# Genie CPU

Thư viện Genie cho phép lượng tử hóa các mô hình LLM PyTorch được hỗ trợ thành định dạng được lượng tử hóa INT4/INT8 bằng công cụ **qnn-genai-transformer-composer**. Mô hình đã chuyển đổi có thể được tăng tốc trên CPU runtime để thực hiện các trường hợp sử dụng LLM như ứng dụng trò chuyện và tạo văn bản.

Sơ đồ dưới đây cho thấy quy trình làm việc để sử dụng Genie nhằm tăng tốc LLM trên phần cứng Qualcomm AI Engine thông qua backend QNN GenAiTransformer.

![../../_images/genie-cpu.png](data:image/png;base64,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)

Quy trình làm việc Genie CPU

## Quy trình làm việc Genie CPU (CLI)

Các bước sau đây cho biết cách dùng backend Genie QNN GenAiTransformer trên nền tảng tính toán Snapdragon.

### Thiết lập Genie

Mở Windows PowerShell ở chế độ quản trị viên và chạy các lệnh sau để cài đặt phần phụ thuộc. Thiết lập này là bắt buộc đối với hướng dẫn này và mất khoảng 20-30 phút. Để biết thêm thông tin về việc thiết lập, hãy xem [genie_setup.ps1](https://raw.githubusercontent.com/quic/wos-ai/refs/heads/main/Scripts/genie_setup.ps1).

> 
> 
> 1. Thiết lập $DIR\_PATH (mặc định là C:WoS\_AI), người dùng có thể thay đổi đường dẫn mong muốn.
> 
> 
> 
> > 
> > 
> > $DIR_PATH = "C:\WoS_AI"
> >         Copy to clipboard
> 2. Chạy lệnh sau để tải xuống tập tin mã lệnh thiết lập. Nếu đã tải xuống, bạn có thể bỏ qua bước này.
> 
> 
> 
> > 
> > 
> > if (!(Test-Path $DIR_PATH\Downloads\Setup_Scripts)) {mkdir $DIR_PATH\Downloads\Setup_Scripts}
> >         Invoke-WebRequest -O genie_setup.ps1 https://raw.githubusercontent.com/quic/wos-ai/refs/heads/main/Scripts/genie_setup.ps1
> >         Move-Item -Path ".\genie_setup.ps1" -Destination $DIR_PATH\Downloads\Setup_Scripts -Force
> >         Copy to clipboard
> 3. Chạy lệnh sau để cài đặt các điều kiện tiên quyết cho Genie.
> 
> 
> 
> > 
> > 
> > cd $DIR_PATH
> >         powershell -command "&{. .\Downloads\Setup_Scripts\genie_setup.ps1; GENIE_Setup -rootDirPath $DIR_PATH}"
> >         Copy to clipboard
> 
> 
> 
> Ghi chú
> 
> 
> Nếu tính năng chạy tập lệnh bị vô hiệu hóa trên hệ thống, hãy chạy lệnh sau như bên dưới và nhập "A" (Có cho tất cả).
> 
> 
> Set-ExecutionPolicy RemoteSigned
>     Copy to clipboard

### Tải xuống mô hình

Mô hình Llama3 8B cần được Meta chấp thuận quyền truy cập. Dùng [liên kết](https://huggingface.co/meta-llama/Meta-Llama-3-8B-Instruct) này để yêu cầu quyền truy cập.

> 
> 
> 1. Mở Windows PowerShell ở chế độ **admin** và chạy các lệnh sau để gán thư mục làm việc cho $DIR\_PATH và kích hoạt môi trường ảo Python. Đảm bảo rằng $DIR\_PATH giống với $DIR\_PATH được dùng trong quá trình thiết lập.
> 
> 
> 
> > 
> > 
> > $DIR_PATH = "C:\WoS_AI"
> >         Copy to clipboard
> > 
> > 
> > powershell -NoExit -command "&{cd $DIR_PATH; . .\Downloads\Setup_Scripts\genie_setup.ps1; Activate_QNN_VENV -rootDirPath $DIR_PATH}"
> >         Copy to clipboard
> 2. Thiết lập mã thông báo Hugging Face của bạn để tải xuống mô hình.
> 
> 
> 
> > 
> > 
> > $env:HF_TOKEN="YOUR_HF_TOKEN"
> >         Copy to clipboard
> 3. Tải xuống [tập lệnh model_download.py](https://raw.githubusercontent.com/quic/wos-ai/refs/heads/main/Scripts/model_download.py), lưu vào thư mục làm việc hiện tại, sau đó chạy lệnh sau để tải xuống mô hình.
> 
> 
> 
> > 
> > 
> > python model_download.py
> >         Copy to clipboard
> > 
> > 
> > Mô hình được tải xuống thư mục làm việc hiện tại và được lưu dưới dạng llama\_model.

### Chuyển đổi định dạng

Dùng Windows Powershell để chạy lệnh sau từ thư mục làm việc của bạn.

> 
> 
> python ${QNN_SDK_ROOT}\bin\x86_64-windows-msvc\qnn-genai-transformer-composer --quantize Z4 --model .\llama_model\ --outfile llama_model_z4.bin
>     Copy to clipboard
> 
> 
> Lệnh này tạo ra mô hình Llama3 8B được lượng tử hóa INT4, có thể được dùng với backend GenAiTransformer trên CPU.
> 
> ![../../_images/GenAiTransformer-backend-cpu.png](data:image/png;base64,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)

### Thực thi

Có thể dùng mô hình lượng tử hóa INT4 được tạo trong phần trước với công cụ dòng lệnh genie-t2t-run do Genie cung cấp để suy luận. Công cụ này cũng yêu cầu tệp json cấu hình cụ thể cho mô hình để đặt cấu hình các tham số LLM cần thiết cho backend.

Các chi tiết liên quan đến backend, bộ tách từ, trình lấy mẫu, đường dẫn mô hình và các tham số mô hình khác cần thiết để thực thi được truyền qua tệp cấu hình. Hãy xem [genie_config.json](https://github.com/quic/wos-ai/blob/main/Artifacts/genie_artifacts/genie_config.json) để biết tệp cấu hình ví dụ.

Ghi chú

Đảm bảo đường dẫn cho bộ tách từ và mô hình là chính xác trong cấu hình json.

Có thể đặt cấu hình backend CPU bằng cách chỉ định loại công cụ là QnnGenAITransformer như bên dưới.

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)

Lệnh mẫu dưới đây lấy cấu hình json để suy luận dựa trên CPU và câu lệnh được dùng để thực thi LLM.

> 
> 
> genie-t2t-run.exe -c genie_config.json -p "<|begin_of_text|><|start_header_id|>user<|end_header_id|>\n\nWhat is capital of France <|eot_id|><|start_header_id|>assistant<|end_header_id|>"
>     Copy to clipboard
> 
> 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)

> 
> 
> Ghi chú
> 
> 
> Định dạng của câu lệnh là định dạng dành riêng cho LLM. Nhà phát triển có trách nhiệm tạo câu lệnh theo định dạng dành riêng cho LLM đang dùng.

Last Published: Dec 16, 2025

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