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
release: add tools/hf_verify.py
Browse files- tools/hf_verify.py +114 -0
tools/hf_verify.py
ADDED
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"""Verify the Hugging Face release: re-download every uploaded file and compare sha256 + size.
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This is an INDEPENDENT check — it does not trust the upload step. It reads the manifest, downloads
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each artifact from the Hub over direct HTTPS (proxies disabled, which matters in the authoring
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sandbox), hashes the bytes it received, and compares against the locally-computed hash.
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Note: `hf_hub_download` is deliberately NOT used here — in this environment it returned an empty
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file (sha256 e3b0c442...), which would have produced a false FAIL. Direct HTTPS is the honest check.
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"""
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import hashlib
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import json
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import os
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import sys
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import urllib.request
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REPO_ID = "thundercode/SatQuery"
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HERE = os.path.dirname(os.path.abspath(__file__))
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REPO = os.path.abspath(os.path.join(HERE, "..", "repo"))
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SRC = r"C:/Users/anish/satquery-ai"
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def sha256_of(path, chunk=1 << 20):
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h = hashlib.sha256()
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with open(path, "rb") as fh:
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while True:
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b = fh.read(chunk)
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if not b:
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break
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h.update(b)
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return h.hexdigest()
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def sha256_of_bytes(b):
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return hashlib.sha256(b).hexdigest()
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def opener_no_proxy():
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return urllib.request.build_opener(urllib.request.ProxyHandler({}))
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def fetch(url, token, opener):
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req = urllib.request.Request(url, headers={"Authorization": f"Bearer {token}"})
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with opener.open(req, timeout=120) as r:
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return r.read()
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def main():
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token = os.environ.get("HF_TOKEN")
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if not token:
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print("ERROR: HF_TOKEN not set.")
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return 2
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opener = opener_no_proxy()
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# repo metadata (sizes + listing) over the API
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api = json.loads(
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fetch(f"https://huggingface.co/api/models/{REPO_ID}?blobs=true", token, opener).decode()
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)
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print(f"repo : {api.get('id')}")
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print(f"private : {api.get('private')}")
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print(f"sha (HEAD) : {api.get('sha')}")
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print(f"lastModified : {api.get('lastModified')}")
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remote = {s["rfilename"]: s for s in (api.get("siblings") or [])}
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print(f"files on Hub : {len(remote)}")
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print()
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manifest = json.load(open(os.path.join(REPO, "models", "manifest.json"), encoding="utf-8"))
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ok = bad = 0
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print(f"{'STATUS':7} {'hf_path':40} {'remote bytes':>14} {'local bytes':>13}")
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print("-" * 82)
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for a in manifest["artifacts"]:
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hf_path = a["hf_path"]
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local = os.path.join(SRC, a["path"])
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local_bytes = os.path.getsize(local)
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local_hash = sha256_of(local)
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s = remote.get(hf_path)
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if s is None:
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print(f"{'MISSING':7} {hf_path:40} {'-':>14} {local_bytes:>13,}")
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bad += 1
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continue
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remote_bytes = s.get("size")
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try:
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content = fetch(
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f"https://huggingface.co/{REPO_ID}/resolve/main/{hf_path}", token, opener
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)
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except Exception as e:
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print(f"{'ERROR':7} {hf_path:40} {'-':>14} {local_bytes:>13,} {e}")
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bad += 1
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continue
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remote_hash = sha256_of_bytes(content)
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size_ok = remote_bytes == local_bytes == len(content)
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hash_ok = remote_hash == local_hash
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status = "MATCH" if (size_ok and hash_ok) else "DIFFER"
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ok += status == "MATCH"
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bad += status != "MATCH"
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print(f"{status:7} {hf_path:40} {remote_bytes:>14,} {local_bytes:>13,}")
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if not hash_ok:
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print(f" local sha256 {local_hash}")
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print(f" remote sha256 {remote_hash}")
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print()
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print(f"artifacts verified : {ok}")
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print(f"artifacts failed : {bad}")
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print()
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for name in ["README.md", "MODEL_CARD.md", "models/manifest.json", "models/checksums.sha256"]:
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print(f" {'OK ' if name in remote else 'MISS'} {name}")
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return 0 if bad == 0 else 1
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if __name__ == "__main__":
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sys.exit(main())
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