wehub-resource-sync
9740bc64c9
Firmware QEMU Tests (ADR-061) / QEMU Test (edge-tier1) (push) Has been skipped
Firmware QEMU Tests (ADR-061) / QEMU Test (full-adr060) (push) Has been skipped
Firmware QEMU Tests (ADR-061) / QEMU Test (tdm-3node) (push) Has been skipped
Firmware QEMU Tests (ADR-061) / Swarm Test (ADR-062) (push) Has been skipped
npm packages / tools/ruview-mcp (node 22) (push) Failing after 1s
nvsim-server → ghcr.io / build-and-publish (push) Failing after 1s
ruview-swarm CI guard / tests (full+train) (push) Failing after 2s
Bench Regression Guard / bench compile-verify (--no-run) (push) Failing after 0s
Bench Regression Guard / bench fast-run (informational, non-gating) (push) Has been skipped
Firmware CI / Verify version.txt matches release tag (push) Has been skipped
Dashboard a11y + cross-browser / a11y (push) Failing after 0s
nvsim Dashboard → GitHub Pages / build-and-deploy (push) Failing after 2s
Firmware CI / Build firmware (esp32s3 / 4mb) (push) Failing after 15s
Firmware QEMU Tests (ADR-061) / Build Espressif QEMU (push) Failing after 1s
Firmware QEMU Tests (ADR-061) / Fuzz Testing (ADR-061 Layer 6) (push) Failing after 1s
Continuous Deployment / Pre-deployment Checks (push) Has been skipped
Firmware CI / Build firmware (esp32c6 / c6-4mb) (push) Failing after 15s
Firmware CI / Build firmware (esp32s3 / 8mb) (push) Failing after 15s
Firmware QEMU Tests (ADR-061) / QEMU Test (boundary-max) (push) Has been skipped
Firmware QEMU Tests (ADR-061) / QEMU Test (boundary-min) (push) Has been skipped
Firmware QEMU Tests (ADR-061) / QEMU Test (default) (push) Has been skipped
Firmware QEMU Tests (ADR-061) / QEMU Test (edge-tier0) (push) Has been skipped
Firmware QEMU Tests (ADR-061) / NVS Matrix Generation (push) Failing after 1s
Security Scanning / Security Policy Compliance (push) Failing after 0s
Security Scanning / Dependency Vulnerability Scan (push) Failing after 0s
Security Scanning / Static Application Security Testing (push) Failing after 1s
Security Scanning / Infrastructure Security Scan (push) Failing after 1s
Security Scanning / Secret Scanning (push) Failing after 1s
npm packages / harness/ruview (node 22) (push) Failing after 17s
Security Scanning / License Compliance Scan (push) Failing after 1s
Security Scanning / Container Security Scan (push) Failing after 4s
three.js demos → GitHub Pages / build-and-deploy (push) Failing after 1s
Verify Pipeline Determinism / Verify Pipeline Determinism (3.11) (push) Failing after 1s
Fix-Marker Regression Guard / Verify fix markers (push) Failing after 1s
ADR-115 MQTT integration tests / mqtt-integration (push) Failing after 1s
npm packages / harness/ruview (node 20) (push) Failing after 1s
npm packages / tools/ruview-mcp (node 20) (push) Failing after 1s
npm packages / tools/ruview-cli (node 20) (push) Failing after 1s
npm packages / tools/ruview-cli (node 22) (push) Failing after 1s
BFLD MQTT Integration / cargo test --features mqtt (live mosquitto) (push) Failing after 29s
ruview-swarm CI guard / build train_marl bin (push) Failing after 2s
ruview-swarm CI guard / clippy (-D warnings, --no-deps) (push) Failing after 3s
ruview-swarm CI guard / tests (ruflo) (push) Failing after 1s
ruview-swarm CI guard / tests (train) (push) Failing after 2s
ruview-swarm CI guard / tests (default) (push) Failing after 2s
Point Cloud Viewer → GitHub Pages / build-and-deploy (push) Failing after 8s
ruview-swarm CI guard / ITAR / publish guard (push) Failing after 0s
wifi-densepose sensing-server → Docker Hub + ghcr.io / build · push · smoke-test (push) Failing after 1s
Continuous Deployment / Deploy to Production (push) Has been cancelled
Continuous Deployment / Rollback Deployment (push) Has been cancelled
Continuous Deployment / Post-deployment Monitoring (push) Has been cancelled
Continuous Deployment / Notify Deployment Status (push) Has been cancelled
Continuous Deployment / Deploy to Staging (push) Has been cancelled
Security Scanning / Security Report (push) Has been cancelled
15 lines
2.4 KiB
Markdown
15 lines
2.4 KiB
Markdown
# /ruview-train — train a RuView model
|
|
|
|
Train / evaluate / publish a RuView model. Track: `$ARGUMENTS` (one of `camera-free`, `camera-supervised`, `embeddings`, `domain-gen`, `snn`, `gpu`; if empty, ask).
|
|
|
|
- **camera-free** (WiFlow pose, no labels): `cd v2 && cargo run -p wifi-densepose-sensing-server -- --pretrain --dataset data/csi/ --pretrain-epochs 50`, then `-- --train --dataset data/mmfi/ --epochs 100 --save-rvf model.rvf`. ~84 s on M4 Pro, modest accuracy. Bench `node scripts/benchmark-wiflow.js`, eval `node scripts/eval-wiflow.js`.
|
|
- **camera-supervised** (ADR-079, 92.9% PCK@20, ~19 min): `python scripts/collect-ground-truth.py` (MediaPipe landmarks; needs `data/pose_landmarker_lite.task`), `python scripts/collect-training-data.py` (CSI capture), `node scripts/align-ground-truth.js` (timestamp align), then `cd v2 && cargo run -p wifi-densepose-sensing-server -- --train --dataset data/paired/ --epochs <N> --save-rvf model.rvf`, eval `node scripts/eval-wiflow.js` (reports PCK@20).
|
|
- **embeddings** (AETHER ADR-024 / spectrogram ADR-076): `wifi-densepose-train` + `wifi-densepose-ruvector`; `-- --model model.rvf --embed`, `-- --model model.rvf --build-index env`. 171K emb/s on M4 Pro.
|
|
- **domain-gen** (MERIDIAN ADR-027): domain-generalization options in the training pipeline + `ruview_metrics`.
|
|
- **snn** (local env adaptation, <30 s): `node scripts/snn-csi-processor.js --port 5006`; `docs/tutorials/cognitum-seed-pretraining.md`; ADR-084/085 (RaBitQ), ADR-086 (novelty gate).
|
|
- **gpu**: `gcloud auth login && gcloud config set project cognitum-20260110`, then `bash scripts/gcloud-train.sh --dry-run` (smoke), `bash scripts/gcloud-train.sh --gpu l4 --hours 2` (proto, ~$0.80/hr), `bash scripts/gcloud-train.sh --gpu a100 --config scripts/training-config-sweep.json` (~$3.60/hr), `bash scripts/gcloud-train.sh --sweep` (full sweep). VM auto-deletes unless `--keep-vm`. Local Mac: `bash scripts/mac-mini-train.sh`. Bench: `python scripts/benchmark-model.py`.
|
|
|
|
Data: `data/recordings/` raw CSI · `data/csi/` pretrain · `data/mmfi/` MM-Fi · `data/paired/` camera↔CSI · `data/ground-truth/` MediaPipe · `models/` artifacts. Record more: `python scripts/record-csi-udp.py`.
|
|
|
|
After training: `cd v2 && cargo test --workspace --no-default-features`, `cd .. && python archive/v1/data/proof/verify.py` (VERDICT: PASS). Publish: `python scripts/publish-huggingface.py` (or `.sh`; `docs/huggingface/`). Then run `/ruview-verify`.
|