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8.5 kB
| """Functional probe: call a running Gradio app's main endpoint(s) with inputs built from its API schema. | |
| usage: probe.py URL [REPO_DIR] [OUT_DIR] | |
| Inputs prefer the Space's own example files (an image/audio file shipped in the repo), else a synthetic one. | |
| Helper endpoints (clear buttons, example loaders, lambdas) are tried last. A call only counts as ok if it returns | |
| a non-empty result; returned files must exist and be non-empty. Output files are copied to OUT_DIR for review. | |
| Prints one JSON line per endpoint tried.""" | |
| import json, math, re, shutil, struct, sys, tempfile, wave, zlib | |
| from pathlib import Path | |
| from gradio_client import Client | |
| try: | |
| from gradio_client import handle_file | |
| except ImportError: # gradio_client < 1.0 (gradio 3.x / early 4.x) takes plain file paths | |
| def handle_file(path): | |
| return path | |
| url = sys.argv[1] | |
| repo = Path(sys.argv[2]) if len(sys.argv) > 2 and sys.argv[2] else None | |
| outdir = Path(sys.argv[3]) if len(sys.argv) > 3 else None | |
| tmp = Path(tempfile.mkdtemp()) | |
| IMG_EXT, AUD_EXT, VID_EXT = {".jpg", ".jpeg", ".png", ".webp"}, {".wav", ".mp3", ".flac", ".ogg"}, {".mp4"} | |
| def png(path, w=256, h=256): | |
| raw = b"".join(b"\x00" + b"".join(bytes((x % 256, y % 256, 128)) for x in range(w)) for y in range(h)) | |
| def chunk(t, d): | |
| return struct.pack(">I", len(d)) + t + d + struct.pack(">I", zlib.crc32(t + d) & 0xffffffff) | |
| path.write_bytes(b"\x89PNG\r\n\x1a\n" + chunk(b"IHDR", struct.pack(">IIBBBBB", w, h, 8, 2, 0, 0, 0)) + | |
| chunk(b"IDAT", zlib.compress(raw)) + chunk(b"IEND", b"")) | |
| return path | |
| def wav(path, secs=2.0, sr=16000): | |
| with wave.open(str(path), "w") as f: | |
| f.setnchannels(1); f.setsampwidth(2); f.setframerate(sr) | |
| f.writeframes(b"".join(struct.pack("<h", int(8000 * math.sin(2 * math.pi * 440 * i / sr))) for i in range(int(secs * sr)))) | |
| return path | |
| def repo_file(exts): | |
| if not repo or not repo.exists(): | |
| return None | |
| files = [p for p in repo.rglob("*") if p.is_file() and p.suffix.lower() in exts and ".git" not in p.parts | |
| and 2_000 < p.stat().st_size < 5_000_000] | |
| files.sort(key=lambda p: (not re.search(r"example|sample|demo|test|input", str(p), re.I), len(p.parts), str(p))) | |
| return files[0] if files else None | |
| IMG = repo_file(IMG_EXT) or png(tmp / "probe.png") | |
| AUD = repo_file(AUD_EXT) or wav(tmp / "probe.wav") | |
| VID = repo_file(VID_EXT) | |
| TEXT = __import__("os").environ.get("SD_PROBE_TEXT", "a photo of a red apple on a wooden table") | |
| def _swap_files(x, path): | |
| """Replace every file reference inside gradio's own example input with our file, keeping its structure.""" | |
| if isinstance(x, dict): | |
| if x.get("meta", {}).get("_type") == "gradio.FileData" or ("path" in x and ("url" in x or "orig_name" in x)): | |
| return handle_file(str(path)) | |
| return {k: _swap_files(v, path) for k, v in x.items()} | |
| if isinstance(x, list): | |
| return [_swap_files(v, path) for v in x] | |
| return x | |
| def value_for(p): | |
| comp = (p.get("component") or "").lower() | |
| ex = p.get("example_input") | |
| want = __import__("os").environ.get("SD_PROBE_CHOICE") | |
| if want and comp in ("dropdown", "radio"): # pick a specific option (e.g. the language that matches the example clip) | |
| ch = (p.get("type") or {}).get("enum") if isinstance(p.get("type"), dict) else None | |
| hit = next((c for c in (ch or []) if want.lower() in str(c).lower()), None) | |
| if hit is not None: | |
| return hit | |
| if ex is not None and not p.get("parameter_has_default"): | |
| # gradio publishes a schema-valid example per input; use it, with the Space's own media where it has some | |
| f = IMG if comp in ("image", "imageeditor", "sketchpad", "annotatedimage", "gallery", "imageslider", "file", "uploadbutton") \ | |
| else AUD if comp in ("audio", "microphone") else (VID or IMG) if comp == "video" else None | |
| if f is not None: | |
| return _swap_files(ex, f) | |
| if isinstance(ex, str) and comp in ("textbox", "textarea", "text") and ex.strip().lower() in ("", "hello!!", "hello"): | |
| return TEXT | |
| return ex | |
| t = p.get("python_type", {}).get("type", "") if isinstance(p.get("python_type"), dict) else str(p.get("python_type")) | |
| if comp in ("image", "imageeditor", "sketchpad", "annotatedimage", "gallery", "imageslider"): | |
| v = handle_file(str(IMG)) | |
| return {"background": v, "layers": [], "composite": v} if comp in ("imageeditor", "sketchpad") else ([v] if comp == "gallery" else v) | |
| if comp == "multimodaltextbox": | |
| return {"text": TEXT, "files": []} | |
| if comp == "dataframe": | |
| return p.get("parameter_default") if p.get("parameter_has_default") else {"headers": ["a"], "data": [["1"]]} | |
| if comp == "colorpicker": | |
| return "#ff0000" | |
| if comp in ("audio", "microphone"): | |
| return handle_file(str(AUD)) | |
| if comp == "video": | |
| return {"video": handle_file(str(VID))} if VID else handle_file(str(IMG)) | |
| if p.get("parameter_has_default"): | |
| return p.get("parameter_default") | |
| if comp in ("file", "uploadbutton", "model3d"): | |
| return handle_file(str(IMG)) | |
| if comp in ("slider", "number"): | |
| return 1 | |
| if comp == "checkbox": | |
| return False | |
| if comp in ("dropdown", "radio"): | |
| ch = (p.get("type") or {}).get("enum") if isinstance(p.get("type"), dict) else None | |
| return ch[0] if ch else None | |
| if comp == "chatbot": | |
| return [] | |
| if "str" in t or comp in ("textbox", "text", "textarea", "code", "markdown"): | |
| return TEXT | |
| if "float" in t or "int" in t: | |
| return 1 | |
| if "bool" in t: | |
| return False | |
| return None | |
| HELPER = re.compile(r"lambda|clear|reset|example|update|change|load|select|toggle|show|hide|refresh|random|upload|login", re.I) | |
| RICH = {"image", "audio", "video", "textbox", "gallery", "file", "chatbot", "model3d", "imageeditor", "sketchpad"} | |
| def rank(item): | |
| name, spec = item | |
| comps = {(p.get("component") or "").lower() for p in spec.get("parameters", [])} | |
| return (bool(HELPER.search(name)), name != "/predict", -len(comps & RICH), name) | |
| def files_in(x): | |
| if isinstance(x, str): | |
| return [x] if len(x) < 1000 and Path(x).is_file() else [] | |
| if isinstance(x, dict): | |
| return [f for v in x.values() for f in files_in(v)] | |
| if isinstance(x, (list, tuple)): | |
| return [f for v in x for f in files_in(v)] | |
| return [] | |
| def empty(x): | |
| if x is None: | |
| return True | |
| if isinstance(x, str): | |
| return not x.strip() | |
| if isinstance(x, (list, tuple, dict)): | |
| return len(x) == 0 or all(empty(v) for v in (x.values() if isinstance(x, dict) else x)) | |
| return False | |
| try: | |
| c = Client(url, verbose=False) | |
| except TypeError: # very old clients have no verbose flag | |
| c = Client(url) | |
| info = c.view_api(return_format="dict", print_info=False) | |
| eps = sorted(info.get("named_endpoints", {}).items(), key=rank)[:3] | |
| if not eps: # old apps without api_name expose endpoints by index only | |
| eps = sorted(((f"fn_index:{k}", v) for k, v in (info.get("unnamed_endpoints") or {}).items()), key=rank)[:3] | |
| if not eps: | |
| print(json.dumps({"endpoint": None, "ok": False, "error": "no endpoints"})) | |
| for name, spec in eps: | |
| args = [value_for(p) for p in spec.get("parameters", [])] | |
| shown = [str(a.get("path") if isinstance(a, dict) and "path" in a else a)[:80] for a in args] | |
| try: | |
| out = c.predict(*args, fn_index=int(name.split(":")[1])) if name.startswith("fn_index:") else c.predict(*args, api_name=name) | |
| fs = files_in(out) | |
| bad = [f for f in fs if Path(f).stat().st_size == 0] | |
| ok = not empty(out) and not bad | |
| saved = [] | |
| if ok and outdir and fs: | |
| outdir.mkdir(parents=True, exist_ok=True) | |
| for i, f in enumerate(fs[:4]): | |
| dst = outdir / f"{name.strip('/').replace('/', '_') or 'out'}_{i}{Path(f).suffix}" | |
| shutil.copy(f, dst) | |
| saved.append(dst.name) | |
| print(json.dumps({"endpoint": name, "ok": ok, "helper": bool(HELPER.search(name)), "inputs": shown, | |
| "output_summary": repr(out)[:400], "files": saved, | |
| **({"error": "empty or zero-byte output"} if not ok else {})}), flush=True) | |
| if ok and not HELPER.search(name): | |
| break | |
| except Exception as e: | |
| print(json.dumps({"endpoint": name, "ok": False, "inputs": shown, "error": repr(e)[:500]}), flush=True) | |