Image-to-Text
PyTorch
Safetensors
PEFT
English
remote-sensing
satellite-imagery
earth-observation
change-detection
visual-grounding
image-captioning
visual-question-answering
optical-sar-fusion
sar
multimodal
lora
Instructions to use thundercode/SatQuery with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use thundercode/SatQuery with PEFT:
Task type is invalid.
- Notebooks
- Google Colab
- Kaggle
|
Download docs/CHANGELOG.md from thundercode/SatQuery: direct link, hf CLI and curl.
- Browser
- Download file 6.24 kB
-
https://huggingface.co/thundercode/SatQuery/resolve/00a146ce419c6c7c109650e26cf45353fffb594e/docs/CHANGELOG.md
- Command line
-
hf download hf://thundercode/SatQuery@00a146ce419c6c7c109650e26cf45353fffb594e/docs/CHANGELOG.md
-
curl -L -o CHANGELOG.md https://huggingface.co/thundercode/SatQuery/resolve/00a146ce419c6c7c109650e26cf45353fffb594e/docs/CHANGELOG.md
6.24 kB
Changelog
All notable changes to SatQuery AI. Dates are ISO-8601. This changelog records what changed and what was verified, and marks unresolved items honestly rather than omitting them.
Status tags: RESOLVED · OPEN · CLOSED · DEFERRED · REJECTED.
[1.0.0] — 2026-09-25 — Final documentation, model release and archival freeze
The release that makes the project legible and citable: repository documentation, research documentation, model documentation, a Hugging Face model release, a curated public repository, and a verified evidence archive.
Added
- Repository README (27 sections) — motivation through citation, with the deployed topology, the six supported tasks, routing, the eight execution events, measured results, live validation, and known limitations.
- Research documentation set —
ARCHITECTURE.md,MODELS.md,BENCHMARKS.md,DATASETS.md,TRAINING.md,EVALUATION.md,DEPLOYMENT.md,REPRODUCIBILITY.md,LIMITATIONS.md,RESEARCH_NOTES.md,CHANGELOG.md. - Model documentation —
MODEL_CARD.md, generatedmodels/manifest.jsonandmodels/checksums.sha256. - Hugging Face release of the six trained artifacts to
thundercode/SatQuery, with a verification record. - Curated public repository at
Anish-lab-blip/SatQuery-AIwith a release manifest. - Evidence archive (ZIP64, artifacts verbatim) with an integrity-verified extraction and a documented remote location.
- Metric verification tool —
tools/verify_readme_metrics.py, checking all 20 quoted metrics and the status assertions against their artifacts.
Changed
- The monorepo
README.mdwas materially stale and is superseded by this release's README. The stale version called the frontend "hermetic — no backend calls", put Render/Codespace as "in progress", described a/v1/*contract, and pointed at the untrackeddeploy/as the deployment source. All four were wrong. hf/documentation was stale — it asserted the project "does not own any model weights … ships no weights, no binaries, and no large artifacts" and "has no Hugging Face credentials". Both were false at release time and are corrected.
Fixed
- Router defect — "Where are the built-up areas in this image?" collapsed to
vqaand answered "River". Fixed in the dispatch path and validated across three independent live passes (8/8 each).RESOLVED. - Live-validation harness false positive — synthetic CDP key events were silently dropped when the
window lacked OS focus, so the harness dispatched the page's default query and recorded a false
pass. Fixed with pre-dispatch form-state assertions.
RESOLVED. - Bundled EO change pair — the demo pair differed in shape (726² vs 736²) and errored. Replaced
with a same-shape pair (both 720×720).
RESOLVED(supersedesFINAL_DELIVERY_REPORT.md§6). - B-01 (Hugging Face header link) — previously
BLOCKED; the link is now live on all 11 pages.CLOSED.
Known issues at this release
- B-07 — transient tunnel-agent gaps; a request can hang or return 504. Patch prepared, NOT
deployed.
OPEN. - B-02 —
/api/healthcodespace_namecarries a trailing\n. Cosmetic.OPEN. - No
LICENSEfile exists.OPEN. - No system-level end-to-end benchmark exists.
NOT RUN. - Router test split never scored.
NOT RUN. - Calibration worsened ECE (0.013755 → 0.014929). Retained as part of the frozen config only.
- VLM adapter is
ACCEPTANCE-REJECTEDdespite usable metrics; the deployed path uses the unadapted model. - optical-SAR and change-VQA rulings remain
OPEN.
Deployment revisions at this release
| Component | Revision |
|---|---|
| Frontend | 2d7ae53b482d |
| Backend | 89d80eaddec5 |
| Inference | 5a0936ace491 |
| Public umbrella | 3dcabd32da41 |
[0.9.0] — 2026-09-25 — Router-defect sprint
- Diagnosed and fixed the router misroute (region queries →
vqa). - Deployed three commits to the frontend.
- Ran 3 independent live validation passes, 8/8 each — 24 live runs, 24 correct dispatches, 0 mock nodes, trace fill 94.4444 %.
- Wrote the delivery report and handoff.
[0.8.0] — 2026-09-24/25 — Deployment hardening
- Live topology settled on Cloudflare Pages → Render → outbound tunnel → Codespace (CPU).
- Closed the five historical backend blockers (ASGI stack in requirements;
$PORTread;OPTIONSpreflight; fail-fast app construction; adapter integrity compared against an expected digest). - Documented cold start;
transport_mode: autofallthrough recorded.
[0.7.0] — Grounding and change heads
- Grounding: trainable head over frozen RemoteCLIP ViT-B/32. Resolution 224 chosen, 448 rejected by a pre-registered paired test.
- Change: STANet-style Siamese detector on LEVIR-CD-256 — the only
VERIFIEDheadline metric. - Optical-SAR: CROMA-base fusion head, seed sweep, pre-registered 115-class metric.
[0.6.0] — VLM adaptation
- SmolVLM-500M LoRA adapter trained (PEFT 0.19.1, r = 16, α = 32).
- Metrics usable (exact_match 0.963) but acceptance-rejected for promotion.
REJECTED. - Findings F5-1/F5-2/F5-3 recorded (loader class, ~17× processor overrun, chat-template requirement).
[0.5.0] — Router
- 50,822-parameter adapter over frozen MiniLM; cached embeddings; CPU-only training (0.28 s for 20 epochs / 4,096 vectors).
- Group-based splits with hard negatives in the test split.
[0.1.0] — Foundation
- Monorepo, frozen configuration registry (
configs/base.yaml), config-hash freeze (78f1e3700da15aa1), nine-state controller, four-endpoint inference contract, evidence schema (Region/ChangeRegion), eight frontend execution events.
Unreleased / open
| Item | State |
|---|---|
| Deploy the B-07 tunnel-fallthrough fix | prepared, NOT deployed |
| Score the router test split | NOT RUN |
| Build a system-level end-to-end benchmark | NOT RUN |
| Select a licence | OPEN |
| Resolve the optical-SAR and change-VQA rulings | OPEN |
| Plot the calibrated reliability curve | NOT RUN |