From bcefd1a22caf4598ff6cd0012d16ec77b630f455 Mon Sep 17 00:00:00 2001 From: Patrick Walukagga Date: Thu, 23 Jul 2026 10:29:47 +0300 Subject: [PATCH 1/2] feat(stt): serve /tasks/audio/transcriptions from 51-language ASR model Replace the Modal/RunPod dispatch behind POST /tasks/audio/transcriptions with Sunbird's faster-whisper ASR deployment (Sunbird/faster-whisper-51-african-languages), expanding coverage from 10 to 51 African languages. All ten previously supported languages remain. The deployment is OpenAI-compatible and maps Sunbird ISO 639-3 codes to Whisper's language-token slots server-side, so codes are forwarded verbatim. Because the fine-tune reuses those slots, auto-detection is unreliable and `language` stays required. BREAKING CHANGE: the endpoint no longer accepts `platform`, `adapter`, `whisper`, `recognise_speakers`, `org`, or `gcs_blob_name`; they now return 422. Speaker diarization and the organization workflow remain available on the deprecated /tasks/stt* routes. - add ASRService (app/services/asr_service.py) wrapping the deployment, mapping HTTP/timeout/connection/parse failures to ExternalServiceError - add ASR_BASE_URL, ASR_MODEL_NAME and ASR_TIMEOUT_SECONDS settings; promote RUNPOD_API_KEY to a Settings field and document all four in .env.example. ASR_BASE_URL has no working default and must be set. - add ASRLanguage (51 codes) and TranscriptionSegment; STTTranscript gains optional `segments` (via timestamps=true) and `duration_seconds` - retire TranscriptionService, which existed only to dispatch across the removed platforms - update app/docs.py, docs/tutorial.md and the React Tutorial page with the full 51-language list and the breaking-change notice Co-Authored-By: Claude Opus 4.8 --- .env.example | 9 + app/core/config.py | 28 ++ app/deps.py | 13 +- app/docs.py | 35 +- app/routers/audio.py | 280 ++++++---------- app/schemas/stt.py | 149 ++++++++- app/services/asr_service.py | 315 ++++++++++++++++++ app/services/transcription_service.py | 157 --------- .../{index-BitrVV8a.js => index-2D4AqWZy.js} | 154 +++++---- app/static/react_build/index.html | 2 +- app/tests/test_asr_service.py | 159 +++++++++ app/tests/test_audio_transcriptions.py | 253 ++++++++------ app/tests/test_transcription_service.py | 258 -------------- docs/tutorial.md | 210 ++++++++---- frontend/src/pages/Tutorial.tsx | 242 ++++++++++---- 15 files changed, 1354 insertions(+), 910 deletions(-) create mode 100644 app/services/asr_service.py delete mode 100644 app/services/transcription_service.py rename app/static/react_build/assets/{index-BitrVV8a.js => index-2D4AqWZy.js} (88%) create mode 100644 app/tests/test_asr_service.py delete mode 100644 app/tests/test_transcription_service.py diff --git a/.env.example b/.env.example index 4e0fc4c7..e1357042 100644 --- a/.env.example +++ b/.env.example @@ -79,6 +79,15 @@ SIGNED_URL_EXPIRY_MINUTES=30 RUNPOD_API_KEY=your-runpod-api-key RUNPOD_ENDPOINT_ID=your-runpod-endpoint-id +# Speech-to-text: Sunbird faster-whisper ASR, 51 African languages +# (Sunbird/faster-whisper-51-african-languages), served behind an +# OpenAI-compatible API. Required by POST /tasks/audio/transcriptions. +# Must include the trailing /v1 — the service appends /audio/transcriptions. +# Authenticates with RUNPOD_API_KEY above. +ASR_BASE_URL=https://your-endpoint-id.api.runpod.ai/v1 +# ASR_MODEL_NAME=sunbird-asr-51 +# ASR_TIMEOUT_SECONDS=600 + # Sunflower chat/inference endpoints (RunPod, OpenAI-compatible). # The /tasks/chat/completions endpoint serves two models: # - sunflower-14b (default) -> SUNFLOWER_14B_ENDPOINT_ID diff --git a/app/core/config.py b/app/core/config.py index 6bf7f843..39409f20 100644 --- a/app/core/config.py +++ b/app/core/config.py @@ -51,6 +51,34 @@ class Settings(BaseSettings): default=10000, description="Maximum allowed text length for TTS" ) + # Sunbird ASR (faster-whisper, 51 African languages) Configuration + runpod_api_key: Optional[str] = Field( + default=None, + alias="RUNPOD_API_KEY", + description="RunPod API key, used as the bearer token for the ASR deployment", + ) + asr_base_url: str = Field( + default="https://.api.runpod.ai/v1", + alias="ASR_BASE_URL", + description=( + "Base URL of the OpenAI-compatible faster-whisper ASR deployment " + "serving Sunbird/faster-whisper-51-african-languages" + ), + ) + asr_model_name: str = Field( + default="sunbird-asr-51", + alias="ASR_MODEL_NAME", + description="Model name sent to the ASR deployment", + ) + asr_timeout_seconds: int = Field( + default=600, + alias="ASR_TIMEOUT_SECONDS", + description=( + "Timeout for ASR requests in seconds. Generous by default: a cold " + "start plus first-time model download can take several minutes." + ), + ) + # GCP Storage Configuration gcp_bucket_name: str = Field( default="your-tts-audio-bucket", diff --git a/app/deps.py b/app/deps.py index 86c6a25f..a1f722c4 100644 --- a/app/deps.py +++ b/app/deps.py @@ -43,6 +43,7 @@ async def endpoint( from app.schemas.users import TokenData, User # Service imports +from app.services.asr_service import ASRService, get_asr_service from app.services.billing_analytics.service import ( BillingAnalyticsService, get_billing_analytics_service, @@ -65,10 +66,6 @@ async def endpoint( from app.services.storage_service import StorageService from app.services.storage_service import get_storage_service as get_new_storage_service from app.services.stt_service import STTService, get_stt_service -from app.services.transcription_service import ( - TranscriptionService, - get_transcription_service, -) from app.services.translation_service import TranslationService, get_translation_service from app.services.tts_service import TTSService, get_tts_service from app.services.whatsapp_service import WhatsAppBusinessService, get_whatsapp_service @@ -85,9 +82,7 @@ async def endpoint( # Service dependencies STTServiceDep = Annotated[STTService, Depends(get_stt_service)] ModalSTTServiceDep = Annotated[ModalSTTService, Depends(get_modal_stt_service)] -TranscriptionServiceDep = Annotated[ - TranscriptionService, Depends(get_transcription_service) -] +ASRServiceDep = Annotated[ASRService, Depends(get_asr_service)] TTSServiceDep = Annotated[TTSService, Depends(get_tts_service)] OrpheusTTSServiceDep = Annotated[OrpheusTTSService, Depends(get_orpheus_tts_service)] TranslationServiceDep = Annotated[TranslationService, Depends(get_translation_service)] @@ -234,7 +229,7 @@ async def get_current_admin( # Service dependencies "STTServiceDep", "ModalSTTServiceDep", - "TranscriptionServiceDep", + "ASRServiceDep", "TTSServiceDep", "OrpheusTTSServiceDep", "TranslationServiceDep", @@ -260,7 +255,7 @@ async def get_current_admin( # Service classes (for type hints) "STTService", "ModalSTTService", - "TranscriptionService", + "ASRService", "TTSService", "OrpheusTTSService", "TranslationService", diff --git a/app/docs.py b/app/docs.py index f7439c38..80a7b29c 100644 --- a/app/docs.py +++ b/app/docs.py @@ -36,13 +36,32 @@ (supports Acholi, Ateso, English, Luganda, Lugbara, Runyankole) ### Speech-to-Text (STT) -- **`POST /tasks/audio/transcriptions`** - Unified STT endpoint (OpenAI-style). - - Accepts an uploaded audio file (`audio`) or a GCS object (`gcs_blob_name`). - - `platform`: `modal` (default, Whisper large-v3) or `runpod`. - - RunPod options: `adapter` (language adapter), `whisper`, `recognise_speakers` - (diarization), and the `org` organization workflow. - - `language`: 3-letter code (e.g. `eng`, `lug`) or full name; improves accuracy. - Supports WAV, MP3, OGG, M4A, and more. Auto-detects when omitted. +- **`POST /tasks/audio/transcriptions`** - STT endpoint, powered by + Sunbird's faster-whisper ASR model covering **51 African languages** + (`Sunbird/faster-whisper-51-african-languages`, a Whisper large-v3 fine-tune). + - `audio`: the audio file to transcribe (**required**). Supports WAV, MP3, + OGG, M4A, and more. + - `language`: ISO 639-3 code (**required**). The model reuses Whisper's + language-token slots for African languages, so automatic detection is + unreliable — always pass a language explicitly. + - `timestamps`: set `true` to also receive per-segment start/end times in the + `segments` field. Defaults to `false`. + - **51 supported languages**: Acholi (`ach`), Afrikaans (`afr`), Akan (`aka`), + Amharic (`amh`), Ateso (`teo`), Bambara (`bam`), Bemba (`bem`), + Berber (`ber`), Chichewa (`nya`), Dagaare (`dga`), Dagbani (`dag`), + English (`eng`), Ewe (`ewe`), French (`fra`), Fulani (`ful`), Hausa (`hau`), + Igbo (`ibo`), Ikposo (`kpo`), Kabyle (`kab`), Kalenjin (`kln`), + Kanuri (`kau`), Kikuyu (`kik`), Kinyarwanda (`kin`), Kwamba (`rwm`), + Lendu (`led`), Lingala (`lin`), Lugbara (`lgg`), Luganda (`lug`), + Luhya (`luy`), Lumasaba (`myx`), Luo (`luo`), Lusoga (`xog`), + Malagasy (`mlg`), Ndebele (`nbl`), Nigerian Pidgin (`pcm`), Oromo (`orm`), + Rukiga (`cgg`), Rukonjo (`koo`), Runyankole (`nyn`), Ruruuli (`ruc`), + Rutooro (`ttj`), Shona (`sna`), Somali (`som`), Sotho (`sot`), + Swahili (`swa`), Thur (`lth`), Tswana (`tsn`), Wolof (`wol`), + Xhosa (`xho`), Yoruba (`yor`), Zulu (`zul`). + - **Removed parameters** (previously accepted, now rejected): `platform`, + `adapter`, `whisper`, `recognise_speakers`, `org`, `gcs_blob_name`. Speaker + diarization and the organization workflow remain on the legacy routes below. - **Deprecated** → use `POST /tasks/audio/transcriptions`: - `POST /tasks/stt`, `POST /tasks/stt_from_gcs`, `POST /tasks/org/stt`, `POST /tasks/modal/stt` @@ -116,7 +135,7 @@ }, { "name": "Speech-to-Text", - "description": "Convert speech audio to text. The unified /tasks/audio/transcriptions endpoint accepts an uploaded file or a GCS object, routes to the Modal or RunPod backend, and supports optional speaker diarization for Acholi, Ateso, English, Luganda, Lugbara, and Runyankole.", # noqa: E501 + "description": "Convert speech audio to text. The unified /tasks/audio/transcriptions endpoint is powered by Sunbird's faster-whisper ASR model covering 51 African languages. It takes an uploaded audio file plus a required ISO 639-3 language code, and optionally returns per-segment timestamps (timestamps=true). Speaker diarization and the organization workflow remain on the deprecated /tasks/stt* routes.", # noqa: E501 }, { "name": "Text-to-Speech", diff --git a/app/routers/audio.py b/app/routers/audio.py index 84b92623..e279fba0 100644 --- a/app/routers/audio.py +++ b/app/routers/audio.py @@ -10,9 +10,8 @@ import tempfile import time import uuid -from typing import Optional +from typing import Optional, Tuple -import aiofiles from fastapi import ( APIRouter, BackgroundTasks, @@ -26,6 +25,7 @@ ) from sqlalchemy.ext.asyncio import AsyncSession +from app.core.config import settings from app.core.exceptions import ( BadRequestError, ExternalServiceError, @@ -35,10 +35,10 @@ ) from app.crud.audio_transcription import create_audio_transcription from app.deps import ( + ASRServiceDep, LegacyStorageServiceDep, QuotaServiceDep, SpeechServiceDep, - TranscriptionServiceDep, TTSServiceDep, get_current_user, get_db, @@ -55,23 +55,14 @@ SpeechResponse, TTSModel, ) -from app.schemas.stt import ( - CHUNK_SIZE, - SttbLanguage, - STTTranscript, - TranscriptionPlatform, -) +from app.schemas.stt import ASRLanguage, STTTranscript, TranscriptionSegment from app.schemas.tts import TTSRequest as ModalTTSRequest from app.services.speech_service import SpeechService -from app.services.stt_service import ( - AudioProcessingError, - AudioValidationError, - TranscriptionError, -) from app.utils.audio import get_audio_extension from app.utils.feedback import INFERENCE_TYPES, save_api_inference from app.utils.quota_guard import check_quota from app.utils.rate_limit import get_account_type_limit, limiter +from app.utils.upload_audio_file_gcp import upload_audio_file logging.basicConfig(level=logging.INFO) @@ -83,186 +74,137 @@ response_model=STTTranscript, summary="Transcribe audio (unified STT endpoint)", description=( - "Unified Speech-to-Text endpoint. Accepts an uploaded audio file or a " - "GCS blob, routes to Modal or RunPod, and supports the RunPod " - "organization workflow. Replaces /stt, /stt_from_gcs, /org/stt, and " - "/modal/stt." + "Unified Speech-to-Text endpoint, powered by Sunbird's " + "faster-whisper ASR model covering 51 African languages. Accepts an " + "uploaded audio file and a required language code; set timestamps=true " + "to also receive per-segment timings. Replaces /stt, /stt_from_gcs, " + "/org/stt, and /modal/stt." ), tags=["Speech-to-Text"], ) @limiter.limit(get_account_type_limit) -async def create_transcription( # noqa: C901 +async def create_transcription( request: Request, background_tasks: BackgroundTasks, quota: QuotaServiceDep, - transcription_service: TranscriptionServiceDep, - language: SttbLanguage = Form(..., description="Target language code."), - # NOTE: annotate as plain ``UploadFile`` (not ``Optional[UploadFile]``) so the - # OpenAPI schema is a clean ``{type: string, format: binary}`` instead of an - # ``anyOf`` with null. Swagger UI only renders the file-picker widget for the - # former; the field stays optional via ``default=None`` (gcs_blob_name is the - # alternative input). - audio: UploadFile = File(default=None, description="Audio file to transcribe."), - gcs_blob_name: Optional[str] = Form( - default=None, description="GCS blob name (RunPod only)." - ), - platform: TranscriptionPlatform = Form( - default=TranscriptionPlatform.modal, - description="Transcription platform: 'modal' (default) or 'runpod'.", + asr_service: ASRServiceDep, + audio: UploadFile = File(..., description="Audio file to transcribe."), + language: ASRLanguage = Form( + ..., + description=( + "Language of the audio (ISO 639-3). Required: this model reuses " + "Whisper's language-token slots, so auto-detection is unreliable." + ), ), - # Annotate as plain ``SttbLanguage`` (not ``Optional[...]``) so the OpenAPI - # schema is a clean enum ref and Swagger UI renders a dropdown like - # ``language``; the field stays optional via ``default=None`` and falls back - # to ``language`` below. - adapter: SttbLanguage = Form( - default=None, - description="Language adapter (RunPod only). Defaults to the language.", - ), - # Plain ``bool`` (not ``Optional[bool]``) so Swagger renders a true/false - # selector instead of a free-text box. RunPod-only; both default to False. - whisper: bool = Form(default=False, description="Use Whisper (RunPod only)."), - recognise_speakers: bool = Form( + timestamps: bool = Form( default=False, - description="Enable speaker diarization (RunPod only).", - ), - org: bool = Form( - default=False, description="Use the RunPod organization workflow." + description="Return per-segment start/end timestamps in 'segments'.", ), db: AsyncSession = Depends(get_db), current_user=Depends(get_current_user), ) -> STTTranscript: - """Transcribe audio via the selected platform and workflow.""" + """Transcribe audio with the Sunbird 51-African-language ASR model.""" await check_quota(quota, db, current_user) start_time = time.time() - has_audio = audio is not None and bool(audio.filename) - resolved_whisper, resolved_speakers = transcription_service.validate_and_normalize( - platform=platform.value, - has_audio=has_audio, - gcs_blob_name=gcs_blob_name, - org=org, - whisper=whisper, - recognise_speakers=recognise_speakers, + if not audio.filename: + raise ValidationError( + message="An 'audio' file is required.", + errors=[{"field": "audio", "value": None}], + ) + + file_extension = get_audio_extension(audio.filename) + audio_bytes = await audio.read() + + result = await asr_service.transcribe( + audio_bytes=audio_bytes, + language=language.value, + filename=audio.filename, + content_type=audio.content_type, + timestamps=timestamps, ) - adapter_value = (adapter or language).value - file_path: Optional[str] = None - try: - if platform == TranscriptionPlatform.modal: - audio_bytes = await audio.read() - result = await transcription_service.transcribe( - platform="modal", - language=language.value, - adapter=adapter_value, - audio_bytes=audio_bytes, - ) - elif gcs_blob_name: - result = await transcription_service.transcribe( - platform="runpod", - language=language.value, - adapter=adapter_value, - gcs_blob_name=gcs_blob_name, - whisper=resolved_whisper, - recognise_speakers=resolved_speakers, - ) - else: - content_type = audio.content_type - file_extension = get_audio_extension(audio.filename) - with tempfile.NamedTemporaryFile( - delete=False, suffix=file_extension - ) as temp_file: - file_path = temp_file.name - async with aiofiles.open(file_path, "wb") as out_file: - while content := await audio.read(CHUNK_SIZE): - await out_file.write(content) - result = await transcription_service.transcribe( - platform="runpod", - language=language.value, - adapter=adapter_value, - org=org, - whisper=resolved_whisper, - recognise_speakers=resolved_speakers, - file_path=file_path, - file_extension=file_extension, - content_type=content_type, + elapsed_time = time.time() - start_time + + audio_url, blob_name = _store_audio( + audio_bytes=audio_bytes, file_extension=file_extension + ) + + audio_transcription_id = None + if result.text: + try: + db_obj = await create_audio_transcription( + db, + current_user, + audio_url, + blob_name, + result.text, + language.value, ) + audio_transcription_id = db_obj.id + except Exception as e: + logging.error(f"Database error: {str(e)}") + + response = STTTranscript( + audio_transcription=result.text, + diarization_output={}, + formatted_diarization_output="", + audio_transcription_id=audio_transcription_id, + audio_url=audio_url, + language=language.value, + was_audio_trimmed=False, + original_duration_minutes=None, + segments=[ + TranscriptionSegment(start=s.start, end=s.end, text=s.text) + for s in result.segments + ] + if timestamps + else None, + duration_seconds=result.duration, + ) - elapsed_time = time.time() - start_time + _schedule_stt_feedback( + background_tasks=background_tasks, + user=current_user, + source=audio.filename, + transcription=result.text, + audio_url=audio_url, + blob_name=blob_name, + language=language.value, + adapter=language.value, + whisper=True, + processing_time=elapsed_time, + model_type=settings.asr_model_name, + org=False, + ) - audio_transcription_id = None - should_persist = platform == TranscriptionPlatform.runpod and not org - if should_persist and result.transcription: - try: - db_obj = await create_audio_transcription( - db, - current_user, - result.audio_url, - result.blob_name, - result.transcription, - language.value, - ) - audio_transcription_id = db_obj.id - except Exception as e: - logging.error(f"Database error: {str(e)}") - - response = STTTranscript( - audio_transcription=result.transcription, - diarization_output=result.diarization_output, - formatted_diarization_output=result.formatted_diarization_output, - audio_transcription_id=audio_transcription_id, - audio_url=result.audio_url, - language=language.value, - was_audio_trimmed=result.was_trimmed, - original_duration_minutes=result.original_duration - if result.was_trimmed - else None, - ) + return response - _schedule_stt_feedback( - background_tasks=background_tasks, - user=current_user, - source=gcs_blob_name or (audio.filename if audio else "uploaded_audio"), - transcription=result.transcription, - audio_url=result.audio_url, - blob_name=result.blob_name, - language=language.value, - adapter=adapter_value, - whisper=resolved_whisper - if platform == TranscriptionPlatform.runpod - else True, - processing_time=elapsed_time, - model_type="whisper-modal" - if platform == TranscriptionPlatform.modal - else None, - org=org, - ) - return response +def _store_audio( + *, audio_bytes: bytes, file_extension: str +) -> Tuple[Optional[str], Optional[str]]: + """Upload the submitted audio to GCS, returning ``(audio_url, blob_name)``. - except AudioValidationError as e: - raise ValidationError( - message=str(e), errors=[{"field": "audio", "value": None}] - ) - except AudioProcessingError as e: - raise BadRequestError(message=str(e)) - except TranscriptionError as e: - raise ExternalServiceError( - service_name="STT Transcription Service", message=str(e) - ) - except ( - BadRequestError, - ValidationError, - ExternalServiceError, - ServiceUnavailableError, - ): - raise + ``audio_url`` is a ``gs://`` URI, matching the legacy RunPod STT path. + Storage is best-effort: a failure here must not fail an otherwise + successful transcription, so both values fall back to ``None``. + """ + file_path: Optional[str] = None + try: + with tempfile.NamedTemporaryFile( + delete=False, suffix=file_extension + ) as temp_file: + temp_file.write(audio_bytes) + file_path = temp_file.name + uploaded = upload_audio_file(file_path=file_path) + if not uploaded: + return None, None + blob_name, blob_url = uploaded + return blob_url, blob_name except Exception as e: - logging.error(f"Unexpected error in create_transcription: {str(e)}") - raise ExternalServiceError( - service_name="STT Service", - message="An unexpected error occurred while processing your request", - original_error=str(e), - ) + logging.warning(f"Failed to store transcription audio: {e}") + return None, None finally: if file_path and os.path.exists(file_path): try: diff --git a/app/schemas/stt.py b/app/schemas/stt.py index e5a7d9ee..ad8f9830 100644 --- a/app/schemas/stt.py +++ b/app/schemas/stt.py @@ -17,13 +17,136 @@ """ from enum import Enum -from typing import Any, Dict, Optional +from typing import Any, Dict, List, Optional from pydantic import BaseModel, Field from app.utils.audio import AUDIO_MIME_TYPES +class ASRLanguage(str, Enum): + """Languages supported by the Sunbird 51-African-language ASR model. + + Values are the ISO 639-3 codes accepted by + ``Sunbird/faster-whisper-51-african-languages``. The deployment maps these + to the underlying Whisper language-token slots server-side, so the codes + below are passed through verbatim. + + Note: + The fine-tune reuses Whisper's built-in language-token slots for + African languages, which makes automatic language detection + meaningless. A language must always be supplied explicitly. + """ + + acholi = "ach" + afrikaans = "afr" + akan = "aka" + amharic = "amh" + bambara = "bam" + bemba = "bem" + berber = "ber" + rukiga = "cgg" + dagbani = "dag" + dagaare = "dga" + english = "eng" + ewe = "ewe" + french = "fra" + fulani = "ful" + hausa = "hau" + igbo = "ibo" + kabyle = "kab" + kanuri = "kau" + kikuyu = "kik" + kinyarwanda = "kin" + kalenjin = "kln" + rukonjo = "koo" + ikposo = "kpo" + lendu = "led" + lugbara = "lgg" + lingala = "lin" + thur = "lth" + luganda = "lug" + luo = "luo" + luhya = "luy" + malagasy = "mlg" + lumasaba = "myx" + ndebele = "nbl" + chichewa = "nya" + runyankole = "nyn" + oromo = "orm" + nigerian_pidgin = "pcm" + ruruuli = "ruc" + kwamba = "rwm" + shona = "sna" + somali = "som" + sotho = "sot" + swahili = "swa" + ateso = "teo" + tswana = "tsn" + rutooro = "ttj" + wolof = "wol" + xhosa = "xho" + lusoga = "xog" + yoruba = "yor" + zulu = "zul" + + +#: Human-readable names for every :class:`ASRLanguage` code. +ASR_LANGUAGE_NAMES: Dict[str, str] = { + "ach": "Acholi", + "afr": "Afrikaans", + "aka": "Akan", + "amh": "Amharic", + "bam": "Bambara", + "bem": "Bemba", + "ber": "Berber", + "cgg": "Rukiga", + "dag": "Dagbani", + "dga": "Dagaare", + "eng": "English", + "ewe": "Ewe", + "fra": "French", + "ful": "Fulani", + "hau": "Hausa", + "ibo": "Igbo", + "kab": "Kabyle", + "kau": "Kanuri", + "kik": "Kikuyu", + "kin": "Kinyarwanda", + "kln": "Kalenjin", + "koo": "Rukonjo", + "kpo": "Ikposo", + "led": "Lendu", + "lgg": "Lugbara", + "lin": "Lingala", + "lth": "Thur", + "lug": "Luganda", + "luo": "Luo", + "luy": "Luhya", + "mlg": "Malagasy", + "myx": "Lumasaba", + "nbl": "Ndebele", + "nya": "Chichewa", + "nyn": "Runyankole", + "orm": "Oromo", + "pcm": "Nigerian Pidgin", + "ruc": "Ruruuli", + "rwm": "Kwamba", + "sna": "Shona", + "som": "Somali", + "sot": "Sotho", + "swa": "Swahili", + "teo": "Ateso", + "tsn": "Tswana", + "ttj": "Rutooro", + "wol": "Wolof", + "xho": "Xhosa", + "xog": "Lusoga", + "yor": "Yoruba", + "zul": "Zulu", +} + + class SttbLanguage(str, Enum): """Supported languages for Speech-to-Text transcription. @@ -67,6 +190,20 @@ class TranscriptionPlatform(str, Enum): runpod = "runpod" +class TranscriptionSegment(BaseModel): + """A single timestamped span of transcribed audio. + + Attributes: + start: Segment start time in seconds from the beginning of the audio. + end: Segment end time in seconds from the beginning of the audio. + text: The text transcribed for this span. + """ + + start: float = Field(..., description="Segment start time in seconds") + end: float = Field(..., description="Segment end time in seconds") + text: str = Field(..., description="Text transcribed for this segment") + + class STTTranscript(BaseModel): """Response model for speech-to-text transcription results. @@ -109,6 +246,16 @@ class STTTranscript(BaseModel): original_duration_minutes: Optional[float] = Field( None, description="Original duration in minutes if audio was trimmed" ) + segments: Optional[List[TranscriptionSegment]] = Field( + None, + description=( + "Timestamped segments. Only populated when the request sets " + "timestamps=true" + ), + ) + duration_seconds: Optional[float] = Field( + None, description="Duration of the transcribed audio in seconds" + ) class STTFromGCSRequest(BaseModel): diff --git a/app/services/asr_service.py b/app/services/asr_service.py new file mode 100644 index 00000000..bc29615a --- /dev/null +++ b/app/services/asr_service.py @@ -0,0 +1,315 @@ +""" +Sunbird ASR Service Module. + +Client for the OpenAI-compatible faster-whisper deployment serving +``Sunbird/faster-whisper-51-african-languages`` — a Whisper large-v3 fine-tune +covering 51 African languages. + +Architecture: + Router -> ASRService -> POST {ASR_BASE_URL}/audio/transcriptions + +The deployment accepts Sunbird ISO 639-3 codes (``lug``, ``ach``, ...) directly +and maps them to the underlying Whisper language-token slots server-side, so +codes are forwarded verbatim. The fine-tune reuses those slots for African +languages, which makes automatic language detection meaningless — a language is +always required. + +Usage: + from app.services.asr_service import ASRService, get_asr_service + + @router.post("/audio/transcriptions") + async def transcribe( + audio: UploadFile, + service: Annotated[ASRService, Depends(get_asr_service)], + ): + result = await service.transcribe( + audio_bytes=await audio.read(), + filename=audio.filename, + language="lug", + ) + return {"audio_transcription": result.text} +""" + +from dataclasses import dataclass, field +from typing import List, Optional + +import httpx + +from app.core.config import settings +from app.core.exceptions import APIException +from app.services.base import BaseService + +#: Fallback content type when the client does not supply one. +DEFAULT_AUDIO_CONTENT_TYPE = "application/octet-stream" + + +@dataclass +class ASRSegment: + """A timestamped span of transcribed audio.""" + + start: float + end: float + text: str + + +@dataclass +class ASRResult: + """Outcome of a transcription request. + + Attributes: + text: The full transcript. + language: Language code echoed back by the deployment. + duration: Duration of the transcribed audio in seconds, if reported. + segments: Timestamped segments, empty unless requested. + """ + + text: str + language: Optional[str] = None + duration: Optional[float] = None + segments: List[ASRSegment] = field(default_factory=list) + + +class ASRService(BaseService): + """Client for the Sunbird 51-language faster-whisper ASR deployment. + + Attributes: + base_url: Base URL of the OpenAI-compatible ASR server (``.../v1``). + model: Model name sent with each request. + api_key: Bearer token for the deployment. + timeout: Request timeout in seconds. + """ + + EXTERNAL_SERVICE_NAME = "Sunbird ASR API" + + def __init__( + self, + base_url: Optional[str] = None, + model: Optional[str] = None, + api_key: Optional[str] = None, + timeout: Optional[int] = None, + ) -> None: + """Initialize the ASR service. + + Args: + base_url: ASR base URL. Defaults to ``settings.asr_base_url``. + model: Model name. Defaults to ``settings.asr_model_name``. + api_key: Bearer token. Defaults to ``settings.runpod_api_key``. + timeout: Timeout in seconds. Defaults to + ``settings.asr_timeout_seconds``. + """ + super().__init__() + self.base_url = (base_url or settings.asr_base_url).rstrip("/") + self.model = model or settings.asr_model_name + self.api_key = api_key if api_key is not None else settings.runpod_api_key + self.timeout = timeout or settings.asr_timeout_seconds + + self.log_debug( + "Sunbird ASR service initialized", + extra={ + "base_url": self.base_url, + "model": self.model, + "timeout": self.timeout, + }, + ) + + @property + def transcriptions_url(self) -> str: + """Full URL of the transcriptions endpoint.""" + return f"{self.base_url}/audio/transcriptions" + + async def transcribe( + self, + *, + audio_bytes: bytes, + language: str, + filename: Optional[str] = None, + content_type: Optional[str] = None, + timestamps: bool = False, + ) -> ASRResult: + """Transcribe audio via the Sunbird 51-language ASR deployment. + + Args: + audio_bytes: Raw audio file bytes. + language: ISO 639-3 code supported by the model (e.g. ``"lug"``). + filename: Original filename, forwarded so the server can infer the + container format. + content_type: MIME type of the upload. + timestamps: Request ``verbose_json`` and return per-segment + timestamps. When False the server returns text only. + + Returns: + An :class:`ASRResult`. + + Raises: + ExternalServiceError: If the deployment errors, times out, is + unreachable, or returns an unparseable body. + """ + response_format = "verbose_json" if timestamps else "json" + + files = { + "file": ( + filename or "audio", + audio_bytes, + content_type or DEFAULT_AUDIO_CONTENT_TYPE, + ) + } + data = { + "model": self.model, + "language": language, + "response_format": response_format, + } + if timestamps: + data["timestamp_granularities[]"] = "segment" + + headers = {"Authorization": f"Bearer {self.api_key}"} if self.api_key else {} + + self.log_info( + "Transcribing audio", + extra={ + "audio_bytes": len(audio_bytes), + "language": language, + "response_format": response_format, + }, + ) + + try: + async with httpx.AsyncClient(timeout=self.timeout) as client: + response = await client.post( + self.transcriptions_url, + files=files, + data=data, + headers=headers, + ) + + if response.status_code != 200: + self.log_error( + "Sunbird ASR API returned error", + extra={ + "status_code": response.status_code, + "response_text": response.text[:500], + }, + ) + raise self.external_service_error( + service_name=self.EXTERNAL_SERVICE_NAME, + message=f"ASR API error: {response.text[:500]}", + original_error=f"HTTP {response.status_code}", + ) + + return self._parse_result(response.json(), fallback_language=language) + + except httpx.TimeoutException as e: + self.log_error("Sunbird ASR API timeout", exc_info=e) + raise self.external_service_error( + service_name=self.EXTERNAL_SERVICE_NAME, + message=( + "ASR service timed out - the audio may be too long, or the " + "endpoint may be cold-starting. Please retry." + ), + original_error=str(e), + ) + except httpx.RequestError as e: + self.log_error("Sunbird ASR API request error", exc_info=e) + raise self.external_service_error( + service_name=self.EXTERNAL_SERVICE_NAME, + message="Failed to connect to the ASR service", + original_error=str(e), + ) + except APIException: + raise + except Exception as e: + self.log_error("Unexpected error during transcription", exc_info=e) + raise self.external_service_error( + service_name=self.EXTERNAL_SERVICE_NAME, + message="Unexpected error during transcription", + original_error=str(e), + ) + + def _parse_result(self, payload: object, *, fallback_language: str) -> ASRResult: + """Parse an OpenAI-style transcription body into an :class:`ASRResult`. + + Args: + payload: Decoded JSON body from the deployment. + fallback_language: Language to report when the body omits one. + + Returns: + The parsed result. + + Raises: + ExternalServiceError: If the body is not a JSON object with ``text``. + """ + if not isinstance(payload, dict) or "text" not in payload: + self.log_error( + "Failed to parse ASR response", + extra={"response": str(payload)[:500]}, + ) + raise self.external_service_error( + service_name=self.EXTERNAL_SERVICE_NAME, + message="Unexpected response format from the ASR service", + original_error="missing 'text' field", + ) + + segments = [ + ASRSegment( + start=float(segment.get("start", 0.0)), + end=float(segment.get("end", 0.0)), + text=str(segment.get("text", "")).strip(), + ) + for segment in (payload.get("segments") or []) + if isinstance(segment, dict) + ] + + duration = payload.get("duration") + result = ASRResult( + text=str(payload["text"]).strip(), + language=payload.get("language") or fallback_language, + duration=float(duration) if duration is not None else None, + segments=segments, + ) + + self.log_info( + "Transcription completed", + extra={ + "transcription_length": len(result.text), + "segment_count": len(result.segments), + }, + ) + return result + + async def health_check(self) -> bool: + """Check whether the ASR deployment is reachable. + + Returns: + True if ``/models`` responds with a non-5xx status, False otherwise. + """ + try: + async with httpx.AsyncClient(timeout=10) as client: + response = await client.get(f"{self.base_url}/models") + return response.status_code < 500 + except Exception as e: + self.log_warning("Health check failed", extra={"error": str(e)}) + return False + + +# ----------------------------------------------------------------------------- +# Dependency Injection +# ----------------------------------------------------------------------------- + +_asr_service: Optional[ASRService] = None + + +def get_asr_service() -> ASRService: + """Get or create the ASR service singleton. + + Returns: + ASRService configured from application settings. + """ + global _asr_service + if _asr_service is None: + _asr_service = ASRService() + return _asr_service + + +def reset_asr_service() -> None: + """Reset the ASR service singleton. Used for testing.""" + global _asr_service + _asr_service = None diff --git a/app/services/transcription_service.py b/app/services/transcription_service.py deleted file mode 100644 index 7cbe1c84..00000000 --- a/app/services/transcription_service.py +++ /dev/null @@ -1,157 +0,0 @@ -"""TranscriptionService facade for the unified STT endpoint. - -Routes a transcription request to the correct underlying service based on the -selected platform and the organization flag, after validating that the -requested combination of inputs is supported. No transcription business logic -lives here — it composes the existing STTService and ModalSTTService. -""" - -from typing import Optional, Tuple - -from app.core.exceptions import BadRequestError -from app.services.modal_stt_service import ModalSTTService, get_modal_stt_service -from app.services.stt_service import STTService, TranscriptionResult, get_stt_service - - -class TranscriptionService: - """Dispatches transcription requests across Modal and RunPod backends.""" - - def __init__( - self, - stt_service: Optional[STTService] = None, - modal_stt_service: Optional[ModalSTTService] = None, - ) -> None: - self._stt = stt_service or get_stt_service() - self._modal = modal_stt_service or get_modal_stt_service() - - def validate_and_normalize( - self, - *, - platform: str, - has_audio: bool, - gcs_blob_name: Optional[str], - org: bool, - whisper: bool, - recognise_speakers: bool, - ) -> Tuple[bool, bool]: - """Validate the request combination and resolve the RunPod flags. - - ``whisper`` and ``recognise_speakers`` are RunPod-only and default to - ``False``. For RunPod they pass through unchanged; for Modal they must - be ``False`` (Modal does not support them) and the returned values are - unused. - - Returns: - (whisper, recognise_speakers) for RunPod; (False, False) for Modal. - - Raises: - BadRequestError: If the input combination is unsupported (HTTP 400). - """ - if platform not in ("modal", "runpod"): - raise BadRequestError( - message=f"Unsupported platform '{platform}'. Use 'modal' or 'runpod'." - ) - - has_gcs = bool(gcs_blob_name) - if has_audio and has_gcs: - raise BadRequestError( - message="Provide either 'audio' or 'gcs_blob_name', not both." - ) - if not has_audio and not has_gcs: - raise BadRequestError( - message="One of 'audio' or 'gcs_blob_name' is required." - ) - - if platform == "modal": - if has_gcs: - raise BadRequestError( - message="GCS input is not supported on the 'modal' platform; " - "use platform='runpod'." - ) - if org: - raise BadRequestError( - message="The organization workflow (org=true) is only available " - "on the 'runpod' platform." - ) - if whisper or recognise_speakers: - raise BadRequestError( - message="'whisper' and 'recognise_speakers' are RunPod-only " - "options; leave them false when platform='modal'." - ) - return (False, False) - - # RunPod: use the flags as provided (both default to False). - return (whisper, recognise_speakers) - - async def transcribe( - self, - *, - platform: str, - language: str, - adapter: str, - org: bool = False, - whisper: bool = False, - recognise_speakers: bool = False, - file_path: Optional[str] = None, - file_extension: Optional[str] = None, - content_type: Optional[str] = None, - audio_bytes: Optional[bytes] = None, - gcs_blob_name: Optional[str] = None, - ) -> TranscriptionResult: - """Dispatch to the appropriate backend and return a TranscriptionResult. - - Callers must have already run ``validate_and_normalize``. - """ - if platform == "modal": - text = await self._modal.transcribe(audio_bytes, language=language) - return TranscriptionResult( - transcription=text, - diarization_output={}, - formatted_diarization_output="", - ) - - # RunPod from GCS. - if gcs_blob_name: - return await self._stt.transcribe_from_gcs( - gcs_blob_name=gcs_blob_name, - language=language, - adapter=adapter, - whisper=whisper, - recognise_speakers=recognise_speakers, - ) - - # RunPod from an uploaded file (org or standard). Validate type first, - # preserving the legacy endpoints' behavior. - self._stt.validate_audio_file(content_type, file_extension) - - if org: - return await self._stt.transcribe_org_audio( - file_path=file_path, - recognise_speakers=recognise_speakers, - ) - - return await self._stt.transcribe_uploaded_file( - file_path=file_path, - file_extension=file_extension, - language=language, - adapter=adapter, - whisper=whisper, - recognise_speakers=recognise_speakers, - ) - - -_transcription_service_instance: Optional[TranscriptionService] = None - - -def get_transcription_service() -> TranscriptionService: - """Return the TranscriptionService singleton.""" - global _transcription_service_instance - if _transcription_service_instance is None: - _transcription_service_instance = TranscriptionService() - return _transcription_service_instance - - -def reset_transcription_service() -> None: - """Reset the singleton (test helper).""" - global _transcription_service_instance - 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t=this.visualElement.getProps(),{drag:n=!1,dragDirectionLock:r=!1,dragPropagation:s=!1,dragConstraints:o=!1,dragElastic:i=Sf,dragMomentum:a=!0}=t;return{...t,drag:n,dragDirectionLock:r,dragPropagation:s,dragConstraints:o,dragElastic:i,dragMomentum:a}}}function gl(e,t,n){return(t===!0||t===e)&&(n===null||n===e)}function LE(e,t=10){let n=null;return Math.abs(e.y)>t?n="y":Math.abs(e.x)>t&&(n="x"),n}class OE extends Jr{constructor(t){super(t),this.removeGroupControls=Ie,this.removeListeners=Ie,this.controls=new ME(t)}mount(){const{dragControls:t}=this.node.getProps();t&&(this.removeGroupControls=t.subscribe(this.controls)),this.removeListeners=this.controls.addListeners()||Ie}unmount(){this.removeGroupControls(),this.removeListeners()}}const Py=e=>(t,n)=>{e&&Se.update(()=>e(t,n))};class DE extends Jr{constructor(){super(...arguments),this.removePointerDownListener=Ie}onPointerDown(t){this.session=new 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t;const{dragConstraints:n,dragElastic:r}=this.getProps(),s=this.visualElement.projection&&!this.visualElement.projection.layout?this.visualElement.projection.measure(!1):(t=this.visualElement.projection)===null||t===void 0?void 0:t.layout,o=this.constraints;n&&co(n)?this.constraints||(this.constraints=this.resolveRefConstraints()):n&&s?this.constraints=w3(s.layoutBox,n):this.constraints=!1,this.elastic=j3(r),o!==this.constraints&&s&&this.constraints&&!this.hasMutatedConstraints&&rn(i=>{this.getAxisMotionValue(i)&&(this.constraints[i]=_3(s.layoutBox[i],this.constraints[i]))})}resolveRefConstraints(){const{dragConstraints:t,onMeasureDragConstraints:n}=this.getProps();if(!t||!co(t))return!1;const r=t.current,{projection:s}=this.visualElement;if(!s||!s.layout)return!1;const o=T3(r,s.root,this.visualElement.getTransformPagePoint());let i=k3(s.layout.layoutBox,o);if(n){const a=n(C3(i));this.hasMutatedConstraints=!!a,a&&(i=a2(a))}return i}startAnimation(t){const{drag:n,dragMomentum:r,dragElastic:s,dragTransition:o,dragSnapToOrigin:i,onDragTransitionEnd:a}=this.getProps(),l=this.constraints||{},u=rn(d=>{if(!gl(d,n,this.currentDirection))return;let h=l&&l[d]||{};i&&(h={min:0,max:0});const f=s?200:1e6,p=s?40:1e7,g={type:"inertia",velocity:r?t[d]:0,bounceStiffness:f,bounceDamping:p,timeConstant:750,restDelta:1,restSpeed:10,...o,...h};return this.startAxisValueAnimation(d,g)});return Promise.all(u).then(a)}startAxisValueAnimation(t,n){const r=this.getAxisMotionValue(t);return r.start(_g(t,r,0,n))}stopAnimation(){rn(t=>this.getAxisMotionValue(t).stop())}pauseAnimation(){rn(t=>{var n;return(n=this.getAxisMotionValue(t).animation)===null||n===void 0?void 0:n.pause()})}getAnimationState(t){var n;return(n=this.getAxisMotionValue(t).animation)===null||n===void 0?void 0:n.state}getAxisMotionValue(t){const n="_drag"+t.toUpperCase(),r=this.visualElement.getProps(),s=r[n];return s||this.visualElement.getValue(t,(r.initial?r.initial[t]:void 0)||0)}snapToCursor(t){rn(n=>{const{drag:r}=this.getProps();if(!gl(n,r,this.currentDirection))return;const{projection:s}=this.visualElement,o=this.getAxisMotionValue(n);if(s&&s.layout){const{min:i,max:a}=s.layout.layoutBox[n];o.set(t[n]-Te(i,a,.5))}})}scalePositionWithinConstraints(){if(!this.visualElement.current)return;const{drag:t,dragConstraints:n}=this.getProps(),{projection:r}=this.visualElement;if(!co(n)||!r||!this.constraints)return;this.stopAnimation();const s={x:0,y:0};rn(i=>{const a=this.getAxisMotionValue(i);if(a){const l=a.get();s[i]=S3({min:l,max:l},this.constraints[i])}});const{transformTemplate:o}=this.visualElement.getProps();this.visualElement.current.style.transform=o?o({},""):"none",r.root&&r.root.updateScroll(),r.updateLayout(),this.resolveConstraints(),rn(i=>{if(!gl(i,t,null))return;const a=this.getAxisMotionValue(i),{min:l,max:u}=this.constraints[i];a.set(Te(l,u,s[i]))})}addListeners(){if(!this.visualElement.current)return;A3.set(this.visualElement,this);const t=this.visualElement.current,n=Zn(t,"pointerdown",l=>{const{drag:u,dragListener:d=!0}=this.getProps();u&&d&&this.start(l)}),r=()=>{const{dragConstraints:l}=this.getProps();co(l)&&(this.constraints=this.resolveRefConstraints())},{projection:s}=this.visualElement,o=s.addEventListener("measure",r);s&&!s.layout&&(s.root&&s.root.updateScroll(),s.updateLayout()),r();const i=Yn(window,"resize",()=>this.scalePositionWithinConstraints()),a=s.addEventListener("didUpdate",(({delta:l,hasLayoutChanged:u})=>{this.isDragging&&u&&(rn(d=>{const h=this.getAxisMotionValue(d);h&&(this.originPoint[d]+=l[d].translate,h.set(h.get()+l[d].translate))}),this.visualElement.render())}));return()=>{i(),n(),o(),a&&a()}}getProps(){const t=this.visualElement.getProps(),{drag:n=!1,dragDirectionLock:r=!1,dragPropagation:s=!1,dragConstraints:o=!1,dragElastic:i=Sf,dragMomentum:a=!0}=t;return{...t,drag:n,dragDirectionLock:r,dragPropagation:s,dragConstraints:o,dragElastic:i,dragMomentum:a}}}function gl(e,t,n){return(t===!0||t===e)&&(n===null||n===e)}function L3(e,t=10){let n=null;return Math.abs(e.y)>t?n="y":Math.abs(e.x)>t&&(n="x"),n}class O3 extends Jr{constructor(t){super(t),this.removeGroupControls=Ie,this.removeListeners=Ie,this.controls=new M3(t)}mount(){const{dragControls:t}=this.node.getProps();t&&(this.removeGroupControls=t.subscribe(this.controls)),this.removeListeners=this.controls.addListeners()||Ie}unmount(){this.removeGroupControls(),this.removeListeners()}}const Py=e=>(t,n)=>{e&&Se.update(()=>e(t,n))};class D3 extends Jr{constructor(){super(...arguments),this.removePointerDownListener=Ie}onPointerDown(t){this.session=new o2(t,this.createPanHandlers(),{transformPagePoint:this.node.getTransformPagePoint(),contextWindow:d2(this.node)})}createPanHandlers(){const{onPanSessionStart:t,onPanStart:n,onPan:r,onPanEnd:s}=this.node.getProps();return{onSessionStart:Py(t),onStart:Py(n),onMove:r,onEnd:(o,i)=>{delete this.session,s&&Se.update(()=>s(o,i))}}}mount(){this.removePointerDownListener=Zn(this.node.current,"pointerdown",t=>this.onPointerDown(t))}update(){this.session&&this.session.updateHandlers(this.createPanHandlers())}unmount(){this.removePointerDownListener(),this.session&&this.session.end()}}function I3(){const e=S.useContext(ju);if(e===null)return[!0,null];const{isPresent:t,onExitComplete:n,register:r}=e,s=S.useId();return S.useEffect(()=>r(s),[]),!t&&n?[!1,()=>n&&n(s)]:[!0]}const ec={hasAnimatedSinceResize:!0,hasEverUpdated:!1};function Ry(e,t){return t.max===t.min?0:e/(t.max-t.min)*100}const ui={correct:(e,t)=>{if(!t.target)return e;if(typeof e=="string")if(re.test(e))e=parseFloat(e);else return e;const n=Ry(e,t.target.x),r=Ry(e,t.target.y);return`${n}% ${r}%`}},F3={correct:(e,{treeScale:t,projectionDelta:n})=>{const r=e,s=Hr.parse(e);if(s.length>5)return r;const o=Hr.createTransformer(e),i=typeof s[0]!="number"?1:0,a=n.x.scale*t.x,l=n.y.scale*t.y;s[0+i]/=a,s[1+i]/=l;const u=Te(a,l,.5);return typeof s[2+i]=="number"&&(s[2+i]/=u),typeof s[3+i]=="number"&&(s[3+i]/=u),o(s)}};class z3 extends z.Component{componentDidMount(){const{visualElement:t,layoutGroup:n,switchLayoutGroup:r,layoutId:s}=this.props,{projection:o}=t;GR(V3),o&&(n.group&&n.group.add(o),r&&r.register&&s&&r.register(o),o.root.didUpdate(),o.addEventListener("animationComplete",()=>{this.safeToRemove()}),o.setOptions({...o.options,onExitComplete:()=>this.safeToRemove()})),ec.hasEverUpdated=!0}getSnapshotBeforeUpdate(t){const{layoutDependency:n,visualElement:r,drag:s,isPresent:o}=this.props,i=r.projection;return i&&(i.isPresent=o,s||t.layoutDependency!==n||n===void 0?i.willUpdate():this.safeToRemove(),t.isPresent!==o&&(o?i.promote():i.relegate()||Se.postRender(()=>{const a=i.getStack();(!a||!a.members.length)&&this.safeToRemove()}))),null}componentDidUpdate(){const{projection:t}=this.props.visualElement;t&&(t.root.didUpdate(),queueMicrotask(()=>{!t.currentAnimation&&t.isLead()&&this.safeToRemove()}))}componentWillUnmount(){const{visualElement:t,layoutGroup:n,switchLayoutGroup:r}=this.props,{projection:s}=t;s&&(s.scheduleCheckAfterUnmount(),n&&n.group&&n.group.remove(s),r&&r.deregister&&r.deregister(s))}safeToRemove(){const{safeToRemove:t}=this.props;t&&t()}render(){return null}}function h2(e){const[t,n]=I3(),r=S.useContext(ug);return z.createElement(z3,{...e,layoutGroup:r,switchLayoutGroup:S.useContext(ak),isPresent:t,safeToRemove:n})}const V3={borderRadius:{...ui,applyTo:["borderTopLeftRadius","borderTopRightRadius","borderBottomLeftRadius","borderBottomRightRadius"]},borderTopLeftRadius:ui,borderTopRightRadius:ui,borderBottomLeftRadius:ui,borderBottomRightRadius:ui,boxShadow:F3},f2=["TopLeft","TopRight","BottomLeft","BottomRight"],B3=f2.length,Ey=e=>typeof e=="string"?parseFloat(e):e,Ty=e=>typeof e=="number"||re.test(e);function $3(e,t,n,r,s,o){s?(e.opacity=Te(0,n.opacity!==void 0?n.opacity:1,H3(r)),e.opacityExit=Te(t.opacity!==void 0?t.opacity:1,0,U3(r))):o&&(e.opacity=Te(t.opacity!==void 0?t.opacity:1,n.opacity!==void 0?n.opacity:1,r));for(let i=0;irt?1:n(ga(e,t,r))}function My(e,t){e.min=t.min,e.max=t.max}function tn(e,t){My(e.x,t.x),My(e.y,t.y)}function Ly(e,t,n,r,s){return e-=t,e=Bc(e,1/n,r),s!==void 0&&(e=Bc(e,1/s,r)),e}function W3(e,t=0,n=1,r=.5,s,o=e,i=e){if(Dn.test(t)&&(t=parseFloat(t),t=Te(i.min,i.max,t/100)-i.min),typeof t!="number")return;let a=Te(o.min,o.max,r);e===o&&(a-=t),e.min=Ly(e.min,t,n,a,s),e.max=Ly(e.max,t,n,a,s)}function Oy(e,t,[n,r,s],o,i){W3(e,t[n],t[r],t[s],t.scale,o,i)}const G3=["x","scaleX","originX"],K3=["y","scaleY","originY"];function Dy(e,t,n,r){Oy(e.x,t,G3,n?n.x:void 0,r?r.x:void 0),Oy(e.y,t,K3,n?n.y:void 0,r?r.y:void 0)}function Iy(e){return e.translate===0&&e.scale===1}function g2(e){return Iy(e.x)&&Iy(e.y)}function q3(e,t){return e.x.min===t.x.min&&e.x.max===t.x.max&&e.y.min===t.y.min&&e.y.max===t.y.max}function m2(e,t){return Math.round(e.x.min)===Math.round(t.x.min)&&Math.round(e.x.max)===Math.round(t.x.max)&&Math.round(e.y.min)===Math.round(t.y.min)&&Math.round(e.y.max)===Math.round(t.y.max)}function Fy(e){return qt(e.x)/qt(e.y)}class Y3{constructor(){this.members=[]}add(t){jg(this.members,t),t.scheduleRender()}remove(t){if(Cg(this.members,t),t===this.prevLead&&(this.prevLead=void 0),t===this.lead){const n=this.members[this.members.length-1];n&&this.promote(n)}}relegate(t){const n=this.members.findIndex(s=>t===s);if(n===0)return!1;let r;for(let s=n;s>=0;s--){const o=this.members[s];if(o.isPresent!==!1){r=o;break}}return r?(this.promote(r),!0):!1}promote(t,n){const r=this.lead;if(t!==r&&(this.prevLead=r,this.lead=t,t.show(),r)){r.instance&&r.scheduleRender(),t.scheduleRender(),t.resumeFrom=r,n&&(t.resumeFrom.preserveOpacity=!0),r.snapshot&&(t.snapshot=r.snapshot,t.snapshot.latestValues=r.animationValues||r.latestValues),t.root&&t.root.isUpdating&&(t.isLayoutDirty=!0);const{crossfade:s}=t.options;s===!1&&r.hide()}}exitAnimationComplete(){this.members.forEach(t=>{const{options:n,resumingFrom:r}=t;n.onExitComplete&&n.onExitComplete(),r&&r.options.onExitComplete&&r.options.onExitComplete()})}scheduleRender(){this.members.forEach(t=>{t.instance&&t.scheduleRender(!1)})}removeLeadSnapshot(){this.lead&&this.lead.snapshot&&(this.lead.snapshot=void 0)}}function zy(e,t,n){let r="";const s=e.x.translate/t.x,o=e.y.translate/t.y;if((s||o)&&(r=`translate3d(${s}px, ${o}px, 0) 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us={type:"projectionFrame",totalNodes:0,resolvedTargetDeltas:0,recalculatedProjection:0};function y2({attachResizeListener:e,defaultParent:t,measureScroll:n,checkIsScrollRoot:r,resetTransform:s}){return class{constructor(i={},a=t==null?void 0:t()){this.id=rT++,this.animationId=0,this.children=new Set,this.options={},this.isTreeAnimating=!1,this.isAnimationBlocked=!1,this.isLayoutDirty=!1,this.isProjectionDirty=!1,this.isSharedProjectionDirty=!1,this.isTransformDirty=!1,this.updateManuallyBlocked=!1,this.updateBlockedByResize=!1,this.isUpdating=!1,this.isSVG=!1,this.needsReset=!1,this.shouldResetTransform=!1,this.treeScale={x:1,y:1},this.eventHandlers=new Map,this.hasTreeAnimated=!1,this.updateScheduled=!1,this.projectionUpdateScheduled=!1,this.checkUpdateFailed=()=>{this.isUpdating&&(this.isUpdating=!1,this.clearAllSnapshots())},this.updateProjection=()=>{this.projectionUpdateScheduled=!1,us.totalNodes=us.resolvedTargetDeltas=us.recalculatedProjection=0,this.nodes.forEach(iT),this.nodes.forEach(dT),this.nodes.forEach(hT),this.nodes.forEach(aT),Z3(us)},this.hasProjected=!1,this.isVisible=!0,this.animationProgress=0,this.sharedNodes=new Map,this.latestValues=i,this.root=a?a.root||a:this,this.path=a?[...a.path,a]:[],this.parent=a,this.depth=a?a.depth+1:0;for(let l=0;lthis.root.updateBlockedByResize=!1;e(i,()=>{this.root.updateBlockedByResize=!0,h&&h(),h=J3(f,250),ec.hasAnimatedSinceResize&&(ec.hasAnimatedSinceResize=!1,this.nodes.forEach(Hy))})}l&&this.root.registerSharedNode(l,this),this.options.animate!==!1&&d&&(l||u)&&this.addEventListener("didUpdate",({delta:h,hasLayoutChanged:f,hasRelativeTargetChanged:p,layout:g})=>{if(this.isTreeAnimationBlocked()){this.target=void 0,this.relativeTarget=void 0;return}const m=this.options.transition||d.getDefaultTransition()||yT,{onLayoutAnimationStart:y,onLayoutAnimationComplete:x}=d.getProps(),v=!this.targetLayout||!m2(this.targetLayout,g)||p,b=!f&&p;if(this.options.layoutRoot||this.resumeFrom&&this.resumeFrom.instance||b||f&&(v||!this.currentAnimation)){this.resumeFrom&&(this.resumingFrom=this.resumeFrom,this.resumingFrom.resumingFrom=void 0),this.setAnimationOrigin(h,b);const k={...Sg(m,"layout"),onPlay:y,onComplete:x};(d.shouldReduceMotion||this.options.layoutRoot)&&(k.delay=0,k.type=!1),this.startAnimation(k)}else f||Hy(this),this.isLead()&&this.options.onExitComplete&&this.options.onExitComplete();this.targetLayout=g})}unmount(){this.options.layoutId&&this.willUpdate(),this.root.nodes.remove(this);const i=this.getStack();i&&i.remove(this),this.parent&&this.parent.children.delete(this),this.instance=void 0,or(this.updateProjection)}blockUpdate(){this.updateManuallyBlocked=!0}unblockUpdate(){this.updateManuallyBlocked=!1}isUpdateBlocked(){return this.updateManuallyBlocked||this.updateBlockedByResize}isTreeAnimationBlocked(){return this.isAnimationBlocked||this.parent&&this.parent.isTreeAnimationBlocked()||!1}startUpdate(){this.isUpdateBlocked()||(this.isUpdating=!0,this.nodes&&this.nodes.forEach(fT),this.animationId++)}getTransformTemplate(){const{visualElement:i}=this.options;return i&&i.getProps().transformTemplate}willUpdate(i=!0){if(this.root.hasTreeAnimated=!0,this.root.isUpdateBlocked()){this.options.onExitComplete&&this.options.onExitComplete();return}if(!this.root.isUpdating&&this.root.startUpdate(),this.isLayoutDirty)return;this.isLayoutDirty=!0;for(let d=0;dthis.update()))}clearAllSnapshots(){this.nodes.forEach(lT),this.sharedNodes.forEach(pT)}scheduleUpdateProjection(){this.projectionUpdateScheduled||(this.projectionUpdateScheduled=!0,Se.preRender(this.updateProjection,!1,!0))}scheduleCheckAfterUnmount(){Se.postRender(()=>{this.isLayoutDirty?this.root.didUpdate():this.root.checkUpdateFailed()})}updateSnapshot(){this.snapshot||!this.instance||(this.snapshot=this.measure())}updateLayout(){if(!this.instance||(this.updateScroll(),!(this.options.alwaysMeasureLayout&&this.isLead())&&!this.isLayoutDirty))return;if(this.resumeFrom&&!this.resumeFrom.instance)for(let l=0;l{const w=k/1e3;Uy(h.x,i.x,w),Uy(h.y,i.y,w),this.setTargetDelta(h),this.relativeTarget&&this.relativeTargetOrigin&&this.layout&&this.relativeParent&&this.relativeParent.layout&&(Vi(f,this.layout.layoutBox,this.relativeParent.layout.layoutBox),gT(this.relativeTarget,this.relativeTargetOrigin,f,w),b&&q3(this.relativeTarget,b)&&(this.isProjectionDirty=!1),b||(b=Ve()),tn(b,this.relativeTarget)),m&&(this.animationValues=d,$3(d,u,this.latestValues,w,v,x)),this.root.scheduleUpdateProjection(),this.scheduleRender(),this.animationProgress=w},this.mixTargetDelta(this.options.layoutRoot?1e3:0)}startAnimation(i){this.notifyListeners("animationStart"),this.currentAnimation&&this.currentAnimation.stop(),this.resumingFrom&&this.resumingFrom.currentAnimation&&this.resumingFrom.currentAnimation.stop(),this.pendingAnimation&&(or(this.pendingAnimation),this.pendingAnimation=void 0),this.pendingAnimation=Se.update(()=>{ec.hasAnimatedSinceResize=!0,this.currentAnimation=tT(0,By,{...i,onUpdate:a=>{this.mixTargetDelta(a),i.onUpdate&&i.onUpdate(a)},onComplete:()=>{i.onComplete&&i.onComplete(),this.completeAnimation()}}),this.resumingFrom&&(this.resumingFrom.currentAnimation=this.currentAnimation),this.pendingAnimation=void 0})}completeAnimation(){this.resumingFrom&&(this.resumingFrom.currentAnimation=void 0,this.resumingFrom.preserveOpacity=void 0);const i=this.getStack();i&&i.exitAnimationComplete(),this.resumingFrom=this.currentAnimation=this.animationValues=void 0,this.notifyListeners("animationComplete")}finishAnimation(){this.currentAnimation&&(this.mixTargetDelta&&this.mixTargetDelta(By),this.currentAnimation.stop()),this.completeAnimation()}applyTransformsToTarget(){const i=this.getLead();let{targetWithTransforms:a,target:l,layout:u,latestValues:d}=i;if(!(!a||!l||!u)){if(this!==i&&this.layout&&u&&x2(this.options.animationType,this.layout.layoutBox,u.layoutBox)){l=this.target||Ve();const h=qt(this.layout.layoutBox.x);l.x.min=i.target.x.min,l.x.max=l.x.min+h;const f=qt(this.layout.layoutBox.y);l.y.min=i.target.y.min,l.y.max=l.y.min+f}tn(a,l),fo(a,d),zi(this.projectionDeltaWithTransform,this.layoutCorrected,a,d)}}registerSharedNode(i,a){this.sharedNodes.has(i)||this.sharedNodes.set(i,new Y3),this.sharedNodes.get(i).add(a);const u=a.options.initialPromotionConfig;a.promote({transition:u?u.transition:void 0,preserveFollowOpacity:u&&u.shouldPreserveFollowOpacity?u.shouldPreserveFollowOpacity(a):void 0})}isLead(){const i=this.getStack();return i?i.lead===this:!0}getLead(){var i;const{layoutId:a}=this.options;return a?((i=this.getStack())===null||i===void 0?void 0:i.lead)||this:this}getPrevLead(){var i;const{layoutId:a}=this.options;return a?(i=this.getStack())===null||i===void 0?void 0:i.prevLead:void 0}getStack(){const{layoutId:i}=this.options;if(i)return this.root.sharedNodes.get(i)}promote({needsReset:i,transition:a,preserveFollowOpacity:l}={}){const u=this.getStack();u&&u.promote(this,l),i&&(this.projectionDelta=void 0,this.needsReset=!0),a&&this.setOptions({transition:a})}relegate(){const i=this.getStack();return i?i.relegate(this):!1}resetRotation(){const{visualElement:i}=this.options;if(!i)return;let a=!1;const{latestValues:l}=i;if((l.rotate||l.rotateX||l.rotateY||l.rotateZ)&&(a=!0),!a)return;const u={};for(let d=0;d{var a;return(a=i.currentAnimation)===null||a===void 0?void 0:a.stop()}),this.root.nodes.forEach($y),this.root.sharedNodes.clear()}}}function sT(e){e.updateLayout()}function oT(e){var t;const n=((t=e.resumeFrom)===null||t===void 0?void 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t<0||t>n.length-1?null:this.getPixelForValue(n[t].value)}getPixelForDecimal(t){this._reversePixels&&(t=1-t);const n=this._startPixel+t*this._length;return jM(this._alignToPixels?os(this.chart,n,0):n)}getDecimalForPixel(t){const n=(t-this._startPixel)/this._length;return this._reversePixels?1-n:n}getBasePixel(){return this.getPixelForValue(this.getBaseValue())}getBaseValue(){const{min:t,max:n}=this;return t<0&&n<0?n:t>0&&n>0?t:0}getContext(t){const n=this.ticks||[];if(t>=0&&ta*s?a/r:l/s:l*s0}_computeGridLineItems(t){const n=this.axis,r=this.chart,s=this.options,{grid:o,position:i,border:a}=s,l=o.offset,u=this.isHorizontal(),h=this.ticks.length+(l?1:0),f=pi(o),p=[],g=a.setContext(this.getContext()),m=g.display?g.width:0,y=m/2,x=function(M){return os(r,M,m)};let v,b,k,w,j,N,_,P,A,O,F,D;if(i==="top")v=x(this.bottom),N=this.bottom-f,P=v-y,O=x(t.top)+y,D=t.bottom;else if(i==="bottom")v=x(this.top),O=t.top,D=x(t.bottom)-y,N=v+y,P=this.top+f;else if(i==="left")v=x(this.right),j=this.right-f,_=v-y,A=x(t.left)+y,F=t.right;else if(i==="right")v=x(this.left),A=t.left,F=x(t.right)-y,j=v+y,_=this.left+f;else if(n==="x"){if(i==="center")v=x((t.top+t.bottom)/2+.5);else if(he(i)){const M=Object.keys(i)[0],H=i[M];v=x(this.chart.scales[M].getPixelForValue(H))}O=t.top,D=t.bottom,N=v+y,P=N+f}else if(n==="y"){if(i==="center")v=x((t.left+t.right)/2);else if(he(i)){const M=Object.keys(i)[0],H=i[M];v=x(this.chart.scales[M].getPixelForValue(H))}j=v-y,_=j-f,A=t.left,F=t.right}const U=ue(s.ticks.maxTicksLimit,h),W=Math.max(1,Math.ceil(h/U));for(b=0;b0&&(ne-=$/2);break}I={left:ne,top:q,width:$+Y.width,height:T+Y.height,color:W.backdropColor}}y.push({label:k,font:P,textOffset:F,options:{rotation:m,color:H,strokeColor:C,strokeWidth:L,textAlign:E,textBaseline:D,translation:[w,j],backdrop:I}})}return y}_getXAxisLabelAlignment(){const{position:t,ticks:n}=this.options;if(-Xn(this.labelRotation))return t==="top"?"left":"right";let s="center";return n.align==="start"?s="left":n.align==="end"?s="right":n.align==="inner"&&(s="inner"),s}_getYAxisLabelAlignment(t){const{position:n,ticks:{crossAlign:r,mirror:s,padding:o}}=this.options,i=this._getLabelSizes(),a=t+o,l=i.widest.width;let u,d;return n==="left"?s?(d=this.right+o,r==="near"?u="left":r==="center"?(u="center",d+=l/2):(u="right",d+=l)):(d=this.right-a,r==="near"?u="right":r==="center"?(u="center",d-=l/2):(u="left",d=this.left)):n==="right"?s?(d=this.left+o,r==="near"?u="right":r==="center"?(u="center",d-=l/2):(u="left",d-=l)):(d=this.left+a,r==="near"?u="left":r==="center"?(u="center",d+=l/2):(u="right",d=this.right)):u="right",{textAlign:u,x:d}}_computeLabelArea(){if(this.options.ticks.mirror)return;const t=this.chart,n=this.options.position;if(n==="left"||n==="right")return{top:0,left:this.left,bottom:t.height,right:this.right};if(n==="top"||n==="bottom")return{top:this.top,left:0,bottom:this.bottom,right:t.width}}drawBackground(){const{ctx:t,options:{backgroundColor:n},left:r,top:s,width:o,height:i}=this;n&&(t.save(),t.fillStyle=n,t.fillRect(r,s,o,i),t.restore())}getLineWidthForValue(t){const n=this.options.grid;if(!this._isVisible()||!n.display)return 0;const s=this.ticks.findIndex(o=>o.value===t);return s>=0?n.setContext(this.getContext(s)).lineWidth:0}drawGrid(t){const n=this.options.grid,r=this.ctx,s=this._gridLineItems||(this._gridLineItems=this._computeGridLineItems(t));let o,i;const a=(l,u,d)=>{!d.width||!d.color||(r.save(),r.lineWidth=d.width,r.strokeStyle=d.color,r.setLineDash(d.borderDash||[]),r.lineDashOffset=d.borderDashOffset,r.beginPath(),r.moveTo(l.x,l.y),r.lineTo(u.x,u.y),r.stroke(),r.restore())};if(n.display)for(o=0,i=s.length;o{this.draw(o)}}]:[{z:r,draw:o=>{this.drawBackground(),this.drawGrid(o),this.drawTitle()}},{z:s,draw:()=>{this.drawBorder()}},{z:n,draw:o=>{this.drawLabels(o)}}]}getMatchingVisibleMetas(t){const n=this.chart.getSortedVisibleDatasetMetas(),r=this.axis+"AxisID",s=[];let o,i;for(o=0,i=n.length;o{const r=n.split("."),s=r.pop(),o=[e].concat(r).join("."),i=t[n].split("."),a=i.pop(),l=i.join(".");Fe.route(o,s,l,a)})}function FO(e){return"id"in e&&"defaults"in e}class zO{constructor(){this.controllers=new Nl(wo,"datasets",!0),this.elements=new Nl(Zr,"elements"),this.plugins=new Nl(Object,"plugins"),this.scales=new Nl(Yo,"scales"),this._typedRegistries=[this.controllers,this.scales,this.elements]}add(...t){this._each("register",t)}remove(...t){this._each("unregister",t)}addControllers(...t){this._each("register",t,this.controllers)}addElements(...t){this._each("register",t,this.elements)}addPlugins(...t){this._each("register",t,this.plugins)}addScales(...t){this._each("register",t,this.scales)}getController(t){return this._get(t,this.controllers,"controller")}getElement(t){return this._get(t,this.elements,"element")}getPlugin(t){return this._get(t,this.plugins,"plugin")}getScale(t){return this._get(t,this.scales,"scale")}removeControllers(...t){this._each("unregister",t,this.controllers)}removeElements(...t){this._each("unregister",t,this.elements)}removePlugins(...t){this._each("unregister",t,this.plugins)}removeScales(...t){this._each("unregister",t,this.scales)}_each(t,n,r){[...n].forEach(s=>{const o=r||this._getRegistryForType(s);r||o.isForType(s)||o===this.plugins&&s.id?this._exec(t,o,s):ye(s,i=>{const a=r||this._getRegistryForType(i);this._exec(t,a,i)})})}_exec(t,n,r){const s=Ag(t);je(r["before"+s],[],r),n[t](r),je(r["after"+s],[],r)}_getRegistryForType(t){for(let n=0;no.filter(a=>!i.some(l=>a.plugin.id===l.plugin.id));this._notify(s(n,r),t,"stop"),this._notify(s(r,n),t,"start")}}function BO(e){const t={},n=[],r=Object.keys(An.plugins.items);for(let o=0;o1&&Wx(e[0].toLowerCase());if(r)return r}throw new Error(`Cannot determine type of '${e}' axis. 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this.options.position==="top"||this.options.position==="bottom"}draw(){if(this.options.display){const t=this.ctx;Au(t,this),this._draw(),Mu(t)}}_draw(){const{options:t,columnSizes:n,lineWidths:r,ctx:s}=this,{align:o,labels:i}=t,a=Fe.color,l=vo(t.rtl,this.left,this.width),u=yt(i.font),{padding:d}=i,h=u.size,f=h/2;let p;this.drawTitle(),s.textAlign=l.textAlign("left"),s.textBaseline="middle",s.lineWidth=.5,s.font=u.string;const{boxWidth:g,boxHeight:m,itemHeight:y}=ib(i,h),x=function(j,N,_){if(isNaN(g)||g<=0||isNaN(m)||m<0)return;s.save();const P=ue(_.lineWidth,1);if(s.fillStyle=ue(_.fillStyle,a),s.lineCap=ue(_.lineCap,"butt"),s.lineDashOffset=ue(_.lineDashOffset,0),s.lineJoin=ue(_.lineJoin,"miter"),s.lineWidth=P,s.strokeStyle=ue(_.strokeStyle,a),s.setLineDash(ue(_.lineDash,[])),i.usePointStyle){const A={radius:m*Math.SQRT2/2,pointStyle:_.pointStyle,rotation:_.rotation,borderWidth:P},O=l.xPlus(j,g/2),F=N+f;X2(s,A,O,F,i.pointStyleWidth&&g)}else{const A=N+Math.max((h-m)/2,0),O=l.leftForLtr(j,g),F=Wi(_.borderRadius);s.beginPath(),Object.values(F).some(D=>D!==0)?Mf(s,{x:O,y:A,w:g,h:m,radius:F}):s.rect(O,A,g,m),s.fill(),P!==0&&s.stroke()}s.restore()},v=function(j,N,_){ka(s,_.text,j,N+y/2,u,{strikethrough:_.hidden,textAlign:l.textAlign(_.textAlign)})},b=this.isHorizontal(),k=this._computeTitleHeight();b?p={x:pt(o,this.left+d,this.right-r[0]),y:this.top+d+k,line:0}:p={x:this.left+d,y:pt(o,this.top+k+d,this.bottom-n[0].height),line:0},nS(this.ctx,t.textDirection);const w=y+d;this.legendItems.forEach((j,N)=>{s.strokeStyle=j.fontColor,s.fillStyle=j.fontColor;const _=s.measureText(j.text).width,P=l.textAlign(j.textAlign||(j.textAlign=i.textAlign)),A=g+f+_;let O=p.x,F=p.y;l.setWidth(this.width),b?N>0&&O+A+d>this.right&&(F=p.y+=w,p.line++,O=p.x=pt(o,this.left+d,this.right-r[p.line])):N>0&&F+w>this.bottom&&(O=p.x=O+n[p.line].width+d,p.line++,F=p.y=pt(o,this.top+k+d,this.bottom-n[p.line].height));const D=l.x(O);if(x(D,F,j),O=TM(P,O+g+f,b?O+A:this.right,t.rtl),v(l.x(O),F,j),b)p.x+=A+d;else if(typeof j.text!="string"){const U=u.lineHeight;p.y+=SS(j,U)+d}else p.y+=w}),rS(this.ctx,t.textDirection)}drawTitle(){const t=this.options,n=t.title,r=yt(n.font),s=hn(n.padding);if(!n.display)return;const o=vo(t.rtl,this.left,this.width),i=this.ctx,a=n.position,l=r.size/2,u=s.top+l;let d,h=this.left,f=this.width;if(this.isHorizontal())f=Math.max(...this.lineWidths),d=this.top+u,h=pt(t.align,h,this.right-f);else{const g=this.columnSizes.reduce((m,y)=>Math.max(m,y.height),0);d=u+pt(t.align,this.top,this.bottom-g-t.labels.padding-this._computeTitleHeight())}const p=pt(a,h,h+f);i.textAlign=o.textAlign(Lg(a)),i.textBaseline="middle",i.strokeStyle=n.color,i.fillStyle=n.color,i.font=r.string,ka(i,n.text,p,d,r)}_computeTitleHeight(){const t=this.options.title,n=yt(t.font),r=hn(t.padding);return t.display?n.lineHeight+r.height:0}_getLegendItemAt(t,n){let r,s,o;if(bs(t,this.left,this.right)&&bs(n,this.top,this.bottom)){for(o=this.legendHitBoxes,r=0;ro.length>i.length?o:i)),t+n.size/2+r.measureText(s).width}function $D(e,t,n){let r=e;return typeof t.text!="string"&&(r=SS(t,n)),r}function SS(e,t){const n=e.text?e.text.length:0;return t*n}function HD(e,t){return!!((e==="mousemove"||e==="mouseout")&&(t.onHover||t.onLeave)||t.onClick&&(e==="click"||e==="mouseup"))}var Fu={id:"legend",_element:ab,start(e,t,n){const r=e.legend=new ab({ctx:e.ctx,options:n,chart:e});ln.configure(e,r,n),ln.addBox(e,r)},stop(e){ln.removeBox(e,e.legend),delete e.legend},beforeUpdate(e,t,n){const r=e.legend;ln.configure(e,r,n),r.options=n},afterUpdate(e){const t=e.legend;t.buildLabels(),t.adjustHitBoxes()},afterEvent(e,t){t.replay||e.legend.handleEvent(t.event)},defaults:{display:!0,position:"top",align:"center",fullSize:!0,reverse:!1,weight:1e3,onClick(e,t,n){const r=t.datasetIndex,s=n.chart;s.isDatasetVisible(r)?(s.hide(r),t.hidden=!0):(s.show(r),t.hidden=!1)},onHover:null,onLeave:null,labels:{color:e=>e.chart.options.color,boxWidth:40,padding:10,generateLabels(e){const t=e.data.datasets,{labels:{usePointStyle:n,pointStyle:r,textAlign:s,color:o,useBorderRadius:i,borderRadius:a}}=e.legend.options;return e._getSortedDatasetMetas().map(l=>{const u=l.controller.getStyle(n?0:void 0),d=hn(u.borderWidth);return{text:t[l.index].label,fillStyle:u.backgroundColor,fontColor:o,hidden:!l.visible,lineCap:u.borderCapStyle,lineDash:u.borderDash,lineDashOffset:u.borderDashOffset,lineJoin:u.borderJoinStyle,lineWidth:(d.width+d.height)/4,strokeStyle:u.borderColor,pointStyle:r||u.pointStyle,rotation:u.rotation,textAlign:s||u.textAlign,borderRadius:i&&(a||u.borderRadius),datasetIndex:l.index}},this)}},title:{color:e=>e.chart.options.color,display:!1,position:"center",text:""}},descriptors:{_scriptable:e=>!e.startsWith("on"),labels:{_scriptable:e=>!["generateLabels","filter","sort"].includes(e)}}};class _S extends Zr{constructor(t){super(),this.chart=t.chart,this.options=t.options,this.ctx=t.ctx,this._padding=void 0,this.top=void 0,this.bottom=void 0,this.left=void 0,this.right=void 0,this.width=void 0,this.height=void 0,this.position=void 0,this.weight=void 0,this.fullSize=void 0}update(t,n){const r=this.options;if(this.left=0,this.top=0,!r.display){this.width=this.height=this.right=this.bottom=0;return}this.width=this.right=t,this.height=this.bottom=n;const s=We(r.text)?r.text.length:1;this._padding=hn(r.padding);const o=s*yt(r.font).lineHeight+this._padding.height;this.isHorizontal()?this.height=o:this.width=o}isHorizontal(){const t=this.options.position;return t==="top"||t==="bottom"}_drawArgs(t){const{top:n,left:r,bottom:s,right:o,options:i}=this,a=i.align;let l=0,u,d,h;return this.isHorizontal()?(d=pt(a,r,o),h=n+t,u=o-r):(i.position==="left"?(d=r+t,h=pt(a,s,n),l=xe*-.5):(d=o-t,h=pt(a,n,s),l=xe*.5),u=s-n),{titleX:d,titleY:h,maxWidth:u,rotation:l}}draw(){const t=this.ctx,n=this.options;if(!n.display)return;const r=yt(n.font),o=r.lineHeight/2+this._padding.top,{titleX:i,titleY:a,maxWidth:l,rotation:u}=this._drawArgs(o);ka(t,n.text,0,0,r,{color:n.color,maxWidth:l,rotation:u,textAlign:Lg(n.align),textBaseline:"middle",translation:[i,a]})}}function UD(e,t){const n=new _S({ctx:e.ctx,options:t,chart:e});ln.configure(e,n,t),ln.addBox(e,n),e.titleBlock=n}var zu={id:"title",_element:_S,start(e,t,n){UD(e,n)},stop(e){const t=e.titleBlock;ln.removeBox(e,t),delete e.titleBlock},beforeUpdate(e,t,n){const r=e.titleBlock;ln.configure(e,r,n),r.options=n},defaults:{align:"center",display:!1,font:{weight:"bold"},fullSize:!0,padding:10,position:"top",text:"",weight:2e3},defaultRoutes:{color:"color"},descriptors:{_scriptable:!0,_indexable:!1}};const Ni={average(e){if(!e.length)return!1;let t,n,r=new Set,s=0,o=0;for(t=0,n=e.length;ta+l)/r.size,y:s/o}},nearest(e,t){if(!e.length)return!1;let n=t.x,r=t.y,s=Number.POSITIVE_INFINITY,o,i,a;for(o=0,i=e.length;oa({chart:t,initial:n.initial,numSteps:i,currentStep:Math.min(r-n.start,i)}))}_refresh(){this._request||(this._running=!0,this._request=K2.call(window,()=>{this._update(),this._request=null,this._running&&this._refresh()}))}_update(t=Date.now()){let n=0;this._charts.forEach((r,s)=>{if(!r.running||!r.items.length)return;const o=r.items;let i=o.length-1,a=!1,l;for(;i>=0;--i)l=o[i],l._active?(l._total>r.duration&&(r.duration=l._total),l.tick(t),a=!0):(o[i]=o[o.length-1],o.pop());a&&(s.draw(),this._notify(s,r,t,"progress")),o.length||(r.running=!1,this._notify(s,r,t,"complete"),r.initial=!1),n+=o.length}),this._lastDate=t,n===0&&(this._running=!1)}_getAnims(t){const n=this._charts;let r=n.get(t);return r||(r={running:!1,initial:!0,items:[],listeners:{complete:[],progress:[]}},n.set(t,r)),r}listen(t,n,r){this._getAnims(t).listeners[n].push(r)}add(t,n){!n||!n.length||this._getAnims(t).items.push(...n)}has(t){return this._getAnims(t).items.length>0}start(t){const n=this._charts.get(t);n&&(n.running=!0,n.start=Date.now(),n.duration=n.items.reduce((r,s)=>Math.max(r,s._duration),0),this._refresh())}running(t){if(!this._running)return!1;const n=this._charts.get(t);return!(!n||!n.running||!n.items.length)}stop(t){const n=this._charts.get(t);if(!n||!n.items.length)return;const r=n.items;let s=r.length-1;for(;s>=0;--s)r[s].cancel();n.items=[],this._notify(t,n,Date.now(),"complete")}remove(t){return this._charts.delete(t)}}var Vn=new OL;const Rx="transparent",DL={boolean(e,t,n){return n>.5?t:e},color(e,t,n){const r=xx(e||Rx),s=r.valid&&xx(t||Rx);return s&&s.valid?s.mix(r,n).hexString():t},number(e,t,n){return e+(t-e)*n}};class IL{constructor(t,n,r,s){const o=n[r];s=kl([t.to,s,o,t.from]);const i=kl([t.from,o,s]);this._active=!0,this._fn=t.fn||DL[t.type||typeof i],this._easing=Hi[t.easing]||Hi.linear,this._start=Math.floor(Date.now()+(t.delay||0)),this._duration=this._total=Math.floor(t.duration),this._loop=!!t.loop,this._target=n,this._prop=r,this._from=i,this._to=s,this._promises=void 0}active(){return this._active}update(t,n,r){if(this._active){this._notify(!1);const 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r.$shared&&FL(t.options.$animations,r).then(()=>{t.options=r},()=>{}),o}_createAnimations(t,n){const r=this._properties,s=[],o=t.$animations||(t.$animations={}),i=Object.keys(n),a=Date.now();let l;for(l=i.length-1;l>=0;--l){const u=i[l];if(u.charAt(0)==="$")continue;if(u==="options"){s.push(...this._animateOptions(t,n));continue}const d=n[u];let h=o[u];const f=r.get(u);if(h)if(f&&h.active()){h.update(f,d,a);continue}else h.cancel();if(!f||!f.duration){t[u]=d;continue}o[u]=h=new IL(f,t,u,d),s.push(h)}return s}update(t,n){if(this._properties.size===0){Object.assign(t,n);return}const r=this._createAnimations(t,n);if(r.length)return Vn.add(this._chart,r),!0}}function FL(e,t){const n=[],r=Object.keys(t);for(let s=0;s0||!n&&o<0)return s.index}return null}function Mx(e,t){const{chart:n,_cachedMeta:r}=e,s=n._stacks||(n._stacks={}),{iScale:o,vScale:i,index:a}=r,l=o.axis,u=i.axis,d=HL(o,i,r),h=t.length;let f;for(let p=0;pn[r].axis===t).shift()}function GL(e,t){return Vs(e,{active:!1,dataset:void 0,datasetIndex:t,index:t,mode:"default",type:"dataset"})}function KL(e,t,n){return Vs(e,{active:!1,dataIndex:t,parsed:void 0,raw:void 0,element:n,index:t,mode:"default",type:"data"})}function hi(e,t){const n=e.controller.index,r=e.vScale&&e.vScale.axis;if(r){t=t||e._parsed;for(const s of t){const o=s._stacks;if(!o||o[r]===void 0||o[r][n]===void 0)return;delete o[r][n],o[r]._visualValues!==void 0&&o[r]._visualValues[n]!==void 0&&delete o[r]._visualValues[n]}}}const Wd=e=>e==="reset"||e==="none",Lx=(e,t)=>t?e:Object.assign({},e),qL=(e,t,n)=>e&&!t.hidden&&t._stacked&&{keys:cS(n,!0),values:null};class ko{constructor(t,n){this.chart=t,this._ctx=t.ctx,this.index=n,this._cachedDataOpts={},this._cachedMeta=this.getMeta(),this._type=this._cachedMeta.type,this.options=void 0,this._parsing=!1,this._data=void 0,this._objectData=void 0,this._sharedOptions=void 0,this._drawStart=void 0,this._drawCount=void 0,this.enableOptionSharing=!1,this.supportsDecimation=!1,this.$context=void 0,this._syncList=[],this.datasetElementType=new.target.datasetElementType,this.dataElementType=new.target.dataElementType,this.initialize()}initialize(){const t=this._cachedMeta;this.configure(),this.linkScales(),t._stacked=Hd(t.vScale,t),this.addElements(),this.options.fill&&!this.chart.isPluginEnabled("filler")&&console.warn("Tried to use the 'fill' option without the 'Filler' plugin enabled. Please import and register the 'Filler' plugin and make sure it is not disabled in the options")}updateIndex(t){this.index!==t&&hi(this._cachedMeta),this.index=t}linkScales(){const t=this.chart,n=this._cachedMeta,r=this.getDataset(),s=(h,f,p,g)=>h==="x"?f:h==="r"?g:p,o=n.xAxisID=ue(r.xAxisID,Ud(t,"x")),i=n.yAxisID=ue(r.yAxisID,Ud(t,"y")),a=n.rAxisID=ue(r.rAxisID,Ud(t,"r")),l=n.indexAxis,u=n.iAxisID=s(l,o,i,a),d=n.vAxisID=s(l,i,o,a);n.xScale=this.getScaleForId(o),n.yScale=this.getScaleForId(i),n.rScale=this.getScaleForId(a),n.iScale=this.getScaleForId(u),n.vScale=this.getScaleForId(d)}getDataset(){return this.chart.data.datasets[this.index]}getMeta(){return this.chart.getDatasetMeta(this.index)}getScaleForId(t){return this.chart.scales[t]}_getOtherScale(t){const n=this._cachedMeta;return t===n.iScale?n.vScale:n.iScale}reset(){this._update("reset")}_destroy(){const t=this._cachedMeta;this._data&&gx(this._data,this),t._stacked&&hi(t)}_dataCheck(){const t=this.getDataset(),n=t.data||(t.data=[]),r=this._data;if(he(n)){const s=this._cachedMeta;this._data=$L(n,s)}else if(r!==n){if(r){gx(r,this);const s=this._cachedMeta;hi(s),s._parsed=[]}n&&Object.isExtensible(n)&&PM(n,this),this._syncList=[],this._data=n}}addElements(){const t=this._cachedMeta;this._dataCheck(),this.datasetElementType&&(t.dataset=new this.datasetElementType)}buildOrUpdateElements(t){const n=this._cachedMeta,r=this.getDataset();let s=!1;this._dataCheck();const o=n._stacked;n._stacked=Hd(n.vScale,n),n.stack!==r.stack&&(s=!0,hi(n),n.stack=r.stack),this._resyncElements(t),(s||o!==n._stacked)&&(Mx(this,n._parsed),n._stacked=Hd(n.vScale,n))}configure(){const t=this.chart.config,n=t.datasetScopeKeys(this._type),r=t.getOptionScopes(this.getDataset(),n,!0);this.options=t.createResolver(r,this.getContext()),this._parsing=this.options.parsing,this._cachedDataOpts={}}parse(t,n){const{_cachedMeta:r,_data:s}=this,{iScale:o,_stacked:i}=r,a=o.axis;let 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x=r.mirror?0:y*h.width+m*f.height;t.height=Math.min(this.maxHeight,t.height+x+p)}else{const x=r.mirror?0:m*h.width+y*f.height;t.width=Math.min(this.maxWidth,t.width+x+p)}this._calculatePadding(u,d,y,m)}}this._handleMargins(),a?(this.width=this._length=n.width-this._margins.left-this._margins.right,this.height=t.height):(this.width=t.width,this.height=this._length=n.height-this._margins.top-this._margins.bottom)}_calculatePadding(t,n,r,s){const{ticks:{align:o,padding:i},position:a}=this.options,l=this.labelRotation!==0,u=a!=="top"&&this.axis==="x";if(this.isHorizontal()){const d=this.getPixelForTick(0)-this.left,h=this.right-this.getPixelForTick(this.ticks.length-1);let f=0,p=0;l?u?(f=s*t.width,p=r*n.height):(f=r*t.height,p=s*n.width):o==="start"?p=n.width:o==="end"?f=t.width:o!=="inner"&&(f=t.width/2,p=n.width/2),this.paddingLeft=Math.max((f-d+i)*this.width/(this.width-d),0),this.paddingRight=Math.max((p-h+i)*this.width/(this.width-h),0)}else{let 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t<0||t>n.length-1?null:this.getPixelForValue(n[t].value)}getPixelForDecimal(t){this._reversePixels&&(t=1-t);const n=this._startPixel+t*this._length;return jM(this._alignToPixels?os(this.chart,n,0):n)}getDecimalForPixel(t){const n=(t-this._startPixel)/this._length;return this._reversePixels?1-n:n}getBasePixel(){return this.getPixelForValue(this.getBaseValue())}getBaseValue(){const{min:t,max:n}=this;return t<0&&n<0?n:t>0&&n>0?t:0}getContext(t){const n=this.ticks||[];if(t>=0&&ta*s?a/r:l/s:l*s0}_computeGridLineItems(t){const n=this.axis,r=this.chart,s=this.options,{grid:o,position:i,border:a}=s,l=o.offset,u=this.isHorizontal(),h=this.ticks.length+(l?1:0),f=gi(o),p=[],g=a.setContext(this.getContext()),m=g.display?g.width:0,y=m/2,x=function(M){return os(r,M,m)};let v,b,k,w,j,N,_,P,A,O,F,D;if(i==="top")v=x(this.bottom),N=this.bottom-f,P=v-y,O=x(t.top)+y,D=t.bottom;else if(i==="bottom")v=x(this.top),O=t.top,D=x(t.bottom)-y,N=v+y,P=this.top+f;else if(i==="left")v=x(this.right),j=this.right-f,_=v-y,A=x(t.left)+y,F=t.right;else if(i==="right")v=x(this.left),A=t.left,F=x(t.right)-y,j=v+y,_=this.left+f;else if(n==="x"){if(i==="center")v=x((t.top+t.bottom)/2+.5);else if(he(i)){const M=Object.keys(i)[0],U=i[M];v=x(this.chart.scales[M].getPixelForValue(U))}O=t.top,D=t.bottom,N=v+y,P=N+f}else if(n==="y"){if(i==="center")v=x((t.left+t.right)/2);else if(he(i)){const M=Object.keys(i)[0],U=i[M];v=x(this.chart.scales[M].getPixelForValue(U))}j=v-y,_=j-f,A=t.left,F=t.right}const W=ue(s.ticks.maxTicksLimit,h),G=Math.max(1,Math.ceil(h/W));for(b=0;b0&&(ne-=$/2);break}I={left:ne,top:K,width:$+Y.width,height:T+Y.height,color:G.backdropColor}}y.push({label:k,font:P,textOffset:F,options:{rotation:m,color:U,strokeColor:C,strokeWidth:L,textAlign:E,textBaseline:D,translation:[w,j],backdrop:I}})}return y}_getXAxisLabelAlignment(){const{position:t,ticks:n}=this.options;if(-Xn(this.labelRotation))return t==="top"?"left":"right";let s="center";return n.align==="start"?s="left":n.align==="end"?s="right":n.align==="inner"&&(s="inner"),s}_getYAxisLabelAlignment(t){const{position:n,ticks:{crossAlign:r,mirror:s,padding:o}}=this.options,i=this._getLabelSizes(),a=t+o,l=i.widest.width;let u,d;return n==="left"?s?(d=this.right+o,r==="near"?u="left":r==="center"?(u="center",d+=l/2):(u="right",d+=l)):(d=this.right-a,r==="near"?u="right":r==="center"?(u="center",d-=l/2):(u="left",d=this.left)):n==="right"?s?(d=this.left+o,r==="near"?u="right":r==="center"?(u="center",d-=l/2):(u="left",d-=l)):(d=this.left+a,r==="near"?u="left":r==="center"?(u="center",d+=l/2):(u="right",d=this.right)):u="right",{textAlign:u,x:d}}_computeLabelArea(){if(this.options.ticks.mirror)return;const t=this.chart,n=this.options.position;if(n==="left"||n==="right")return{top:0,left:this.left,bottom:t.height,right:this.right};if(n==="top"||n==="bottom")return{top:this.top,left:0,bottom:this.bottom,right:t.width}}drawBackground(){const{ctx:t,options:{backgroundColor:n},left:r,top:s,width:o,height:i}=this;n&&(t.save(),t.fillStyle=n,t.fillRect(r,s,o,i),t.restore())}getLineWidthForValue(t){const n=this.options.grid;if(!this._isVisible()||!n.display)return 0;const s=this.ticks.findIndex(o=>o.value===t);return s>=0?n.setContext(this.getContext(s)).lineWidth:0}drawGrid(t){const n=this.options.grid,r=this.ctx,s=this._gridLineItems||(this._gridLineItems=this._computeGridLineItems(t));let o,i;const a=(l,u,d)=>{!d.width||!d.color||(r.save(),r.lineWidth=d.width,r.strokeStyle=d.color,r.setLineDash(d.borderDash||[]),r.lineDashOffset=d.borderDashOffset,r.beginPath(),r.moveTo(l.x,l.y),r.lineTo(u.x,u.y),r.stroke(),r.restore())};if(n.display)for(o=0,i=s.length;o{this.draw(o)}}]:[{z:r,draw:o=>{this.drawBackground(),this.drawGrid(o),this.drawTitle()}},{z:s,draw:()=>{this.drawBorder()}},{z:n,draw:o=>{this.drawLabels(o)}}]}getMatchingVisibleMetas(t){const n=this.chart.getSortedVisibleDatasetMetas(),r=this.axis+"AxisID",s=[];let o,i;for(o=0,i=n.length;o{const r=n.split("."),s=r.pop(),o=[e].concat(r).join("."),i=t[n].split("."),a=i.pop(),l=i.join(".");Fe.route(o,s,l,a)})}function FO(e){return"id"in e&&"defaults"in e}class zO{constructor(){this.controllers=new Nl(ko,"datasets",!0),this.elements=new Nl(Zr,"elements"),this.plugins=new Nl(Object,"plugins"),this.scales=new Nl(Xo,"scales"),this._typedRegistries=[this.controllers,this.scales,this.elements]}add(...t){this._each("register",t)}remove(...t){this._each("unregister",t)}addControllers(...t){this._each("register",t,this.controllers)}addElements(...t){this._each("register",t,this.elements)}addPlugins(...t){this._each("register",t,this.plugins)}addScales(...t){this._each("register",t,this.scales)}getController(t){return this._get(t,this.controllers,"controller")}getElement(t){return this._get(t,this.elements,"element")}getPlugin(t){return this._get(t,this.plugins,"plugin")}getScale(t){return this._get(t,this.scales,"scale")}removeControllers(...t){this._each("unregister",t,this.controllers)}removeElements(...t){this._each("unregister",t,this.elements)}removePlugins(...t){this._each("unregister",t,this.plugins)}removeScales(...t){this._each("unregister",t,this.scales)}_each(t,n,r){[...n].forEach(s=>{const o=r||this._getRegistryForType(s);r||o.isForType(s)||o===this.plugins&&s.id?this._exec(t,o,s):ye(s,i=>{const a=r||this._getRegistryForType(i);this._exec(t,a,i)})})}_exec(t,n,r){const s=Ag(t);je(r["before"+s],[],r),n[t](r),je(r["after"+s],[],r)}_getRegistryForType(t){for(let n=0;no.filter(a=>!i.some(l=>a.plugin.id===l.plugin.id));this._notify(s(n,r),t,"stop"),this._notify(s(r,n),t,"start")}}function BO(e){const t={},n=[],r=Object.keys(An.plugins.items);for(let o=0;o1&&Wx(e[0].toLowerCase());if(r)return r}throw new Error(`Cannot determine type of '${e}' axis. 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r=this.options,s=this.canvas,o=r.maintainAspectRatio&&this.aspectRatio,i=this.platform.getMaximumSize(s,t,n,o),a=r.devicePixelRatio||this.platform.getDevicePixelRatio(),l=this.width?"resize":"attach";this.width=i.width,this.height=i.height,this._aspectRatio=this.aspectRatio,_x(this,a,!0)&&(this.notifyPlugins("resize",{size:i}),je(r.onResize,[this,i],this),this.attached&&this._doResize(l)&&this.render())}ensureScalesHaveIDs(){const n=this.options.scales||{};ye(n,(r,s)=>{r.id=s})}buildOrUpdateScales(){const t=this.options,n=t.scales,r=this.scales,s=Object.keys(r).reduce((i,a)=>(i[a]=!1,i),{});let o=[];n&&(o=o.concat(Object.keys(n).map(i=>{const a=n[i],l=Df(i,a),u=l==="r",d=l==="x";return{options:a,dposition:u?"chartArea":d?"bottom":"left",dtype:u?"radialLinear":d?"category":"linear"}}))),ye(o,i=>{const a=i.options,l=a.id,u=Df(l,a),d=ue(a.type,i.dtype);(a.position===void 0||Yx(a.position,u)!==Yx(i.dposition))&&(a.position=i.dposition),s[l]=!0;let h=null;if(l in 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e.usePointStyle&&(n=Math.min(n,t),r=e.pointStyleWidth||Math.min(r,t)),{boxWidth:r,boxHeight:n,itemHeight:Math.max(t,n)}},zD=(e,t)=>e!==null&&t!==null&&e.datasetIndex===t.datasetIndex&&e.index===t.index;class ab extends Zr{constructor(t){super(),this._added=!1,this.legendHitBoxes=[],this._hoveredItem=null,this.doughnutMode=!1,this.chart=t.chart,this.options=t.options,this.ctx=t.ctx,this.legendItems=void 0,this.columnSizes=void 0,this.lineWidths=void 0,this.maxHeight=void 0,this.maxWidth=void 0,this.top=void 0,this.bottom=void 0,this.left=void 0,this.right=void 0,this.height=void 0,this.width=void 0,this._margins=void 0,this.position=void 0,this.weight=void 0,this.fullSize=void 0}update(t,n,r){this.maxWidth=t,this.maxHeight=n,this._margins=r,this.setDimensions(),this.buildLabels(),this.fit()}setDimensions(){this.isHorizontal()?(this.width=this.maxWidth,this.left=this._margins.left,this.right=this.width):(this.height=this.maxHeight,this.top=this._margins.top,this.bottom=this.height)}buildLabels(){const t=this.options.labels||{};let n=je(t.generateLabels,[this.chart],this)||[];t.filter&&(n=n.filter(r=>t.filter(r,this.chart.data))),t.sort&&(n=n.sort((r,s)=>t.sort(r,s,this.chart.data))),this.options.reverse&&n.reverse(),this.legendItems=n}fit(){const{options:t,ctx:n}=this;if(!t.display){this.width=this.height=0;return}const r=t.labels,s=yt(r.font),o=s.size,i=this._computeTitleHeight(),{boxWidth:a,itemHeight:l}=ib(r,o);let u,d;n.font=s.string,this.isHorizontal()?(u=this.maxWidth,d=this._fitRows(i,o,a,l)+10):(d=this.maxHeight,u=this._fitCols(i,s,a,l)+10),this.width=Math.min(u,t.maxWidth||this.maxWidth),this.height=Math.min(d,t.maxHeight||this.maxHeight)}_fitRows(t,n,r,s){const{ctx:o,maxWidth:i,options:{labels:{padding:a}}}=this,l=this.legendHitBoxes=[],u=this.lineWidths=[0],d=s+a;let h=t;o.textAlign="left",o.textBaseline="middle";let f=-1,p=-d;return this.legendItems.forEach((g,m)=>{const y=r+n/2+o.measureText(g.text).width;(m===0||u[u.length-1]+y+2*a>i)&&(h+=d,u[u.length-(m>0?0:1)]=0,p+=d,f++),l[m]={left:0,top:p,row:f,width:y,height:s},u[u.length-1]+=y+a}),h}_fitCols(t,n,r,s){const{ctx:o,maxHeight:i,options:{labels:{padding:a}}}=this,l=this.legendHitBoxes=[],u=this.columnSizes=[],d=i-t;let h=a,f=0,p=0,g=0,m=0;return this.legendItems.forEach((y,x)=>{const{itemWidth:v,itemHeight:b}=VD(r,n,o,y,s);x>0&&p+b+2*a>d&&(h+=f+a,u.push({width:f,height:p}),g+=f+a,m++,f=p=0),l[x]={left:g,top:p,col:m,width:v,height:b},f=Math.max(f,v),p+=b+a}),h+=f,u.push({width:f,height:p}),h}adjustHitBoxes(){if(!this.options.display)return;const t=this._computeTitleHeight(),{legendHitBoxes:n,options:{align:r,labels:{padding:s},rtl:o}}=this,i=wo(o,this.left,this.width);if(this.isHorizontal()){let a=0,l=pt(r,this.left+s,this.right-this.lineWidths[a]);for(const u of n)a!==u.row&&(a=u.row,l=pt(r,this.left+s,this.right-this.lineWidths[a])),u.top+=this.top+t+s,u.left=i.leftForLtr(i.x(l),u.width),l+=u.width+s}else{let a=0,l=pt(r,this.top+t+s,this.bottom-this.columnSizes[a].height);for(const u of n)u.col!==a&&(a=u.col,l=pt(r,this.top+t+s,this.bottom-this.columnSizes[a].height)),u.top=l,u.left+=this.left+s,u.left=i.leftForLtr(i.x(u.left),u.width),l+=u.height+s}}isHorizontal(){return this.options.position==="top"||this.options.position==="bottom"}draw(){if(this.options.display){const t=this.ctx;Au(t,this),this._draw(),Mu(t)}}_draw(){const{options:t,columnSizes:n,lineWidths:r,ctx:s}=this,{align:o,labels:i}=t,a=Fe.color,l=wo(t.rtl,this.left,this.width),u=yt(i.font),{padding:d}=i,h=u.size,f=h/2;let p;this.drawTitle(),s.textAlign=l.textAlign("left"),s.textBaseline="middle",s.lineWidth=.5,s.font=u.string;const{boxWidth:g,boxHeight:m,itemHeight:y}=ib(i,h),x=function(j,N,_){if(isNaN(g)||g<=0||isNaN(m)||m<0)return;s.save();const P=ue(_.lineWidth,1);if(s.fillStyle=ue(_.fillStyle,a),s.lineCap=ue(_.lineCap,"butt"),s.lineDashOffset=ue(_.lineDashOffset,0),s.lineJoin=ue(_.lineJoin,"miter"),s.lineWidth=P,s.strokeStyle=ue(_.strokeStyle,a),s.setLineDash(ue(_.lineDash,[])),i.usePointStyle){const A={radius:m*Math.SQRT2/2,pointStyle:_.pointStyle,rotation:_.rotation,borderWidth:P},O=l.xPlus(j,g/2),F=N+f;X2(s,A,O,F,i.pointStyleWidth&&g)}else{const A=N+Math.max((h-m)/2,0),O=l.leftForLtr(j,g),F=Wi(_.borderRadius);s.beginPath(),Object.values(F).some(D=>D!==0)?Mf(s,{x:O,y:A,w:g,h:m,radius:F}):s.rect(O,A,g,m),s.fill(),P!==0&&s.stroke()}s.restore()},v=function(j,N,_){ka(s,_.text,j,N+y/2,u,{strikethrough:_.hidden,textAlign:l.textAlign(_.textAlign)})},b=this.isHorizontal(),k=this._computeTitleHeight();b?p={x:pt(o,this.left+d,this.right-r[0]),y:this.top+d+k,line:0}:p={x:this.left+d,y:pt(o,this.top+k+d,this.bottom-n[0].height),line:0},nS(this.ctx,t.textDirection);const w=y+d;this.legendItems.forEach((j,N)=>{s.strokeStyle=j.fontColor,s.fillStyle=j.fontColor;const _=s.measureText(j.text).width,P=l.textAlign(j.textAlign||(j.textAlign=i.textAlign)),A=g+f+_;let O=p.x,F=p.y;l.setWidth(this.width),b?N>0&&O+A+d>this.right&&(F=p.y+=w,p.line++,O=p.x=pt(o,this.left+d,this.right-r[p.line])):N>0&&F+w>this.bottom&&(O=p.x=O+n[p.line].width+d,p.line++,F=p.y=pt(o,this.top+k+d,this.bottom-n[p.line].height));const D=l.x(O);if(x(D,F,j),O=TM(P,O+g+f,b?O+A:this.right,t.rtl),v(l.x(O),F,j),b)p.x+=A+d;else if(typeof j.text!="string"){const W=u.lineHeight;p.y+=SS(j,W)+d}else p.y+=w}),rS(this.ctx,t.textDirection)}drawTitle(){const t=this.options,n=t.title,r=yt(n.font),s=hn(n.padding);if(!n.display)return;const o=wo(t.rtl,this.left,this.width),i=this.ctx,a=n.position,l=r.size/2,u=s.top+l;let d,h=this.left,f=this.width;if(this.isHorizontal())f=Math.max(...this.lineWidths),d=this.top+u,h=pt(t.align,h,this.right-f);else{const g=this.columnSizes.reduce((m,y)=>Math.max(m,y.height),0);d=u+pt(t.align,this.top,this.bottom-g-t.labels.padding-this._computeTitleHeight())}const p=pt(a,h,h+f);i.textAlign=o.textAlign(Lg(a)),i.textBaseline="middle",i.strokeStyle=n.color,i.fillStyle=n.color,i.font=r.string,ka(i,n.text,p,d,r)}_computeTitleHeight(){const t=this.options.title,n=yt(t.font),r=hn(t.padding);return t.display?n.lineHeight+r.height:0}_getLegendItemAt(t,n){let r,s,o;if(bs(t,this.left,this.right)&&bs(n,this.top,this.bottom)){for(o=this.legendHitBoxes,r=0;ro.length>i.length?o:i)),t+n.size/2+r.measureText(s).width}function $D(e,t,n){let r=e;return typeof t.text!="string"&&(r=SS(t,n)),r}function SS(e,t){const n=e.text?e.text.length:0;return t*n}function HD(e,t){return!!((e==="mousemove"||e==="mouseout")&&(t.onHover||t.onLeave)||t.onClick&&(e==="click"||e==="mouseup"))}var Fu={id:"legend",_element:ab,start(e,t,n){const r=e.legend=new ab({ctx:e.ctx,options:n,chart:e});ln.configure(e,r,n),ln.addBox(e,r)},stop(e){ln.removeBox(e,e.legend),delete e.legend},beforeUpdate(e,t,n){const r=e.legend;ln.configure(e,r,n),r.options=n},afterUpdate(e){const t=e.legend;t.buildLabels(),t.adjustHitBoxes()},afterEvent(e,t){t.replay||e.legend.handleEvent(t.event)},defaults:{display:!0,position:"top",align:"center",fullSize:!0,reverse:!1,weight:1e3,onClick(e,t,n){const r=t.datasetIndex,s=n.chart;s.isDatasetVisible(r)?(s.hide(r),t.hidden=!0):(s.show(r),t.hidden=!1)},onHover:null,onLeave:null,labels:{color:e=>e.chart.options.color,boxWidth:40,padding:10,generateLabels(e){const t=e.data.datasets,{labels:{usePointStyle:n,pointStyle:r,textAlign:s,color:o,useBorderRadius:i,borderRadius:a}}=e.legend.options;return e._getSortedDatasetMetas().map(l=>{const u=l.controller.getStyle(n?0:void 0),d=hn(u.borderWidth);return{text:t[l.index].label,fillStyle:u.backgroundColor,fontColor:o,hidden:!l.visible,lineCap:u.borderCapStyle,lineDash:u.borderDash,lineDashOffset:u.borderDashOffset,lineJoin:u.borderJoinStyle,lineWidth:(d.width+d.height)/4,strokeStyle:u.borderColor,pointStyle:r||u.pointStyle,rotation:u.rotation,textAlign:s||u.textAlign,borderRadius:i&&(a||u.borderRadius),datasetIndex:l.index}},this)}},title:{color:e=>e.chart.options.color,display:!1,position:"center",text:""}},descriptors:{_scriptable:e=>!e.startsWith("on"),labels:{_scriptable:e=>!["generateLabels","filter","sort"].includes(e)}}};class _S extends Zr{constructor(t){super(),this.chart=t.chart,this.options=t.options,this.ctx=t.ctx,this._padding=void 0,this.top=void 0,this.bottom=void 0,this.left=void 0,this.right=void 0,this.width=void 0,this.height=void 0,this.position=void 0,this.weight=void 0,this.fullSize=void 0}update(t,n){const r=this.options;if(this.left=0,this.top=0,!r.display){this.width=this.height=this.right=this.bottom=0;return}this.width=this.right=t,this.height=this.bottom=n;const s=We(r.text)?r.text.length:1;this._padding=hn(r.padding);const o=s*yt(r.font).lineHeight+this._padding.height;this.isHorizontal()?this.height=o:this.width=o}isHorizontal(){const t=this.options.position;return t==="top"||t==="bottom"}_drawArgs(t){const{top:n,left:r,bottom:s,right:o,options:i}=this,a=i.align;let l=0,u,d,h;return this.isHorizontal()?(d=pt(a,r,o),h=n+t,u=o-r):(i.position==="left"?(d=r+t,h=pt(a,s,n),l=xe*-.5):(d=o-t,h=pt(a,n,s),l=xe*.5),u=s-n),{titleX:d,titleY:h,maxWidth:u,rotation:l}}draw(){const t=this.ctx,n=this.options;if(!n.display)return;const r=yt(n.font),o=r.lineHeight/2+this._padding.top,{titleX:i,titleY:a,maxWidth:l,rotation:u}=this._drawArgs(o);ka(t,n.text,0,0,r,{color:n.color,maxWidth:l,rotation:u,textAlign:Lg(n.align),textBaseline:"middle",translation:[i,a]})}}function UD(e,t){const n=new _S({ctx:e.ctx,options:t,chart:e});ln.configure(e,n,t),ln.addBox(e,n),e.titleBlock=n}var zu={id:"title",_element:_S,start(e,t,n){UD(e,n)},stop(e){const t=e.titleBlock;ln.removeBox(e,t),delete e.titleBlock},beforeUpdate(e,t,n){const r=e.titleBlock;ln.configure(e,r,n),r.options=n},defaults:{align:"center",display:!1,font:{weight:"bold"},fullSize:!0,padding:10,position:"top",text:"",weight:2e3},defaultRoutes:{color:"color"},descriptors:{_scriptable:!0,_indexable:!1}};const Ni={average(e){if(!e.length)return!1;let t,n,r=new Set,s=0,o=0;for(t=0,n=e.length;ta+l)/r.size,y:s/o}},nearest(e,t){if(!e.length)return!1;let n=t.x,r=t.y,s=Number.POSITIVE_INFINITY,o,i,a;for(o=0,i=e.length;o-1?e.split(` -`):e}function WD(e,t){const{element:n,datasetIndex:r,index:s}=t,o=e.getDatasetMeta(r).controller,{label:i,value:a}=o.getLabelAndValue(s);return{chart:e,label:i,parsed:o.getParsed(s),raw:e.data.datasets[r].data[s],formattedValue:a,dataset:o.getDataset(),dataIndex:s,datasetIndex:r,element:n}}function lb(e,t){const n=e.chart.ctx,{body:r,footer:s,title:o}=e,{boxWidth:i,boxHeight:a}=t,l=yt(t.bodyFont),u=yt(t.titleFont),d=yt(t.footerFont),h=o.length,f=s.length,p=r.length,g=hn(t.padding);let m=g.height,y=0,x=r.reduce((k,w)=>k+w.before.length+w.lines.length+w.after.length,0);if(x+=e.beforeBody.length+e.afterBody.length,h&&(m+=h*u.lineHeight+(h-1)*t.titleSpacing+t.titleMarginBottom),x){const k=t.displayColors?Math.max(a,l.lineHeight):l.lineHeight;m+=p*k+(x-p)*l.lineHeight+(x-1)*t.bodySpacing}f&&(m+=t.footerMarginTop+f*d.lineHeight+(f-1)*t.footerSpacing);let v=0;const b=function(k){y=Math.max(y,n.measureText(k).width+v)};return n.save(),n.font=u.string,ye(e.title,b),n.font=l.string,ye(e.beforeBody.concat(e.afterBody),b),v=t.displayColors?i+2+t.boxPadding:0,ye(r,k=>{ye(k.before,b),ye(k.lines,b),ye(k.after,b)}),v=0,n.font=d.string,ye(e.footer,b),n.restore(),y+=g.width,{width:y,height:m}}function GD(e,t){const{y:n,height:r}=t;return ne.height-r/2?"bottom":"center"}function qD(e,t,n,r){const{x:s,width:o}=r,i=n.caretSize+n.caretPadding;if(e==="left"&&s+o+i>t.width||e==="right"&&s-o-i<0)return!0}function KD(e,t,n,r){const{x:s,width:o}=n,{width:i,chartArea:{left:a,right:l}}=e;let u="center";return r==="center"?u=s<=(a+l)/2?"left":"right":s<=o/2?u="left":s>=i-o/2&&(u="right"),qD(u,e,t,n)&&(u="center"),u}function cb(e,t,n){const r=n.yAlign||t.yAlign||GD(e,n);return{xAlign:n.xAlign||t.xAlign||KD(e,t,n,r),yAlign:r}}function YD(e,t){let{x:n,width:r}=e;return t==="right"?n-=r:t==="center"&&(n-=r/2),n}function XD(e,t,n){let{y:r,height:s}=e;return t==="top"?r+=n:t==="bottom"?r-=s+n:r-=s/2,r}function ub(e,t,n,r){const{caretSize:s,caretPadding:o,cornerRadius:i}=e,{xAlign:a,yAlign:l}=n,u=s+o,{topLeft:d,topRight:h,bottomLeft:f,bottomRight:p}=Wi(i);let g=YD(t,a);const m=XD(t,l,u);return l==="center"?a==="left"?g+=u:a==="right"&&(g-=u):a==="left"?g-=Math.max(d,f)+s:a==="right"&&(g+=Math.max(h,p)+s),{x:_t(g,0,r.width-t.width),y:_t(m,0,r.height-t.height)}}function Rl(e,t,n){const r=hn(n.padding);return t==="center"?e.x+e.width/2:t==="right"?e.x+e.width-r.right:e.x+r.left}function db(e){return En([],Bn(e))}function QD(e,t,n){return Vs(e,{tooltip:t,tooltipItems:n,type:"tooltip"})}function hb(e,t){const n=t&&t.dataset&&t.dataset.tooltip&&t.dataset.tooltip.callbacks;return n?e.override(n):e}const jS={beforeTitle:zn,title(e){if(e.length>0){const t=e[0],n=t.chart.data.labels,r=n?n.length:0;if(this&&this.options&&this.options.mode==="dataset")return t.dataset.label||"";if(t.label)return t.label;if(r>0&&t.dataIndex"u"?jS[t].call(n,r):s}class zf extends Zr{constructor(t){super(),this.opacity=0,this._active=[],this._eventPosition=void 0,this._size=void 0,this._cachedAnimations=void 0,this._tooltipItems=[],this.$animations=void 0,this.$context=void 0,this.chart=t.chart,this.options=t.options,this.dataPoints=void 0,this.title=void 0,this.beforeBody=void 0,this.body=void 0,this.afterBody=void 0,this.footer=void 0,this.xAlign=void 0,this.yAlign=void 0,this.x=void 0,this.y=void 0,this.height=void 0,this.width=void 0,this.caretX=void 0,this.caretY=void 0,this.labelColors=void 0,this.labelPointStyles=void 0,this.labelTextColors=void 0}initialize(t){this.options=t,this._cachedAnimations=void 0,this.$context=void 0}_resolveAnimations(){const t=this._cachedAnimations;if(t)return t;const n=this.chart,r=this.options.setContext(this.getContext()),s=r.enabled&&n.options.animation&&r.animations,o=new lS(this.chart,s);return s._cacheable&&(this._cachedAnimations=Object.freeze(o)),o}getContext(){return this.$context||(this.$context=QD(this.chart.getContext(),this,this._tooltipItems))}getTitle(t,n){const{callbacks:r}=n,s=Pt(r,"beforeTitle",this,t),o=Pt(r,"title",this,t),i=Pt(r,"afterTitle",this,t);let a=[];return a=En(a,Bn(s)),a=En(a,Bn(o)),a=En(a,Bn(i)),a}getBeforeBody(t,n){return db(Pt(n.callbacks,"beforeBody",this,t))}getBody(t,n){const{callbacks:r}=n,s=[];return ye(t,o=>{const i={before:[],lines:[],after:[]},a=hb(r,o);En(i.before,Bn(Pt(a,"beforeLabel",this,o))),En(i.lines,Pt(a,"label",this,o)),En(i.after,Bn(Pt(a,"afterLabel",this,o))),s.push(i)}),s}getAfterBody(t,n){return db(Pt(n.callbacks,"afterBody",this,t))}getFooter(t,n){const{callbacks:r}=n,s=Pt(r,"beforeFooter",this,t),o=Pt(r,"footer",this,t),i=Pt(r,"afterFooter",this,t);let a=[];return a=En(a,Bn(s)),a=En(a,Bn(o)),a=En(a,Bn(i)),a}_createItems(t){const n=this._active,r=this.chart.data,s=[],o=[],i=[];let a=[],l,u;for(l=0,u=n.length;lt.filter(d,h,f,r))),t.itemSort&&(a=a.sort((d,h)=>t.itemSort(d,h,r))),ye(a,d=>{const h=hb(t.callbacks,d);s.push(Pt(h,"labelColor",this,d)),o.push(Pt(h,"labelPointStyle",this,d)),i.push(Pt(h,"labelTextColor",this,d))}),this.labelColors=s,this.labelPointStyles=o,this.labelTextColors=i,this.dataPoints=a,a}update(t,n){const r=this.options.setContext(this.getContext()),s=this._active;let o,i=[];if(!s.length)this.opacity!==0&&(o={opacity:0});else{const a=Ni[r.position].call(this,s,this._eventPosition);i=this._createItems(r),this.title=this.getTitle(i,r),this.beforeBody=this.getBeforeBody(i,r),this.body=this.getBody(i,r),this.afterBody=this.getAfterBody(i,r),this.footer=this.getFooter(i,r);const l=this._size=lb(this,r),u=Object.assign({},a,l),d=cb(this.chart,r,u),h=ub(r,u,d,this.chart);this.xAlign=d.xAlign,this.yAlign=d.yAlign,o={opacity:1,x:h.x,y:h.y,width:l.width,height:l.height,caretX:a.x,caretY:a.y}}this._tooltipItems=i,this.$context=void 0,o&&this._resolveAnimations().update(this,o),t&&r.external&&r.external.call(this,{chart:this.chart,tooltip:this,replay:n})}drawCaret(t,n,r,s){const o=this.getCaretPosition(t,r,s);n.lineTo(o.x1,o.y1),n.lineTo(o.x2,o.y2),n.lineTo(o.x3,o.y3)}getCaretPosition(t,n,r){const{xAlign:s,yAlign:o}=this,{caretSize:i,cornerRadius:a}=r,{topLeft:l,topRight:u,bottomLeft:d,bottomRight:h}=Wi(a),{x:f,y:p}=t,{width:g,height:m}=n;let y,x,v,b,k,w;return o==="center"?(k=p+m/2,s==="left"?(y=f,x=y-i,b=k+i,w=k-i):(y=f+g,x=y+i,b=k-i,w=k+i),v=y):(s==="left"?x=f+Math.max(l,d)+i:s==="right"?x=f+g-Math.max(u,h)-i:x=this.caretX,o==="top"?(b=p,k=b-i,y=x-i,v=x+i):(b=p+m,k=b+i,y=x+i,v=x-i),w=b),{x1:y,x2:x,x3:v,y1:b,y2:k,y3:w}}drawTitle(t,n,r){const s=this.title,o=s.length;let i,a,l;if(o){const u=vo(r.rtl,this.x,this.width);for(t.x=Rl(this,r.titleAlign,r),n.textAlign=u.textAlign(r.titleAlign),n.textBaseline="middle",i=yt(r.titleFont),a=r.titleSpacing,n.fillStyle=r.titleColor,n.font=i.string,l=0;lv!==0)?(t.beginPath(),t.fillStyle=o.multiKeyBackground,Mf(t,{x:m,y:g,w:u,h:l,radius:x}),t.fill(),t.stroke(),t.fillStyle=i.backgroundColor,t.beginPath(),Mf(t,{x:y,y:g+1,w:u-2,h:l-2,radius:x}),t.fill()):(t.fillStyle=o.multiKeyBackground,t.fillRect(m,g,u,l),t.strokeRect(m,g,u,l),t.fillStyle=i.backgroundColor,t.fillRect(y,g+1,u-2,l-2))}t.fillStyle=this.labelTextColors[r]}drawBody(t,n,r){const{body:s}=this,{bodySpacing:o,bodyAlign:i,displayColors:a,boxHeight:l,boxWidth:u,boxPadding:d}=r,h=yt(r.bodyFont);let f=h.lineHeight,p=0;const g=vo(r.rtl,this.x,this.width),m=function(_){n.fillText(_,g.x(t.x+p),t.y+f/2),t.y+=f+o},y=g.textAlign(i);let 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r?r.desc?"desc":"asc":!1},e.getSortIndex=()=>{var n,r;return(n=(r=t.getState().sorting)==null?void 0:r.findIndex(s=>s.id===e.id))!=null?n:-1},e.clearSorting=()=>{t.setSorting(n=>n!=null&&n.length?n.filter(r=>r.id!==e.id):[])},e.getToggleSortingHandler=()=>{const n=e.getCanSort();return r=>{n&&(r.persist==null||r.persist(),e.toggleSorting==null||e.toggleSorting(void 0,e.getCanMultiSort()?t.options.isMultiSortEvent==null?void 0:t.options.isMultiSortEvent(r):!1))}}},createTable:e=>{e.setSorting=t=>e.options.onSortingChange==null?void 0:e.options.onSortingChange(t),e.resetSorting=t=>{var n,r;e.setSorting(t?[]:(n=(r=e.initialState)==null?void 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e=>ee(()=>[e.getState().sorting,e.getPreSortedRowModel()],(t,n)=>{if(!n.rows.length||!(t!=null&&t.length))return n;const r=e.getState().sorting,s=[],o=r.filter(l=>{var u;return(u=e.getColumn(l.id))==null?void 0:u.getCanSort()}),i={};o.forEach(l=>{const u=e.getColumn(l.id);u&&(i[l.id]={sortUndefined:u.columnDef.sortUndefined,invertSorting:u.columnDef.invertSorting,sortingFn:u.getSortingFn()})});const a=l=>{const u=l.map(d=>({...d}));return u.sort((d,h)=>{for(let p=0;p{var h;s.push(d),(h=d.subRows)!=null&&h.length&&(d.subRows=a(d.subRows))}),u};return{rows:a(n.rows),flatRows:s,rowsById:n.rowsById}},te(e.options,"debugTable","getSortedRowModel",()=>e._autoResetPageIndex()))}/** + color: hsl(${Math.max(0,Math.min(120-120*f,120))}deg 100% 31%);`,n==null?void 0:n.key)}return s}}function te(e,t,n,r){return{debug:()=>{var s;return(s=e==null?void 0:e.debugAll)!=null?s:e[t]},key:!1,onChange:r}}function gI(e,t,n,r){const s=()=>{var 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a=(o=r==null?void 0:r.map(h=>n.find(f=>f.id===h)).filter(Boolean))!=null?o:[],l=(i=s==null?void 0:s.map(h=>n.find(f=>f.id===h)).filter(Boolean))!=null?i:[],u=n.filter(h=>!(r!=null&&r.includes(h.id))&&!(s!=null&&s.includes(h.id)));return Tl(t,[...a,...u,...l],e)},te(e.options,ht)),e.getCenterHeaderGroups=ee(()=>[e.getAllColumns(),e.getVisibleLeafColumns(),e.getState().columnPinning.left,e.getState().columnPinning.right],(t,n,r,s)=>(n=n.filter(o=>!(r!=null&&r.includes(o.id))&&!(s!=null&&s.includes(o.id))),Tl(t,n,e,"center")),te(e.options,ht)),e.getLeftHeaderGroups=ee(()=>[e.getAllColumns(),e.getVisibleLeafColumns(),e.getState().columnPinning.left],(t,n,r)=>{var s;const o=(s=r==null?void 0:r.map(i=>n.find(a=>a.id===i)).filter(Boolean))!=null?s:[];return Tl(t,o,e,"left")},te(e.options,ht)),e.getRightHeaderGroups=ee(()=>[e.getAllColumns(),e.getVisibleLeafColumns(),e.getState().columnPinning.right],(t,n,r)=>{var s;const o=(s=r==null?void 0:r.map(i=>n.find(a=>a.id===i)).filter(Boolean))!=null?s:[];return Tl(t,o,e,"right")},te(e.options,ht)),e.getFooterGroups=ee(()=>[e.getHeaderGroups()],t=>[...t].reverse(),te(e.options,ht)),e.getLeftFooterGroups=ee(()=>[e.getLeftHeaderGroups()],t=>[...t].reverse(),te(e.options,ht)),e.getCenterFooterGroups=ee(()=>[e.getCenterHeaderGroups()],t=>[...t].reverse(),te(e.options,ht)),e.getRightFooterGroups=ee(()=>[e.getRightHeaderGroups()],t=>[...t].reverse(),te(e.options,ht)),e.getFlatHeaders=ee(()=>[e.getHeaderGroups()],t=>t.map(n=>n.headers).flat(),te(e.options,ht)),e.getLeftFlatHeaders=ee(()=>[e.getLeftHeaderGroups()],t=>t.map(n=>n.headers).flat(),te(e.options,ht)),e.getCenterFlatHeaders=ee(()=>[e.getCenterHeaderGroups()],t=>t.map(n=>n.headers).flat(),te(e.options,ht)),e.getRightFlatHeaders=ee(()=>[e.getRightHeaderGroups()],t=>t.map(n=>n.headers).flat(),te(e.options,ht)),e.getCenterLeafHeaders=ee(()=>[e.getCenterFlatHeaders()],t=>t.filter(n=>{var r;return!((r=n.subHeaders)!=null&&r.length)}),te(e.options,ht)),e.getLeftLeafHeaders=ee(()=>[e.getLeftFlatHeaders()],t=>t.filter(n=>{var r;return!((r=n.subHeaders)!=null&&r.length)}),te(e.options,ht)),e.getRightLeafHeaders=ee(()=>[e.getRightFlatHeaders()],t=>t.filter(n=>{var r;return!((r=n.subHeaders)!=null&&r.length)}),te(e.options,ht)),e.getLeafHeaders=ee(()=>[e.getLeftHeaderGroups(),e.getCenterHeaderGroups(),e.getRightHeaderGroups()],(t,n,r)=>{var s,o,i,a,l,u;return[...(s=(o=t[0])==null?void 0:o.headers)!=null?s:[],...(i=(a=n[0])==null?void 0:a.headers)!=null?i:[],...(l=(u=r[0])==null?void 0:u.headers)!=null?l:[]].map(d=>d.getLeafHeaders()).flat()},te(e.options,ht))}};function Tl(e,t,n,r){var s,o;let i=0;const a=function(f,p){p===void 0&&(p=1),i=Math.max(i,p),f.filter(g=>g.getIsVisible()).forEach(g=>{var m;(m=g.columns)!=null&&m.length&&a(g.columns,p+1)},0)};a(e);let l=[];const u=(f,p)=>{const g={depth:p,id:[r,`${p}`].filter(Boolean).join("_"),headers:[]},m=[];f.forEach(y=>{const 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a={id:t,index:r,original:n,depth:s,parentId:i,_valuesCache:{},_uniqueValuesCache:{},getValue:l=>{if(a._valuesCache.hasOwnProperty(l))return a._valuesCache[l];const u=e.getColumn(l);if(u!=null&&u.accessorFn)return a._valuesCache[l]=u.accessorFn(a.original,r),a._valuesCache[l]},getUniqueValues:l=>{if(a._uniqueValuesCache.hasOwnProperty(l))return a._uniqueValuesCache[l];const u=e.getColumn(l);if(u!=null&&u.accessorFn)return u.columnDef.getUniqueValues?(a._uniqueValuesCache[l]=u.columnDef.getUniqueValues(a.original,r),a._uniqueValuesCache[l]):(a._uniqueValuesCache[l]=[a.getValue(l)],a._uniqueValuesCache[l])},renderValue:l=>{var u;return(u=a.getValue(l))!=null?u:e.options.renderFallbackValue},subRows:[],getLeafRows:()=>pI(a.subRows,l=>l.subRows),getParentRow:()=>a.parentId?e.getRow(a.parentId,!0):void 0,getParentRows:()=>{let l=[],u=a;for(;;){const d=u.getParentRow();if(!d)break;l.push(d),u=d}return 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l={id:e.id,value:i};if(o){var u;return(u=r==null?void 0:r.map(d=>d.id===e.id?l:d))!=null?u:[]}return r!=null&&r.length?[...r,l]:[l]})}},createRow:(e,t)=>{e.columnFilters={},e.columnFiltersMeta={}},createTable:e=>{e.setColumnFilters=t=>{const n=e.getAllLeafColumns(),r=s=>{var o;return(o=jr(t,s))==null?void 0:o.filter(i=>{const a=n.find(l=>l.id===i.id);if(a){const l=a.getFilterFn();if(_b(l,i.value,a))return!1}return!0})};e.options.onColumnFiltersChange==null||e.options.onColumnFiltersChange(r)},e.resetColumnFilters=t=>{var n,r;e.setColumnFilters(t?[]:(n=(r=e.initialState)==null?void 0:r.columnFilters)!=null?n:[])},e.getPreFilteredRowModel=()=>e.getCoreRowModel(),e.getFilteredRowModel=()=>(!e._getFilteredRowModel&&e.options.getFilteredRowModel&&(e._getFilteredRowModel=e.options.getFilteredRowModel(e)),e.options.manualFiltering||!e._getFilteredRowModel?e.getPreFilteredRowModel():e._getFilteredRowModel())}};function _b(e,t,n){return(e&&e.autoRemove?e.autoRemove(t,n):!1)||typeof t>"u"||typeof t=="string"&&!t}const vI=(e,t,n)=>n.reduce((r,s)=>{const o=s.getValue(e);return r+(typeof o=="number"?o:0)},0),wI=(e,t,n)=>{let r;return n.forEach(s=>{const o=s.getValue(e);o!=null&&(r>o||r===void 0&&o>=o)&&(r=o)}),r},kI=(e,t,n)=>{let r;return n.forEach(s=>{const o=s.getValue(e);o!=null&&(r=o)&&(r=o)}),r},SI=(e,t,n)=>{let r,s;return n.forEach(o=>{const i=o.getValue(e);i!=null&&(r===void 0?i>=i&&(r=s=i):(r>i&&(r=i),s{let n=0,r=0;if(t.forEach(s=>{let o=s.getValue(e);o!=null&&(o=+o)>=o&&(++n,r+=o)}),n)return r/n},jI=(e,t)=>{if(!t.length)return;const n=t.map(o=>o.getValue(e));if(!fI(n))return;if(n.length===1)return n[0];const r=Math.floor(n.length/2),s=n.sort((o,i)=>o-i);return n.length%2!==0?s[r]:(s[r-1]+s[r])/2},CI=(e,t)=>Array.from(new Set(t.map(n=>n.getValue(e))).values()),NI=(e,t)=>new 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n=e.getCanGroup();return()=>{n&&e.toggleGrouping()}},e.getAutoAggregationFn=()=>{const n=t.getCoreRowModel().flatRows[0],r=n==null?void 0:n.getValue(e.id);if(typeof r=="number")return Qd.sum;if(Object.prototype.toString.call(r)==="[object Date]")return Qd.extent},e.getAggregationFn=()=>{var n,r;if(!e)throw new Error;return $u(e.columnDef.aggregationFn)?e.columnDef.aggregationFn:e.columnDef.aggregationFn==="auto"?e.getAutoAggregationFn():(n=(r=t.options.aggregationFns)==null?void 0:r[e.columnDef.aggregationFn])!=null?n:Qd[e.columnDef.aggregationFn]}},createTable:e=>{e.setGrouping=t=>e.options.onGroupingChange==null?void 0:e.options.onGroupingChange(t),e.resetGrouping=t=>{var n,r;e.setGrouping(t?[]:(n=(r=e.initialState)==null?void 0:r.grouping)!=null?n:[])},e.getPreGroupedRowModel=()=>e.getFilteredRowModel(),e.getGroupedRowModel=()=>(!e._getGroupedRowModel&&e.options.getGroupedRowModel&&(e._getGroupedRowModel=e.options.getGroupedRowModel(e)),e.options.manualGrouping||!e._getGroupedRowModel?e.getPreGroupedRowModel():e._getGroupedRowModel())},createRow:(e,t)=>{e.getIsGrouped=()=>!!e.groupingColumnId,e.getGroupingValue=n=>{if(e._groupingValuesCache.hasOwnProperty(n))return e._groupingValuesCache[n];const r=t.getColumn(n);return r!=null&&r.columnDef.getGroupingValue?(e._groupingValuesCache[n]=r.columnDef.getGroupingValue(e.original),e._groupingValuesCache[n]):e.getValue(n)},e._groupingValuesCache={}},createCell:(e,t,n,r)=>{e.getIsGrouped=()=>t.getIsGrouped()&&t.id===n.groupingColumnId,e.getIsPlaceholder=()=>!e.getIsGrouped()&&t.getIsGrouped(),e.getIsAggregated=()=>{var s;return!e.getIsGrouped()&&!e.getIsPlaceholder()&&!!((s=n.subRows)!=null&&s.length)}}};function EI(e,t,n){if(!(t!=null&&t.length)||!n)return e;const 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Al={size:150,minSize:20,maxSize:Number.MAX_SAFE_INTEGER},Zd=()=>({startOffset:null,startSize:null,deltaOffset:null,deltaPercentage:null,isResizingColumn:!1,columnSizingStart:[]}),LI={getDefaultColumnDef:()=>Al,getInitialState:e=>({columnSizing:{},columnSizingInfo:Zd(),...e}),getDefaultOptions:e=>({columnResizeMode:"onEnd",columnResizeDirection:"ltr",onColumnSizingChange:Yt("columnSizing",e),onColumnSizingInfoChange:Yt("columnSizingInfo",e)}),createColumn:(e,t)=>{e.getSize=()=>{var n,r,s;const o=t.getState().columnSizing[e.id];return 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II={createTable:e=>{e._getGlobalFacetedRowModel=e.options.getFacetedRowModel&&e.options.getFacetedRowModel(e,"__global__"),e.getGlobalFacetedRowModel=()=>e.options.manualFiltering||!e._getGlobalFacetedRowModel?e.getPreFilteredRowModel():e._getGlobalFacetedRowModel(),e._getGlobalFacetedUniqueValues=e.options.getFacetedUniqueValues&&e.options.getFacetedUniqueValues(e,"__global__"),e.getGlobalFacetedUniqueValues=()=>e._getGlobalFacetedUniqueValues?e._getGlobalFacetedUniqueValues():new Map,e._getGlobalFacetedMinMaxValues=e.options.getFacetedMinMaxValues&&e.options.getFacetedMinMaxValues(e,"__global__"),e.getGlobalFacetedMinMaxValues=()=>{if(e._getGlobalFacetedMinMaxValues)return e._getGlobalFacetedMinMaxValues()}}},FI={getInitialState:e=>({globalFilter:void 0,...e}),getDefaultOptions:e=>({onGlobalFilterChange:Yt("globalFilter",e),globalFilterFn:"auto",getColumnCanGlobalFilter:t=>{var n;const r=(n=e.getCoreRowModel().flatRows[0])==null||(n=n._getAllCellsByColumnId()[t.id])==null?void 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r=!!t.length;return r&&t.some(s=>!n[s.id])&&(r=!1),r},e.getIsSomeRowsSelected=()=>{var t;const n=Object.keys((t=e.getState().rowSelection)!=null?t:{}).length;return n>0&&n{const t=e.getPaginationRowModel().flatRows;return e.getIsAllPageRowsSelected()?!1:t.filter(n=>n.getCanSelect()).some(n=>n.getIsSelected()||n.getIsSomeSelected())},e.getToggleAllRowsSelectedHandler=()=>t=>{e.toggleAllRowsSelected(t.target.checked)},e.getToggleAllPageRowsSelectedHandler=()=>t=>{e.toggleAllPageRowsSelected(t.target.checked)}},createRow:(e,t)=>{e.toggleSelected=(n,r)=>{const s=e.getIsSelected();t.setRowSelection(o=>{var i;if(n=typeof n<"u"?n:!s,e.getCanSelect()&&s===n)return o;const a={...o};return $f(a,e.id,n,(i=r==null?void 0:r.selectChildren)!=null?i:!0,t),a})},e.getIsSelected=()=>{const{rowSelection:n}=t.getState();return Gg(e,n)},e.getIsSomeSelected=()=>{const{rowSelection:n}=t.getState();return Hf(e,n)==="some"},e.getIsAllSubRowsSelected=()=>{const{rowSelection:n}=t.getState();return Hf(e,n)==="all"},e.getCanSelect=()=>{var n;return typeof t.options.enableRowSelection=="function"?t.options.enableRowSelection(e):(n=t.options.enableRowSelection)!=null?n:!0},e.getCanSelectSubRows=()=>{var n;return typeof t.options.enableSubRowSelection=="function"?t.options.enableSubRowSelection(e):(n=t.options.enableSubRowSelection)!=null?n:!0},e.getCanMultiSelect=()=>{var n;return typeof t.options.enableMultiRowSelection=="function"?t.options.enableMultiRowSelection(e):(n=t.options.enableMultiRowSelection)!=null?n:!0},e.getToggleSelectedHandler=()=>{const n=e.getCanSelect();return r=>{var s;n&&e.toggleSelected((s=r.target)==null?void 0:s.checked)}}}},$f=(e,t,n,r,s)=>{var o;const i=s.getRow(t,!0);n?(i.getCanMultiSelect()||Object.keys(e).forEach(a=>delete e[a]),i.getCanSelect()&&(e[t]=!0)):delete e[t],r&&(o=i.subRows)!=null&&o.length&&i.getCanSelectSubRows()&&i.subRows.forEach(a=>$f(e,a.id,n,r,s))};function rh(e,t){const n=e.getState().rowSelection,r=[],s={},o=function(i,a){return 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e=="number"?isNaN(e)||e===1/0||e===-1/0?"":String(e):typeof e=="string"?e:""}function FS(e,t){const n=e.split(Uf).filter(Boolean),r=t.split(Uf).filter(Boolean);for(;n.length&&r.length;){const s=n.shift(),o=r.shift(),i=parseInt(s,10),a=parseInt(o,10),l=[i,a].sort();if(isNaN(l[0])){if(s>o)return 1;if(o>s)return-1;continue}if(isNaN(l[1]))return isNaN(i)?-1:1;if(i>a)return 1;if(a>i)return-1}return n.length-r.length}const yi={alphanumeric:HI,alphanumericCaseSensitive:UI,text:WI,textCaseSensitive:GI,datetime:KI,basic:qI},YI={getInitialState:e=>({sorting:[],...e}),getDefaultColumnDef:()=>({sortingFn:"auto",sortUndefined:1}),getDefaultOptions:e=>({onSortingChange:Yt("sorting",e),isMultiSortEvent:t=>t.shiftKey}),createColumn:(e,t)=>{e.getAutoSortingFn=()=>{const n=t.getFilteredRowModel().flatRows.slice(10);let r=!1;for(const s of n){const o=s==null?void 0:s.getValue(e.id);if(Object.prototype.toString.call(o)==="[object Date]")return yi.datetime;if(typeof 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f;u=[...i,{id:e.id,desc:h}],u.splice(0,u.length-((f=t.options.maxMultiSortColCount)!=null?f:Number.MAX_SAFE_INTEGER))}else d==="toggle"?u=i.map(p=>p.id===e.id?{...p,desc:h}:p):d==="remove"?u=i.filter(p=>p.id!==e.id):u=[{id:e.id,desc:h}];return u})},e.getFirstSortDir=()=>{var n,r;return((n=(r=e.columnDef.sortDescFirst)!=null?r:t.options.sortDescFirst)!=null?n:e.getAutoSortDir()==="desc")?"desc":"asc"},e.getNextSortingOrder=n=>{var r,s;const o=e.getFirstSortDir(),i=e.getIsSorted();return i?i!==o&&((r=t.options.enableSortingRemoval)==null||r)&&(!(n&&(s=t.options.enableMultiRemove)!=null)||s)?!1:i==="desc"?"asc":"desc":o},e.getCanSort=()=>{var n,r;return((n=e.columnDef.enableSorting)!=null?n:!0)&&((r=t.options.enableSorting)!=null?r:!0)&&!!e.accessorFn},e.getCanMultiSort=()=>{var n,r;return(n=(r=e.columnDef.enableMultiSort)!=null?r:t.options.enableMultiSort)!=null?n:!!e.accessorFn},e.getIsSorted=()=>{var n;const r=(n=t.getState().sorting)==null?void 0:n.find(s=>s.id===e.id);return r?r.desc?"desc":"asc":!1},e.getSortIndex=()=>{var n,r;return(n=(r=t.getState().sorting)==null?void 0:r.findIndex(s=>s.id===e.id))!=null?n:-1},e.clearSorting=()=>{t.setSorting(n=>n!=null&&n.length?n.filter(r=>r.id!==e.id):[])},e.getToggleSortingHandler=()=>{const n=e.getCanSort();return r=>{n&&(r.persist==null||r.persist(),e.toggleSorting==null||e.toggleSorting(void 0,e.getCanMultiSort()?t.options.isMultiSortEvent==null?void 0:t.options.isMultiSortEvent(r):!1))}}},createTable:e=>{e.setSorting=t=>e.options.onSortingChange==null?void 0:e.options.onSortingChange(t),e.resetSorting=t=>{var n,r;e.setSorting(t?[]:(n=(r=e.initialState)==null?void 0:r.sorting)!=null?n:[])},e.getPreSortedRowModel=()=>e.getGroupedRowModel(),e.getSortedRowModel=()=>(!e._getSortedRowModel&&e.options.getSortedRowModel&&(e._getSortedRowModel=e.options.getSortedRowModel(e)),e.options.manualSorting||!e._getSortedRowModel?e.getPreSortedRowModel():e._getSortedRowModel())}},XI=[yI,DI,TI,AI,xI,bI,II,FI,YI,RI,zI,VI,BI,$I,LI];function QI(e){var t,n;const r=[...XI,...(t=e._features)!=null?t:[]];let s={_features:r};const o=s._features.reduce((f,p)=>Object.assign(f,p.getDefaultOptions==null?void 0:p.getDefaultOptions(s)),{}),i=f=>s.options.mergeOptions?s.options.mergeOptions(o,f):{...o,...f};let l={...{},...(n=e.initialState)!=null?n:{}};s._features.forEach(f=>{var p;l=(p=f.getInitialState==null?void 0:f.getInitialState(l))!=null?p:l});const u=[];let d=!1;const h={_features:r,options:{...o,...e},initialState:l,_queue:f=>{u.push(f),d||(d=!0,Promise.resolve().then(()=>{for(;u.length;)u.shift()();d=!1}).catch(p=>setTimeout(()=>{throw 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7"},{id:"resources",label:"Resources"}],oz=[{name:"English",code:"eng"},{name:"Acholi",code:"ach"},{name:"Ateso",code:"teo"},{name:"Luganda",code:"lug"},{name:"Lugbara",code:"lgg"},{name:"Runyankole",code:"nyn"},{name:"Swahili",code:"swa"}],iz=[{name:"Acholi",code:"ach",speech:!0,transcription:!0,chat:!0},{name:"Afrikaans",code:"afr",speech:!0,transcription:!0,chat:!1},{name:"Akan",code:"aka",speech:!1,transcription:!0,chat:!1},{name:"Alur",code:"alz",speech:!1,transcription:!1,chat:!0},{name:"Amharic",code:"amh",speech:!1,transcription:!0,chat:!1},{name:"Aringa",code:"luc",speech:!1,transcription:!1,chat:!0},{name:"Ateso",code:"teo",speech:!0,transcription:!0,chat:!0},{name:"Bambara",code:"bam",speech:!1,transcription:!0,chat:!1},{name:"Bari",code:"bfa",speech:!1,transcription:!1,chat:!0},{name:"Bemba",code:"bem",speech:!1,transcription:!0,chat:!1},{name:"Berber",code:"ber",speech:!1,transcription:!0,chat:!1},{name:"Chichewa",code:"nya",speech:!1,transcription:!0,chat:!1},{name:"Dagaare",code:"dga",speech:!1,transcription:!0,chat:!1},{name:"Dagbani",code:"dag",speech:!1,transcription:!0,chat:!1},{name:"English",code:"eng",speech:!0,transcription:!0,chat:!0},{name:"Ewe",code:"ewe",speech:!0,transcription:!0,chat:!1},{name:"French",code:"fra",speech:!1,transcription:!0,chat:!1},{name:"Fulah / Fulani",code:"ful",speech:!0,transcription:!0,chat:!1},{name:"Hausa",code:"hau",speech:!0,transcription:!0,chat:!1},{name:"Igbo",code:"ibo",speech:!0,transcription:!0,chat:!1},{name:"Ikposo",code:"kpo",speech:!1,transcription:!0,chat:!1},{name:"Jopadhola",code:"adh",speech:!1,transcription:!1,chat:!0},{name:"Kabyle",code:"kab",speech:!1,transcription:!0,chat:!1},{name:"Kakwa",code:"keo",speech:!1,transcription:!1,chat:!0},{name:"Kalenjin",code:"kln",speech:!1,transcription:!0,chat:!1},{name:"Kanuri",code:"kau",speech:!1,transcription:!0,chat:!1},{name:"Karamojong",code:"kdj",speech:!1,transcription:!1,chat:!0},{name:"Kikuyu",code:"kik",speech:!0,transcription:!0,chat:!1},{name:"Kinyarwanda",code:"kin",speech:!0,transcription:!0,chat:!0},{name:"Kumam",code:"kdi",speech:!1,transcription:!1,chat:!0},{name:"Kupsabiny",code:"kpz",speech:!1,transcription:!1,chat:!0},{name:"Kwamba",code:"rwm",speech:!1,transcription:!0,chat:!0},{name:"Lango",code:"laj",speech:!1,transcription:!1,chat:!0},{name:"Lendu",code:"led",speech:!1,transcription:!0,chat:!1},{name:"Lingala",code:"lin",speech:!0,transcription:!0,chat:!1},{name:"Lubwisi",code:"tlj",speech:!1,transcription:!1,chat:!0},{name:"Lugbara",code:"lgg",speech:!0,transcription:!0,chat:!0,ttsVoiceless:!0},{name:"Lugungu",code:"rub",speech:!1,transcription:!1,chat:!0},{name:"Lugwere",code:"gwr",speech:!1,transcription:!1,chat:!0},{name:"Luganda",code:"lug",speech:!0,transcription:!0,chat:!0},{name:"Luhya",code:"luy",speech:!1,transcription:!0,chat:!1},{name:"Lumasaba",code:"myx",speech:!1,transcription:!0,chat:!0},{name:"Lunyole",code:"nuj",speech:!1,transcription:!1,chat:!0},{name:"Luo (Dholuo)",code:"luo",speech:!0,transcription:!0,chat:!1},{name:"Lusoga",code:"xog",speech:!1,transcription:!0,chat:!0},{name:"Ma'di",code:"mhi",speech:!1,transcription:!1,chat:!0},{name:"Malagasy",code:"mlg",speech:!1,transcription:!0,chat:!1},{name:"Ndebele",code:"nbl",speech:!1,transcription:!0,chat:!1},{name:"Nigerian Pidgin",code:"pcm",speech:!1,transcription:!0,chat:!1},{name:"Oromo",code:"orm",speech:!1,transcription:!0,chat:!1},{name:"Pokot",code:"pok",speech:!1,transcription:!1,chat:!0},{name:"Rukiga",code:"cgg",speech:!1,transcription:!0,chat:!0},{name:"Rukonjo",code:"koo",speech:!1,transcription:!0,chat:!0},{name:"Runyankole",code:"nyn",speech:!0,transcription:!0,chat:!0},{name:"Runyoro",code:"nyo",speech:!1,transcription:!1,chat:!0},{name:"Ruruuli",code:"ruc",speech:!1,transcription:!0,chat:!0},{name:"Rutooro",code:"ttj",speech:!1,transcription:!0,chat:!0},{name:"Samia",code:"lsm",speech:!1,transcription:!1,chat:!0},{name:"Sesotho / Sotho",code:"sot",speech:!0,transcription:!0,chat:!1,ttsVoiceless:!0},{name:"Setswana / Tswana",code:"tsn",speech:!0,transcription:!0,chat:!1,ttsVoiceless:!0},{name:"Shona",code:"sna",speech:!1,transcription:!0,chat:!1},{name:"Somali",code:"som",speech:!1,transcription:!0,chat:!1},{name:"Swahili",code:"swa",speech:!0,transcription:!0,chat:!0},{name:"Thur",code:"lth",speech:!1,transcription:!0,chat:!1},{name:"Wolof",code:"wol",speech:!1,transcription:!0,chat:!1},{name:"Xhosa",code:"xho",speech:!0,transcription:!0,chat:!1},{name:"Yoruba",code:"yor",speech:!0,transcription:!0,chat:!1},{name:"Zulu",code:"zul",speech:!1,transcription:!0,chat:!1}],az=[{code:"ach",name:"Acholi"},{code:"afr",name:"Afrikaans"},{code:"aka",name:"Akan"},{code:"amh",name:"Amharic"},{code:"bam",name:"Bambara"},{code:"bem",name:"Bemba"},{code:"ber",name:"Berber"},{code:"cgg",name:"Rukiga"},{code:"dag",name:"Dagbani"},{code:"dga",name:"Dagaare"},{code:"eng",name:"English"},{code:"ewe",name:"Ewe"},{code:"fra",name:"French"},{code:"ful",name:"Fulani"},{code:"hau",name:"Hausa"},{code:"ibo",name:"Igbo"},{code:"kab",name:"Kabyle"},{code:"kau",name:"Kanuri"},{code:"kik",name:"Kikuyu"},{code:"kin",name:"Kinyarwanda"},{code:"kln",name:"Kalenjin"},{code:"koo",name:"Rukonjo"},{code:"kpo",name:"Ikposo"},{code:"led",name:"Lendu"},{code:"lgg",name:"Lugbara"},{code:"lin",name:"Lingala"},{code:"lth",name:"Thur"},{code:"lug",name:"Luganda"},{code:"luo",name:"Luo"},{code:"luy",name:"Luhya"},{code:"mlg",name:"Malagasy"},{code:"myx",name:"Lumasaba"},{code:"nbl",name:"Ndebele"},{code:"nya",name:"Chichewa"},{code:"nyn",name:"Runyankole"},{code:"orm",name:"Oromo"},{code:"pcm",name:"Nigerian Pidgin"},{code:"ruc",name:"Ruruuli"},{code:"rwm",name:"Kwamba"},{code:"sna",name:"Shona"},{code:"som",name:"Somali"},{code:"sot",name:"Sotho"},{code:"swa",name:"Swahili"},{code:"teo",name:"Ateso"},{code:"tsn",name:"Tswana"},{code:"ttj",name:"Rutooro"},{code:"wol",name:"Wolof"},{code:"xho",name:"Xhosa"},{code:"xog",name:"Lusoga"},{code:"yor",name:"Yoruba"},{code:"zul",name:"Zulu"}],lz=[{config:"ach",language:"Acholi",iso:"—",region:"Uganda, South Sudan",speakers:["salt_ach_0001","waxal_ach_0001","waxal_ach_0005","waxal_ach_0006","waxal_ach_0008"]},{config:"afr",language:"Afrikaans",iso:"af",region:"South Africa, Namibia",speakers:["slr32_afr_0009"]},{config:"eng",language:"English",iso:"en",region:"(control language)",speakers:["salt_eng_0001","salt_eng_0002","salt_eng_0003"]},{config:"ewe",language:"Ewe",iso:"ee",region:"Ghana, Togo",speakers:["slr129_ewe_0001"]},{config:"ful",language:"Fulah",iso:"ff",region:"West Africa (Sahel)",speakers:["waxal_ful_0003","waxal_ful_0004","waxal_ful_0006"]},{config:"hau",language:"Hausa",iso:"ha",region:"Nigeria, Niger, Chad",speakers:["waxal_hau_0004","waxal_hau_0006","waxal_hau_0007","waxal_hau_0008"]},{config:"ibo",language:"Igbo",iso:"ig",region:"Nigeria",speakers:["waxal_ibo_0003","waxal_ibo_0005","waxal_ibo_0008"]},{config:"kik",language:"Kikuyu",iso:"ki",region:"Kenya",speakers:["waxal_kik_0003","waxal_kik_0004"]},{config:"kin",language:"Kinyarwanda",iso:"rw",region:"Rwanda",speakers:["bateesa_kin_0001"]},{config:"lgg",language:"Lugbara",iso:"—",region:"Uganda, DRC",speakers:[]},{config:"lin",language:"Lingala",iso:"ln",region:"DRC, Republic of Congo",speakers:["slr129_lin_0001"]},{config:"lug",language:"Luganda",iso:"lg",region:"Uganda",speakers:["salt_lug_0001","waxal_lug_0002","waxal_lug_0003","waxal_lug_0004","waxal_lug_0005","waxal_lug_0006","waxal_lug_0007","waxal_lug_0008"]},{config:"luo",language:"Luo (Dholuo)",iso:"—",region:"Kenya, Tanzania",speakers:["waxal_luo_0001","waxal_luo_0002","waxal_luo_0003","waxal_luo_0004"]},{config:"nyn",language:"Runyankole",iso:"—",region:"Uganda",speakers:["salt_nyn_0001","waxal_nyn_0003","waxal_nyn_0004","waxal_nyn_0007","waxal_nyn_0008"]},{config:"sot",language:"Sesotho",iso:"st",region:"Lesotho, South Africa",speakers:[]},{config:"swa",language:"Swahili",iso:"sw",region:"East Africa",speakers:["waxal_swa_0006","waxal_swa_0007"]},{config:"teo",language:"Ateso",iso:"—",region:"Uganda, Kenya",speakers:["salt_teo_0001"]},{config:"tsn",language:"Setswana",iso:"tn",region:"Botswana, South Africa",speakers:[]},{config:"xho",language:"Xhosa",iso:"xh",region:"South Africa",speakers:["slr32_xho_0012"]},{config:"yor",language:"Yoruba",iso:"yo",region:"Nigeria, Benin",speakers:["waxal_yor_0002","waxal_yor_0006","waxal_yor_0008"]}],cz=[{name:"acholi_female",id:241,description:"Acholi (female)"},{name:"ateso_female",id:242,description:"Ateso (female)"},{name:"runyankore_female",id:243,description:"Runyankore (female)"},{name:"lugbara_female",id:245,description:"Lugbara (female)"},{name:"swahili_male",id:246,description:"Swahili (male)"},{name:"luganda_female",id:248,description:"Luganda (female)"}],uz=[{mode:"url",description:"Generate audio, upload to GCP, return a signed URL (valid ~30 minutes) — default"},{mode:"stream",description:"Stream raw audio chunks directly"},{mode:"both",description:"Stream audio and return a final signed URL"}],dz=["Temporary signed URLs (valid for 30 minutes)","Direct upload to Google Cloud Storage","Path traversal protection","Support for multiple content types"],hz=`import requests url = "https://api.sunbird.ai/auth/register" data = { @@ -556,46 +556,60 @@ files = { "audio": ("recording.wav", open(audio_file_path, "rb"), "audio/wav"), } data = { - "language": "lug", # required: 3-letter code or full name (e.g. "Luganda") - "platform": "modal", # "modal" (default, Whisper) or "runpod" + "language": "lug", # required: ISO 639-3 code, one of the 51 supported } response = requests.post(url, headers=headers, files=files, data=data) result = response.json() -print(f"Transcription: {result['audio_transcription']}")`,bz=`files = { - "audio": ("recording.mp3", open("/path/to/audio_file.mp3", "rb"), "audio/mpeg"), -} -data = { - "language": "lug", - "platform": "runpod", - "adapter": "lug", # optional; defaults to language - "whisper": True, # RunPod only - "recognise_speakers": False, # RunPod only — speaker diarization +print(f"Transcription: {result['audio_transcription']}")`,bz=`data = { + "language": "ach", + "timestamps": True, # also return per-segment start/end times } response = requests.post(url, headers=headers, files=files, data=data) -print(response.json())`,vz=`{ +result = response.json() + +print(result["audio_transcription"]) +for segment in result["segments"]: + print(f"[{segment['start']:7.2f} -> {segment['end']:7.2f}] {segment['text']}")`,vz=`{ "audio_transcription": "Ekibiina ekiddukanya ...", "language": "lug", - "audio_url": "https://storage.googleapis.com/.../audio.wav?...", + "audio_url": "gs://.../audio.wav", "audio_transcription_id": 123, - "diarization_output": null, - "formatted_diarization_output": null, + "duration_seconds": 12.4, + "segments": null, + "diarization_output": {}, + "formatted_diarization_output": "", "was_audio_trimmed": false, "original_duration_minutes": null -}`,wz=`SALT_LANGUAGE_IDS_WHISPER = { - 'eng': "English (Ugandan)", - 'swa': "Swahili", - 'ach': "Acholi", - 'lgg': "Lugbara", - 'lug': "Luganda", - 'nyn': "Runyankole", - 'teo': "Ateso", - 'xog': "Lusoga", - 'ttj': "Rutooro", - 'kin': "Kinyarwanda", - 'myx': "Lumasaba", -}`,kz=`import os +}`,wz=`{ + "audio_transcription": "Gyebaleko ssebo", + "language": "ach", + "duration_seconds": 2.25, + "segments": [ + {"start": 0.0, "end": 1.0, "text": "Gyebaleko"}, + {"start": 1.0, "end": 2.25, "text": "ssebo"} + ] +}`,kz=`SALT_LANGUAGE_IDS_WHISPER = { + 'ach': "Acholi", 'kab': "Kabyle", 'nyn': "Runyankole", + 'afr': "Afrikaans", 'kau': "Kanuri", 'orm': "Oromo", + 'aka': "Akan", 'kik': "Kikuyu", 'pcm': "Nigerian Pidgin", + 'amh': "Amharic", 'kin': "Kinyarwanda", 'ruc': "Ruruuli", + 'bam': "Bambara", 'kln': "Kalenjin", 'rwm': "Kwamba", + 'bem': "Bemba", 'koo': "Rukonjo", 'sna': "Shona", + 'ber': "Berber", 'kpo': "Ikposo", 'som': "Somali", + 'cgg': "Rukiga", 'led': "Lendu", 'sot': "Sotho", + 'dag': "Dagbani", 'lgg': "Lugbara", 'swa': "Swahili", + 'dga': "Dagaare", 'lin': "Lingala", 'teo': "Ateso", + 'eng': "English", 'lth': "Thur", 'tsn': "Tswana", + 'ewe': "Ewe", 'lug': "Luganda", 'ttj': "Rutooro", + 'fra': "French", 'luo': "Luo", 'wol': "Wolof", + 'ful': "Fulani", 'luy': "Luhya", 'xho': "Xhosa", + 'hau': "Hausa", 'mlg': "Malagasy", 'xog': "Lusoga", + 'ibo': "Igbo", 'myx': "Lumasaba", 'yor': "Yoruba", + 'nbl': "Ndebele", 'zul': "Zulu", + 'nya': "Chichewa", +}`,Sz=`import os import requests from dotenv import load_dotenv @@ -616,7 +630,7 @@ data = {"text": text} response = requests.post(url, headers=headers, json=data) result = response.json() -print(f"Detected language: {result}")`,Sz=`import os +print(f"Detected language: {result}")`,_z=`import os import requests from dotenv import load_dotenv @@ -640,14 +654,14 @@ payload = { response = requests.post(url, headers=headers, json=payload) print(response.status_code) -print(response.json())`,_z=`payload = { +print(response.json())`,jz=`payload = { "text": "I am a nurse who takes care of many people.", "model": "spark-tts", "voice": "luganda_female", # voice name, or the numeric id as a string e.g. "248" "response_mode": "url", # "url" (default), "stream", or "both" } response = requests.post(url, headers=headers, json=payload) -print(response.json())`,jz=`auth = {"Authorization": f"Bearer {access_token}"} +print(response.json())`,Cz=`auth = {"Authorization": f"Bearer {access_token}"} # Orpheus voices grouped by language (default) print(requests.get("https://api.sunbird.ai/tasks/voice/speakers", headers=auth).json()) @@ -657,7 +671,7 @@ print(requests.get( "https://api.sunbird.ai/tasks/voice/speakers", headers=auth, params={"model": "spark-tts"}, -).json())`,Cz=`url = "https://api.sunbird.ai/tasks/audio/speech/batch" +).json())`,Nz=`url = "https://api.sunbird.ai/tasks/audio/speech/batch" payload = { "items": [ {"text": "Good morning.", "voice": "salt_lug_0001"}, @@ -665,11 +679,11 @@ payload = { ] } response = requests.post(url, headers=headers, json=payload) -print(response.json())`,Nz=`print(requests.get( +print(response.json())`,Pz=`print(requests.get( "https://api.sunbird.ai/tasks/audio/speech/url", headers={"Authorization": f"Bearer {access_token}"}, params={"gcs_object": "orpheus_tts/2026-06-03/abc.wav"}, -).json())`,Pz=`{ +).json())`,Rz=`{ "audio_url": "https://storage.googleapis.com/.../tts_audio/....wav?...", "model": "orpheus-3b-tts", "platform": "modal", @@ -681,7 +695,7 @@ print(response.json())`,Nz=`print(requests.get( "gcs_object": "orpheus_tts/2026-06-03/....wav", "request_id": "0f1e2d3c4b5a...", "timings_ms": {"inference_ms": 1820.5, "upload_ms": 234.1, "total_ms": 2095.6} -}`,Rz=`import requests +}`,Ez=`import requests url = "https://api.sunbird.ai/tasks/chat/completions" @@ -705,7 +719,7 @@ payload = { response = requests.post(url, headers=headers, json=payload) print(response.status_code) -print(response.json())`,Ez=`{ +print(response.json())`,Tz=`{ "id": "chatcmpl-8f14e45fceea167a5a36dedd4bea2543", "object": "chat.completion", "created": 1718000000, @@ -725,7 +739,7 @@ print(response.json())`,Ez=`{ "completion_tokens": 47, "total_tokens": 69 } -}`,Tz=`from openai import OpenAI +}`,Az=`from openai import OpenAI client = OpenAI( api_key="", @@ -744,7 +758,7 @@ completion = client.chat.completions.create( ) print(completion.choices[0].message.content) -# Ndi muyala nnyo, emmere erina okugabibwa mu budde.`,Az=`payload = { +# Ndi muyala nnyo, emmere erina okugabibwa mu budde.`,Mz=`payload = { "model": "sunflower-14b", "messages": [ {"role": "system", "content": "You are a helpful multilingual assistant."}, @@ -752,7 +766,7 @@ print(completion.choices[0].message.content) {"role": "assistant", "content": "'Hello' is 'Gyebaleko'."}, {"role": "user", "content": "And to Acholi?"}, ], -}`,Mz=`stream = client.chat.completions.create( +}`,Lz=`stream = client.chat.completions.create( model="sunflower-14b", messages=[{"role": "user", "content": "Tell me about Uganda."}], stream=True, @@ -760,7 +774,7 @@ print(completion.choices[0].message.content) for chunk in stream: if chunk.choices and chunk.choices[0].delta.content: - print(chunk.choices[0].delta.content, end="", flush=True)`,Lz=[{model:"sunflower-14b",isDefault:!0,coverage:"English + 31 Ugandan / regional languages (32 total)",bestFor:"High-accuracy translation, factual Q&A, summarization, and explanation across Ugandan languages"},{model:"sunflower-9b",isDefault:!1,coverage:"67 African languages (good / moderate / basic tiers)",bestFor:"Broad pan-African translation, instruction-following, and multi-turn chat"}],Oz=[{name:"Acholi",code:"ach"},{name:"Alur",code:"alz"},{name:"Aringa",code:"luc"},{name:"Ateso",code:"teo"},{name:"Bari",code:"bfa"},{name:"English",code:"eng"},{name:"Jopadhola",code:"adh"},{name:"Kakwa",code:"keo"},{name:"Karamojong",code:"kdj"},{name:"Kinyarwanda",code:"kin"},{name:"Kumam",code:"kdi"},{name:"Kupsabiny",code:"kpz"},{name:"Kwamba",code:"rwm"},{name:"Lango",code:"laj"},{name:"Lubwisi",code:"tlj"},{name:"Lugbara",code:"lgg"},{name:"Lugungu",code:"rub"},{name:"Lugwere",code:"gwr"},{name:"Luganda",code:"lug"},{name:"Lumasaba",code:"myx"},{name:"Lunyole",code:"nuj"},{name:"Ma'di",code:"mhi"},{name:"Pokot",code:"pok"},{name:"Rukiga",code:"cgg"},{name:"Rukonjo",code:"koo"},{name:"Runyankole",code:"nyn"},{name:"Runyoro",code:"nyo"},{name:"Ruruuli",code:"ruc"},{name:"Rutooro",code:"ttj"},{name:"Samia",code:"lsm"},{name:"Swahili",code:"swa"},{name:"Lusoga",code:"xog"}],Dz=[{tier:"Good",languages:"Afrikaans, Zulu, Nigerian Pidgin, Chichewa, Swahili, Xhosa, Somali, Lingala, Sotho, Igbo, Malagasy, Kinyarwanda, Hausa, Tswana, Yoruba, Luganda, Shona, Ndebele, Amharic, Kirundi, Runyoro, Luo, Ewe, Runyankole"},{tier:"Moderate",languages:"Kikuyu, Lusoga, Acholi, Rukiga, Rutooro, Oromo, Bemba, Ruruuli, Akan, Lango, Lugwere, Lugbara, Kumam, Lugungu, Lumasaba, Ateso, Lunyole"},{tier:"Basic",languages:"Kabyle, Rukonjo, Bambara, Lubwisi, Wolof, Samia, Jopadhola, Alur, Bari, Kakwa, Dagbani, Karamojong, Berber, Fulani, Kwamba, Ma'di, Aringa, Luhya, Kalenjin, Kupsabiny, Lendu, Dagaare, Ik, Pokot, Kanuri, Dinka"}],Iz=`import os + print(chunk.choices[0].delta.content, end="", flush=True)`,Oz=[{model:"sunflower-14b",isDefault:!0,coverage:"English + 31 Ugandan / regional languages (32 total)",bestFor:"High-accuracy translation, factual Q&A, summarization, and explanation across Ugandan languages"},{model:"sunflower-9b",isDefault:!1,coverage:"67 African languages (good / moderate / basic tiers)",bestFor:"Broad pan-African translation, instruction-following, and multi-turn chat"}],Dz=[{name:"Acholi",code:"ach"},{name:"Alur",code:"alz"},{name:"Aringa",code:"luc"},{name:"Ateso",code:"teo"},{name:"Bari",code:"bfa"},{name:"English",code:"eng"},{name:"Jopadhola",code:"adh"},{name:"Kakwa",code:"keo"},{name:"Karamojong",code:"kdj"},{name:"Kinyarwanda",code:"kin"},{name:"Kumam",code:"kdi"},{name:"Kupsabiny",code:"kpz"},{name:"Kwamba",code:"rwm"},{name:"Lango",code:"laj"},{name:"Lubwisi",code:"tlj"},{name:"Lugbara",code:"lgg"},{name:"Lugungu",code:"rub"},{name:"Lugwere",code:"gwr"},{name:"Luganda",code:"lug"},{name:"Lumasaba",code:"myx"},{name:"Lunyole",code:"nuj"},{name:"Ma'di",code:"mhi"},{name:"Pokot",code:"pok"},{name:"Rukiga",code:"cgg"},{name:"Rukonjo",code:"koo"},{name:"Runyankole",code:"nyn"},{name:"Runyoro",code:"nyo"},{name:"Ruruuli",code:"ruc"},{name:"Rutooro",code:"ttj"},{name:"Samia",code:"lsm"},{name:"Swahili",code:"swa"},{name:"Lusoga",code:"xog"}],Iz=[{tier:"Good",languages:"Afrikaans, Zulu, Nigerian Pidgin, Chichewa, Swahili, Xhosa, Somali, Lingala, Sotho, Igbo, Malagasy, Kinyarwanda, Hausa, Tswana, Yoruba, Luganda, Shona, Ndebele, Amharic, Kirundi, Runyoro, Luo, Ewe, Runyankole"},{tier:"Moderate",languages:"Kikuyu, Lusoga, Acholi, Rukiga, Rutooro, Oromo, Bemba, Ruruuli, Akan, Lango, Lugwere, Lugbara, Kumam, Lugungu, Lumasaba, Ateso, Lunyole"},{tier:"Basic",languages:"Kabyle, Rukonjo, Bambara, Lubwisi, Wolof, Samia, Jopadhola, Alur, Bari, Kakwa, Dagbani, Karamojong, Berber, Fulani, Kwamba, Ma'di, Aringa, Luhya, Kalenjin, Kupsabiny, Lendu, Dagaare, Ik, Pokot, Kanuri, Dinka"}],Fz=`import os import requests from dotenv import load_dotenv @@ -800,4 +814,4 @@ with open("/path/to/your/recording.wav", "rb") as f: ) if upload_response.status_code == 200: - print("File uploaded successfully!")`;function Fz(e){const[t,n]=S.useState(e[0]??"");return S.useEffect(()=>{const r=e.map(o=>document.getElementById(o)).filter(o=>o!==null);if(r.length===0)return;const s=new IntersectionObserver(o=>{const 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page"}),c.jsx("ul",{className:"space-y-1",children:qb.map(t=>{const n=e===t.id;return c.jsx("li",{children:c.jsxs("a",{href:`#${t.id}`,className:`block px-3 py-2 rounded-lg text-sm transition-colors border-l-2 ${n?"border-primary-500 text-primary-600 dark:text-primary-400 bg-primary-50 dark:bg-primary-900/10 font-medium":"border-transparent text-gray-600 dark:text-gray-400 hover:text-gray-900 dark:hover:text-white hover:bg-gray-50 dark:hover:bg-white/5"}`,children:[t.part&&c.jsx("span",{className:"block text-[10px] font-semibold tracking-wider uppercase opacity-70",children:t.part}),t.label]})},t.id)})})]})}),c.jsxs("article",{className:"max-w-3xl space-y-16",children:[c.jsxs("section",{children:[c.jsx(Rn,{id:"overview",icon:mR,title:"Supported Languages"}),c.jsx(ge,{children:"Sunbird AI provides AI services across English and a growing catalog of African languages. Languages are accepted as a 3-letter ISO code or a full language name; translation alone covers 32 languages."}),c.jsxs("div",{className:"flex flex-wrap gap-2 mt-6",children:[oz.map(t=>c.jsxs("div",{className:"px-3 py-1.5 rounded-full bg-white dark:bg-white/5 border border-gray-200 dark:border-white/10 text-sm text-gray-800 dark:text-gray-100",children:[t.name," ",c.jsxs("span",{className:"text-gray-400 dark:text-gray-500 font-mono text-xs",children:["(",t.code,")"]})]},t.code)),c.jsx("div",{className:"px-3 py-1.5 rounded-full bg-primary-50 dark:bg-primary-900/20 border border-primary-200 dark:border-primary-900/40 text-sm text-primary-700 dark:text-primary-300 font-medium",children:"+ 20 more"})]})]}),c.jsxs("section",{children:[c.jsx(Rn,{id:"language-support",icon:wR,title:"Language Support by Endpoint"}),c.jsxs(ge,{children:["Which languages each task endpoint currently serves. ",c.jsx("strong",{children:"Code"})," is the canonical ISO/SALT code the API accepts (full language names also work where an endpoint takes a"," ",c.jsx(G,{children:"language"})," or ",c.jsx(G,{children:"voice"}),"). The"," ",c.jsx(G,{children:"/tasks/chat/completions"})," column reflects the default"," ",c.jsx(G,{children:"sunflower-14b"})," model (English + 31 Ugandan/regional languages), which"," ",c.jsx(G,{children:"/tasks/translate"})," shares. The alternative"," ",c.jsx(G,{children:"sunflower-9b"})," model covers a broader set of 67 African languages — see"," ",c.jsx("a",{href:"#conversational-ai",className:"text-primary-600 dark:text-primary-400 hover:underline",children:"Part 6"})," ","for the per-model breakdown."]}),c.jsx("div",{className:"overflow-x-auto rounded-2xl border border-gray-200 dark:border-white/10 my-4",children:c.jsxs("table",{className:"w-full text-sm",children:[c.jsx("thead",{className:"bg-gray-50 dark:bg-white/5",children:c.jsxs("tr",{children:[c.jsx("th",{className:"text-left px-4 py-3 font-semibold text-gray-700 dark:text-gray-200",children:"Language"}),c.jsx("th",{className:"text-left px-4 py-3 font-semibold text-gray-700 dark:text-gray-200",children:"Code"}),c.jsxs("th",{className:"px-4 py-3 font-semibold text-gray-700 dark:text-gray-200",children:[c.jsx("div",{className:"text-center",children:"Text-to-Speech"}),c.jsx("div",{className:"text-center font-mono font-normal text-[11px] text-gray-400 dark:text-gray-500",children:"/tasks/audio/speech"})]}),c.jsxs("th",{className:"px-4 py-3 font-semibold text-gray-700 dark:text-gray-200",children:[c.jsx("div",{className:"text-center",children:"Speech-to-Text"}),c.jsx("div",{className:"text-center font-mono font-normal text-[11px] text-gray-400 dark:text-gray-500",children:"/tasks/audio/transcriptions"})]}),c.jsxs("th",{className:"px-4 py-3 font-semibold text-gray-700 dark:text-gray-200",children:[c.jsx("div",{className:"text-center",children:"Chat"}),c.jsx("div",{className:"text-center font-mono font-normal text-[11px] text-gray-400 dark:text-gray-500",children:"/tasks/chat/completions"})]})]})}),c.jsx("tbody",{children:iz.map((t,n)=>c.jsxs("tr",{className:n%2===0?"bg-white dark:bg-transparent":"bg-gray-50/50 dark:bg-white/[0.02]",children:[c.jsx("td",{className:"px-4 py-3 text-gray-700 dark:text-gray-300 whitespace-nowrap",children:t.name}),c.jsx("td",{className:"px-4 py-3 font-mono text-primary-700 dark:text-primary-400",children:t.code}),c.jsx("td",{className:"px-4 py-3 text-center",children:c.jsx(lh,{available:t.speech,dagger:t.ttsVoiceless})}),c.jsx("td",{className:"px-4 py-3 text-center",children:c.jsx(lh,{available:t.transcription})}),c.jsx("td",{className:"px-4 py-3 text-center",children:c.jsx(lh,{available:t.chat})})]},t.code))})]})}),c.jsxs(ge,{children:[c.jsx("strong",{children:"†"})," Lugbara, Sesotho, and Setswana are in the orpheus-3b-tts training mix but currently expose no individual voice IDs, so synthesis depends on a future voice release. Languages outside these sets (for example Zulu) are not yet served by any endpoint."]})]}),c.jsxs("section",{children:[c.jsx(Rn,{id:"authentication",icon:q0,part:"Part 1",title:"Authentication"}),c.jsx(Qe,{children:"Creating an Account"}),c.jsxs("ol",{className:"space-y-3 my-4 list-none counter-reset-item",children:[c.jsxs("li",{className:"flex items-start gap-3 text-gray-700 dark:text-gray-300",children:[c.jsx("span",{className:"flex items-center justify-center w-6 h-6 rounded-full bg-primary-600 text-white text-xs font-semibold shrink-0",children:"1"}),c.jsxs("span",{className:"leading-relaxed",children:["If you don't already have an account, create one at"," ",c.jsxs("a",{href:"https://api.sunbird.ai/register",target:"_blank",rel:"noopener noreferrer",className:"text-primary-600 dark:text-primary-400 hover:underline inline-flex items-center gap-1",children:["api.sunbird.ai/register",c.jsx(Hn,{size:12})]})]})]}),c.jsxs("li",{className:"flex items-start gap-3 text-gray-700 dark:text-gray-300",children:[c.jsx("span",{className:"flex items-center justify-center w-6 h-6 rounded-full bg-primary-600 text-white text-xs font-semibold shrink-0",children:"2"}),c.jsxs("span",{className:"leading-relaxed",children:["Go to the"," ",c.jsxs("a",{href:"https://api.sunbird.ai/keys",target:"_blank",rel:"noopener noreferrer",className:"text-primary-600 dark:text-primary-400 hover:underline inline-flex items-center gap-1",children:["tokens page",c.jsx(Hn,{size:12})]})," ","to get your access token / API key."]})]})]}),c.jsx(Qe,{children:"Using the Authentication API"}),c.jsx(vt,{children:"Register a New User"}),c.jsx(Pe,{code:hz,language:"python",label:"Python — register"}),c.jsx(vt,{children:"Get Access Token"}),c.jsx(Pe,{code:fz,language:"python",label:"Python — get token"})]}),c.jsxs("section",{children:[c.jsx(Rn,{id:"translation",icon:xR,part:"Part 2",title:"Translation (Sunflower Model)"}),c.jsxs(ge,{children:["Translate text between 32 Ugandan and East African languages using the Sunflower model. Languages are accepted as ISO 639-3 codes (",c.jsx(G,{children:"lug"}),") or full names (",c.jsx(G,{children:"Luganda"}),"), case-insensitively, and translation works between"," ",c.jsx("strong",{children:"any pair"})," of supported languages. ",c.jsx(G,{children:"source_language"})," is optional — when omitted, Sunflower infers it from the text."]}),c.jsx(Pe,{code:pz,language:"python",label:"Python — translate"}),c.jsx(vt,{children:"Optional source, full names"}),c.jsxs(ge,{children:[c.jsx(G,{children:"source_language"})," is optional, and full language names work too:"]}),c.jsx(Pe,{code:gz,language:"python",label:"Python — target only"}),c.jsx(vt,{children:"Supported languages (ISO code → name)"}),c.jsx(Pe,{code:mz,language:"python",label:"Python — language codes"}),c.jsx(vt,{children:"Response"}),c.jsx(ge,{children:"The response shape is unchanged from the previous NLLB-backed endpoint:"}),c.jsx(Pe,{code:yz,language:"json",label:"JSON — response"})]}),c.jsxs("section",{children:[c.jsx(Rn,{id:"speech-to-text",icon:K0,part:"Part 3",title:"Speech-to-Text (STT)"}),c.jsxs(ge,{children:["Convert speech audio to text. The unified"," ",c.jsx(G,{children:"POST /tasks/audio/transcriptions"})," endpoint accepts an uploaded audio file (or a GCS object) and routes to the Modal (Whisper large-v3) or RunPod backend. Supports MP3, WAV, M4A, and more."]}),c.jsxs(yi,{children:[c.jsx("strong",{children:"Migrating from the legacy STT routes?"})," ",c.jsx(G,{children:"/tasks/modal/stt"}),","," ",c.jsx(G,{children:"/tasks/stt"}),", ",c.jsx(G,{children:"/tasks/stt_from_gcs"}),", and"," ",c.jsx(G,{children:"/tasks/org/stt"})," are ",c.jsx("strong",{children:"deprecated"})," (they still work but return ",c.jsx(G,{children:"Deprecation"}),"/",c.jsx(G,{children:"Sunset"})," headers). 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Useful for routing text to appropriate translation or processing pipelines."}),c.jsx(Pe,{code:kz,language:"python",label:"Python — language ID"}),c.jsx(vt,{children:"Supported Languages"}),c.jsx(ge,{children:"Acholi, Ateso, English, Luganda, Lugbara, Runyankole."})]}),c.jsxs("section",{children:[c.jsx(Rn,{id:"text-to-speech",icon:X0,part:"Part 5",title:"Text-to-Speech (TTS)"}),c.jsxs(ge,{children:["Synthesize speech from text. The unified ",c.jsx(G,{children:"POST /tasks/audio/speech"})," ","endpoint replaces ",c.jsx(G,{children:"/tasks/modal/tts"}),","," ",c.jsx(G,{children:"/tasks/runpod/tts"}),", and"," ",c.jsx(G,{children:"/tasks/modal/orpheus/tts"}),". Two models are available:"]}),c.jsx(Ol,{items:[c.jsxs(c.Fragment,{children:[c.jsx(G,{children:"orpheus-3b-tts"})," (default) — multilingual, multi-speaker; voices are catalog tags (e.g. ",c.jsx(G,{children:"salt_lug_0001"}),"). 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The old ",c.jsx(G,{children:"Sunbird/Sunflower-14B"})," identifier is no longer accepted — sending it returns a ",c.jsx(G,{children:"400"})," error asking you to use"," ",c.jsx(G,{children:"sunflower-14b"})," instead."]}),c.jsx("div",{className:"overflow-x-auto rounded-2xl border border-gray-200 dark:border-white/10 my-4",children:c.jsxs("table",{className:"w-full text-sm",children:[c.jsx("thead",{className:"bg-gray-50 dark:bg-white/5",children:c.jsxs("tr",{children:[c.jsx("th",{className:"text-left px-4 py-3 font-semibold text-gray-700 dark:text-gray-200",children:"model"}),c.jsx("th",{className:"text-left px-4 py-3 font-semibold text-gray-700 dark:text-gray-200",children:"Coverage"}),c.jsx("th",{className:"text-left px-4 py-3 font-semibold text-gray-700 dark:text-gray-200",children:"Best for"})]})}),c.jsx("tbody",{children:Lz.map((t,n)=>c.jsxs("tr",{className:n%2===0?"bg-white dark:bg-transparent":"bg-gray-50/50 dark:bg-white/[0.02]",children:[c.jsxs("td",{className:"px-4 py-3 align-top font-mono text-primary-700 dark:text-primary-400 whitespace-nowrap",children:[t.model,t.isDefault&&c.jsx("span",{className:"ml-2 text-[10px] font-sans font-semibold uppercase tracking-wider text-gray-400 dark:text-gray-500",children:"default"})]}),c.jsx("td",{className:"px-4 py-3 align-top text-gray-700 dark:text-gray-300",children:t.coverage}),c.jsx("td",{className:"px-4 py-3 align-top text-gray-600 dark:text-gray-400",children:t.bestFor})]},t.model))})]})}),c.jsx(vt,{children:"sunflower-14b — supported languages"}),c.jsx(ge,{children:"English plus 31 Ugandan and regional languages (32 total):"}),c.jsx("div",{className:"flex flex-wrap gap-2 my-4",children:Oz.map(t=>c.jsxs("div",{className:"px-3 py-1 rounded-full bg-white dark:bg-white/5 border border-gray-200 dark:border-white/10 text-xs text-gray-800 dark:text-gray-100",children:[t.name," ",c.jsxs("span",{className:"text-gray-400 font-mono",children:["(",t.code,")"]})]},t.code))}),c.jsx(vt,{children:"sunflower-9b — supported languages"}),c.jsx(ge,{children:"67 African languages, grouped by the model's understanding tier (per-language quality scales with available training data):"}),c.jsx(Ol,{items:Dz.map(t=>c.jsxs(c.Fragment,{children:[c.jsxs("strong",{children:[t.tier,":"]})," ",t.languages,"."]}))}),c.jsxs(ge,{children:["Full evaluations and language codes are on the model pages:"," ",c.jsx("a",{href:"https://salt.sunbird.ai/models/sunflower-14b",target:"_blank",rel:"noopener noreferrer",className:"text-primary-600 dark:text-primary-400 hover:underline",children:"sunflower-14b"})," ","and"," ",c.jsx("a",{href:"https://salt.sunbird.ai/models/sunflower-qwen3.5-9b/",target:"_blank",rel:"noopener noreferrer",className:"text-primary-600 dark:text-primary-400 hover:underline",children:"sunflower-qwen3.5-9b"}),"."]}),c.jsx(Qe,{children:"Chat Completion"}),c.jsx(Pe,{code:Rz,language:"python",label:"Python — chat completions"}),c.jsx(vt,{children:"Example Response"}),c.jsx(Pe,{code:Ez,language:"json",label:"JSON — response"}),c.jsx(Qe,{children:"Using the OpenAI SDK"}),c.jsx(ge,{children:"Because the endpoint is OpenAI-compatible, the official OpenAI Python SDK works out of the box:"}),c.jsx(Pe,{code:Tz,language:"python",label:"Python — OpenAI SDK"}),c.jsx(Qe,{children:"Multi-turn Conversations"}),c.jsxs(ge,{children:["Maintain context by sending the running message history. You can also set a custom"," ",c.jsx(G,{children:"system"})," message (when omitted, a default Sunflower system message is applied):"]}),c.jsx(Pe,{code:Az,language:"python",label:"Python — multi-turn"}),c.jsx(Qe,{children:"Streaming"}),c.jsxs(ge,{children:["Set ",c.jsx(G,{children:'"stream": true'})," to receive Server-Sent Events in OpenAI"," ",c.jsx(G,{children:"chat.completion.chunk"})," format, terminated by"," ",c.jsx(G,{children:"data: [DONE]"}),". With the OpenAI SDK:"]}),c.jsx(Pe,{code:Mz,language:"python",label:"Python — streaming"}),c.jsxs(yi,{children:["Supported request parameters: ",c.jsx(G,{children:"model"})," (",c.jsx(G,{children:"sunflower-14b"})," or ",c.jsx(G,{children:"sunflower-9b"}),"; the old"," ",c.jsx(G,{children:"Sunbird/Sunflower-14B"})," identifier is no longer accepted),"," ",c.jsx(G,{children:"messages"}),", ",c.jsx(G,{children:"temperature"})," (0.0–2.0, default 0.3),"," ",c.jsx(G,{children:"max_tokens"}),", ",c.jsx(G,{children:"top_p"}),", ",c.jsx(G,{children:"stop"}),", and ",c.jsx(G,{children:"stream"}),"."]})]}),c.jsxs("section",{children:[c.jsx(Rn,{id:"file-upload",icon:ER,part:"Part 7",title:"File Upload (Signed URLs)"}),c.jsx(ge,{children:"Generate secure signed URLs for direct client uploads to GCP Storage. 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These Google Colab notebooks let you test Sunbird AI's models directly — either by running the models yourself or by calling the API. Open any notebook, add your access token where prompted, and run the cells."}),c.jsx("div",{className:"grid grid-cols-1 sm:grid-cols-2 gap-4 my-4",children:[{title:"Sunbird AI APIs — Hands-on (Interactive)",desc:"Call every API endpoint with interactive widgets",href:"https://colab.research.google.com/drive/1h02U5CcPScD2JCcEMBuzQv0Yx2BdzXlq?usp=sharing",icon:gR},{title:"Sunbird AI APIs — Non-Interactive",desc:"The same API walkthrough as plain code cells",href:"https://colab.research.google.com/drive/155GQaCFeZ8zhy9CCdEGWTubQTgibrGji?usp=sharing",icon:hR},{title:"Sunflower-Qwen3.5-9B Inference",desc:"Run the sunflower-9b model directly in Colab",href:"https://colab.research.google.com/drive/1hz7NfcA2GgkS-h6wTZ--6tS_IGtwTEEj?usp=sharing",icon:Jl},{title:"Sunflower Gemma 4 E2B — Text & Speech",desc:"Multimodal text and speech demo",href:"https://colab.research.google.com/drive/1P39eYR_KW16oH8tBzycjHG86RfxiRKMJ?usp=sharing",icon:X0},{title:"ASR for 51 African Languages",desc:"Automatic speech recognition across 51 languages",href:"https://colab.research.google.com/drive/1Bs2P3ULkj9zftPItuS2JnjzkFX8cgyz1?usp=sharing",icon:K0}].map(t=>{const n=t.icon;return c.jsxs("a",{href:t.href,target:"_blank",rel:"noopener noreferrer",className:"group p-5 rounded-2xl bg-white dark:bg-white/5 border border-gray-200 dark:border-white/10 hover:border-primary-500 dark:hover:border-primary-500 transition-all hover:shadow-lg",children:[c.jsxs("div",{className:"flex items-center gap-2 text-gray-900 dark:text-white font-semibold mb-1",children:[c.jsx(n,{size:18,className:"text-primary-600 dark:text-primary-400 shrink-0"}),t.title,c.jsx(Hn,{size:14,className:"text-gray-400 group-hover:text-primary-500 transition-colors shrink-0"})]}),c.jsx("div",{className:"text-sm text-gray-500 dark:text-gray-400",children:t.desc}),c.jsx("div",{className:"mt-1 text-xs text-gray-400 dark:text-gray-500 font-mono",children:"Open in Google Colab"})]},t.href)})}),c.jsx(Qe,{children:"Rate Limiting"}),c.jsx(ge,{children:"API endpoints are rate-limited to ensure fair usage. If you need higher rate limits for production use, please contact the Sunbird AI team."}),c.jsx(Qe,{children:"Feedback and Questions"}),c.jsxs(ge,{children:["Don't hesitate to leave us any feedback or questions by opening an"," ",c.jsx("a",{href:"https://github.com/SunbirdAI/sunbird-ai-api/issues",target:"_blank",rel:"noopener noreferrer",className:"text-primary-600 dark:text-primary-400 hover:underline",children:"issue on GitHub"}),"."]})]}),c.jsxs("section",{className:"mt-16 p-8 rounded-3xl bg-gradient-to-br from-primary-50 to-primary-100/40 dark:from-primary-900/20 dark:to-primary-900/5 border border-primary-200 dark:border-primary-900/40",children:[c.jsx("h3",{className:"text-2xl font-bold text-gray-900 dark:text-white mb-2",children:"Ready to build?"}),c.jsx("p",{className:"text-gray-700 dark:text-gray-300 mb-5",children:"Get your access token and start calling the Sunbird AI API in minutes."}),c.jsxs("div",{className:"flex flex-col sm:flex-row 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mx-auto",children:[c.jsxs("div",{className:"max-w-4xl mx-auto text-center mb-12",children:[c.jsxs("div",{className:"inline-flex items-center gap-2 px-3 py-1 rounded-full bg-primary-50 dark:bg-primary-900/20 text-primary-700 dark:text-primary-300 text-xs font-semibold tracking-wider uppercase mb-4",children:[c.jsx(Y0,{size:14}),"Tutorial"]}),c.jsx("h1",{className:"text-4xl sm:text-5xl lg:text-6xl font-extrabold tracking-tight text-gray-900 dark:text-white mb-4",children:"Sunbird AI API Tutorial"}),c.jsx("p",{className:"text-lg text-gray-600 dark:text-gray-400 max-w-2xl mx-auto leading-relaxed",children:"A comprehensive guide for using the Sunbird AI API with Python code samples — translate, transcribe, synthesize speech, and chat across 30+ African languages."})]}),c.jsxs("div",{className:"grid grid-cols-1 lg:grid-cols-[240px_minmax(0,1fr)] gap-10",children:[c.jsx("aside",{className:"hidden lg:block",children:c.jsxs("nav",{className:"sticky top-24 py-2",children:[c.jsx("div",{className:"text-xs font-semibold tracking-widest uppercase text-gray-500 dark:text-gray-400 mb-3 px-3",children:"On this page"}),c.jsx("ul",{className:"space-y-1",children:Kb.map(t=>{const n=e===t.id;return c.jsx("li",{children:c.jsxs("a",{href:`#${t.id}`,className:`block px-3 py-2 rounded-lg text-sm transition-colors border-l-2 ${n?"border-primary-500 text-primary-600 dark:text-primary-400 bg-primary-50 dark:bg-primary-900/10 font-medium":"border-transparent text-gray-600 dark:text-gray-400 hover:text-gray-900 dark:hover:text-white hover:bg-gray-50 dark:hover:bg-white/5"}`,children:[t.part&&c.jsx("span",{className:"block text-[10px] font-semibold tracking-wider uppercase opacity-70",children:t.part}),t.label]})},t.id)})})]})}),c.jsxs("article",{className:"max-w-3xl space-y-16",children:[c.jsxs("section",{children:[c.jsx(Rn,{id:"overview",icon:mR,title:"Supported Languages"}),c.jsxs(ge,{children:["Sunbird AI provides AI services across English and a growing catalog of African languages. Languages are accepted as a 3-letter ISO code or a full language name. Coverage differs per endpoint: speech-to-text spans 51 African languages, chat and translation span 32 (",c.jsx(H,{children:"sunflower-14b"}),") or 67 (",c.jsx(H,{children:"sunflower-9b"}),"), and text-to-speech spans 20."]}),c.jsxs("div",{className:"flex flex-wrap gap-2 mt-6",children:[oz.map(t=>c.jsxs("div",{className:"px-3 py-1.5 rounded-full bg-white dark:bg-white/5 border border-gray-200 dark:border-white/10 text-sm text-gray-800 dark:text-gray-100",children:[t.name," ",c.jsxs("span",{className:"text-gray-400 dark:text-gray-500 font-mono text-xs",children:["(",t.code,")"]})]},t.code)),c.jsx("div",{className:"px-3 py-1.5 rounded-full bg-primary-50 dark:bg-primary-900/20 border border-primary-200 dark:border-primary-900/40 text-sm text-primary-700 dark:text-primary-300 font-medium",children:"+ 20 more"})]})]}),c.jsxs("section",{children:[c.jsx(Rn,{id:"language-support",icon:wR,title:"Language Support by Endpoint"}),c.jsxs(ge,{children:["Which languages each task endpoint currently serves. ",c.jsx("strong",{children:"Code"})," is the canonical ISO/SALT code the API accepts (full language names also work where an endpoint takes a"," ",c.jsx(H,{children:"language"})," or ",c.jsx(H,{children:"voice"}),"). The"," ",c.jsx(H,{children:"/tasks/audio/transcriptions"})," column covers all 51 African languages served by Sunbird's faster-whisper ASR model. The"," ",c.jsx(H,{children:"/tasks/chat/completions"})," column reflects the default"," ",c.jsx(H,{children:"sunflower-14b"})," model (English + 31 Ugandan/regional languages), which"," ",c.jsx(H,{children:"/tasks/translate"})," shares. The alternative"," ",c.jsx(H,{children:"sunflower-9b"})," model covers a broader set of 67 African languages — see"," ",c.jsx("a",{href:"#conversational-ai",className:"text-primary-600 dark:text-primary-400 hover:underline",children:"Part 6"})," ","for the per-model breakdown."]}),c.jsx("div",{className:"overflow-x-auto rounded-2xl border border-gray-200 dark:border-white/10 my-4",children:c.jsxs("table",{className:"w-full text-sm",children:[c.jsx("thead",{className:"bg-gray-50 dark:bg-white/5",children:c.jsxs("tr",{children:[c.jsx("th",{className:"text-left px-4 py-3 font-semibold text-gray-700 dark:text-gray-200",children:"Language"}),c.jsx("th",{className:"text-left px-4 py-3 font-semibold text-gray-700 dark:text-gray-200",children:"Code"}),c.jsxs("th",{className:"px-4 py-3 font-semibold text-gray-700 dark:text-gray-200",children:[c.jsx("div",{className:"text-center",children:"Text-to-Speech"}),c.jsx("div",{className:"text-center font-mono font-normal text-[11px] text-gray-400 dark:text-gray-500",children:"/tasks/audio/speech"})]}),c.jsxs("th",{className:"px-4 py-3 font-semibold text-gray-700 dark:text-gray-200",children:[c.jsx("div",{className:"text-center",children:"Speech-to-Text"}),c.jsx("div",{className:"text-center font-mono font-normal text-[11px] text-gray-400 dark:text-gray-500",children:"/tasks/audio/transcriptions"})]}),c.jsxs("th",{className:"px-4 py-3 font-semibold text-gray-700 dark:text-gray-200",children:[c.jsx("div",{className:"text-center",children:"Chat"}),c.jsx("div",{className:"text-center font-mono font-normal text-[11px] text-gray-400 dark:text-gray-500",children:"/tasks/chat/completions"})]})]})}),c.jsx("tbody",{children:iz.map((t,n)=>c.jsxs("tr",{className:n%2===0?"bg-white dark:bg-transparent":"bg-gray-50/50 dark:bg-white/[0.02]",children:[c.jsx("td",{className:"px-4 py-3 text-gray-700 dark:text-gray-300 whitespace-nowrap",children:t.name}),c.jsx("td",{className:"px-4 py-3 font-mono text-primary-700 dark:text-primary-400",children:t.code}),c.jsx("td",{className:"px-4 py-3 text-center",children:c.jsx(lh,{available:t.speech,dagger:t.ttsVoiceless})}),c.jsx("td",{className:"px-4 py-3 text-center",children:c.jsx(lh,{available:t.transcription})}),c.jsx("td",{className:"px-4 py-3 text-center",children:c.jsx(lh,{available:t.chat})})]},t.code))})]})}),c.jsxs(ge,{children:[c.jsx("strong",{children:"†"})," Lugbara, Sesotho, and Setswana are in the orpheus-3b-tts training mix but currently expose no individual voice IDs, so synthesis depends on a future voice release."]})]}),c.jsxs("section",{children:[c.jsx(Rn,{id:"authentication",icon:K0,part:"Part 1",title:"Authentication"}),c.jsx(Qe,{children:"Creating an Account"}),c.jsxs("ol",{className:"space-y-3 my-4 list-none counter-reset-item",children:[c.jsxs("li",{className:"flex items-start gap-3 text-gray-700 dark:text-gray-300",children:[c.jsx("span",{className:"flex items-center justify-center w-6 h-6 rounded-full bg-primary-600 text-white text-xs font-semibold shrink-0",children:"1"}),c.jsxs("span",{className:"leading-relaxed",children:["If you don't already have an account, create one at"," ",c.jsxs("a",{href:"https://api.sunbird.ai/register",target:"_blank",rel:"noopener noreferrer",className:"text-primary-600 dark:text-primary-400 hover:underline inline-flex items-center gap-1",children:["api.sunbird.ai/register",c.jsx(Hn,{size:12})]})]})]}),c.jsxs("li",{className:"flex items-start gap-3 text-gray-700 dark:text-gray-300",children:[c.jsx("span",{className:"flex items-center justify-center w-6 h-6 rounded-full bg-primary-600 text-white text-xs font-semibold shrink-0",children:"2"}),c.jsxs("span",{className:"leading-relaxed",children:["Go to the"," ",c.jsxs("a",{href:"https://api.sunbird.ai/keys",target:"_blank",rel:"noopener noreferrer",className:"text-primary-600 dark:text-primary-400 hover:underline inline-flex items-center gap-1",children:["tokens page",c.jsx(Hn,{size:12})]})," ","to get your access token / API key."]})]})]}),c.jsx(Qe,{children:"Using the Authentication API"}),c.jsx(vt,{children:"Register a New User"}),c.jsx(Ne,{code:hz,language:"python",label:"Python — register"}),c.jsx(vt,{children:"Get Access Token"}),c.jsx(Ne,{code:fz,language:"python",label:"Python — get token"})]}),c.jsxs("section",{children:[c.jsx(Rn,{id:"translation",icon:xR,part:"Part 2",title:"Translation (Sunflower Model)"}),c.jsxs(ge,{children:["Translate text between 32 Ugandan and East African languages using the Sunflower model. Languages are accepted as ISO 639-3 codes (",c.jsx(H,{children:"lug"}),") or full names (",c.jsx(H,{children:"Luganda"}),"), case-insensitively, and translation works between"," ",c.jsx("strong",{children:"any pair"})," of supported languages. ",c.jsx(H,{children:"source_language"})," is optional — when omitted, Sunflower infers it from the text."]}),c.jsx(Ne,{code:pz,language:"python",label:"Python — translate"}),c.jsx(vt,{children:"Optional source, full names"}),c.jsxs(ge,{children:[c.jsx(H,{children:"source_language"})," is optional, and full language names work too:"]}),c.jsx(Ne,{code:gz,language:"python",label:"Python — target only"}),c.jsx(vt,{children:"Supported languages (ISO code → name)"}),c.jsx(Ne,{code:mz,language:"python",label:"Python — language codes"}),c.jsx(vt,{children:"Response"}),c.jsx(ge,{children:"The response shape is unchanged from the previous NLLB-backed endpoint:"}),c.jsx(Ne,{code:yz,language:"json",label:"JSON — response"})]}),c.jsxs("section",{children:[c.jsx(Rn,{id:"speech-to-text",icon:q0,part:"Part 3",title:"Speech-to-Text (STT)"}),c.jsxs(ge,{children:["Convert speech audio to text. The unified"," ",c.jsx(H,{children:"POST /tasks/audio/transcriptions"})," endpoint is powered by Sunbird's faster-whisper ASR model covering ",c.jsx("strong",{children:"51 African languages"}),". Supports MP3, WAV, M4A, OGG, and more."]}),c.jsxs(Xs,{children:[c.jsx("strong",{children:"Migrating from the legacy STT routes?"})," ",c.jsx(H,{children:"/tasks/modal/stt"}),","," ",c.jsx(H,{children:"/tasks/stt"}),", ",c.jsx(H,{children:"/tasks/stt_from_gcs"}),", and"," ",c.jsx(H,{children:"/tasks/org/stt"})," are ",c.jsx("strong",{children:"deprecated"})," (they still work but return ",c.jsx(H,{children:"Deprecation"}),"/",c.jsx(H,{children:"Sunset"})," headers). Switch to"," ",c.jsx(H,{children:"/tasks/audio/transcriptions"}),"."]}),c.jsxs(Xs,{children:[c.jsx("strong",{children:"Breaking change."})," This endpoint previously accepted"," ",c.jsx(H,{children:"platform"}),", ",c.jsx(H,{children:"adapter"}),","," ",c.jsx(H,{children:"whisper"}),", ",c.jsx(H,{children:"recognise_speakers"}),","," ",c.jsx(H,{children:"org"}),", and ",c.jsx(H,{children:"gcs_blob_name"}),". Those parameters have been ",c.jsx("strong",{children:"removed"})," and are now rejected with ",c.jsx(H,{children:"422"}),". Speaker diarization and the organization workflow remain on the deprecated"," ",c.jsx(H,{children:"/tasks/org/stt"})," and ",c.jsx(H,{children:"/tasks/stt"})," routes."]}),c.jsx(Qe,{children:"Transcribe a file"}),c.jsxs(ge,{children:[c.jsx(H,{children:"audio"})," and ",c.jsx(H,{children:"language"})," are both"," ",c.jsx("strong",{children:"required"}),". The model reuses Whisper's language-token slots for African languages, which makes automatic language detection unreliable — always pass a language explicitly."]}),c.jsx(Ne,{code:xz,language:"python",label:"Python — transcribe"}),c.jsx(vt,{children:"Example response"}),c.jsx(Ne,{code:vz,language:"json",label:"JSON — response"}),c.jsx(Qe,{children:"Timestamped segments"}),c.jsxs(ge,{children:["Set ",c.jsx(H,{children:"timestamps=true"})," to also receive per-segment start/end times in"," ",c.jsx(H,{children:"segments"}),". It is ",c.jsx(H,{children:"false"})," by default, in which case ",c.jsx(H,{children:"segments"})," comes back as ",c.jsx(H,{children:"null"}),"."]}),c.jsx(Ne,{code:bz,language:"python",label:"Python — timestamps"}),c.jsx(Ne,{code:wz,language:"json",label:"JSON — response"}),c.jsx(vt,{children:"Supported languages (51)"}),c.jsx(ge,{children:"All ten languages served by the previous version of this endpoint are still supported."}),c.jsx("div",{className:"flex flex-wrap gap-2 my-4",children:az.map(t=>c.jsxs("div",{className:"px-3 py-1 rounded-full bg-white dark:bg-white/5 border border-gray-200 dark:border-white/10 text-xs text-gray-800 dark:text-gray-100",children:[t.name," ",c.jsxs("span",{className:"text-gray-400 font-mono",children:["(",t.code,")"]})]},t.code))}),c.jsxs(Xs,{children:[c.jsx("strong",{children:"Note:"})," For files larger than 100MB, only the first 10 minutes will be transcribed."]}),c.jsx(ge,{children:"The dictionary below represents the language codes available now for the STT endpoint:"}),c.jsx(Ne,{code:kz,language:"python",label:"Python — ASR language IDs"})]}),c.jsxs("section",{children:[c.jsx(Rn,{id:"language-detection",icon:_R,part:"Part 4",title:"Language Detection"}),c.jsx(ge,{children:"Automatically detect the language of text input. Useful for routing text to appropriate translation or processing pipelines."}),c.jsx(Ne,{code:Sz,language:"python",label:"Python — language ID"}),c.jsx(vt,{children:"Supported Languages"}),c.jsx(ge,{children:"Acholi, Ateso, English, Luganda, Lugbara, Runyankole."})]}),c.jsxs("section",{children:[c.jsx(Rn,{id:"text-to-speech",icon:X0,part:"Part 5",title:"Text-to-Speech (TTS)"}),c.jsxs(ge,{children:["Synthesize speech from text. The unified ",c.jsx(H,{children:"POST /tasks/audio/speech"})," ","endpoint replaces ",c.jsx(H,{children:"/tasks/modal/tts"}),","," ",c.jsx(H,{children:"/tasks/runpod/tts"}),", and"," ",c.jsx(H,{children:"/tasks/modal/orpheus/tts"}),". Two models are available:"]}),c.jsx(Ol,{items:[c.jsxs(c.Fragment,{children:[c.jsx(H,{children:"orpheus-3b-tts"})," (default) — multilingual, multi-speaker; voices are catalog tags (e.g. ",c.jsx(H,{children:"salt_lug_0001"}),"). List them with"," ",c.jsx(H,{children:"GET /tasks/voice/speakers"}),"."]}),c.jsxs(c.Fragment,{children:[c.jsx(H,{children:"spark-tts"})," — the six fixed Ugandan voices below; supports streaming on Modal."]})]}),c.jsxs(Xs,{children:[c.jsx("strong",{children:"Migrating?"})," The legacy TTS, streaming (",c.jsx(H,{children:"/stream"}),","," ",c.jsx(H,{children:"/stream-with-url"}),"), Orpheus batch, speaker-listing, and"," ",c.jsx(H,{children:"refresh-url"})," endpoints are ",c.jsx("strong",{children:"deprecated"}),". Use the unified endpoints below."]}),c.jsx(Qe,{children:"Single synthesis (orpheus-3b-tts, default)"}),c.jsx(Ne,{code:_z,language:"python",label:"Python — orpheus-3b-tts"}),c.jsx(vt,{children:"orpheus-3b-tts: languages covered"}),c.jsxs(ge,{children:["Speaker IDs encode both the source corpus (",c.jsx(H,{children:"salt_*"}),","," ",c.jsx(H,{children:"waxal_*"}),", ",c.jsx(H,{children:"slr32_*"}),","," ",c.jsx(H,{children:"slr129_*"}),", ",c.jsx(H,{children:"bateesa_*"}),") and the language. Languages shown with an em dash in the Speaker IDs column are present in the model's training mix but do not currently expose individual voice IDs in this checkpoint."]}),c.jsx("div",{className:"overflow-x-auto rounded-2xl border border-gray-200 dark:border-white/10 my-4",children:c.jsxs("table",{className:"w-full text-sm",children:[c.jsx("thead",{className:"bg-gray-50 dark:bg-white/5",children:c.jsxs("tr",{children:[c.jsx("th",{className:"text-left px-4 py-3 font-semibold text-gray-700 dark:text-gray-200",children:"Config"}),c.jsx("th",{className:"text-left px-4 py-3 font-semibold text-gray-700 dark:text-gray-200",children:"Language"}),c.jsx("th",{className:"text-left px-4 py-3 font-semibold text-gray-700 dark:text-gray-200",children:"ISO 639-1"}),c.jsx("th",{className:"text-left px-4 py-3 font-semibold text-gray-700 dark:text-gray-200",children:"Region"}),c.jsx("th",{className:"text-left px-4 py-3 font-semibold text-gray-700 dark:text-gray-200",children:"Speaker IDs"})]})}),c.jsx("tbody",{children:lz.map((t,n)=>c.jsxs("tr",{className:n%2===0?"bg-white dark:bg-transparent":"bg-gray-50/50 dark:bg-white/[0.02]",children:[c.jsx("td",{className:"px-4 py-3 align-top font-mono text-primary-700 dark:text-primary-400",children:t.config}),c.jsx("td",{className:"px-4 py-3 align-top text-gray-700 dark:text-gray-300 whitespace-nowrap",children:t.language}),c.jsx("td",{className:"px-4 py-3 align-top font-mono text-gray-500 dark:text-gray-400",children:t.iso}),c.jsx("td",{className:"px-4 py-3 align-top text-gray-600 dark:text-gray-400",children:t.region}),c.jsx("td",{className:"px-4 py-3 align-top text-gray-700 dark:text-gray-300",children:t.speakers.length===0?c.jsx("span",{className:"text-gray-400 dark:text-gray-500",children:"—"}):c.jsx("div",{className:"flex flex-wrap gap-1",children:t.speakers.map(r=>c.jsx("code",{className:"px-1.5 py-0.5 rounded-md bg-gray-100 dark:bg-white/10 text-primary-700 dark:text-primary-300 text-xs font-mono",children:r},r))})})]},t.config))})]})}),c.jsxs(ge,{children:["Per-language quality scales with the amount of training data Sunbird collected for that language. 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With the OpenAI SDK:"]}),c.jsx(Ne,{code:Lz,language:"python",label:"Python — streaming"}),c.jsxs(Xs,{children:["Supported request parameters: ",c.jsx(H,{children:"model"})," (",c.jsx(H,{children:"sunflower-14b"})," or ",c.jsx(H,{children:"sunflower-9b"}),"; the old"," ",c.jsx(H,{children:"Sunbird/Sunflower-14B"})," identifier is no longer accepted),"," ",c.jsx(H,{children:"messages"}),", ",c.jsx(H,{children:"temperature"})," (0.0–2.0, default 0.3),"," ",c.jsx(H,{children:"max_tokens"}),", ",c.jsx(H,{children:"top_p"}),", ",c.jsx(H,{children:"stop"}),", and ",c.jsx(H,{children:"stream"}),"."]})]}),c.jsxs("section",{children:[c.jsx(Rn,{id:"file-upload",icon:ER,part:"Part 7",title:"File Upload (Signed URLs)"}),c.jsx(ge,{children:"Generate secure signed URLs for direct client uploads to GCP Storage. 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These Google Colab notebooks let you test Sunbird AI's models directly — either by running the models yourself or by calling the API. Open any notebook, add your access token where prompted, and run the cells."}),c.jsx("div",{className:"grid grid-cols-1 sm:grid-cols-2 gap-4 my-4",children:[{title:"Sunbird AI APIs — Hands-on (Interactive)",desc:"Call every API endpoint with interactive widgets",href:"https://colab.research.google.com/drive/1h02U5CcPScD2JCcEMBuzQv0Yx2BdzXlq?usp=sharing",icon:gR},{title:"Sunbird AI APIs — Non-Interactive",desc:"The same API walkthrough as plain code cells",href:"https://colab.research.google.com/drive/155GQaCFeZ8zhy9CCdEGWTubQTgibrGji?usp=sharing",icon:hR},{title:"Sunflower-Qwen3.5-9B Inference",desc:"Run the sunflower-9b model directly in Colab",href:"https://colab.research.google.com/drive/1hz7NfcA2GgkS-h6wTZ--6tS_IGtwTEEj?usp=sharing",icon:Jl},{title:"Sunflower Gemma 4 E2B — Text & Speech",desc:"Multimodal text and speech demo",href:"https://colab.research.google.com/drive/1P39eYR_KW16oH8tBzycjHG86RfxiRKMJ?usp=sharing",icon:X0},{title:"ASR for 51 African Languages",desc:"Automatic speech recognition across 51 languages",href:"https://colab.research.google.com/drive/1Bs2P3ULkj9zftPItuS2JnjzkFX8cgyz1?usp=sharing",icon:q0}].map(t=>{const n=t.icon;return c.jsxs("a",{href:t.href,target:"_blank",rel:"noopener noreferrer",className:"group p-5 rounded-2xl bg-white dark:bg-white/5 border border-gray-200 dark:border-white/10 hover:border-primary-500 dark:hover:border-primary-500 transition-all hover:shadow-lg",children:[c.jsxs("div",{className:"flex items-center gap-2 text-gray-900 dark:text-white font-semibold mb-1",children:[c.jsx(n,{size:18,className:"text-primary-600 dark:text-primary-400 shrink-0"}),t.title,c.jsx(Hn,{size:14,className:"text-gray-400 group-hover:text-primary-500 transition-colors shrink-0"})]}),c.jsx("div",{className:"text-sm text-gray-500 dark:text-gray-400",children:t.desc}),c.jsx("div",{className:"mt-1 text-xs text-gray-400 dark:text-gray-500 font-mono",children:"Open in Google Colab"})]},t.href)})}),c.jsx(Qe,{children:"Rate Limiting"}),c.jsx(ge,{children:"API endpoints are rate-limited to ensure fair usage. 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b/app/static/react_build/index.html @@ -5,7 +5,7 @@ Sunbird AI API - + diff --git a/app/tests/test_asr_service.py b/app/tests/test_asr_service.py new file mode 100644 index 00000000..cafdcbec --- /dev/null +++ b/app/tests/test_asr_service.py @@ -0,0 +1,159 @@ +"""Unit tests for ASRService, the client for the Sunbird 51-language ASR model.""" + +import httpx +import pytest + +from app.core.exceptions import ExternalServiceError +from app.services.asr_service import ASRService + + +@pytest.fixture +def mock_transport(monkeypatch): + """Route every httpx.AsyncClient request through a supplied handler.""" + + def install(handler): + transport = httpx.MockTransport(handler) + original_init = httpx.AsyncClient.__init__ + + def patched_init(self, *args, **kwargs): + kwargs["transport"] = transport + original_init(self, *args, **kwargs) + + monkeypatch.setattr(httpx.AsyncClient, "__init__", patched_init) + + return install + + +@pytest.fixture +def service() -> ASRService: + return ASRService( + base_url="https://asr.test/v1/", + model="sunbird-asr-51", + api_key="secret", + timeout=5, + ) + + +def test_base_url_is_normalized(service: ASRService): + """A trailing slash must not produce a double slash in the request URL.""" + assert service.base_url == "https://asr.test/v1" + assert service.transcriptions_url == "https://asr.test/v1/audio/transcriptions" + + +async def test_transcribe_sends_expected_request(service: ASRService, mock_transport): + captured = {} + + def handler(request: httpx.Request) -> httpx.Response: + captured["url"] = str(request.url) + captured["auth"] = request.headers.get("authorization") + captured["body"] = request.content + return httpx.Response(200, json={"text": "gyebaleko", "language": "lug"}) + + mock_transport(handler) + result = await service.transcribe( + audio_bytes=b"RIFFfake", language="lug", filename="a.wav" + ) + + assert result.text == "gyebaleko" + assert result.language == "lug" + assert captured["url"] == "https://asr.test/v1/audio/transcriptions" + assert captured["auth"] == "Bearer secret" + body = captured["body"] + assert b"sunbird-asr-51" in body + assert b"lug" in body + # timestamps defaults to False -> plain json, no granularity field + assert b"verbose_json" not in body + assert b"timestamp_granularities" not in body + + +async def test_transcribe_requests_verbose_json_for_timestamps( + service: ASRService, mock_transport +): + captured = {} + + def handler(request: httpx.Request) -> httpx.Response: + captured["body"] = request.content + return httpx.Response( + 200, + json={ + "text": "gyebaleko ssebo", + "language": "lug", + "duration": 2.25, + "segments": [ + {"start": 0.0, "end": 1.0, "text": " gyebaleko"}, + {"start": 1.0, "end": 2.25, "text": " ssebo"}, + ], + }, + ) + + mock_transport(handler) + result = await service.transcribe( + audio_bytes=b"RIFFfake", language="lug", timestamps=True + ) + + assert b"verbose_json" in captured["body"] + assert b"timestamp_granularities" in captured["body"] + assert result.duration == 2.25 + assert [s.text for s in result.segments] == ["gyebaleko", "ssebo"] + assert result.segments[1].start == 1.0 + + +async def test_language_falls_back_when_absent_from_body( + service: ASRService, mock_transport +): + mock_transport(lambda request: httpx.Response(200, json={"text": "hi"})) + result = await service.transcribe(audio_bytes=b"x", language="ach") + assert result.language == "ach" + + +async def test_http_error_raises_external_service_error( + service: ASRService, mock_transport +): + mock_transport(lambda request: httpx.Response(500, text="upstream exploded")) + with pytest.raises(ExternalServiceError) as exc: + await service.transcribe(audio_bytes=b"x", language="lug") + assert "upstream exploded" in str(exc.value.message) + + +async def test_malformed_body_raises_external_service_error( + service: ASRService, mock_transport +): + mock_transport(lambda request: httpx.Response(200, json={"unexpected": "shape"})) + with pytest.raises(ExternalServiceError): + await service.transcribe(audio_bytes=b"x", language="lug") + + +async def test_timeout_raises_external_service_error( + service: ASRService, mock_transport +): + def handler(request: httpx.Request) -> httpx.Response: + raise httpx.ReadTimeout("too slow", request=request) + + mock_transport(handler) + with pytest.raises(ExternalServiceError) as exc: + await service.transcribe(audio_bytes=b"x", language="lug") + assert "timed out" in str(exc.value.message) + + +async def test_connection_error_raises_external_service_error( + service: ASRService, mock_transport +): + def handler(request: httpx.Request) -> httpx.Response: + raise httpx.ConnectError("no route", request=request) + + mock_transport(handler) + with pytest.raises(ExternalServiceError) as exc: + await service.transcribe(audio_bytes=b"x", language="lug") + assert "connect" in str(exc.value.message).lower() + + +async def test_health_check_true_when_reachable(service: ASRService, mock_transport): + mock_transport(lambda request: httpx.Response(200, json={"data": []})) + assert await service.health_check() is True + + +async def test_health_check_false_when_upstream_errors( + service: ASRService, mock_transport +): + mock_transport(lambda request: httpx.Response(503, text="down")) + assert await service.health_check() is False diff --git a/app/tests/test_audio_transcriptions.py b/app/tests/test_audio_transcriptions.py index 918a2486..b36328d6 100644 --- a/app/tests/test_audio_transcriptions.py +++ b/app/tests/test_audio_transcriptions.py @@ -1,4 +1,9 @@ -"""Integration tests for the unified POST /tasks/audio/transcriptions endpoint.""" +"""Integration tests for the unified POST /tasks/audio/transcriptions endpoint. + +The endpoint is backed by the Sunbird 51-African-language faster-whisper +deployment; the platform/adapter/diarization/GCS parameters of the previous +implementation were removed. +""" import io from typing import Dict @@ -8,8 +13,9 @@ from httpx import AsyncClient from app.api import app -from app.deps import get_transcription_service -from app.services.stt_service import TranscriptionResult +from app.core.exceptions import ExternalServiceError +from app.deps import get_asr_service +from app.services.asr_service import ASRResult, ASRSegment @pytest.fixture(autouse=True) @@ -28,145 +34,167 @@ async def noop_save(*args, **kwargs): yield +@pytest.fixture(autouse=True) +def stub_storage(monkeypatch): + """Stub the GCS upload so tests never touch cloud storage.""" + import app.routers.audio as audio_module + + monkeypatch.setattr( + audio_module, + "upload_audio_file", + lambda file_path: ("a.wav", "gs://bucket/a.wav"), + raising=False, + ) + yield + + @pytest.fixture -def fake_facade(): - """Override the facade dependency with a mock; restore afterward.""" - facade = MagicMock() - facade.validate_and_normalize = MagicMock(return_value=(False, False)) - facade.transcribe = AsyncMock( - return_value=TranscriptionResult( - transcription="hello world", - diarization_output={}, - formatted_diarization_output="", - audio_url="gs://bucket/a.wav", - blob_name="a.wav", +def fake_asr(): + """Override the ASR service dependency with a mock; restore afterward.""" + service = MagicMock() + service.transcribe = AsyncMock( + return_value=ASRResult( + text="hello world", + language="lug", + duration=3.5, + segments=[ASRSegment(start=0.0, end=3.5, text="hello world")], ) ) - app.dependency_overrides[get_transcription_service] = lambda: facade - yield facade - app.dependency_overrides.pop(get_transcription_service, None) + app.dependency_overrides[get_asr_service] = lambda: service + yield service + app.dependency_overrides.pop(get_asr_service, None) def audio_part(): return {"audio": ("sample.wav", io.BytesIO(b"RIFFfake"), "audio/wav")} -async def test_modal_upload_returns_200( - authenticated_client: AsyncClient, fake_facade, test_user: Dict +async def test_upload_returns_200_and_transcript( + authenticated_client: AsyncClient, fake_asr, test_user: Dict ): resp = await authenticated_client.post( "/tasks/audio/transcriptions", - data={"language": "lug", "platform": "modal"}, + data={"language": "lug"}, files=audio_part(), ) assert resp.status_code == 200 - assert resp.json()["audio_transcription"] == "hello world" - assert resp.json()["audio_transcription_id"] is None - _, kwargs = fake_facade.transcribe.call_args - assert kwargs["platform"] == "modal" + body = resp.json() + assert body["audio_transcription"] == "hello world" + assert body["language"] == "lug" + assert body["duration_seconds"] == 3.5 + _, kwargs = fake_asr.transcribe.call_args + assert kwargs["language"] == "lug" + assert kwargs["timestamps"] is False -async def test_runpod_upload_defaults_flags_false( - authenticated_client: AsyncClient, fake_facade, test_user: Dict + +async def test_segments_omitted_unless_requested( + authenticated_client: AsyncClient, fake_asr, test_user: Dict ): - """Omitted whisper/recognise_speakers default to False at the HTTP layer.""" resp = await authenticated_client.post( "/tasks/audio/transcriptions", - data={"language": "lug", "platform": "runpod"}, + data={"language": "lug"}, files=audio_part(), ) assert resp.status_code == 200 - _, vkwargs = fake_facade.validate_and_normalize.call_args - assert vkwargs["whisper"] is False - assert vkwargs["recognise_speakers"] is False - _, tkwargs = fake_facade.transcribe.call_args - assert tkwargs["platform"] == "runpod" + assert resp.json()["segments"] is None -async def test_runpod_upload_forwards_flags_when_set( - authenticated_client: AsyncClient, fake_facade, test_user: Dict +async def test_segments_returned_when_timestamps_true( + authenticated_client: AsyncClient, fake_asr, test_user: Dict ): - """Explicit whisper/recognise_speakers are forwarded to the facade.""" resp = await authenticated_client.post( "/tasks/audio/transcriptions", - data={ - "language": "lug", - "platform": "runpod", - "whisper": "true", - "recognise_speakers": "true", - }, + data={"language": "lug", "timestamps": "true"}, files=audio_part(), ) assert resp.status_code == 200 - _, vkwargs = fake_facade.validate_and_normalize.call_args - assert vkwargs["whisper"] is True - assert vkwargs["recognise_speakers"] is True + segments = resp.json()["segments"] + assert segments == [{"start": 0.0, "end": 3.5, "text": "hello world"}] + + _, kwargs = fake_asr.transcribe.call_args + assert kwargs["timestamps"] is True -async def test_runpod_gcs_returns_200( - authenticated_client: AsyncClient, fake_facade, test_user: Dict +async def test_transcription_is_persisted( + authenticated_client: AsyncClient, fake_asr, test_user: Dict ): resp = await authenticated_client.post( "/tasks/audio/transcriptions", - data={ - "language": "lug", - "platform": "runpod", - "gcs_blob_name": "audio/file.wav", - }, + data={"language": "lug"}, + files=audio_part(), ) assert resp.status_code == 200 - _, kwargs = fake_facade.transcribe.call_args - assert kwargs["gcs_blob_name"] == "audio/file.wav" + assert isinstance(resp.json()["audio_transcription_id"], int) + assert resp.json()["audio_url"] == "gs://bucket/a.wav" -async def test_invalid_combo_returns_400( - authenticated_client: AsyncClient, test_user: Dict +async def test_new_language_beyond_legacy_set_is_accepted( + authenticated_client: AsyncClient, fake_asr, test_user: Dict ): - """A real facade should reject modal+gcs with 400 (no override here).""" + """Codes the old 10-language enum rejected (e.g. Zulu) now work.""" resp = await authenticated_client.post( "/tasks/audio/transcriptions", - data={ - "language": "lug", - "platform": "modal", - "gcs_blob_name": "audio/file.wav", - }, + data={"language": "zul"}, + files=audio_part(), ) - assert resp.status_code == 400 + assert resp.status_code == 200 + _, kwargs = fake_asr.transcribe.call_args + assert kwargs["language"] == "zul" -async def test_requires_authentication(async_client: AsyncClient): - resp = await async_client.post( +async def test_unsupported_language_rejected( + authenticated_client: AsyncClient, fake_asr, test_user: Dict +): + resp = await authenticated_client.post( "/tasks/audio/transcriptions", - data={"language": "lug", "platform": "modal"}, + data={"language": "xyz"}, files=audio_part(), ) - assert resp.status_code == 401 + assert resp.status_code == 422 -async def test_runpod_upload_persists_and_returns_id( - authenticated_client: AsyncClient, fake_facade, test_user: Dict +async def test_language_is_required( + authenticated_client: AsyncClient, fake_asr, test_user: Dict ): - """RunPod non-org transcriptions are saved to the DB and return an id.""" resp = await authenticated_client.post( - "/tasks/audio/transcriptions", - data={"language": "lug", "platform": "runpod"}, - files=audio_part(), + "/tasks/audio/transcriptions", files=audio_part() ) - assert resp.status_code == 200 - assert isinstance(resp.json()["audio_transcription_id"], int) + assert resp.status_code == 422 -async def test_runpod_org_does_not_persist( - authenticated_client: AsyncClient, fake_facade, test_user: Dict +async def test_audio_is_required( + authenticated_client: AsyncClient, fake_asr, test_user: Dict ): - """The org workflow must not persist a transcription (parity with /org/stt).""" + resp = await authenticated_client.post( + "/tasks/audio/transcriptions", data={"language": "lug"} + ) + assert resp.status_code == 422 + + +async def test_upstream_failure_maps_to_502( + authenticated_client: AsyncClient, fake_asr, test_user: Dict +): + fake_asr.transcribe = AsyncMock( + side_effect=ExternalServiceError( + service_name="Sunbird ASR API", message="ASR API error: boom" + ) + ) resp = await authenticated_client.post( "/tasks/audio/transcriptions", - data={"language": "lug", "platform": "runpod", "org": "true"}, + data={"language": "lug"}, files=audio_part(), ) - assert resp.status_code == 200 - assert resp.json()["audio_transcription_id"] is None + assert resp.status_code == 502 + + +async def test_requires_authentication(async_client: AsyncClient): + resp = await async_client.post( + "/tasks/audio/transcriptions", + data={"language": "lug"}, + files=audio_part(), + ) + assert resp.status_code == 401 async def test_openapi_marks_legacy_stt_deprecated(async_client: AsyncClient): @@ -206,38 +234,63 @@ async def test_legacy_modal_stt_returns_deprecation_headers( assert 'rel="successor-version"' in resp.headers.get("Link", "") -async def test_audio_field_renders_as_binary_file_in_openapi(async_client: AsyncClient): - """The `audio` field must be a plain binary string so Swagger UI shows a - file-picker (an anyOf/null schema falls back to a text box).""" +async def test_openapi_request_body_matches_new_contract(async_client: AsyncClient): + """audio is a required binary file; the removed parameters are gone.""" resp = await async_client.get("/openapi.json") assert resp.status_code == 200 body = resp.json()["components"]["schemas"][ "Body_create_transcription_tasks_audio_transcriptions_post" ] props = body["properties"] + audio = props["audio"] assert audio.get("type") == "string" assert audio.get("format") == "binary" assert "anyOf" not in audio - # audio stays optional (gcs_blob_name is the alternative input). - assert "audio" not in body.get("required", []) - - # whisper / recognise_speakers must be plain booleans (true/false selector - # in Swagger), defaulting to False — not anyOf/null text boxes. - for flag in ("whisper", "recognise_speakers"): - assert props[flag].get("type") == "boolean", flag - assert props[flag].get("default") is False, flag - assert "anyOf" not in props[flag], flag - - # adapter must be an enum dropdown (like language), not anyOf/null. - assert "anyOf" not in props["adapter"] - assert "$ref" in str(props["adapter"]) - assert "adapter" not in body.get("required", []) + assert "audio" in body.get("required", []) + assert "language" in body.get("required", []) + + # timestamps is a plain boolean (true/false selector in Swagger). + assert props["timestamps"].get("type") == "boolean" + assert props["timestamps"].get("default") is False + assert "anyOf" not in props["timestamps"] + + for removed in ( + "platform", + "adapter", + "whisper", + "recognise_speakers", + "org", + "gcs_blob_name", + ): + assert removed not in props, removed + + +async def test_openapi_language_enum_covers_51_languages(async_client: AsyncClient): + resp = await async_client.get("/openapi.json") + assert resp.status_code == 200 + schemas = resp.json()["components"]["schemas"] + codes = schemas["ASRLanguage"]["enum"] + assert len(codes) == 51 + # every language the previous 10-code enum served must still be there + for legacy in ( + "ach", + "teo", + "eng", + "lug", + "lgg", + "nyn", + "swa", + "kin", + "xog", + "myx", + ): + assert legacy in codes, legacy @pytest.mark.real_quota async def test_quota_exceeded_returns_429( - authenticated_client: AsyncClient, fake_facade, test_user: Dict, monkeypatch + authenticated_client: AsyncClient, fake_asr, test_user: Dict, monkeypatch ): """When the daily/monthly quota is exhausted, the endpoint returns 429.""" from app.services.quota_service import QuotaResult, QuotaService @@ -248,7 +301,7 @@ async def deny(self, db, user): monkeypatch.setattr(QuotaService, "check_and_consume", deny) resp = await authenticated_client.post( "/tasks/audio/transcriptions", - data={"language": "lug", "platform": "modal"}, + data={"language": "lug"}, files=audio_part(), ) assert resp.status_code == 429 diff --git a/app/tests/test_transcription_service.py b/app/tests/test_transcription_service.py deleted file mode 100644 index 3a69c9b0..00000000 --- a/app/tests/test_transcription_service.py +++ /dev/null @@ -1,258 +0,0 @@ -"""Unit tests for the TranscriptionService facade and its schema.""" - -from unittest.mock import AsyncMock, MagicMock - -import pytest - -from app.core.exceptions import BadRequestError -from app.schemas.stt import TranscriptionPlatform -from app.services.stt_service import TranscriptionResult -from app.services.transcription_service import TranscriptionService -from app.utils.deprecation import ( - STT_SUNSET_DATE, - SUCCESSOR_TRANSCRIPTIONS, - deprecation_headers, -) - - -def test_transcription_platform_values(): - assert TranscriptionPlatform.modal.value == "modal" - assert TranscriptionPlatform.runpod.value == "runpod" - assert TranscriptionPlatform("modal") is TranscriptionPlatform.modal - - -def test_deprecation_headers_contents(): - headers = deprecation_headers(SUCCESSOR_TRANSCRIPTIONS) - assert headers["Deprecation"] == "true" - assert headers["Sunset"] == STT_SUNSET_DATE - assert headers["Link"] == '; rel="successor-version"' - - -def make_facade(): - stt = MagicMock() - stt.validate_audio_file = MagicMock(return_value=None) - stt.transcribe_from_gcs = AsyncMock( - return_value=TranscriptionResult( - transcription="gcs text", - diarization_output={}, - formatted_diarization_output="", - audio_url="gs://bucket/a.wav", - blob_name="a.wav", - ) - ) - stt.transcribe_uploaded_file = AsyncMock( - return_value=TranscriptionResult( - transcription="upload text", - diarization_output={}, - formatted_diarization_output="", - audio_url="gs://bucket/u.wav", - blob_name="u.wav", - ) - ) - stt.transcribe_org_audio = AsyncMock( - return_value=TranscriptionResult( - transcription="org text", - diarization_output={}, - formatted_diarization_output="", - ) - ) - modal = MagicMock() - modal.transcribe = AsyncMock(return_value="modal text") - return TranscriptionService(stt_service=stt, modal_stt_service=modal), stt, modal - - -# --- validate_and_normalize --- - - -def test_validate_runpod_passes_flags_through(): - facade, _, _ = make_facade() - whisper, speakers = facade.validate_and_normalize( - platform="runpod", - has_audio=True, - gcs_blob_name=None, - org=False, - whisper=True, - recognise_speakers=True, - ) - assert whisper is True - assert speakers is True - - -def test_validate_runpod_defaults_false(): - facade, _, _ = make_facade() - whisper, speakers = facade.validate_and_normalize( - platform="runpod", - has_audio=True, - gcs_blob_name=None, - org=False, - whisper=False, - recognise_speakers=False, - ) - assert whisper is False - assert speakers is False - - -def test_validate_modal_allows_false_flags(): - facade, _, _ = make_facade() - whisper, speakers = facade.validate_and_normalize( - platform="modal", - has_audio=True, - gcs_blob_name=None, - org=False, - whisper=False, - recognise_speakers=False, - ) - assert whisper is False - assert speakers is False - - -def test_validate_rejects_no_input(): - facade, _, _ = make_facade() - with pytest.raises(BadRequestError): - facade.validate_and_normalize( - platform="runpod", - has_audio=False, - gcs_blob_name=None, - org=False, - whisper=False, - recognise_speakers=False, - ) - - -def test_validate_rejects_both_inputs(): - facade, _, _ = make_facade() - with pytest.raises(BadRequestError): - facade.validate_and_normalize( - platform="runpod", - has_audio=True, - gcs_blob_name="a.wav", - org=False, - whisper=False, - recognise_speakers=False, - ) - - -def test_validate_rejects_modal_with_gcs(): - facade, _, _ = make_facade() - with pytest.raises(BadRequestError): - facade.validate_and_normalize( - platform="modal", - has_audio=False, - gcs_blob_name="a.wav", - org=False, - whisper=False, - recognise_speakers=False, - ) - - -def test_validate_rejects_modal_with_org(): - facade, _, _ = make_facade() - with pytest.raises(BadRequestError): - facade.validate_and_normalize( - platform="modal", - has_audio=True, - gcs_blob_name=None, - org=True, - whisper=False, - recognise_speakers=False, - ) - - -def test_validate_rejects_modal_with_runpod_only_flags(): - facade, _, _ = make_facade() - with pytest.raises(BadRequestError): - facade.validate_and_normalize( - platform="modal", - has_audio=True, - gcs_blob_name=None, - org=False, - whisper=True, - recognise_speakers=False, - ) - - -def test_validate_rejects_unknown_platform(): - facade, _, _ = make_facade() - with pytest.raises(BadRequestError): - facade.validate_and_normalize( - platform="gcp", - has_audio=True, - gcs_blob_name=None, - org=False, - whisper=False, - recognise_speakers=False, - ) - - -# --- transcribe dispatch --- - - -async def test_transcribe_dispatches_modal(): - facade, stt, modal = make_facade() - result = await facade.transcribe( - platform="modal", - language="lug", - adapter="lug", - audio_bytes=b"xx", - ) - modal.transcribe.assert_awaited_once_with(b"xx", language="lug") - assert result.transcription == "modal text" - stt.transcribe_uploaded_file.assert_not_called() - - -async def test_transcribe_dispatches_gcs(): - facade, stt, _ = make_facade() - result = await facade.transcribe( - platform="runpod", - language="lug", - adapter="lug", - gcs_blob_name="a.wav", - whisper=True, - recognise_speakers=True, - ) - stt.transcribe_from_gcs.assert_awaited_once() - assert result.transcription == "gcs text" - - -async def test_transcribe_dispatches_uploaded(): - facade, stt, _ = make_facade() - result = await facade.transcribe( - platform="runpod", - language="lug", - adapter="lug", - org=False, - whisper=True, - recognise_speakers=True, - file_path="/tmp/u.wav", - file_extension=".wav", - content_type="audio/wav", - ) - stt.validate_audio_file.assert_called_once_with("audio/wav", ".wav") - stt.transcribe_uploaded_file.assert_awaited_once() - assert result.transcription == "upload text" - - -async def test_transcribe_dispatches_org(): - facade, stt, _ = make_facade() - result = await facade.transcribe( - platform="runpod", - language="lug", - adapter="lug", - org=True, - recognise_speakers=True, - file_path="/tmp/o.wav", - file_extension=".wav", - content_type="audio/wav", - ) - stt.validate_audio_file.assert_called_once_with("audio/wav", ".wav") - stt.transcribe_org_audio.assert_awaited_once_with( - file_path="/tmp/o.wav", recognise_speakers=True - ) - assert result.transcription == "org text" - - -def test_transcription_service_dep_is_exported(): - import app.deps as deps - - assert hasattr(deps, "TranscriptionServiceDep") - assert "TranscriptionServiceDep" in deps.__all__ diff --git a/docs/tutorial.md b/docs/tutorial.md index 3b4ec689..44e003e8 100644 --- a/docs/tutorial.md +++ b/docs/tutorial.md @@ -9,7 +9,11 @@ This comprehensive tutorial describes how to use the Sunbird AI API and includes - **Lugbara** (lgg) - **Runyankole** (nyn) - **Swahili** (swa) -- **Plus 20 more Uganda languages** +- **Plus 20 more Ugandan languages** + +Coverage differs per endpoint: speech-to-text spans **51 African languages**, +chat/translation spans 32 (`sunflower-14b`) or 67 (`sunflower-9b`), and +text-to-speech spans 20. See the matrix below. --- @@ -20,7 +24,9 @@ serves. **Code** is the canonical ISO/SALT code the API accepts (full language names also work where an endpoint takes a `language` or `voice`). - **`/tasks/audio/speech`** — text-to-speech (orpheus-3b-tts voice catalog). -- **`/tasks/audio/transcriptions`** — speech-to-text (Whisper language IDs). +- **`/tasks/audio/transcriptions`** — speech-to-text. Now covers **51 African + languages** via Sunbird's faster-whisper ASR model — see + [Part 3](#part-3-speech-to-text-stt). - **`/tasks/chat/completions`** — Sunflower chat. The `/tasks/chat/completions` column below reflects the default **`sunflower-14b`** model (English + 31 Ugandan/regional languages), which `/tasks/translate` shares. The alternative @@ -30,54 +36,77 @@ names also work where an endpoint takes a `language` or `voice`). | Language name | Code | `/tasks/audio/speech` | `/tasks/audio/transcriptions` | `/tasks/chat/completions` | | :---- | :---- | :----: | :----: | :----: | | Acholi | `ach` | ✅ | ✅ | ✅ | -| Afrikaans | `afr` | ✅ | ❌ | ❌ | +| Afrikaans | `afr` | ✅ | ✅ | ❌ | +| Akan | `aka` | ❌ | ✅ | ❌ | | Alur | `alz` | ❌ | ❌ | ✅ | +| Amharic | `amh` | ❌ | ✅ | ❌ | | Aringa | `luc` | ❌ | ❌ | ✅ | | Ateso | `teo` | ✅ | ✅ | ✅ | +| Bambara | `bam` | ❌ | ✅ | ❌ | | Bari | `bfa` | ❌ | ❌ | ✅ | +| Bemba | `bem` | ❌ | ✅ | ❌ | +| Berber | `ber` | ❌ | ✅ | ❌ | +| Chichewa | `nya` | ❌ | ✅ | ❌ | +| Dagaare | `dga` | ❌ | ✅ | ❌ | +| Dagbani | `dag` | ❌ | ✅ | ❌ | | English | `eng` | ✅ | ✅ | ✅ | -| Ewe | `ewe` | ✅ | ❌ | ❌ | -| Fulah | `ful` | ✅ | ❌ | ❌ | -| Hausa | `hau` | ✅ | ❌ | ❌ | -| Igbo | `ibo` | ✅ | ❌ | ❌ | +| Ewe | `ewe` | ✅ | ✅ | ❌ | +| French | `fra` | ❌ | ✅ | ❌ | +| Fulah / Fulani | `ful` | ✅ | ✅ | ❌ | +| Hausa | `hau` | ✅ | ✅ | ❌ | +| Igbo | `ibo` | ✅ | ✅ | ❌ | +| Ikposo | `kpo` | ❌ | ✅ | ❌ | | Jopadhola | `adh` | ❌ | ❌ | ✅ | +| Kabyle | `kab` | ❌ | ✅ | ❌ | | Kakwa | `keo` | ❌ | ❌ | ✅ | +| Kalenjin | `kln` | ❌ | ✅ | ❌ | +| Kanuri | `kau` | ❌ | ✅ | ❌ | | Karamojong | `kdj` | ❌ | ❌ | ✅ | -| Kikuyu | `kik` | ✅ | ❌ | ❌ | +| Kikuyu | `kik` | ✅ | ✅ | ❌ | | Kinyarwanda | `kin` | ✅ | ✅ | ✅ | | Kumam | `kdi` | ❌ | ❌ | ✅ | | Kupsabiny | `kpz` | ❌ | ❌ | ✅ | -| Kwamba | `rwm` | ❌ | ❌ | ✅ | +| Kwamba | `rwm` | ❌ | ✅ | ✅ | | Lango | `laj` | ❌ | ❌ | ✅ | -| Lingala | `lin` | ✅ | ❌ | ❌ | +| Lendu | `led` | ❌ | ✅ | ❌ | +| Lingala | `lin` | ✅ | ✅ | ❌ | | Lubwisi | `tlj` | ❌ | ❌ | ✅ | | Lugbara | `lgg` | ✅ † | ✅ | ✅ | | Lugungu | `rub` | ❌ | ❌ | ✅ | | Lugwere | `gwr` | ❌ | ❌ | ✅ | | Luganda | `lug` | ✅ | ✅ | ✅ | +| Luhya | `luy` | ❌ | ✅ | ❌ | | Lumasaba | `myx` | ❌ | ✅ | ✅ | | Lunyole | `nuj` | ❌ | ❌ | ✅ | -| Luo (Dholuo) | `luo` | ✅ | ❌ | ❌ | +| Luo (Dholuo) | `luo` | ✅ | ✅ | ❌ | | Lusoga | `xog` | ❌ | ✅ | ✅ | | Ma'di | `mhi` | ❌ | ❌ | ✅ | +| Malagasy | `mlg` | ❌ | ✅ | ❌ | +| Ndebele | `nbl` | ❌ | ✅ | ❌ | +| Nigerian Pidgin | `pcm` | ❌ | ✅ | ❌ | +| Oromo | `orm` | ❌ | ✅ | ❌ | | Pokot | `pok` | ❌ | ❌ | ✅ | -| Rukiga | `cgg` | ❌ | ❌ | ✅ | -| Rukonjo | `koo` | ❌ | ❌ | ✅ | +| Rukiga | `cgg` | ❌ | ✅ | ✅ | +| Rukonjo | `koo` | ❌ | ✅ | ✅ | | Runyankole | `nyn` | ✅ | ✅ | ✅ | | Runyoro | `nyo` | ❌ | ❌ | ✅ | -| Ruruuli | `ruc` | ❌ | ❌ | ✅ | +| Ruruuli | `ruc` | ❌ | ✅ | ✅ | | Rutooro | `ttj` | ❌ | ✅ | ✅ | | Samia | `lsm` | ❌ | ❌ | ✅ | -| Sesotho | `sot` | ✅ † | ❌ | ❌ | -| Setswana | `tsn` | ✅ † | ❌ | ❌ | +| Sesotho / Sotho | `sot` | ✅ † | ✅ | ❌ | +| Setswana / Tswana | `tsn` | ✅ † | ✅ | ❌ | +| Shona | `sna` | ❌ | ✅ | ❌ | +| Somali | `som` | ❌ | ✅ | ❌ | | Swahili | `swa` | ✅ | ✅ | ✅ | -| Xhosa | `xho` | ✅ | ❌ | ❌ | -| Yoruba | `yor` | ✅ | ❌ | ❌ | +| Thur | `lth` | ❌ | ✅ | ❌ | +| Wolof | `wol` | ❌ | ✅ | ❌ | +| Xhosa | `xho` | ✅ | ✅ | ❌ | +| Yoruba | `yor` | ✅ | ✅ | ❌ | +| Zulu | `zul` | ❌ | ✅ | ❌ | **†** Lugbara, Sesotho, and Setswana are in the orpheus-3b-tts training mix but currently expose **no individual voice IDs** in this checkpoint, so practical -synthesis depends on a future voice release. Languages outside these sets (for -example Zulu) are not currently served by any endpoint. +synthesis depends on a future voice release. --- @@ -226,13 +255,25 @@ The response shape is unchanged from the previous NLLB-backed endpoint: ## Part 3: Speech-to-Text (STT) -Convert speech audio to text. The unified **`POST /tasks/audio/transcriptions`** endpoint accepts an uploaded audio file (or a GCS object) and routes to the Modal (Whisper large-v3) or RunPod backend. Supports MP3, WAV, M4A, and more. +Convert speech audio to text. The unified **`POST /tasks/audio/transcriptions`** +endpoint is powered by Sunbird's faster-whisper ASR model +([`Sunbird/faster-whisper-51-african-languages`](https://huggingface.co/Sunbird/faster-whisper-51-african-languages), +a [Whisper large-v3 fine-tune](https://huggingface.co/Sunbird/asr-whisper-51-african-languages)) +covering **51 African languages**. Supports MP3, WAV, M4A, OGG, and more. > **Migrating from the legacy STT routes?** `/tasks/modal/stt`, `/tasks/stt`, `/tasks/stt_from_gcs`, and `/tasks/org/stt` are **deprecated** (they still work but return `Deprecation`/`Sunset` headers). Switch to `/tasks/audio/transcriptions`. -### Transcribe a file (Modal / Whisper) +> **Breaking change.** This endpoint previously accepted `platform`, `adapter`, +> `whisper`, `recognise_speakers`, `org`, and `gcs_blob_name`. Those parameters +> have been **removed** and are now rejected with `422`. Speaker diarization and +> the organization workflow are still available on the deprecated +> `/tasks/org/stt` and `/tasks/stt` routes. + +### Transcribe a file -`language` is **required**. `platform` defaults to `modal` (Whisper large-v3). +`audio` and `language` are both **required**. The model reuses Whisper's +language-token slots for African languages, which makes automatic language +detection unreliable — always pass a language explicitly. ```python import os @@ -255,8 +296,7 @@ files = { "audio": ("recording.wav", open(audio_file_path, "rb"), "audio/wav"), } data = { - "language": "lug", # required: 3-letter code or full name (e.g. "Luganda") - "platform": "modal", # "modal" (default, Whisper) or "runpod" + "language": "lug", # required: ISO 639-3 code, one of the 51 below } response = requests.post(url, headers=headers, files=files, data=data) @@ -264,66 +304,110 @@ result = response.json() print(f"Transcription: {result['audio_transcription']}") ``` -### Transcribe with RunPod (adapter, Whisper, diarization) +**Example response:** +```json +{ + "audio_transcription": "Ekibiina ekiddukanya ...", + "language": "lug", + "audio_url": "gs://.../audio.wav", + "audio_transcription_id": 123, + "duration_seconds": 12.4, + "segments": null, + "diarization_output": {}, + "formatted_diarization_output": "", + "was_audio_trimmed": false, + "original_duration_minutes": null +} +``` -The RunPod backend adds a language `adapter`, the `whisper` flag, and optional speaker diarization (`recognise_speakers`). +### Timestamped segments + +Set `timestamps=true` to also receive per-segment start/end times in `segments`. +It is `false` by default, in which case `segments` comes back as `null`. ```python -files = { - "audio": ("recording.mp3", open("/path/to/audio_file.mp3", "rb"), "audio/mpeg"), -} data = { - "language": "lug", - "platform": "runpod", - "adapter": "lug", # optional; defaults to `language` - "whisper": True, # RunPod only - "recognise_speakers": False, # RunPod only — speaker diarization + "language": "ach", + "timestamps": True, } response = requests.post(url, headers=headers, files=files, data=data) -print(response.json()) -``` +result = response.json() -You can also transcribe audio already in GCS by passing `gcs_blob_name` (with `platform="runpod"`) instead of an `audio` file — see **Part 7: File Upload** for generating upload URLs. +print(result["audio_transcription"]) +for segment in result["segments"]: + print(f"[{segment['start']:7.2f} -> {segment['end']:7.2f}] {segment['text']}") +``` -**Example response:** ```json { - "audio_transcription": "Ekibiina ekiddukanya ...", - "language": "lug", - "audio_url": "https://storage.googleapis.com/.../audio.wav?...", - "audio_transcription_id": 123, - "diarization_output": null, - "formatted_diarization_output": null, - "was_audio_trimmed": false, - "original_duration_minutes": null + "audio_transcription": "Gyebaleko ssebo", + "language": "ach", + "duration_seconds": 2.25, + "segments": [ + {"start": 0.0, "end": 1.0, "text": "Gyebaleko"}, + {"start": 1.0, "end": 2.25, "text": "ssebo"} + ] } ``` -**Supported languages:** English (`eng`), Luganda (`lug`), Runyankole (`nyn`), Acholi (`ach`), Ateso (`teo`), Lugbara (`lgg`), Swahili (`swa`), Lusoga (`xog`), Rutooro (`ttj`), Kinyarwanda (`kin`), Lumasaba (`myx`). - **Note:** For files larger than 100MB, only the first 10 minutes will be transcribed. - -The dictionary below represents the language codes available now for the stt endpoint +### Supported languages (51) + +Pass the ISO 639-3 code as `language`. All ten languages served by the previous +version of this endpoint are still supported. + +| Code | Language | Code | Language | Code | Language | +| :--- | :--- | :--- | :--- | :--- | :--- | +| `ach` | Acholi | `kab` | Kabyle | `nyn` | Runyankole | +| `afr` | Afrikaans | `kau` | Kanuri | `orm` | Oromo | +| `aka` | Akan | `kik` | Kikuyu | `pcm` | Nigerian Pidgin | +| `amh` | Amharic | `kin` | Kinyarwanda | `ruc` | Ruruuli | +| `bam` | Bambara | `kln` | Kalenjin | `rwm` | Kwamba | +| `bem` | Bemba | `koo` | Rukonjo | `sna` | Shona | +| `ber` | Berber | `kpo` | Ikposo | `som` | Somali | +| `cgg` | Rukiga | `led` | Lendu | `sot` | Sotho | +| `dag` | Dagbani | `lgg` | Lugbara | `swa` | Swahili | +| `dga` | Dagaare | `lin` | Lingala | `teo` | Ateso | +| `eng` | English | `lth` | Thur | `tsn` | Tswana | +| `ewe` | Ewe | `lug` | Luganda | `ttj` | Rutooro | +| `fra` | French | `luo` | Luo | `wol` | Wolof | +| `ful` | Fulani | `luy` | Luhya | `xho` | Xhosa | +| `hau` | Hausa | `mlg` | Malagasy | `xog` | Lusoga | +| `ibo` | Igbo | `myx` | Lumasaba | `yor` | Yoruba | +| | | `nbl` | Ndebele | `zul` | Zulu | +| | | `nya` | Chichewa | | | + +As a Python dictionary: ```python SALT_LANGUAGE_IDS_WHISPER = { - 'eng': "English (Ugandan)", - 'swa': "Swahili", - 'ach': "Acholi", - 'lgg': "Lugbara", - 'lug': "Luganda", - 'nyn': "Runyankole", - 'teo': "Ateso", - 'xog': "Lusoga", - 'ttj': "Rutooro", - 'kin': "Kinyarwanda", - 'myx': "Lumasaba", + 'ach': "Acholi", 'kab': "Kabyle", 'nyn': "Runyankole", + 'afr': "Afrikaans", 'kau': "Kanuri", 'orm': "Oromo", + 'aka': "Akan", 'kik': "Kikuyu", 'pcm': "Nigerian Pidgin", + 'amh': "Amharic", 'kin': "Kinyarwanda", 'ruc': "Ruruuli", + 'bam': "Bambara", 'kln': "Kalenjin", 'rwm': "Kwamba", + 'bem': "Bemba", 'koo': "Rukonjo", 'sna': "Shona", + 'ber': "Berber", 'kpo': "Ikposo", 'som': "Somali", + 'cgg': "Rukiga", 'led': "Lendu", 'sot': "Sotho", + 'dag': "Dagbani", 'lgg': "Lugbara", 'swa': "Swahili", + 'dga': "Dagaare", 'lin': "Lingala", 'teo': "Ateso", + 'eng': "English", 'lth': "Thur", 'tsn': "Tswana", + 'ewe': "Ewe", 'lug': "Luganda", 'ttj': "Rutooro", + 'fra': "French", 'luo': "Luo", 'wol': "Wolof", + 'ful': "Fulani", 'luy': "Luhya", 'xho': "Xhosa", + 'hau': "Hausa", 'mlg': "Malagasy", 'xog': "Lusoga", + 'ibo': "Igbo", 'myx': "Lumasaba", 'yor': "Yoruba", + 'nbl': "Ndebele", 'zul': "Zulu", + 'nya': "Chichewa", } - ``` +Per-language accuracy scales with the amount of training data available for each +language; see the [model card](https://huggingface.co/Sunbird/asr-whisper-51-african-languages) +for per-language WER/CER figures. + --- ## Part 4: Language Detection diff --git a/frontend/src/pages/Tutorial.tsx b/frontend/src/pages/Tutorial.tsx index 22d6ec02..9c39c44c 100644 --- a/frontend/src/pages/Tutorial.tsx +++ b/frontend/src/pages/Tutorial.tsx @@ -58,72 +58,137 @@ interface LanguageSupportRow { name: string; code: string; speech: boolean; // /tasks/audio/speech (orpheus-3b-tts) - transcription: boolean; // /tasks/audio/transcriptions (Whisper language IDs) + transcription: boolean; // /tasks/audio/transcriptions (51-language Sunbird ASR) chat: boolean; // /tasks/chat/completions (Sunflower) — same set as /tasks/translate ttsVoiceless?: boolean; // covered by the TTS training mix but no voice IDs yet } // Union of every language served by at least one of the three endpoints, sorted -// by name. Languages outside these sets (e.g. Zulu) are intentionally omitted. +// by name. const languageSupport: LanguageSupportRow[] = [ { name: 'Acholi', code: 'ach', speech: true, transcription: true, chat: true }, - { name: 'Afrikaans', code: 'afr', speech: true, transcription: false, chat: false }, + { name: 'Afrikaans', code: 'afr', speech: true, transcription: true, chat: false }, + { name: 'Akan', code: 'aka', speech: false, transcription: true, chat: false }, { name: 'Alur', code: 'alz', speech: false, transcription: false, chat: true }, + { name: 'Amharic', code: 'amh', speech: false, transcription: true, chat: false }, { name: 'Aringa', code: 'luc', speech: false, transcription: false, chat: true }, { name: 'Ateso', code: 'teo', speech: true, transcription: true, chat: true }, + { name: 'Bambara', code: 'bam', speech: false, transcription: true, chat: false }, { name: 'Bari', code: 'bfa', speech: false, transcription: false, chat: true }, + { name: 'Bemba', code: 'bem', speech: false, transcription: true, chat: false }, + { name: 'Berber', code: 'ber', speech: false, transcription: true, chat: false }, + { name: 'Chichewa', code: 'nya', speech: false, transcription: true, chat: false }, + { name: 'Dagaare', code: 'dga', speech: false, transcription: true, chat: false }, + { name: 'Dagbani', code: 'dag', speech: false, transcription: true, chat: false }, { name: 'English', code: 'eng', speech: true, transcription: true, chat: true }, - { name: 'Ewe', code: 'ewe', speech: true, transcription: false, chat: false }, - { name: 'Fulah', code: 'ful', speech: true, transcription: false, chat: false }, - { name: 'Hausa', code: 'hau', speech: true, transcription: false, chat: false }, - { name: 'Igbo', code: 'ibo', speech: true, transcription: false, chat: false }, + { name: 'Ewe', code: 'ewe', speech: true, transcription: true, chat: false }, + { name: 'French', code: 'fra', speech: false, transcription: true, chat: false }, + { name: 'Fulah / Fulani', code: 'ful', speech: true, transcription: true, chat: false }, + { name: 'Hausa', code: 'hau', speech: true, transcription: true, chat: false }, + { name: 'Igbo', code: 'ibo', speech: true, transcription: true, chat: false }, + { name: 'Ikposo', code: 'kpo', speech: false, transcription: true, chat: false }, { name: 'Jopadhola', code: 'adh', speech: false, transcription: false, chat: true }, + { name: 'Kabyle', code: 'kab', speech: false, transcription: true, chat: false }, { name: 'Kakwa', code: 'keo', speech: false, transcription: false, chat: true }, + { name: 'Kalenjin', code: 'kln', speech: false, transcription: true, chat: false }, + { name: 'Kanuri', code: 'kau', speech: false, transcription: true, chat: false }, { name: 'Karamojong', code: 'kdj', speech: false, transcription: false, chat: true }, - { name: 'Kikuyu', code: 'kik', speech: true, transcription: false, chat: false }, + { name: 'Kikuyu', code: 'kik', speech: true, transcription: true, chat: false }, { name: 'Kinyarwanda', code: 'kin', speech: true, transcription: true, chat: true }, { name: 'Kumam', code: 'kdi', speech: false, transcription: false, chat: true }, { name: 'Kupsabiny', code: 'kpz', speech: false, transcription: false, chat: true }, - { name: 'Kwamba', code: 'rwm', speech: false, transcription: false, chat: true }, + { name: 'Kwamba', code: 'rwm', speech: false, transcription: true, chat: true }, { name: 'Lango', code: 'laj', speech: false, transcription: false, chat: true }, - { name: 'Lingala', code: 'lin', speech: true, transcription: false, chat: false }, + { name: 'Lendu', code: 'led', speech: false, transcription: true, chat: false }, + { name: 'Lingala', code: 'lin', speech: true, transcription: true, chat: false }, { name: 'Lubwisi', code: 'tlj', speech: false, transcription: false, chat: true }, { name: 'Lugbara', code: 'lgg', speech: true, transcription: true, chat: true, ttsVoiceless: true }, { name: 'Lugungu', code: 'rub', speech: false, transcription: false, chat: true }, { name: 'Lugwere', code: 'gwr', speech: false, transcription: false, chat: true }, { name: 'Luganda', code: 'lug', speech: true, transcription: true, chat: true }, + { name: 'Luhya', code: 'luy', speech: false, transcription: true, chat: false }, { name: 'Lumasaba', code: 'myx', speech: false, transcription: true, chat: true }, { name: 'Lunyole', code: 'nuj', speech: false, transcription: false, chat: true }, - { name: 'Luo (Dholuo)', code: 'luo', speech: true, transcription: false, chat: false }, + { name: 'Luo (Dholuo)', code: 'luo', speech: true, transcription: true, chat: false }, { name: 'Lusoga', code: 'xog', speech: false, transcription: true, chat: true }, { name: "Ma'di", code: 'mhi', speech: false, transcription: false, chat: true }, + { name: 'Malagasy', code: 'mlg', speech: false, transcription: true, chat: false }, + { name: 'Ndebele', code: 'nbl', speech: false, transcription: true, chat: false }, + { name: 'Nigerian Pidgin', code: 'pcm', speech: false, transcription: true, chat: false }, + { name: 'Oromo', code: 'orm', speech: false, transcription: true, chat: false }, { name: 'Pokot', code: 'pok', speech: false, transcription: false, chat: true }, - { name: 'Rukiga', code: 'cgg', speech: false, transcription: false, chat: true }, - { name: 'Rukonjo', code: 'koo', speech: false, transcription: false, chat: true }, + { name: 'Rukiga', code: 'cgg', speech: false, transcription: true, chat: true }, + { name: 'Rukonjo', code: 'koo', speech: false, transcription: true, chat: true }, { name: 'Runyankole', code: 'nyn', speech: true, transcription: true, chat: true }, { name: 'Runyoro', code: 'nyo', speech: false, transcription: false, chat: true }, - { name: 'Ruruuli', code: 'ruc', speech: false, transcription: false, chat: true }, + { name: 'Ruruuli', code: 'ruc', speech: false, transcription: true, chat: true }, { name: 'Rutooro', code: 'ttj', speech: false, transcription: true, chat: true }, { name: 'Samia', code: 'lsm', speech: false, transcription: false, chat: true }, - { name: 'Sesotho', code: 'sot', speech: true, transcription: false, chat: false, ttsVoiceless: true }, - { name: 'Setswana', code: 'tsn', speech: true, transcription: false, chat: false, ttsVoiceless: true }, + { name: 'Sesotho / Sotho', code: 'sot', speech: true, transcription: true, chat: false, ttsVoiceless: true }, + { name: 'Setswana / Tswana', code: 'tsn', speech: true, transcription: true, chat: false, ttsVoiceless: true }, + { name: 'Shona', code: 'sna', speech: false, transcription: true, chat: false }, + { name: 'Somali', code: 'som', speech: false, transcription: true, chat: false }, { name: 'Swahili', code: 'swa', speech: true, transcription: true, chat: true }, - { name: 'Xhosa', code: 'xho', speech: true, transcription: false, chat: false }, - { name: 'Yoruba', code: 'yor', speech: true, transcription: false, chat: false }, + { name: 'Thur', code: 'lth', speech: false, transcription: true, chat: false }, + { name: 'Wolof', code: 'wol', speech: false, transcription: true, chat: false }, + { name: 'Xhosa', code: 'xho', speech: true, transcription: true, chat: false }, + { name: 'Yoruba', code: 'yor', speech: true, transcription: true, chat: false }, + { name: 'Zulu', code: 'zul', speech: false, transcription: true, chat: false }, ]; +// The 51 languages served by Sunbird/faster-whisper-51-african-languages. const sttLanguages = [ - { code: 'eng', name: 'English (Ugandan)' }, - { code: 'swa', name: 'Swahili' }, { code: 'ach', name: 'Acholi' }, + { code: 'afr', name: 'Afrikaans' }, + { code: 'aka', name: 'Akan' }, + { code: 'amh', name: 'Amharic' }, + { code: 'bam', name: 'Bambara' }, + { code: 'bem', name: 'Bemba' }, + { code: 'ber', name: 'Berber' }, + { code: 'cgg', name: 'Rukiga' }, + { code: 'dag', name: 'Dagbani' }, + { code: 'dga', name: 'Dagaare' }, + { code: 'eng', name: 'English' }, + { code: 'ewe', name: 'Ewe' }, + { code: 'fra', name: 'French' }, + { code: 'ful', name: 'Fulani' }, + { code: 'hau', name: 'Hausa' }, + { code: 'ibo', name: 'Igbo' }, + { code: 'kab', name: 'Kabyle' }, + { code: 'kau', name: 'Kanuri' }, + { code: 'kik', name: 'Kikuyu' }, + { code: 'kin', name: 'Kinyarwanda' }, + { code: 'kln', name: 'Kalenjin' }, + { code: 'koo', name: 'Rukonjo' }, + { code: 'kpo', name: 'Ikposo' }, + { code: 'led', name: 'Lendu' }, { code: 'lgg', name: 'Lugbara' }, + { code: 'lin', name: 'Lingala' }, + { code: 'lth', name: 'Thur' }, { code: 'lug', name: 'Luganda' }, + { code: 'luo', name: 'Luo' }, + { code: 'luy', name: 'Luhya' }, + { code: 'mlg', name: 'Malagasy' }, + { code: 'myx', name: 'Lumasaba' }, + { code: 'nbl', name: 'Ndebele' }, + { code: 'nya', name: 'Chichewa' }, { code: 'nyn', name: 'Runyankole' }, + { code: 'orm', name: 'Oromo' }, + { code: 'pcm', name: 'Nigerian Pidgin' }, + { code: 'ruc', name: 'Ruruuli' }, + { code: 'rwm', name: 'Kwamba' }, + { code: 'sna', name: 'Shona' }, + { code: 'som', name: 'Somali' }, + { code: 'sot', name: 'Sotho' }, + { code: 'swa', name: 'Swahili' }, { code: 'teo', name: 'Ateso' }, - { code: 'xog', name: 'Lusoga' }, + { code: 'tsn', name: 'Tswana' }, { code: 'ttj', name: 'Rutooro' }, - { code: 'kin', name: 'Kinyarwanda' }, - { code: 'myx', name: 'Lumasaba' }, + { code: 'wol', name: 'Wolof' }, + { code: 'xho', name: 'Xhosa' }, + { code: 'xog', name: 'Lusoga' }, + { code: 'yor', name: 'Yoruba' }, + { code: 'zul', name: 'Zulu' }, ]; // orpheus-3b-tts languages covered. Speaker IDs encode both the source corpus @@ -361,51 +426,67 @@ files = { "audio": ("recording.wav", open(audio_file_path, "rb"), "audio/wav"), } data = { - "language": "lug", # required: 3-letter code or full name (e.g. "Luganda") - "platform": "modal", # "modal" (default, Whisper) or "runpod" + "language": "lug", # required: ISO 639-3 code, one of the 51 supported } response = requests.post(url, headers=headers, files=files, data=data) result = response.json() print(f"Transcription: {result['audio_transcription']}")`; -const runpodTranscribeCode = `files = { - "audio": ("recording.mp3", open("/path/to/audio_file.mp3", "rb"), "audio/mpeg"), -} -data = { - "language": "lug", - "platform": "runpod", - "adapter": "lug", # optional; defaults to language - "whisper": True, # RunPod only - "recognise_speakers": False, # RunPod only — speaker diarization +const timestampsTranscribeCode = `data = { + "language": "ach", + "timestamps": True, # also return per-segment start/end times } response = requests.post(url, headers=headers, files=files, data=data) -print(response.json())`; +result = response.json() + +print(result["audio_transcription"]) +for segment in result["segments"]: + print(f"[{segment['start']:7.2f} -> {segment['end']:7.2f}] {segment['text']}")`; const transcribeResponse = `{ "audio_transcription": "Ekibiina ekiddukanya ...", "language": "lug", - "audio_url": "https://storage.googleapis.com/.../audio.wav?...", + "audio_url": "gs://.../audio.wav", "audio_transcription_id": 123, - "diarization_output": null, - "formatted_diarization_output": null, + "duration_seconds": 12.4, + "segments": null, + "diarization_output": {}, + "formatted_diarization_output": "", "was_audio_trimmed": false, "original_duration_minutes": null }`; +const timestampsResponse = `{ + "audio_transcription": "Gyebaleko ssebo", + "language": "ach", + "duration_seconds": 2.25, + "segments": [ + {"start": 0.0, "end": 1.0, "text": "Gyebaleko"}, + {"start": 1.0, "end": 2.25, "text": "ssebo"} + ] +}`; + const saltWhisperCode = `SALT_LANGUAGE_IDS_WHISPER = { - 'eng': "English (Ugandan)", - 'swa': "Swahili", - 'ach': "Acholi", - 'lgg': "Lugbara", - 'lug': "Luganda", - 'nyn': "Runyankole", - 'teo': "Ateso", - 'xog': "Lusoga", - 'ttj': "Rutooro", - 'kin': "Kinyarwanda", - 'myx': "Lumasaba", + 'ach': "Acholi", 'kab': "Kabyle", 'nyn': "Runyankole", + 'afr': "Afrikaans", 'kau': "Kanuri", 'orm': "Oromo", + 'aka': "Akan", 'kik': "Kikuyu", 'pcm': "Nigerian Pidgin", + 'amh': "Amharic", 'kin': "Kinyarwanda", 'ruc': "Ruruuli", + 'bam': "Bambara", 'kln': "Kalenjin", 'rwm': "Kwamba", + 'bem': "Bemba", 'koo': "Rukonjo", 'sna': "Shona", + 'ber': "Berber", 'kpo': "Ikposo", 'som': "Somali", + 'cgg': "Rukiga", 'led': "Lendu", 'sot': "Sotho", + 'dag': "Dagbani", 'lgg': "Lugbara", 'swa': "Swahili", + 'dga': "Dagaare", 'lin': "Lingala", 'teo': "Ateso", + 'eng': "English", 'lth': "Thur", 'tsn': "Tswana", + 'ewe': "Ewe", 'lug': "Luganda", 'ttj': "Rutooro", + 'fra': "French", 'luo': "Luo", 'wol': "Wolof", + 'ful': "Fulani", 'luy': "Luhya", 'xho': "Xhosa", + 'hau': "Hausa", 'mlg': "Malagasy", 'xog': "Lusoga", + 'ibo': "Igbo", 'myx': "Lumasaba", 'yor': "Yoruba", + 'nbl': "Ndebele", 'zul': "Zulu", + 'nya': "Chichewa", }`; const languageDetectCode = `import os @@ -895,8 +976,10 @@ export default function Tutorial() { Sunbird AI provides AI services across English and a growing catalog of African languages. - Languages are accepted as a 3-letter ISO code or a full language name; translation alone covers - 32 languages. + Languages are accepted as a 3-letter ISO code or a full language name. Coverage differs per + endpoint: speech-to-text spans 51 African languages, chat and translation span 32 + (sunflower-14b) or 67 (sunflower-9b), and + text-to-speech spans 20.
{supportedLanguages.map((lang) => ( @@ -925,6 +1008,8 @@ export default function Tutorial() { Which languages each task endpoint currently serves. Code is the canonical ISO/SALT code the API accepts (full language names also work where an endpoint takes a{' '} language or voice). The{' '} + /tasks/audio/transcriptions column covers all 51 African languages + served by Sunbird's faster-whisper ASR model. The{' '} /tasks/chat/completions column reflects the default{' '} sunflower-14b model (English + 31 Ugandan/regional languages), which{' '} /tasks/translate shares. The alternative{' '} @@ -997,7 +1082,6 @@ export default function Tutorial() { † Lugbara, Sesotho, and Setswana are in the orpheus-3b-tts training mix but currently expose no individual voice IDs, so synthesis depends on a future voice release. - Languages outside these sets (for example Zulu) are not yet served by any endpoint. @@ -1098,9 +1182,9 @@ export default function Tutorial() { /> Convert speech audio to text. The unified{' '} - POST /tasks/audio/transcriptions endpoint accepts an uploaded audio file - (or a GCS object) and routes to the Modal (Whisper large-v3) or RunPod backend. Supports MP3, - WAV, M4A, and more. + POST /tasks/audio/transcriptions endpoint is powered by Sunbird's + faster-whisper ASR model covering 51 African languages. Supports MP3, WAV, + M4A, OGG, and more. @@ -1111,31 +1195,41 @@ export default function Tutorial() { /tasks/audio/transcriptions. - Transcribe a file (Modal / Whisper) - - language is required.{' '} - platform defaults to modal (Whisper large-v3). - - + + Breaking change. This endpoint previously accepted{' '} + platform, adapter,{' '} + whisper, recognise_speakers,{' '} + org, and gcs_blob_name. Those parameters have + been removed and are now rejected with 422. Speaker + diarization and the organization workflow remain on the deprecated{' '} + /tasks/org/stt and /tasks/stt routes. + - Transcribe with RunPod (adapter, Whisper, diarization) + Transcribe a file - The RunPod backend adds a language adapter, the{' '} - whisper flag, and optional speaker diarization - (recognise_speakers). - - - - You can also transcribe audio already in GCS by passing{' '} - gcs_blob_name (with platform="runpod") instead - of an audio file — see Part 7: File Upload for - generating upload URLs. + audio and language are both{' '} + required. The model reuses Whisper's language-token slots for African + languages, which makes automatic language detection unreliable — always pass a language + explicitly. + Example response - Supported languages + Timestamped segments + + Set timestamps=true to also receive per-segment start/end times in{' '} + segments. It is false by default, in which + case segments comes back as null. + + + + + Supported languages (51) + + All ten languages served by the previous version of this endpoint are still supported. +
{sttLanguages.map((l) => (
The dictionary below represents the language codes available now for the STT endpoint: - + {/* Part 4: Language Detection */} From 03d8297a2c2de3cddd1d7a6958b91ffd3685d584 Mon Sep 17 00:00:00 2001 From: "github-actions[bot]" Date: Thu, 23 Jul 2026 07:39:05 +0000 Subject: [PATCH 2/2] Updated coverage.svg --- coverage.svg | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/coverage.svg b/coverage.svg index 6dd35eeb..0e8b0023 100644 --- a/coverage.svg +++ b/coverage.svg @@ -1 +1 @@ -coverage: 71.88%coverage71.88% \ No newline at end of file +coverage: 72.13%coverage72.13% \ No newline at end of file