tag> DeepSeek NPU Edge2 RK3588~~

====== Large Model - DeepSeek-R1-Distill-Qwen-1.5B/7B ======

===== Convert Model =====

<WRAP important >
Convert model should be done on Linux PC. Convert **DeepSeek-R1-Distill-Qwen-1.5B** need GPU memory or CPU memory at least 13G. Convert **DeepSeek-R1-Distill-Qwen-7B** at least 32G.
</WRAP>

==== Build virtual environment ====

Follow this docs to install [[https://conda.io/projects/conda/en/stable/user-guide/install/linux.html | conda]].

Then create a virtual environment.

```shell
$ conda create -n RKLLM-Toolkit python=3.8
$ conda activate RKLLM-Toolkit     #activate
$ conda deactivate                 #deactivate
```

Download Tool from [[gh>airockchip/rknn-llm]].
```shell
$ git clone https://github.com/airockchip/rknn-llm.git
```

==== Install dependencies ====

```shell
$ cd rknn-llm/rkllm-toolkit
$ pip3 install rkllm_toolkit-1.1.4-cp38-cp38-linux_x86_64.whl
```

Check whether install successfully.
```shell
$ python
$ from rkllm.api import RKLLM
```

==== Convert ====
Download Qwen-1.8B-Chat model in ''rknn-llm/examples/DeepSeek-R1-Distill-Qwen-1.5B_Demo/export''

```shell
$ cd rknn-llm/examples/DeepSeek-R1-Distill-Qwen-1.5B_Demo/export
$ git lfs install
$ git clone https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B # Download 1.5B model
$ git clone https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-7B   # Download 7B model
```

Modify ''export_rkllm.py'' as follows.

```diff
diff --git a/examples/DeepSeek-R1-Distill-Qwen-1.5B_Demo/export/export_rkllm.py b/examples/DeepSeek-R1-Distill-Qwen-1.5B_Demo/export/export_rkllm.py
index 2396f66..d1fdf01 100755
--- a/examples/DeepSeek-R1-Distill-Qwen-1.5B_Demo/export/export_rkllm.py
+++ b/examples/DeepSeek-R1-Distill-Qwen-1.5B_Demo/export/export_rkllm.py
@@ -8,7 +8,8 @@ https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B
 Download the DeepSeek R1 model from the above url.
 '''
 
-modelpath = '/path/to/DeepSeek-R1-Distill-Qwen-1.5B'
+modelpath = './DeepSeek-R1-Distill-Qwen-1.5B'
+# modelpath = './DeepSeek-R1-Distill-Qwen-7B'
 llm = RKLLM()
 
 # Load model
```

Run ''export_rkllm.py'' to generate rkllm model.

```shell
$ python export_rkllm.py
```

Model ''DeepSeek-R1-Distill-Qwen-1.5B_W8A8_RK3588.rkllm'' will generate in ''rknn-llm/examples/DeepSeek-R1-Distill-Qwen-1.5B_Demo/export''.

===== Run NPU =====

==== Get source code ====

<WRAP important >
Run **DeepSeek-R1-Distill-Qwen-1.5B** need Edge2 8G DDR. Run **DeepSeek-R1-Distill-Qwen-7B** need 16G.
</WRAP>

Download [[gh>airockchip/rknn-llm]] into Edge2.

```shell
$ git clone https://github.com/airockchip/rknn-llm.git
```

==== Install dependencies ====

```
$ sudo apt update
$ sudo apt install cmake
```

==== Compile ====

Modify ''rknn-llm/rkllm-runtime/Linux/librkllm_api/include/rkllm.h'' as follows.

```diff
diff --git a/rkllm-runtime/Linux/librkllm_api/include/rkllm.h b/rkllm-runtime/Linux/librkllm_api/include/rkllm.h
index e565e6c..6d3623c 100644
--- a/rkllm-runtime/Linux/librkllm_api/include/rkllm.h
+++ b/rkllm-runtime/Linux/librkllm_api/include/rkllm.h
@@ -1,3 +1,4 @@
+#include <cstdint>
 #ifndef _RKLLM_H_
 #define _RKLLM_H_
```

Pull ''DeepSeek-R1-Distill-Qwen-1.5B_W8A8_RK3588.rkllm'' in ''rknn-llm/examples/DeepSeek-R1-Distill-Qwen-1.5B_Demo/deploy''.

Modify ''rknn-llm/examples/DeepSeek-R1-Distill-Qwen-1.5B_Demo/deploy/build-linux.sh'' as follows.

```diff
diff --git a/examples/DeepSeek-R1-Distill-Qwen-1.5B_Demo/deploy/build-linux.sh b/examples/DeepSeek-R1-Distill-Qwen-1.5B_Demo/deploy/build-linux.sh
index 4e74656..1f72ad9 100644
--- a/examples/DeepSeek-R1-Distill-Qwen-1.5B_Demo/deploy/build-linux.sh
+++ b/examples/DeepSeek-R1-Distill-Qwen-1.5B_Demo/deploy/build-linux.sh
@@ -4,7 +4,7 @@ if [[ -z ${BUILD_TYPE} ]];then
     BUILD_TYPE=Release
 fi

-GCC_COMPILER_PATH=~/opts/gcc-arm-10.2-2020.11-x86_64-aarch64-none-linux-gnu/bin/aarch64-none-linux-gnu
+GCC_COMPILER_PATH=aarch64-linux-gnu
 C_COMPILER=${GCC_COMPILER_PATH}-gcc
 CXX_COMPILER=${GCC_COMPILER_PATH}-g++
 STRIP_COMPILER=${GCC_COMPILER_PATH}-strip
```

Run ''build-linux.sh'' to compile.

```
$ bash build-linux.sh
```

==== Run ====

```shell
$ cd install/demo_Linux_aarch64
$ export LD_LIBRARY_PATH=./lib
$ export RKLLM_LOG_LEVEL=1 # print infer speed
$ ./llm_demo ../../DeepSeek-R1-Distill-Qwen-1.5B_W8A8_RK3588.rkllm 2048 4096
```

**DeepSeek-R1-Distill-Qwen-1.5B**

{{:products:sbc:edge2:npu:deepseek-1-5b-1.webp?800|}}

{{:products:sbc:edge2:npu:deepseek-1-5b-2.webp?800|}}

**DeepSeek-R1-Distill-Qwen-7B**

{{:products:sbc:edge2:npu:deepseek-7b-1.webp?800|}}

{{:products:sbc:edge2:npu:deepseek-7b-2.webp?800|}}