f6e09dbff2
- palette.py + rembg.py: implement from stubs (Pillow median-cut + rembg u2net) - vlm.py: rename Spark2→steev (Strix Halo / Ollama); bump max_tokens 1024→4096 (qwen3-vl:32b thinking mode consumes budget tokens — 4096 min for valid output) - settings.py: rename spark2_vlm_*/spark1_flux_* → vlm_*/flux_*; real defaults (steev 100.88.167.87:11434 Ollama, gx10 100.90.100.10:8188 ComfyUI) - tests/: conftest.py + test_palette.py + test_rembg.py + test_integration_e2e.py (28 unit + 10 integration; 38/38 passing — VLM raw/polished/ugc + FLUX render) - CLAUDE.md: rewrite to accurate phase status + infra + layout - requirements.txt + pyproject.toml: add Pillow, rembg, pytest-asyncio deps Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com> |
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|---|---|---|
| src/svrnty_vision | ||
| tests | ||
| .env.example | ||
| .gitignore | ||
| CLAUDE.md | ||
| pyproject.toml | ||
| README.md | ||
| requirements.txt | ||
svrnty-vision
Sovereign vision HTTP gateway. FastAPI shell that exposes four endpoints:
| Endpoint | Purpose | Implementation |
|---|---|---|
POST /vlm/analyze |
Vision-language model evaluation | Proxies to Spark 2 (Qwen3-VL via vLLM) |
POST /flux/render |
Image generation | Proxies to Spark 1 (FLUX on ComfyUI) |
POST /palette/extract |
Dominant-color palette | In-process (Pillow + colorthief) |
POST /rembg/cutout |
Background removal | In-process (rembg) |
Plus GET /healthz for liveness.
Why it exists
Brand Truth Engine (BTE) is a .NET 10 + Svrnty.CQRS service. Vision tooling (VLM, image gen, palette, rembg) was originally embedded in BTE with cloud provider SDKs (Anthropic, OpenAI, Google, Higgsfield). Per the 2026-05-24 refactor audit, that surface is extracted into this sibling repo so BTE stays narrow and sovereign-first.
Architecture invariant
svrnty-vision is a thin HTTP gateway — it does NOT run heavy ML models in-process. Qwen3-VL runs on Spark 2 (vLLM). FLUX runs on Spark 1 (ComfyUI). svrnty-vision orchestrates HTTP calls to those services and normalises the responses for BTE.
The two in-process exceptions (palette, rembg) are CPU-light Python libraries — Pillow/colorthief and rembg respectively. They land in 4b.
Status
Phase 4a (this commit): scaffold only. All four endpoints return
HTTP 501 Not Implemented. /healthz returns 200.
Phase 4b will port the real logic. Phase 4c deletes the corresponding
.NET code from BTE. Phase 4d wires BTE to call svrnty-vision over HTTP.
See /home/svrnty/workspaces/hermes/sot/01-ROADMAP/BTE-REFACTOR-EXECUTION-PLAN.md.
Run
python -m venv .venv
source .venv/bin/activate
pip install -r requirements.txt
pip install -e . # required: src/ layout
# either:
python -m svrnty_vision.server
# or:
uvicorn svrnty_vision.server:app --port 8090
curl http://localhost:8090/healthz
# {"status":"ok","version":"0.1.0"}
Test
pytest tests/
Configuration
Copy .env.example to .env and edit. All settings have safe defaults
for local development (Spark 1/2 hostnames are placeholders).