feat: initialize managed portal
This commit is contained in:
@@ -0,0 +1,77 @@
|
||||
# x86 Docker Migration Implementation Plan
|
||||
|
||||
> **For Claude:** REQUIRED SUB-SKILL: Use superpowers:executing-plans to implement this plan task-by-task.
|
||||
|
||||
**Goal:** Make the RTSP people-flow project directly usable on Ubuntu 24.04 x86_64 with an RTX 3080 by transferring code and weights and building a Docker image on the target host.
|
||||
|
||||
**Architecture:** Use a Docker-based runtime for Python 3.12, GPU-enabled PyTorch, DeepFace, and the existing project CLI. Keep weights in a deterministic project directory and bake them into the image during build so runtime startup does not trigger downloads.
|
||||
|
||||
**Tech Stack:** Docker, NVIDIA Container Runtime, Python 3.12, PyTorch, Ultralytics, DeepFace
|
||||
|
||||
---
|
||||
|
||||
### Task 1: Add Docker packaging files
|
||||
|
||||
**Files:**
|
||||
- Create: `/Users/zxmacmini1/Documents/人流检测/people_flow_project/Dockerfile`
|
||||
- Create: `/Users/zxmacmini1/Documents/人流检测/people_flow_project/docker-compose.yml`
|
||||
- Create: `/Users/zxmacmini1/Documents/人流检测/people_flow_project/.dockerignore`
|
||||
- Create: `/Users/zxmacmini1/Documents/人流检测/people_flow_project/scripts/run_rtsp_docker.sh`
|
||||
- Modify: `/Users/zxmacmini1/Documents/人流检测/people_flow_project/README.md`
|
||||
|
||||
**Step 1: Define the image build**
|
||||
|
||||
- Base the image on Python 3.12.
|
||||
- Install required OS packages for OpenCV and ffmpeg.
|
||||
- Install GPU-enabled PyTorch and project dependencies.
|
||||
- Copy project source and weights into the image.
|
||||
|
||||
**Step 2: Add a Docker run wrapper**
|
||||
|
||||
- Provide a shell script that accepts RTSP URL and output directory.
|
||||
- Use `--gpus all`.
|
||||
|
||||
**Step 3: Update the README**
|
||||
|
||||
- Document the Docker build and run commands.
|
||||
- Document where weights must live if the host directory is rebuilt.
|
||||
|
||||
### Task 2: Prepare the project tree for weights
|
||||
|
||||
**Files:**
|
||||
- Create: `/Users/zxmacmini1/Documents/人流检测/people_flow_project/weights/.gitkeep`
|
||||
- Create: `/Users/zxmacmini1/Documents/人流检测/people_flow_project/weights/deepface/.gitkeep`
|
||||
|
||||
**Step 1: Create weight directories**
|
||||
|
||||
- Reserve stable paths for YOLO and DeepFace weights.
|
||||
|
||||
### Task 3: Transfer the project and weights to the target host
|
||||
|
||||
**Files:**
|
||||
- No code changes required
|
||||
|
||||
**Step 1: Copy the project**
|
||||
|
||||
- Transfer the project directory to `/home/x/people/people_flow_project`.
|
||||
|
||||
**Step 2: Copy YOLO and DeepFace weights**
|
||||
|
||||
- Place YOLO and DeepFace weights into the target project `weights/` tree.
|
||||
|
||||
### Task 4: Build and validate on the target host
|
||||
|
||||
**Files:**
|
||||
- No code changes required
|
||||
|
||||
**Step 1: Build the image**
|
||||
|
||||
- Run `docker build` under `/home/x/people/people_flow_project`.
|
||||
|
||||
**Step 2: Validate the CLI**
|
||||
|
||||
- Run the container with `python main.py rtsp --help`.
|
||||
|
||||
**Step 3: Provide the final RTSP run command**
|
||||
|
||||
- Document the exact `docker run` invocation for the target host.
|
||||
Reference in New Issue
Block a user