monster/modelbeast
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity
10 Commits 2 Branches 0 Tags 1.1 MiB
1cc0b80d89
Commit Graph

4 Commits

Author SHA1 Message Date
MODELBEAST
1cc0b80d89 bg_remove_local: local RMBG-2.0 background removal on MPS 
New operator: briaai/RMBG-2.0 image->transparent cutout, fully local on Apple
Silicon (weights unlocked by owner HF license). Free local alternative to the
cloud fal_bg_remove; the recommended pre-pass before SF3D / image->3D. Verified:
clean 1024px cutout of the FLUX astrolabe (alpha 0-255, 86.6% removed, thin rings
preserved). Same OpenMP guardrails as sf3d. scripts/install_rmbg.sh; venvs/rmbg.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
 2026-07-13 01:32:38 +10:00
MODELBEAST
19f086773e Headless control: mb CLI, AGENTS.md handover, serve scripts; verified-current image models 
- mb: zero-dependency python CLI for the full API (ops/upload/run/wait/follow/
  download incl. folder assets, retry/cancel, settings). Schema-aware -p k=v
  coercion. Works from any tailnet machine via MB_HOST. Tested end-to-end
  (upload -> blender_convert -> download).
- AGENTS.md: complete handover brief for other agents using this box as an
  asset factory — endpoints, CLI reference, catalog, recipes, lanes/etiquette.
- scripts/serve.sh (headless start/restart) + scripts/install_launchagent.sh
  (optional boot persistence, owner-run)
- flux_local upgraded to mflux 0.18 reality: flux2-klein-4b default (Apache,
  UNGATED — runs with zero keys), klein-9b, schnell/schnell-4bit community
  quant, dev/krea-dev. Research verdict: FLUX.1-dev no longer competitive
  (Elo ~1027) vs klein ~1083-1119 vs nano-banana ~1154.
- openrouter_image rewritten to the dedicated Image API (POST /api/v1/images):
  b64_json parsing, seed, resolution/aspect, exact usage.cost logging; model
  enum: gemini-2.5-flash-image / 3.1-flash-image (NB2) / 3-pro-image

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-07-12 22:38:52 +10:00
MODELBEAST
76f065d3a6 A/B image-gen: local FLUX (mflux/MLX) + OpenRouter nano-banana operators 
- flux_local: prompt->image fully on-device via mflux (schnell/dev, steps,
  quantize, seed, size). Both FLUX repos are HF-gated as of 2026-07 (schnell
  included) — clean GatedRepoError surfaces with a hint; needs owner HF token.
- openrouter_image: prompt->image via OpenRouter chat/completions with
  modalities [image,text]; parses data-URL images from the response; model
  picker for nano-banana / nano-banana-pro. Gated on OPENROUTER_API_KEY.
- settings: openrouter_key added to vault (masked/redacted/env-injected)
- scripts/install_mflux.sh; venv installed
- A/B flow: run both with the same prompt, judge in Compare mode

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-07-12 22:31:19 +10:00
MODELBEAST
605b1ae347 Phase 1 + framework: settings/secrets, queue lanes, job mgmt, inbox, 8 new operators 
Framework:
- server/settings.py: key/value settings + secrets, env-injected into operator
  subprocesses, secret values masked in API and redacted from job logs
- runner: gpu/cpu/net concurrency lanes, job cancel/retry/delete, multi-input,
  graceful 'not installed' error when a tool venv is missing
- db: settings table, asset_ids column (migrated), MODELBEAST_DATA test override
- main: settings + job-action endpoints, inbox watch folder auto-ingest
- store: operators can tag output asset kind (splat, colmap_dataset)

Operators (11 total):
- fal_trellis/trellis2/hunyuan3d/rodin via shared _lib/fal_common.py (verified
  params + endpoint ids; recursive result-URL extractor handles per-endpoint keys)
- sf3d, trellis_mac: local MPS image-to-3D, installed with Metal kernels built,
  gated on owner HuggingFace auth
- colmap_poses (COLMAP 4.x + GLOMAP global mapper), brush_train (native Metal 3DGS)
- Scan pipeline validated end-to-end through the UI: frames -> colmap (48/48
  registered, 0.6px) -> brush -> splat.ply -> in-app SplatViewer

Frontend:
- Settings modal, operator gating (lock + disabled run when requires_env unmet),
  job cancel/retry/delete, Compare grid (multi-select side-by-side viewers),
  SplatViewer (gaussian-splats-3d, Ply format forced for extensionless URLs)

Tooling: scripts/install_{colmap,brush,sf3d,trellis_mac}.sh; vendor/ + venvs/
gitignored; tests/smoke.sh (12 checks passing); BENCHMARKS.md

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
 2026-07-12 21:42:27 +10:00