diff --git a/libs/community/langchain_community/utilities/__init__.py b/libs/community/langchain_community/utilities/__init__.py index ac91e964d2de9..2af2c51ac6ccf 100644 --- a/libs/community/langchain_community/utilities/__init__.py +++ b/libs/community/langchain_community/utilities/__init__.py @@ -272,6 +272,24 @@ def _import_nasa() -> Any: return NasaAPIWrapper +def _import_nvidia_riva_asr() -> Any: + from langchain_community.utilities.nvidia_riva import RivaASR + + return RivaASR + + +def _import_nvidia_riva_tts() -> Any: + from langchain_community.utilities.nvidia_riva import RivaTTS + + return RivaTTS + + +def _import_nvidia_riva_stream() -> Any: + from langchain_community.utilities.nvidia_riva import AudioStream + + return AudioStream + + def __getattr__(name: str) -> Any: if name == "AlphaVantageAPIWrapper": return _import_alpha_vantage() @@ -321,6 +339,12 @@ def __getattr__(name: str) -> Any: return _import_metaphor_search() elif name == "NasaAPIWrapper": return _import_nasa() + elif name == "NVIDIARivaASR": + return _import_nvidia_riva_asr() + elif name == "NVIDIARivaStream": + return _import_nvidia_riva_stream() + elif name == "NVIDIARivaTTS": + return _import_nvidia_riva_tts() elif name == "OpenWeatherMapAPIWrapper": return _import_openweathermap() elif name == "OutlineAPIWrapper": @@ -388,6 +412,9 @@ def __getattr__(name: str) -> Any: "MerriamWebsterAPIWrapper", "MetaphorSearchAPIWrapper", "NasaAPIWrapper", + "NVIDIARivaASR", + "NVIDIARivaStream", + "NVIDIARivaTTS", "OpenWeatherMapAPIWrapper", "OutlineAPIWrapper", "Portkey", diff --git a/libs/community/langchain_community/utilities/nvidia_riva.py b/libs/community/langchain_community/utilities/nvidia_riva.py new file mode 100644 index 0000000000000..e56a676df1d22 --- /dev/null +++ b/libs/community/langchain_community/utilities/nvidia_riva.py @@ -0,0 +1,666 @@ +"""A common module for NVIDIA Riva Runnables.""" +import asyncio +import logging +import pathlib +import queue +import tempfile +import threading +import wave +from enum import Enum +from typing import ( + TYPE_CHECKING, + Any, + AsyncGenerator, + AsyncIterator, + Dict, + Generator, + Iterator, + List, + Optional, + Tuple, + Union, + cast, +) + +from langchain_core.messages import AnyMessage, BaseMessage +from langchain_core.prompt_values import PromptValue +from langchain_core.pydantic_v1 import ( + AnyHttpUrl, + BaseModel, + Field, + parse_obj_as, + root_validator, + validator, +) +from langchain_core.runnables import RunnableConfig, RunnableSerializable + +if TYPE_CHECKING: + import riva.client + import riva.client.proto.riva_asr_pb2 as rasr + +_LOGGER = logging.getLogger(__name__) +_QUEUE_GET_TIMEOUT = 0.5 +_MAX_TEXT_LENGTH = 400 +_SENTENCE_TERMINATORS = ("\n", ".", "!", "?", "¡", "¿") + + +# COMMON utilities used by all Riva Runnables +def _import_riva_client() -> "riva.client": + """Import the riva client and raise an error on failure.""" + try: + # pylint: disable-next=import-outside-toplevel # this client library is optional + import riva.client + except ImportError as err: + raise ImportError( + "Could not import the NVIDIA Riva client library. " + "Please install it with `pip install nvidia-riva-client`." + ) from err + return riva.client + + +class SentinelT: # pylint: disable=too-few-public-methods + """An empty Sentinel type.""" + + +HANGUP = SentinelT() +_TRANSFORM_END = SentinelT() + + +class RivaAudioEncoding(str, Enum): + """An enum of the possible choices for Riva audio encoding. + + The list of types exposed by the Riva GRPC Protobuf files can be found + with the following commands: + ```python + import riva.client + print(riva.client.AudioEncoding.keys()) + ``` + """ + + ALAW = "ALAW" + ENCODING_UNSPECIFIED = "ENCODING_UNSPECIFIED" + FLAC = "FLAC" + LINEAR_PCM = "LINEAR_PCM" + MULAW = "MULAW" + OGGOPUS = "OGGOPUS" + + @classmethod + def from_wave_format_code(cls, format_code: int) -> "RivaAudioEncoding": + """Return the audio encoding specified by the format code in the wave file. + + ref: https://mmsp.ece.mcgill.ca/Documents/AudioFormats/WAVE/WAVE.html + """ + try: + return {1: cls.LINEAR_PCM, 6: cls.ALAW, 7: cls.MULAW}[format_code] + except KeyError as err: + raise NotImplementedError( + "The following wave file format code is " + f"not supported by Riva: {format_code}" + ) from err + + @property + def riva_pb2(self) -> "riva.client.AudioEncoding": + """Returns the Riva API object for the encoding.""" + riva_client = _import_riva_client() + return getattr(riva_client.AudioEncoding, self) + + +class RivaAuthMixin(BaseModel): + """Configuration for the authentication to a Riva service connection.""" + + url: Union[AnyHttpUrl, str] = Field( + AnyHttpUrl("http://localhost:50051", scheme="http"), + description="The full URL where the Riva service can be found.", + examples=["http://localhost:50051", "https://user@pass:riva.example.com"], + ) + ssl_cert: Optional[str] = Field( + None, + description="A full path to the file where Riva's public ssl key can be read.", + ) + + @property + def auth(self) -> "riva.client.Auth": + """Return a riva client auth object.""" + riva_client = _import_riva_client() + url = cast(AnyHttpUrl, self.url) + use_ssl = url.scheme == "https" # pylint: disable=no-member # false positive + url_no_scheme = str(self.url).split("/")[2] + return riva_client.Auth( + ssl_cert=self.ssl_cert, use_ssl=use_ssl, uri=url_no_scheme + ) + + @validator("url", pre=True, allow_reuse=True) + @classmethod + def _validate_url(cls, val: Any) -> AnyHttpUrl: + """Do some initial conversations for the URL before checking.""" + if isinstance(val, str): + return cast(AnyHttpUrl, parse_obj_as(AnyHttpUrl, val)) + return cast(AnyHttpUrl, val) + + +class RivaCommonConfigMixin(BaseModel): + """A collection of common Riva settings.""" + + encoding: RivaAudioEncoding = Field( + default=RivaAudioEncoding.LINEAR_PCM, + description="The encoding on the audio stream.", + ) + sample_rate_hertz: int = Field( + default=8000, description="The sample rate frequency of audio stream." + ) + language_code: str = Field( + default="en-US", + description=( + "The [BCP-47 language code]" + "(https://www.rfc-editor.org/rfc/bcp/bcp47.txt) for " + "the target language." + ), + ) + + +class _Event: + """A combined event that is threadsafe and async safe.""" + + _event: threading.Event + _aevent: asyncio.Event + + def __init__(self) -> None: + """Initialize the event.""" + self._event = threading.Event() + self._aevent = asyncio.Event() + + def set(self) -> None: + """Set the event.""" + self._event.set() + self._aevent.set() + + def clear(self) -> None: + """Set the event.""" + self._event.clear() + self._aevent.clear() + + def is_set(self) -> bool: + """Indicate if the event is set.""" + return self._event.is_set() + + def wait(self) -> None: + """Wait for the event to be set.""" + self._event.wait() + + async def async_wait(self) -> None: + """Async wait for the event to be set.""" + await self._aevent.wait() + + +def _mk_wave_file( + output_directory: Optional[str], sample_rate: float +) -> Tuple[Optional[str], Optional[wave.Wave_write]]: + """Create a new wave file and return the wave write object and filename.""" + if output_directory: + with tempfile.NamedTemporaryFile( + mode="bx", suffix=".wav", delete=False, dir=output_directory + ) as f: + wav_file_name = f.name + wav_file = wave.open(wav_file_name, "wb") + wav_file.setnchannels(1) + wav_file.setsampwidth(2) + wav_file.setframerate(sample_rate) + return (wav_file_name, wav_file) + return (None, None) + + +def _coerce_string(val: "TTSInputType") -> str: + """Attempt to coerce the input value to a string. + + This is particularly useful for converting LangChain message to strings. + """ + if isinstance(val, PromptValue): + return val.to_string() + if isinstance(val, BaseMessage): + return str(val.content) + return str(val) + + +def _process_chunks(inputs: Iterator["TTSInputType"]) -> Generator[str, None, None]: + """Filter the input chunks are return strings ready for TTS.""" + buffer = "" + for chunk in inputs: + chunk = _coerce_string(chunk) + + # return the buffer if an end of sentence character is detected + for terminator in _SENTENCE_TERMINATORS: + while terminator in chunk: + last_sentence, chunk = chunk.split(terminator, 1) + yield buffer + last_sentence + terminator + buffer = "" + + buffer += chunk + + # return the buffer if is too long + if len(buffer) > _MAX_TEXT_LENGTH: + for idx in range(0, len(buffer), _MAX_TEXT_LENGTH): + yield buffer[idx : idx + 5] + buffer = "" + + # return remaining buffer + if buffer: + yield buffer + + +# Riva AudioStream Type +StreamInputType = Union[bytes, SentinelT] +StreamOutputType = str + + +class AudioStream: + """A message containing streaming audio.""" + + _put_lock: threading.Lock + _queue: queue.Queue + output: queue.Queue + hangup: _Event + user_talking: _Event + user_quiet: _Event + _worker: Optional[threading.Thread] + + def __init__(self, maxsize: int = 0) -> None: + """Initialize the queue.""" + self._put_lock = threading.Lock() + self._queue = queue.Queue(maxsize=maxsize) + self.output = queue.Queue() + self.hangup = _Event() + self.user_quiet = _Event() + self.user_talking = _Event() + self._worker = None + + def __iter__(self) -> Generator[bytes, None, None]: + """Return an error.""" + while True: + # get next item + try: + next_val = self._queue.get(True, _QUEUE_GET_TIMEOUT) + except queue.Empty: + continue + + # hangup when requested + if next_val == HANGUP: + break + + # yield next item + yield next_val + self._queue.task_done() + + async def __aiter__(self) -> AsyncIterator[StreamInputType]: + """Iterate through all items in the queue until HANGUP.""" + while True: + # get next item + try: + next_val = await asyncio.get_event_loop().run_in_executor( + None, self._queue.get, True, _QUEUE_GET_TIMEOUT + ) + except queue.Empty: + continue + + # hangup when requested + if next_val == HANGUP: + break + + # yield next item + yield next_val + self._queue.task_done() + + @property + def hungup(self) -> bool: + """Indicate if the audio stream has hungup.""" + return self.hangup.is_set() + + @property + def empty(self) -> bool: + """Indicate in the input stream buffer is empty.""" + return self._queue.empty() + + @property + def complete(self) -> bool: + """Indicate if the audio stream has hungup and been processed.""" + input_done = self.hungup and self.empty + output_done = ( + self._worker is not None + and not self._worker.is_alive() + and self.output.empty() + ) + return input_done and output_done + + @property + def running(self) -> bool: + """Indicate if the ASR stream is running.""" + if self._worker: + return self._worker.is_alive() + return False + + def put(self, item: StreamInputType, timeout: Optional[int] = None) -> None: + """Put a new item into the queue.""" + with self._put_lock: + if self.hungup: + raise RuntimeError( + "The audio stream has already been hungup. Cannot put more data." + ) + if item is HANGUP: + self.hangup.set() + self._queue.put(item, timeout=timeout) + + async def aput(self, item: StreamInputType, timeout: Optional[int] = None) -> None: + """Async put a new item into the queue.""" + loop = asyncio.get_event_loop() + await asyncio.wait_for(loop.run_in_executor(None, self.put, item), timeout) + + def close(self, timeout: Optional[int] = None) -> None: + """Send the hangup signal.""" + self.put(HANGUP, timeout) + + async def aclose(self, timeout: Optional[int] = None) -> None: + """Async send the hangup signal.""" + await self.aput(HANGUP, timeout) + + def register(self, responses: Iterator["rasr.StreamingRecognizeResponse"]) -> None: + """Drain the responses from the provided iterator and put them into a queue.""" + if self.running: + raise RuntimeError("An ASR instance has already been registered.") + + has_started = threading.Barrier(2, timeout=5) + + def worker() -> None: + """Consume the ASR Generator.""" + has_started.wait() + for response in responses: + if not response.results: + continue + + for result in response.results: + if not result.alternatives: + continue + + if result.is_final: + self.user_talking.clear() + self.user_quiet.set() + transcript = cast(str, result.alternatives[0].transcript) + self.output.put(transcript) + + elif not self.user_talking.is_set(): + self.user_talking.set() + self.user_quiet.clear() + + self._worker = threading.Thread(target=worker) + self._worker.daemon = True + self._worker.start() + has_started.wait() + + +# RivaASR Runnable +ASRInputType = AudioStream +ASROutputType = str + + +class RivaASR( + RivaAuthMixin, + RivaCommonConfigMixin, + RunnableSerializable[ASRInputType, ASROutputType], +): + """A runnable that performs Automatic Speech Recognition (ASR) using NVIDIA Riva.""" + + name: str = "nvidia_riva_asr" + description: str = ( + "A Runnable for converting audio bytes to a string." + "This is useful for feeding an audio stream into a chain and" + "preprocessing that audio to create an LLM prompt." + ) + + # riva options + audio_channel_count: int = Field( + 1, description="The number of audio channels in the input audio stream." + ) + profanity_filter: bool = Field( + True, + description=( + "Controls whether or not Riva should attempt to filter " + "profanity out of the transcribed text." + ), + ) + enable_automatic_punctuation: bool = Field( + True, + description=( + "Controls whether Riva should attempt to correct " + "senetence puncuation in the transcribed text." + ), + ) + + @root_validator(pre=True) + @classmethod + def _validate_environment(cls, values: Dict[str, Any]) -> Dict[str, Any]: + """Validate the Python environment and input arguments.""" + _ = _import_riva_client() + return values + + @property + def config(self) -> "riva.client.StreamingRecognitionConfig": + """Create and return the riva config object.""" + riva_client = _import_riva_client() + return riva_client.StreamingRecognitionConfig( + interim_results=True, + config=riva_client.RecognitionConfig( + encoding=self.encoding, + sample_rate_hertz=self.sample_rate_hertz, + audio_channel_count=self.audio_channel_count, + max_alternatives=1, + profanity_filter=self.profanity_filter, + enable_automatic_punctuation=self.enable_automatic_punctuation, + language_code=self.language_code, + ), + ) + + def _get_service(self) -> "riva.client.ASRService": + """Connect to the riva service and return the a client object.""" + riva_client = _import_riva_client() + try: + return riva_client.ASRService(self.auth) + except Exception as err: + raise ValueError( + "Error raised while connecting to the Riva ASR server." + ) from err + + def invoke( + self, + input: ASRInputType, + _: Optional[RunnableConfig] = None, + ) -> ASROutputType: + """Transcribe the audio bytes into a string with Riva.""" + # create an output text generator with Riva + if not input.running: + service = self._get_service() + responses = service.streaming_response_generator( + audio_chunks=input, + streaming_config=self.config, + ) + input.register(responses) + + # return the first valid result + full_response: List[str] = [] + while not input.complete: + with input.output.not_empty: + ready = input.output.not_empty.wait(0.1) + + if ready: + while not input.output.empty(): + try: + full_response += [input.output.get_nowait()] + except queue.Empty: + continue + input.output.task_done() + _LOGGER.debug("Riva ASR returning: %s", repr(full_response)) + return " ".join(full_response).strip() + + return "" + + +# RivaTTS Runnable +# pylint: disable-next=invalid-name +TTSInputType = Union[str, AnyMessage, PromptValue] +TTSOutputType = bytes + + +class RivaTTS( + RivaAuthMixin, + RivaCommonConfigMixin, + RunnableSerializable[TTSInputType, TTSOutputType], +): + """A runnable that performs Text-to-Speech (TTS) with NVIDIA Riva.""" + + name: str = "nvidia_riva_tts" + description: str = ( + "A tool for converting text to speech." + "This is useful for converting LLM output into audio bytes." + ) + + # riva options + voice_name: str = Field( + "English-US.Female-1", + description=( + "The voice model in Riva to use for speech. " + "Pre-trained models are documented in " + "[the Riva documentation]" + "(https://docs.nvidia.com/deeplearning/riva/user-guide/docs/tts/tts-overview.html)." + ), + ) + output_directory: Optional[str] = Field( + None, + description=( + "The directory where all audio files should be saved. " + "A null value indicates that wave files should not be saved. " + "This is useful for debugging purposes." + ), + ) + + @root_validator(pre=True) + @classmethod + def _validate_environment(cls, values: Dict[str, Any]) -> Dict[str, Any]: + """Validate the Python environment and input arguments.""" + _ = _import_riva_client() + return values + + @validator("output_directory") + @classmethod + def _output_directory_validator(cls, v: str) -> str: + if v: + dirpath = pathlib.Path(v) + dirpath.mkdir(parents=True, exist_ok=True) + return str(dirpath.absolute()) + return v + + def _get_service(self) -> "riva.client.SpeechSynthesisService": + """Connect to the riva service and return the a client object.""" + riva_client = _import_riva_client() + try: + return riva_client.SpeechSynthesisService(self.auth) + except Exception as err: + raise ValueError( + "Error raised while connecting to the Riva TTS server." + ) from err + + def invoke( + self, input: TTSInputType, _: Union[RunnableConfig, None] = None + ) -> TTSOutputType: + """Perform TTS by taking a string and outputting the entire audio file.""" + return b"".join(self.transform(iter([input]))) + + def transform( + self, + input: Iterator[TTSInputType], + config: Optional[RunnableConfig] = None, + **kwargs: Optional[Any], + ) -> Iterator[TTSOutputType]: + """Perform TTS by taking a stream of characters and streaming output bytes.""" + service = self._get_service() + + # create an output wave file + wav_file_name, wav_file = _mk_wave_file( + self.output_directory, self.sample_rate_hertz + ) + + # split the input text and perform tts + for chunk in _process_chunks(input): + _LOGGER.debug("Riva TTS chunk: %s", chunk) + + # start riva tts streaming + responses = service.synthesize_online( + text=chunk, + voice_name=self.voice_name, + language_code=self.language_code, + encoding=self.encoding.riva_pb2, + sample_rate_hz=self.sample_rate_hertz, + ) + + # stream audio bytes out + for resp in responses: + audio = cast(bytes, resp.audio) + if wav_file: + wav_file.writeframesraw(audio) + yield audio + + # close the wave file when we are done + if wav_file: + wav_file.close() + _LOGGER.debug("Riva TTS wrote file: %s", wav_file_name) + + async def atransform( + self, + input: AsyncIterator[TTSInputType], + config: Optional[RunnableConfig] = None, + **kwargs: Optional[Any], + ) -> AsyncGenerator[TTSOutputType, None]: + """Intercept async transforms and route them to the synchronous transform.""" + loop = asyncio.get_running_loop() + input_queue: queue.Queue = queue.Queue() + out_queue: asyncio.Queue = asyncio.Queue() + + async def _producer() -> None: + """Produce input into the input queue.""" + async for val in input: + input_queue.put_nowait(val) + input_queue.put_nowait(_TRANSFORM_END) + + def _input_iterator() -> Iterator[TTSInputType]: + """Iterate over the input_queue.""" + while True: + try: + val = input_queue.get(timeout=0.5) + except queue.Empty: + continue + if val == _TRANSFORM_END: + break + yield val + + def _consumer() -> None: + """Consume the input with transform.""" + for val in self.transform(_input_iterator()): + out_queue.put_nowait(val) + out_queue.put_nowait(_TRANSFORM_END) + + async def _consumer_coro() -> None: + """Coroutine that wraps the consumer.""" + await loop.run_in_executor(None, _consumer) + + producer = loop.create_task(_producer()) + consumer = loop.create_task(_consumer_coro()) + + while True: + try: + val = await asyncio.wait_for(out_queue.get(), 0.5) + except asyncio.exceptions.TimeoutError: + continue + out_queue.task_done() + + if val is _TRANSFORM_END: + break + yield val + + await producer + await consumer diff --git a/libs/community/poetry.lock b/libs/community/poetry.lock index 70d943ea09443..620a23816d5fe 100644 --- a/libs/community/poetry.lock +++ b/libs/community/poetry.lock @@ -28,87 +28,87 @@ pycares = ">=4.0.0" [[package]] name = "aiohttp" -version = "3.9.1" +version = "3.9.3" description = "Async http client/server framework (asyncio)" optional = false python-versions = ">=3.8" files = [ - {file = 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optional = true} +nvidia-riva-client = {version = "^2.14.0", optional = true} [tool.poetry.group.test] optional = true @@ -229,6 +229,7 @@ extended_testing = [ "jinja2", "gitpython", "newspaper3k", + "nvidia-riva-client", "feedparser", "xata", "xmltodict", @@ -236,7 +237,6 @@ extended_testing = [ "openapi-pydantic", "markdownify", "arxiv", - "dashvector", "sqlite-vss", "rapidocr-onnxruntime", "motor", @@ -258,7 +258,7 @@ extended_testing = [ "elasticsearch", "hdbcli", "oci", - "rdflib", + "rdflib" ] [tool.ruff] diff --git a/libs/community/tests/unit_tests/utilities/test_imports.py b/libs/community/tests/unit_tests/utilities/test_imports.py index 6499d1b857b2e..a7bd210b4f9bd 100644 --- a/libs/community/tests/unit_tests/utilities/test_imports.py +++ b/libs/community/tests/unit_tests/utilities/test_imports.py @@ -24,6 +24,9 @@ "MaxComputeAPIWrapper", "MetaphorSearchAPIWrapper", "NasaAPIWrapper", + "NVIDIARivaASR", + "NVIDIARivaTTS", + "NVIDIARivaStream", "OpenWeatherMapAPIWrapper", "OutlineAPIWrapper", "Portkey", diff --git a/libs/community/tests/unit_tests/utilities/test_nvidia_riva_asr.py b/libs/community/tests/unit_tests/utilities/test_nvidia_riva_asr.py new file mode 100644 index 0000000000000..b9072dbfbba35 --- /dev/null +++ b/libs/community/tests/unit_tests/utilities/test_nvidia_riva_asr.py @@ -0,0 +1,177 @@ +"""Unit tests to verify function of the Riva ASR implementation.""" + +from typing import TYPE_CHECKING, Any, Generator +from unittest.mock import patch + +import pytest + +from langchain_community.utilities.nvidia_riva import ( + AudioStream, + RivaASR, + RivaAudioEncoding, +) + +if TYPE_CHECKING: + import riva.client + import riva.client.proto.riva_asr_pb2 as rasr + +AUDIO_DATA_MOCK = [ + b"This", + b"is", + b"a", + b"test.", + b"_", + b"Hello.", + b"World", +] +AUDIO_TEXT_MOCK = b" ".join(AUDIO_DATA_MOCK).decode().strip().split("_") + +SVC_URI = "not-a-url.asdf:9999" +SVC_USE_SSL = True +CONFIG = { + "audio_channel_count": 9, + "profanity_filter": False, + "enable_automatic_punctuation": False, + "url": f"{'https' if SVC_USE_SSL else 'http'}://{SVC_URI}", + "ssl_cert": "/dev/null", + "encoding": RivaAudioEncoding.ALAW, + "language_code": "not-a-language", + "sample_rate_hertz": 5, +} + + +def response_generator( + transcript: str = "", + empty: bool = False, + final: bool = False, + alternatives: bool = True, +) -> "rasr.StreamingRecognizeResponse": + """Create a pseudo streaming response.""" + # pylint: disable-next=import-outside-toplevel + import riva.client.proto.riva_asr_pb2 as rasr + + if empty: + return rasr.StreamingRecognizeResponse() + + if not alternatives: + return rasr.StreamingRecognizeResponse( + results=[ + rasr.StreamingRecognitionResult( + is_final=final, + alternatives=[], + ) + ] + ) + + return rasr.StreamingRecognizeResponse( + results=[ + rasr.StreamingRecognitionResult( + is_final=final, + alternatives=[ + rasr.SpeechRecognitionAlternative(transcript=transcript.strip()) + ], + ) + ] + ) + + +def streaming_recognize_mock( + generator: Generator["rasr.StreamingRecognizeRequest", None, None], **_: Any +) -> Generator["rasr.StreamingRecognizeResponse", None, None]: + """A mock function to fake a streaming call to Riva.""" + yield response_generator(empty=True) + yield response_generator(alternatives=False) + + output_transcript = "" + for streaming_requests in generator: + input_bytes = streaming_requests.audio_content.decode() + + final = input_bytes == "_" + if final: + input_bytes = "" + + output_transcript += input_bytes + " " + + yield response_generator(final=final, transcript=output_transcript) + if final: + output_transcript = "" + + yield response_generator(final=True, transcript=output_transcript) + + +def riva_asr_stub_init_patch( + self: "riva.client.proto.riva_asr_pb2_grpc.RivaSpeechRecognitionStub", _: Any +) -> None: + """Patch for the Riva asr library.""" + self.StreamingRecognize = streaming_recognize_mock + + +@pytest.fixture +def asr() -> RivaASR: + """Initialize a copy of the runnable.""" + return RivaASR(**CONFIG) + + +@pytest.fixture +def stream() -> AudioStream: + """Initialize and populate a sample audio stream.""" + s = AudioStream() + for val in AUDIO_DATA_MOCK: + s.put(val) + s.close() + return s + + +@pytest.mark.requires("riva.client") +def test_init(asr: RivaASR) -> None: + """Test that ASR accepts valid arguments.""" + for key, expected_val in CONFIG.items(): + assert getattr(asr, key, None) == expected_val + + +@pytest.mark.requires("riva.client") +def test_init_defaults() -> None: + """Ensure the runnable can be loaded with no arguments.""" + _ = RivaASR() + + +@pytest.mark.requires("riva.client") +def test_config(asr: RivaASR) -> None: + """Verify the Riva config is properly assembled.""" + # pylint: disable-next=import-outside-toplevel + import riva.client.proto.riva_asr_pb2 as rasr + + expected = rasr.StreamingRecognitionConfig( + interim_results=True, + config=rasr.RecognitionConfig( + encoding=CONFIG["encoding"], + sample_rate_hertz=CONFIG["sample_rate_hertz"], + audio_channel_count=CONFIG["audio_channel_count"], + max_alternatives=1, + profanity_filter=CONFIG["profanity_filter"], + enable_automatic_punctuation=CONFIG["enable_automatic_punctuation"], + language_code=CONFIG["language_code"], + ), + ) + assert asr.config == expected + + +@pytest.mark.requires("riva.client") +def test_get_service(asr: RivaASR) -> None: + """Test generating an asr service class.""" + svc = asr._get_service() + assert str(svc.auth.ssl_cert) == CONFIG["ssl_cert"] + assert svc.auth.use_ssl == SVC_USE_SSL + assert svc.auth.uri == SVC_URI + + +@pytest.mark.requires("riva.client") +@patch( + "riva.client.proto.riva_asr_pb2_grpc.RivaSpeechRecognitionStub.__init__", + riva_asr_stub_init_patch, +) +def test_invoke(asr: RivaASR, stream: AudioStream) -> None: + """Test the invoke method.""" + got = asr.invoke(stream) + expected = " ".join([s.strip() for s in AUDIO_TEXT_MOCK]).strip() + assert got == expected diff --git a/libs/community/tests/unit_tests/utilities/test_nvidia_riva_tts.py b/libs/community/tests/unit_tests/utilities/test_nvidia_riva_tts.py new file mode 100644 index 0000000000000..321f6d1ea8274 --- /dev/null +++ b/libs/community/tests/unit_tests/utilities/test_nvidia_riva_tts.py @@ -0,0 +1,153 @@ +"""Unit tests to verify function of the Riva TTS implementation.""" + +from typing import TYPE_CHECKING, Any, AsyncGenerator, Generator, cast +from unittest.mock import patch + +import pytest + +from langchain_community.utilities.nvidia_riva import RivaAudioEncoding, RivaTTS + +if TYPE_CHECKING: + import riva.client + import riva.client.proto.riva_tts_pb2 as rtts + +AUDIO_TEXT_MOCK = ["This is a test.", "Hello world"] +AUDIO_DATA_MOCK = [s.encode() for s in AUDIO_TEXT_MOCK] + +SVC_URI = "not-a-url.asdf:9999" +SVC_USE_SSL = True +CONFIG = { + "voice_name": "English-Test", + "output_directory": None, + "url": f"{'https' if SVC_USE_SSL else 'http'}://{SVC_URI}", + "ssl_cert": "/dev/null", + "encoding": RivaAudioEncoding.ALAW, + "language_code": "not-a-language", + "sample_rate_hertz": 5, +} + + +def synthesize_online_mock( + request: "rtts.SynthesizeSpeechRequest", **_: Any +) -> Generator["rtts.SynthesizeSpeechResponse", None, None]: + """A mock function to fake a streaming call to Riva.""" + # pylint: disable-next=import-outside-toplevel + import riva.client.proto.riva_tts_pb2 as rtts + + yield rtts.SynthesizeSpeechResponse( + audio=f"[{request.language_code},{request.encoding},{request.sample_rate_hz},{request.voice_name}]".encode() + ) + yield rtts.SynthesizeSpeechResponse(audio=request.text.strip().encode()) + + +def riva_tts_stub_init_patch( + self: "riva.client.proto.riva_tts_pb2_grpc.RivaSpeechSynthesisStub", _: Any +) -> None: + """Patch for the Riva TTS library.""" + self.SynthesizeOnline = synthesize_online_mock + + +@pytest.fixture +def tts() -> RivaTTS: + """Initialize a copy of the runnable.""" + return RivaTTS(**CONFIG) + + +@pytest.mark.requires("riva.client") +def test_init(tts: RivaTTS) -> None: + """Test that ASR accepts valid arguments.""" + for key, expected_val in CONFIG.items(): + assert getattr(tts, key, None) == expected_val + + +@pytest.mark.requires("riva.client") +def test_init_defaults() -> None: + """Ensure the runnable can be loaded with no arguments.""" + _ = RivaTTS() + + +@pytest.mark.requires("riva.client") +def test_get_service(tts: RivaTTS) -> None: + """Test the get service method.""" + svc = tts._get_service() + assert str(svc.auth.ssl_cert) == CONFIG["ssl_cert"] + assert svc.auth.use_ssl == SVC_USE_SSL + assert svc.auth.uri == SVC_URI + + +@pytest.mark.requires("riva.client") +@patch( + "riva.client.proto.riva_tts_pb2_grpc.RivaSpeechSynthesisStub.__init__", + riva_tts_stub_init_patch, +) +def test_invoke(tts: RivaTTS) -> None: + """Test the invoke method.""" + encoding = cast(RivaAudioEncoding, CONFIG["encoding"]).riva_pb2 + audio_synth_config = ( + f"[{CONFIG['language_code']}," + f"{encoding}," + f"{CONFIG['sample_rate_hertz']}," + f"{CONFIG['voice_name']}]" + ) + + input = " ".join(AUDIO_TEXT_MOCK).strip() + response = tts.invoke(input) + expected = (audio_synth_config + audio_synth_config.join(AUDIO_TEXT_MOCK)).encode() + assert response == expected + + +@pytest.mark.requires("riva.client") +@patch( + "riva.client.proto.riva_tts_pb2_grpc.RivaSpeechSynthesisStub.__init__", + riva_tts_stub_init_patch, +) +def test_transform(tts: RivaTTS) -> None: + """Test the transform method.""" + encoding = cast(RivaAudioEncoding, CONFIG["encoding"]).riva_pb2 + audio_synth_config = ( + f"[{CONFIG['language_code']}," + f"{encoding}," + f"{CONFIG['sample_rate_hertz']}," + f"{CONFIG['voice_name']}]" + ) + expected = (audio_synth_config + audio_synth_config.join(AUDIO_TEXT_MOCK)).encode() + for idx, response in enumerate(tts.transform(iter(AUDIO_TEXT_MOCK))): + if idx % 2: + # odd indices will return the mocked data + expected = AUDIO_DATA_MOCK[int((idx - 1) / 2)] + else: + # even indices will return the request config + expected = audio_synth_config.encode() + assert response == expected + + +@pytest.mark.requires("riva.client") +@patch( + "riva.client.proto.riva_tts_pb2_grpc.RivaSpeechSynthesisStub.__init__", + riva_tts_stub_init_patch, +) +async def test_atransform(tts: RivaTTS) -> None: + """Test the transform method.""" + encoding = cast(RivaAudioEncoding, CONFIG["encoding"]).riva_pb2 + audio_synth_config = ( + f"[{CONFIG['language_code']}," + f"{encoding}," + f"{CONFIG['sample_rate_hertz']}," + f"{CONFIG['voice_name']}]" + ) + expected = (audio_synth_config + audio_synth_config.join(AUDIO_TEXT_MOCK)).encode() + idx = 0 + + async def _fake_async_iterable() -> AsyncGenerator[str, None]: + for val in AUDIO_TEXT_MOCK: + yield val + + async for response in tts.atransform(_fake_async_iterable()): + if idx % 2: + # odd indices will return the mocked data + expected = AUDIO_DATA_MOCK[int((idx - 1) / 2)] + else: + # even indices will return the request config + expected = audio_synth_config.encode() + assert response == expected + idx += 1