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
File size: 6,235 Bytes
dfe79b9 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 | # 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** |
|