Datasets:
Download scripts/providers.py from modulate/entity-transcription-benchmark: direct link, hf CLI and curl.
- Browser
- Download file 6.8 kB
-
https://huggingface.co/datasets/modulate/entity-transcription-benchmark/resolve/main/scripts/providers.py
- Command line
-
hf download hf://datasets/modulate/entity-transcription-benchmark/scripts/providers.py
-
curl -L -o providers.py https://huggingface.co/datasets/modulate/entity-transcription-benchmark/resolve/main/scripts/providers.py
6.8 kB
| """STT provider adapters. | |
| Every adapter takes WAV bytes and returns a transcript string. Add a vendor by | |
| writing one function and registering it in PROVIDERS -- or skip that entirely | |
| and use --provider http with --endpoint / --response-path. | |
| API keys are read from an environment variable, never from argv, so they do not | |
| end up in shell history or in the run manifest. | |
| """ | |
| from __future__ import annotations | |
| import json | |
| import os | |
| import time | |
| from typing import Any, Callable | |
| import requests | |
| DEFAULT_TIMEOUT = 120 | |
| class ProviderError(RuntimeError): | |
| pass | |
| def _dig(payload: Any, path: str) -> str: | |
| """Pull a transcript out of a JSON body with a dotted path. | |
| Supports list indices: results.channels.0.alternatives.0.transcript | |
| """ | |
| node = payload | |
| for part in path.split("."): | |
| if part == "": | |
| continue | |
| if isinstance(node, list): | |
| try: | |
| node = node[int(part)] | |
| except (ValueError, IndexError) as exc: | |
| raise ProviderError(f"bad response path '{path}' at '{part}': {exc}") | |
| elif isinstance(node, dict): | |
| if part not in node: | |
| raise ProviderError( | |
| f"bad response path '{path}': key '{part}' missing. " | |
| f"Available: {list(node)[:12]}" | |
| ) | |
| node = node[part] | |
| else: | |
| raise ProviderError(f"bad response path '{path}': cannot descend into {type(node)}") | |
| if node is None: | |
| return "" | |
| return str(node) | |
| def _key(cfg: dict) -> str: | |
| env = cfg["api_key_env"] | |
| value = os.environ.get(env, "") | |
| if not value: | |
| raise ProviderError(f"environment variable {env} is empty -- export your API key first") | |
| return value | |
| # ---------------------------------------------------------------- vendors -- | |
| def deepgram(audio: bytes, cfg: dict) -> str: | |
| params = {"model": cfg["opts"].get("model", "nova-3")} | |
| for k, v in cfg["opts"].items(): | |
| if k != "model": | |
| params[k] = v | |
| resp = requests.post( | |
| cfg["opts"].get("endpoint", "https://api.deepgram.com/v1/listen"), | |
| params=params, | |
| headers={"Authorization": f"Token {_key(cfg)}", "Content-Type": "audio/wav"}, | |
| data=audio, | |
| timeout=cfg["timeout"], | |
| ) | |
| _raise(resp) | |
| return _dig(resp.json(), "results.channels.0.alternatives.0.transcript") | |
| def openai(audio: bytes, cfg: dict) -> str: | |
| data = {"model": cfg["opts"].get("model", "gpt-4o-transcribe"), "response_format": "json"} | |
| if "language" in cfg["opts"]: | |
| data["language"] = cfg["opts"]["language"] | |
| resp = requests.post( | |
| cfg["opts"].get("endpoint", "https://api.openai.com/v1/audio/transcriptions"), | |
| headers={"Authorization": f"Bearer {_key(cfg)}"}, | |
| files={"file": ("clip.wav", audio, "audio/wav")}, | |
| data=data, | |
| timeout=cfg["timeout"], | |
| ) | |
| _raise(resp) | |
| return _dig(resp.json(), "text") | |
| def elevenlabs(audio: bytes, cfg: dict) -> str: | |
| resp = requests.post( | |
| cfg["opts"].get("endpoint", "https://api.elevenlabs.io/v1/speech-to-text"), | |
| headers={"xi-api-key": _key(cfg)}, | |
| files={"file": ("clip.wav", audio, "audio/wav")}, | |
| data={"model_id": cfg["opts"].get("model", "scribe_v1")}, | |
| timeout=cfg["timeout"], | |
| ) | |
| _raise(resp) | |
| return _dig(resp.json(), "text") | |
| def http(audio: bytes, cfg: dict) -> str: | |
| """Generic adapter for any endpoint that takes audio and returns JSON. | |
| --send body raw bytes in the request body (default) | |
| --send multipart multipart/form-data under --field-name | |
| """ | |
| endpoint = cfg["opts"].get("endpoint") or cfg.get("endpoint") | |
| if not endpoint: | |
| raise ProviderError("--provider http requires --endpoint") | |
| headers: dict[str, str] = {} | |
| if cfg.get("api_key_env") and os.environ.get(cfg["api_key_env"]): | |
| template = cfg["opts"].get("auth_header", "Authorization: Bearer {key}") | |
| name, _, value = template.partition(":") | |
| headers[name.strip()] = value.strip().format(key=_key(cfg)) | |
| for raw in cfg["opts"].get("header", []) if isinstance(cfg["opts"].get("header"), list) else []: | |
| name, _, value = raw.partition(":") | |
| headers[name.strip()] = value.strip() | |
| if cfg["opts"].get("send", "body") == "multipart": | |
| resp = requests.post( | |
| endpoint, | |
| headers=headers, | |
| files={cfg["opts"].get("field_name", "file"): ("clip.wav", audio, "audio/wav")}, | |
| timeout=cfg["timeout"], | |
| ) | |
| else: | |
| headers.setdefault("Content-Type", cfg["opts"].get("content_type", "audio/wav")) | |
| resp = requests.post(endpoint, headers=headers, data=audio, timeout=cfg["timeout"]) | |
| _raise(resp) | |
| body = resp.text.strip() | |
| path = cfg["opts"].get("response_path", "text") | |
| if path in ("", "-", "raw"): | |
| return body | |
| try: | |
| return _dig(json.loads(body), path) | |
| except json.JSONDecodeError: | |
| raise ProviderError(f"response was not JSON (first 200 chars): {body[:200]}") | |
| def mock(audio: bytes, cfg: dict) -> str: | |
| """Offline provider for testing the harness itself. Reads transcripts from a | |
| JSON file mapping clip id -> transcript, supplied as --provider-opt file=... | |
| Selected per clip by run_benchmark via cfg['clip_id'].""" | |
| path = cfg["opts"].get("file") | |
| if not path: | |
| raise ProviderError("--provider mock requires --provider-opt file=<hyps.json>") | |
| with open(path) as fh: | |
| table = json.load(fh) | |
| return table.get(cfg.get("clip_id", ""), "") | |
| PROVIDERS: dict[str, Callable[[bytes, dict], str]] = { | |
| "deepgram": deepgram, | |
| "openai": openai, | |
| "elevenlabs": elevenlabs, | |
| "http": http, | |
| "mock": mock, | |
| } | |
| def _raise(resp: "requests.Response") -> None: | |
| if resp.status_code >= 400: | |
| raise ProviderError(f"HTTP {resp.status_code}: {resp.text[:300]}") | |
| def transcribe(audio: bytes, cfg: dict, retries: int = 3, backoff: float = 2.0) -> str: | |
| fn = PROVIDERS.get(cfg["provider"]) | |
| if fn is None: | |
| raise ProviderError(f"unknown provider '{cfg['provider']}'. Known: {list(PROVIDERS)}") | |
| last: Exception | None = None | |
| for attempt in range(retries): | |
| try: | |
| return fn(audio, cfg) | |
| except ProviderError as exc: | |
| message = str(exc) | |
| # Auth and request-shape errors will not fix themselves. | |
| if any(code in message for code in ("HTTP 401", "HTTP 403", "HTTP 400")) or "environment variable" in message: | |
| raise | |
| last = exc | |
| except requests.RequestException as exc: | |
| last = exc | |
| if attempt < retries - 1: | |
| time.sleep(backoff * (2**attempt)) | |
| raise ProviderError(f"failed after {retries} attempts: {last}") | |