Files
ruvnet--RuView/archive/v1/README.md
T
ruv 1fb5397ddf docs(adr-187): deprecate archive/v1 + honest three-tier model-weights labeling
Add archive/v1/DEPRECATED.md tombstone and a loud deprecation notice atop
archive/v1/README.md: DensePoseHead is architecture-only (random kaiming_normal_
init, zero committed checkpoints under archive/v1/), superseded by the v2/ workspace
and the wifi-densepose 2.x / ruview pip wheel.

Add a 'Model weights: what's real, what's not' three-tier table to README.md and
docs/user-guide.md distinguishing real+validated (presence 82.3%, MM-Fi pose 82.69%
torso-PCK@20, count_v1), real-but-weak (committed pose_v1 at PCK@20=3.0%, runtime
confidence=0 stub, below ADR-079 target), and architecture-only (archive/v1). Caveat
the live single-ESP32 17-keypoint cog advertisement and answer #509 SISO / #1125.

Refs #509, #1125
2026-07-21 16:08:40 -07:00

2.6 KiB

⚠️ DEPRECATED — unmaintained and superseded

This tree is the original pure-Python implementation and is kept only as a research archive. It receives no fixes, reviews, or support. Read DEPRECATED.md before using anything below.

  • Its DensePoseHead is architecture-only with random-initialized weights and ships no trained checkpoint — running it produces random output, not real pose accuracy.
  • The maintained path is the v2/ Rust workspace and the wifi-densepose 2.x / ruview pip wheel (ADR-117). The wifi-densepose 1.x line is tombstoned on PyPI (1.99.0 raises ImportError).
  • Real trained weights live elsewhere: ruvnet/wifi-densepose-pretrained (presence, 82.3%) and ruvnet/wifi-densepose-mmfi-pose (17-keypoint pose, 82.69% torso-PCK@20).
  • The only still-live artifact here is the deterministic proof data/proof/verify.py (ADR-028), which stays. See ADR-187.

WiFi-DensePose v1 (Python Implementation)

This directory contains the original Python implementation of WiFi-DensePose.

Structure

v1/
├── src/                    # Python source code
│   ├── api/               # REST API endpoints
│   ├── config/            # Configuration management
│   ├── core/              # Core processing logic
│   ├── database/          # Database models and migrations
│   ├── hardware/          # Hardware interfaces
│   ├── middleware/        # API middleware
│   ├── models/            # Neural network models
│   ├── services/          # Business logic services
│   └── tasks/             # Background tasks
├── tests/                  # Test suite
├── docs/                   # Documentation
├── scripts/               # Utility scripts
├── data/                  # Data files
├── setup.py               # Package setup
├── test_application.py    # Application tests
└── test_auth_rate_limit.py # Auth/rate limit tests

Requirements

  • Python 3.10+
  • PyTorch 2.0+
  • FastAPI
  • PostgreSQL/SQLite

Installation

cd v1
pip install -e .

Usage

# Start API server
python -m src.main

# Run tests
pytest tests/

Note

This is the legacy Python implementation. For the new Rust implementation with improved performance, see /v2/.