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.
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How to use thundercode/SatQuery with PEFT:
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Download docs/CHANGELOG.md from thundercode/SatQuery: direct link, hf CLI and curl.
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https://huggingface.co/thundercode/SatQuery/resolve/00a146ce419c6c7c109650e26cf45353fffb594e/docs/CHANGELOG.md
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hf download hf://thundercode/SatQuery@00a146ce419c6c7c109650e26cf45353fffb594e/docs/CHANGELOG.md
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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`, generated `models/manifest.json` and | |
| `models/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-AI` with 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.md` was **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 untracked `deploy/` 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 `vqa` and 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` (supersedes `FINAL_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/health` `codespace_name` carries a trailing `\n`. Cosmetic. `OPEN`. | |
| - **No `LICENSE` file** 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-REJECTED` despite 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; `$PORT` read; `OPTIONS` | |
| preflight; fail-fast app construction; adapter integrity compared against an expected digest). | |
| - Documented cold start; `transport_mode: auto` fallthrough 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 `VERIFIED` headline 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** | | |