diff --git a/.python-version b/.python-version index c8cfe39..2c07333 100644 --- a/.python-version +++ b/.python-version @@ -1 +1 @@ -3.10 +3.11 diff --git a/pyproject.toml b/pyproject.toml index c8c1120..12931af 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -3,7 +3,7 @@ name = "openbench" version = "0.1.0" description = "Benchmark suite for speaker diarization" authors = [{ name = "Argmax Inc.", email = "info@takeargmax.com" }] -requires-python = ">=3.10,<3.13" +requires-python = ">=3.11,<3.13" readme = "README.md" dependencies = [ "black>=24.10.0,<25", diff --git a/src/openbench/cli/command_utils.py b/src/openbench/cli/command_utils.py index 564479a..ecf1e85 100644 --- a/src/openbench/cli/command_utils.py +++ b/src/openbench/cli/command_utils.py @@ -16,6 +16,49 @@ def get_available_pipelines() -> list[str]: return PipelineRegistry.list_pipelines() +def parse_pipeline_config_overrides(items: list[str] | None) -> dict[str, str]: + """Parse a list of `key=value` strings into a config-override dict. + + Values are kept as raw strings. Pydantic performs the actual type + coercion when the pipeline config is built — so e.g. `seed=10`, + `temperature=0.9`, and `force_language=true` all work as expected + against the pipeline's Pydantic config, because Pydantic's lax mode + parses ints, floats, and the standard boolean spellings + ("true"/"false"/"yes"/"no"/"1"/"0", case-insensitive) from strings. + Quote arguments that contain spaces. + + Examples: + --pipeline-config speaker=serena + --pipeline-config seed=42 -pc temperature=0.7 + --pipeline-config force_language=true + + Args: + items: The raw values typer collected for `--pipeline-config`, + or `None` if the flag wasn't passed. + + Returns: + Dict mapping config keys to (string) values. Empty if `items` + is `None` or empty. + + Raises: + typer.BadParameter: If any item is missing the `=` separator, + or has an empty key. + """ + overrides: dict[str, str] = {} + if not items: + return overrides + + for item in items: + if "=" not in item: + raise typer.BadParameter(f"Invalid --pipeline-config format: '{item}'. Expected key=value (e.g. seed=42)") + key, value = item.split("=", 1) + key = key.strip() + if not key: + raise typer.BadParameter(f"Invalid --pipeline-config format: '{item}'. Empty key before '='.") + overrides[key] = value + return overrides + + def get_available_datasets() -> list[str]: """Get list of available dataset aliases.""" return DatasetRegistry.list_aliases() diff --git a/src/openbench/cli/commands/evaluate.py b/src/openbench/cli/commands/evaluate.py index 1b4f5f7..7bde16d 100644 --- a/src/openbench/cli/commands/evaluate.py +++ b/src/openbench/cli/commands/evaluate.py @@ -24,6 +24,7 @@ get_datasets_help_text, get_metrics_help_text, get_pipelines_help_text, + parse_pipeline_config_overrides, validate_dataset_name, validate_pipeline_dataset_compatibility, validate_pipeline_metrics_compatibility, @@ -176,6 +177,7 @@ def run_alias_mode( wandb_tags: list[str] | None, use_keywords: bool | None, force_language: bool, + pipeline_config: list[str] | None, verbose: bool, ) -> BenchmarkResult: """Run evaluation using pipeline and dataset aliases.""" @@ -208,6 +210,14 @@ def run_alias_mode( if verbose: typer.echo("✅ Force language: enabled") + # Handle generic pipeline config overrides (key=value pairs). + # Values are kept as strings; the pipeline's Pydantic config + # coerces them to int/float/bool/etc when instantiated. + for key, value in parse_pipeline_config_overrides(pipeline_config).items(): + pipeline_config_override[key] = value + if verbose: + typer.echo(f"Config override: {key}={value}") + pipeline = PipelineRegistry.create_pipeline(pipeline_name, config=pipeline_config_override) ######### Build Benchmark Config ######### @@ -345,6 +355,19 @@ def evaluate( "--force-language", help="Force language hinting for compatible pipelines", ), + pipeline_config: list[str] | None = typer.Option( + None, + "--pipeline-config", + "-pc", + help=( + "Override one or more pipeline config fields as key=value pairs. " + "The value is parsed as a string; Pydantic coerces it to the field's " + "declared type when the pipeline is instantiated, so ints/floats/bools " + "all just work. Repeat the flag for multiple overrides. Examples: " + "`-pc speaker=serena`, `-pc seed=42 -pc temperature=0.7`, " + "`-pc force_language=true`." + ), + ), verbose: bool = typer.Option(False, "--verbose", "-v", help="Enable verbose output"), ) -> None: """Run evaluation benchmarks. @@ -406,6 +429,7 @@ def evaluate( wandb_tags=wandb_tags, use_keywords=use_keywords, force_language=force_language, + pipeline_config=pipeline_config, verbose=verbose, ) display_result(result) diff --git a/src/openbench/dataset/__init__.py b/src/openbench/dataset/__init__.py index 8c90fae..540942e 100644 --- a/src/openbench/dataset/__init__.py +++ b/src/openbench/dataset/__init__.py @@ -6,6 +6,7 @@ from .dataset_diarization import DiarizationDataset, DiarizationSample from .dataset_orchestration import OrchestrationDataset, OrchestrationSample from .dataset_registry import DatasetRegistry +from .dataset_speech_generation import SpeechGenerationDataset, SpeechGenerationSample from .dataset_streaming_transcription import StreamingDataset, StreamingSample from .dataset_transcription import TranscriptionDataset, TranscriptionSample @@ -24,11 +25,13 @@ "TranscriptionDataset", "StreamingDataset", "OrchestrationDataset", + "SpeechGenerationDataset", # Sample types "DiarizationSample", "TranscriptionSample", "StreamingSample", "OrchestrationSample", + "SpeechGenerationSample", # Registry "DatasetRegistry", ] diff --git a/src/openbench/dataset/dataset_aliases.py b/src/openbench/dataset/dataset_aliases.py index c37af42..9a7ad1b 100644 --- a/src/openbench/dataset/dataset_aliases.py +++ b/src/openbench/dataset/dataset_aliases.py @@ -554,6 +554,20 @@ def register_dataset_aliases() -> None: description="Common Voice dataset for transcription evaluation with up to 400 samples per language this subset contains only russian", ) + ########## SPEECH GENERATION ########## + + DatasetRegistry.register_alias( + "customer-service-tts-prompts-vocalized", + DatasetConfig( + dataset_id="argmaxinc/customer-service-tts-prompts-vocalized", + split="validation", + ), + supported_pipeline_types={ + PipelineType.SPEECH_GENERATION, + }, + description="Customer service TTS prompts with vocalized audio for speech generation evaluation.", + ) + ########## STREAMING TRANSCRIPTION ########## DatasetRegistry.register_alias( diff --git a/src/openbench/dataset/dataset_registry.py b/src/openbench/dataset/dataset_registry.py index f73ae17..1b40e3e 100644 --- a/src/openbench/dataset/dataset_registry.py +++ b/src/openbench/dataset/dataset_registry.py @@ -8,6 +8,7 @@ from .dataset_base import BaseDataset, DatasetConfig from .dataset_diarization import DiarizationDataset from .dataset_orchestration import OrchestrationDataset +from .dataset_speech_generation import SpeechGenerationDataset from .dataset_streaming_transcription import StreamingDataset from .dataset_transcription import TranscriptionDataset @@ -139,3 +140,4 @@ def has_alias(cls, alias: str) -> bool: DatasetRegistry.register(PipelineType.ORCHESTRATION, OrchestrationDataset) DatasetRegistry.register(PipelineType.STREAMING_TRANSCRIPTION, StreamingDataset) DatasetRegistry.register(PipelineType.TRANSCRIPTION, TranscriptionDataset) +DatasetRegistry.register(PipelineType.SPEECH_GENERATION, SpeechGenerationDataset) diff --git a/src/openbench/dataset/dataset_speech_generation.py b/src/openbench/dataset/dataset_speech_generation.py new file mode 100644 index 0000000..d6bab78 --- /dev/null +++ b/src/openbench/dataset/dataset_speech_generation.py @@ -0,0 +1,76 @@ +# For licensing see accompanying LICENSE.md file. +# Copyright (C) 2026 Argmax, Inc. All Rights Reserved. + +import numpy as np +from typing_extensions import TypedDict + +from ..pipeline_prediction import Transcript +from .dataset_base import BaseDataset, BaseSample + + +class SpeechGenerationExtraInfo(TypedDict, total=False): + """Extra info for speech generation samples.""" + + language: str + + +class SpeechGenerationRow(TypedDict): + """Expected row structure for speech generation. + + Requires 'text' (the prompt string). No audio needed. + """ + + text: str + + +class SpeechGenerationSample(BaseSample[Transcript, SpeechGenerationExtraInfo]): + """Sample for speech-generation tasks. + + The reference `Transcript` is constructed from the prompt text. The + pipeline synthesizes audio from this prompt and returns a + `GeneratedAudio` prediction; the WER metric transcribes that audio + and compares against this reference. + """ + + @property + def text(self) -> str: + """The original text prompt.""" + return self.reference.get_transcript_string() + + +class SpeechGenerationDataset(BaseDataset[SpeechGenerationSample]): + """Dataset for speech-generation pipelines. + + Expects column: 'text' (the prompt string). No audio column is + required — audio is produced by the pipeline. A dummy waveform is + supplied to satisfy the base sample structure but is ignored + everywhere downstream; the runner reads the real generated-audio + duration off the pipeline output. + """ + + _expected_columns = ["text"] + _sample_class = SpeechGenerationSample + + def _extract_audio_info(self, row: dict) -> tuple[str, np.ndarray, int]: + """Provide a placeholder waveform; speech-generation has no input audio.""" + audio_name = f"sample_{row['idx']}" + # Use audio_name from the row if available + if "audio_name" in row and row["audio_name"]: + audio_name = str(row["audio_name"]) + dummy_waveform = np.zeros(1, dtype=np.float32) + dummy_sample_rate = 16000 + return audio_name, dummy_waveform, dummy_sample_rate + + def prepare_sample(self, row: SpeechGenerationRow) -> tuple[Transcript, SpeechGenerationExtraInfo]: + """Build the reference transcript from the prompt text.""" + text = row["text"] + words = text.split() + reference = Transcript.from_words_info( + words=words, + ) + + extra_info: SpeechGenerationExtraInfo = {} + if "language" in row: + extra_info["language"] = row["language"] + + return reference, extra_info diff --git a/src/openbench/engine/__init__.py b/src/openbench/engine/__init__.py index 04dfd78..677ebf6 100644 --- a/src/openbench/engine/__init__.py +++ b/src/openbench/engine/__init__.py @@ -5,6 +5,8 @@ DiarizeCliOutput, TranscriptionCliInput, TranscriptionCliOutput, + TtsCliInput, + TtsCliOutput, resolve_argmax_oss_cache_dir, ) from .deepgram_engine import DeepgramApi, DeepgramApiResponse @@ -33,6 +35,8 @@ "DiarizeCliOutput", "TranscriptionCliInput", "TranscriptionCliOutput", + "TtsCliInput", + "TtsCliOutput", "resolve_argmax_oss_cache_dir", "DeepgramApi", "DeepgramApiResponse", diff --git a/src/openbench/engine/argmax_oss_engine.py b/src/openbench/engine/argmax_oss_engine.py index 02aa9c2..8f5ef47 100644 --- a/src/openbench/engine/argmax_oss_engine.py +++ b/src/openbench/engine/argmax_oss_engine.py @@ -1,9 +1,7 @@ # For licensing see accompanying LICENSE.md file. -# Copyright (C) 2025 Argmax, Inc. All Rights Reserved. +# Copyright (C) 2026 Argmax, Inc. All Rights Reserved. -"""Argmax SDK open-source CLI (`argmax-cli`) — clone/build, transcribe, and diarize.""" - -from __future__ import annotations +"""Argmax SDK open-source CLI (`argmax-cli`) — clone/build, transcribe, diarize, and tts.""" import os import subprocess @@ -19,6 +17,12 @@ ARGMAX_OSS_PRODUCT = "argmax-cli" DEFAULT_CACHE_SUBDIR = Path(".cache") / "openbench" / "argmax-oss" +# Process-wide cache of resolved CLI binary paths, keyed by (cache_root, commit_hash). +# Avoids re-cloning and re-invoking `swift build` when multiple pipelines (e.g. a +# TTS pipeline + the WER metric's transcription pipeline) build their own engine +# instances in the same run. +_CLI_PATH_CACHE: dict[tuple[str, str | None], str] = {} + def resolve_argmax_oss_cache_dir(explicit: str | Path | None = None) -> Path: """Absolute cache root for WhisperKit clone + `argmax-cli` build.""" @@ -79,16 +83,39 @@ class DiarizeCliOutput(BaseModel): rttm_path: Path = Field(..., description="Written RTTM path") +class TtsCliInput(BaseModel): + """Input for `argmax-cli tts`.""" + + text: str = Field(..., description="Text to synthesize.") + output_path: Path = Field(..., description="Destination audio file path (extension picks format).") + + +class TtsCliOutput(BaseModel): + """Output from `argmax-cli tts`.""" + + audio_path: Path = Field(..., description="Generated audio path.") + + class ArgmaxOpenSourceEngine: - """Resolve `argmax-cli`, then run `transcribe` / `diarize` subcommands.""" + """Resolve `argmax-cli`, then run `transcribe` / `diarize` / `tts` subcommands.""" def __init__(self, config: ArgmaxOpenSourceEngineConfig) -> None: self.config = config if config.cli_path: self.cli_path = str(Path(config.cli_path).expanduser().resolve()) - logger.info(f"Using Argmax OSS CLI at {self.cli_path}") - else: - self.cli_path = self._clone_and_build_cli() + logger.info("Using Argmax OSS CLI at %s", self.cli_path) + return + + cache_root = resolve_argmax_oss_cache_dir(config.cache_dir) + cache_key = (str(cache_root), config.commit_hash) + cached_cli_path = _CLI_PATH_CACHE.get(cache_key) + if cached_cli_path is not None: + logger.info("Reusing cached Argmax OSS CLI at %s", cached_cli_path) + self.cli_path = cached_cli_path + return + + self.cli_path = self._clone_and_build_cli(cache_root) + _CLI_PATH_CACHE[cache_key] = self.cli_path def _build_cli(self, repo_dir: str) -> str: """Run release build (swift build -c release, not debug) and return the dir containing the binary.""" @@ -119,8 +146,7 @@ def _build_cli(self, repo_dir: str) -> str: logger.info("Built Argmax OSS CLI at %s", cli) return bin_dir - def _clone_and_build_cli(self) -> str: - cache_root = resolve_argmax_oss_cache_dir(self.config.cache_dir) + def _clone_and_build_cli(self, cache_root: Path) -> str: cache_root.mkdir(parents=True, exist_ok=True) repo_url_parts = ARGMAX_OSS_REPO_URL.rstrip("/").split("/") repo_name = repo_url_parts[-1] @@ -201,3 +227,23 @@ def diarize(self, input: DiarizeCliInput, diarize_args: list[str]) -> DiarizeCli input.audio_path.unlink(missing_ok=True) return DiarizeCliOutput(rttm_path=input.rttm_path) + + def tts(self, input: TtsCliInput, tts_args: list[str]) -> TtsCliOutput: + """Run `argmax-cli tts` with pre-built flag list (see TTS pipeline config).""" + input.output_path.parent.mkdir(parents=True, exist_ok=True) + cmd = [ + self.cli_path, + "tts", + "--text", + input.text, + "--output-path", + str(input.output_path), + *tts_args, + ] + logger.debug("Argmax OSS tts: %s", cmd) + try: + subprocess.run(cmd, check=True, capture_output=True, text=True) + except subprocess.CalledProcessError as e: + raise RuntimeError(f"argmax-cli tts failed: {e.stderr}") from e + + return TtsCliOutput(audio_path=input.output_path) diff --git a/src/openbench/metric/__init__.py b/src/openbench/metric/__init__.py index 284d03e..ac816f6 100644 --- a/src/openbench/metric/__init__.py +++ b/src/openbench/metric/__init__.py @@ -24,6 +24,7 @@ ) from .word_error_metrics import ( ConcatenatedMinimumPermutationWER, + SpeechGenerationWordErrorRate, WordDiarizationErrorRate, WordErrorRate, ) diff --git a/src/openbench/metric/registry.py b/src/openbench/metric/registry.py index 99e991b..dcf3c2d 100644 --- a/src/openbench/metric/registry.py +++ b/src/openbench/metric/registry.py @@ -28,10 +28,14 @@ class MetricRegistry: """Registry for metrics by pipeline type. This registry allows registering and retrieving metrics based on pipeline type. - Each metric can be supported by multiple pipeline types. + The same MetricOption (e.g. WER) can map to different metric classes for + different pipeline types — for example a SPEECH_GENERATION pipeline can register + a WER implementation that first transcribes generated audio, while + TRANSCRIPTION uses the standard transcript-vs-transcript implementation. """ - _metrics: ClassVar[dict[MetricOptions, dict[str, tuple[PipelineType, ...] | Type[BaseMetric]]]] = {} + # Pipeline type -> Metric option -> Metric class + _metrics: ClassVar[dict[PipelineType, dict[MetricOptions, Type[BaseMetric]]]] = {} @classmethod def register( @@ -51,10 +55,8 @@ def register( if isinstance(pipeline_types, PipelineType): pipeline_types = (pipeline_types,) - cls._metrics[metric_option] = { - "supported_pipelines": pipeline_types, - "metric_class": metric_class, - } + for pipeline_type in pipeline_types: + cls._metrics.setdefault(pipeline_type, {})[metric_option] = metric_class @classmethod def register_metric( @@ -97,10 +99,11 @@ def decorator(metric_class: Type[T]) -> Type[T]: return decorator @classmethod - def get_metric(cls, metric_option: MetricOptions, **kwargs) -> BaseMetric: + def get_metric(cls, pipeline_type: PipelineType, metric_option: MetricOptions, **kwargs) -> BaseMetric: """Get a metric instance for a specific pipeline type and metric option. Args: + pipeline_type: The pipeline type the metric is being requested for metric_option: The metric option to get **kwargs: Additional arguments to pass to the metric constructor @@ -108,13 +111,13 @@ def get_metric(cls, metric_option: MetricOptions, **kwargs) -> BaseMetric: An instance of the requested metric Raises: - KeyError: If the metric is not registered or not supported for the given pipeline type + KeyError: If the metric is not registered for the given pipeline type """ - if metric_option not in cls._metrics: - raise KeyError(f"Metric {metric_option} not registered") + pipeline_metrics = cls._metrics.get(pipeline_type) + if pipeline_metrics is None or metric_option not in pipeline_metrics: + raise KeyError(f"Metric {metric_option} not registered for pipeline type {pipeline_type}") - metric_info = cls._metrics[metric_option] - return metric_info["metric_class"](**kwargs) + return pipeline_metrics[metric_option](**kwargs) @classmethod def get_available_metrics(cls, pipeline_type: PipelineType) -> list[MetricOptions]: @@ -126,11 +129,7 @@ def get_available_metrics(cls, pipeline_type: PipelineType) -> list[MetricOption Returns: List of available metric options """ - return [ - metric_option - for metric_option, metric_info in cls._metrics.items() - if pipeline_type in metric_info["supported_pipelines"] - ] + return list(cls._metrics.get(pipeline_type, {}).keys()) # Register all existing and interesting metrics from pyannote.metrics diff --git a/src/openbench/metric/word_error_metrics/__init__.py b/src/openbench/metric/word_error_metrics/__init__.py index 305aace..6528d49 100644 --- a/src/openbench/metric/word_error_metrics/__init__.py +++ b/src/openbench/metric/word_error_metrics/__init__.py @@ -2,6 +2,7 @@ # Copyright (C) 2025 Argmax, Inc. All Rights Reserved. from .english_abbreviations import ABBR +from .speech_generation_wer import SpeechGenerationWordErrorRate from .text_normalizer import EnglishTextNormalizer from .word_error_metrics import ( ConcatenatedMinimumPermutationWER, diff --git a/src/openbench/metric/word_error_metrics/speech_generation_wer.py b/src/openbench/metric/word_error_metrics/speech_generation_wer.py new file mode 100644 index 0000000..b7fd86b --- /dev/null +++ b/src/openbench/metric/word_error_metrics/speech_generation_wer.py @@ -0,0 +1,127 @@ +# For licensing see accompanying LICENSE.md file. +# Copyright (C) 2026 Argmax, Inc. All Rights Reserved. + +"""Word Error Rate for speech-generation pipelines. + +The metric receives a `GeneratedAudio` hypothesis (path + duration), runs +ASR on the audio to obtain a `Transcript`, and then delegates to the +standard `WordErrorRate.compute_components` against the reference. This +keeps the TTS pipeline free of ASR concerns — including from its timing +budget — while still letting WER score generated audio. + +Transcription can be specified either as a `TranscriptionConfig` instance +(resolved via `PipelineRegistry.create_pipeline_from_config`) or as a +pipeline alias string (resolved via `PipelineRegistry.create_pipeline`). +When nothing is supplied, the metric falls back to the +`whisperkit-large-v3-turbo` Argmax OSS alias so users don't have to wire +anything up. +""" + +from pathlib import Path + +import librosa +from argmaxtools.utils import get_logger + +from ...dataset import TranscriptionSample +from ...pipeline import Pipeline +from ...pipeline.pipeline_registry import PipelineRegistry +from ...pipeline.transcription.common import TranscriptionConfig +from ...pipeline_prediction import GeneratedAudio, Transcript +from ...types import PipelineType +from ..metric import MetricOptions +from ..registry import MetricRegistry +from .word_error_metrics import WordErrorRate + + +logger = get_logger(__name__) + +DEFAULT_TRANSCRIPTION_ALIAS = "whisperkit-large-v3-turbo" + + +def _build_transcription_sample(audio_path: str) -> TranscriptionSample: + """Wrap a WAV on disk in a TranscriptionSample so a pipeline can consume it. + + The reference is a no-op `Transcript` — transcription pipelines only + read it via `parse_input` for fields like keyword boosting (which we + aren't using here), not as ground truth. + """ + waveform, sample_rate = librosa.load(audio_path, sr=None) + return TranscriptionSample( + audio_name=Path(audio_path).stem, + waveform=waveform, + sample_rate=int(sample_rate), + reference=Transcript(words=[]), + extra_info={}, + ) + + +@MetricRegistry.register_metric(PipelineType.SPEECH_GENERATION, MetricOptions.WER) +class SpeechGenerationWordErrorRate(WordErrorRate): + """WER metric for speech-generation pipelines. + + Args: + transcription_config: Either a `TranscriptionConfig` instance (the + matching `Pipeline` is built via + `PipelineRegistry.create_pipeline_from_config`) or a pipeline + alias string (resolved via `PipelineRegistry.create_pipeline`). + If `None`, defaults to the `whisperkit-large-v3-turbo` Argmax OSS + alias. The pipeline is built lazily on first use. + **kwargs: Forwarded to `WordErrorRate.__init__` + (e.g. `use_text_normalizer`, `english_spelling_mapping`). + """ + + def __init__( + self, + transcription_config: TranscriptionConfig | str | None = None, + **kwargs, + ) -> None: + super().__init__(**kwargs) + if transcription_config is None: + transcription_config = DEFAULT_TRANSCRIPTION_ALIAS + if not isinstance(transcription_config, (TranscriptionConfig, str)): + raise TypeError( + "SpeechGenerationWordErrorRate.transcription_config must be a " + "TranscriptionConfig instance or a pipeline alias string, got " + f"{type(transcription_config).__name__}" + ) + self._transcription_config = transcription_config + self._pipeline: Pipeline | None = None + + def _get_pipeline(self) -> Pipeline: + if self._pipeline is not None: + return self._pipeline + + spec = self._transcription_config + # Resolve pipeline class first so we can validate pipeline_type before + # paying the build cost (which for argmax-oss aliases means clone + swift build). + if isinstance(spec, str): + pipeline_class = PipelineRegistry.get_pipeline_class(spec) + label = f"alias={spec!r}" + else: + pipeline_class = PipelineRegistry.get_pipeline_class_for_config(type(spec)) + label = type(spec).__name__ + + if pipeline_class.pipeline_type != PipelineType.TRANSCRIPTION: + raise ValueError( + f"{pipeline_class.__name__} has pipeline_type {pipeline_class.pipeline_type}, expected TRANSCRIPTION." + ) + + logger.info("Building transcription pipeline for speech-generation WER: %s", label) + if isinstance(spec, str): + self._pipeline = PipelineRegistry.create_pipeline(spec) + else: + self._pipeline = pipeline_class(spec) + return self._pipeline + + def compute_components(self, reference: Transcript, hypothesis: GeneratedAudio, **kwargs) -> dict[str, int]: + """Transcribe the generated audio, then delegate to WER. + + Args: + reference: Reference transcript built from the original prompt. + hypothesis: Generated audio (path + duration) produced by a TTS pipeline. + """ + sample = _build_transcription_sample(hypothesis.audio_path) + pipeline_output = self._get_pipeline()(sample) + hypothesis_transcript: Transcript = pipeline_output.prediction + logger.debug("TTS WER hypothesis transcript: " + hypothesis_transcript.get_transcript_string()[:120] + "...") + return super().compute_components(reference, hypothesis_transcript, **kwargs) diff --git a/src/openbench/pipeline/__init__.py b/src/openbench/pipeline/__init__.py index 598328b..268d0d2 100644 --- a/src/openbench/pipeline/__init__.py +++ b/src/openbench/pipeline/__init__.py @@ -6,6 +6,7 @@ from .diarization import * from .orchestration import * from .pipeline_registry import PipelineRegistry +from .speech_generation import * from .streaming_transcription import * from .transcription import * diff --git a/src/openbench/pipeline/diarization/diarization_argmax_oss.py b/src/openbench/pipeline/diarization/diarization_argmax_oss.py index 74773d3..338b625 100644 --- a/src/openbench/pipeline/diarization/diarization_argmax_oss.py +++ b/src/openbench/pipeline/diarization/diarization_argmax_oss.py @@ -3,8 +3,6 @@ """Diarization via Argmax SDK open-source `argmax-cli diarize`.""" -from __future__ import annotations - from pathlib import Path from typing import Callable diff --git a/src/openbench/pipeline/orchestration/orchestration_argmax_oss.py b/src/openbench/pipeline/orchestration/orchestration_argmax_oss.py index ea468fe..d7528b2 100644 --- a/src/openbench/pipeline/orchestration/orchestration_argmax_oss.py +++ b/src/openbench/pipeline/orchestration/orchestration_argmax_oss.py @@ -3,8 +3,6 @@ """Orchestration: `argmax-cli transcribe --diarization`; prediction from RTTM-like verbose log (word + speaker, no timestamps).""" -from __future__ import annotations - from pathlib import Path from typing import Callable diff --git a/src/openbench/pipeline/pipeline_aliases.py b/src/openbench/pipeline/pipeline_aliases.py index 65e6d2e..4783dd8 100644 --- a/src/openbench/pipeline/pipeline_aliases.py +++ b/src/openbench/pipeline/pipeline_aliases.py @@ -27,6 +27,9 @@ WhisperXPipeline, ) from .pipeline_registry import PipelineRegistry +from .speech_generation import ( + ArgmaxOpenSourceSpeechGenerationPipeline, +) from .streaming_transcription import ( AssemblyAIStreamingPipeline, DeepgramStreamingPipeline, @@ -739,6 +742,30 @@ def register_pipeline_aliases() -> None: description="PyannoteAI transcription pipeline (ignores speaker attribution). Uses the precision-2 model with Nvidia Parakeet STT. Requires `PYANNOTE_TOKEN` env var from https://www.pyannote.ai/.", ) + ################# SPEECH GENERATION PIPELINES ################# + + PipelineRegistry.register_alias( + "argmax-oss-speech-generation", + ArgmaxOpenSourceSpeechGenerationPipeline, + default_config={ + "out_dir": "./speech_generation_results", + "speaker": "aiden", + "language": "english", + "output_format": "wav", + "seed": 10, + "temperature": 0.9, + "top_k": 50, + "max_new_tokens": 245, + }, + description=( + "Argmax SDK (open source) speech-generation pipeline. Synthesizes audio from text prompts via " + "`argmax-cli tts`. Clone/build under ARGMAX_OSS_CACHE_DIR (default ~/.cache/openbench/argmax-oss) " + "unless `cli_path` is set. WER is computed by `SpeechGenerationWordErrorRate`, which transcribes " + "the generated audio with WhisperKitPro / parakeet-v2 by default and compares against the original " + "prompt; that metric requires `WHISPERKITPRO_CLI_PATH`." + ), + ) + ################# STREAMING TRANSCRIPTION PIPELINES ################# PipelineRegistry.register_alias( diff --git a/src/openbench/pipeline/pipeline_registry.py b/src/openbench/pipeline/pipeline_registry.py index ae19f5c..25ee256 100644 --- a/src/openbench/pipeline/pipeline_registry.py +++ b/src/openbench/pipeline/pipeline_registry.py @@ -5,7 +5,7 @@ from typing import Any, ClassVar from ..types import PipelineType -from .base import Pipeline +from .base import Pipeline, PipelineConfig @dataclass @@ -92,6 +92,31 @@ def create_pipeline(cls, name: str, config: dict[str, Any] | None = None) -> Pip # Create config instance using the pipeline's config class return pipeline_class.from_dict(final_config) + @classmethod + def get_pipeline_class_for_config(cls, config_type: type[PipelineConfig]) -> type[Pipeline]: + """Return the registered Pipeline subclass whose `_config_class` is `config_type`. + + Lets a caller inspect a pipeline's type (e.g. `pipeline_type`) before + paying the cost of instantiation. + """ + for pipeline_class in cls._pipelines.values(): + if pipeline_class._config_class is config_type: + return pipeline_class + raise ValueError( + f"No registered pipeline has _config_class == {config_type.__name__}. " + f"Registered configs: {[c._config_class.__name__ for c in cls._pipelines.values()]}" + ) + + @classmethod + def create_pipeline_from_config(cls, config: PipelineConfig) -> Pipeline: + """Instantiate the pipeline whose `_config_class` matches `type(config)`. + + Useful when a caller already has a typed config in hand (e.g. a metric + that needs to spin up a transcription pipeline) and doesn't want to + construct the Pipeline subclass directly. + """ + return cls.get_pipeline_class_for_config(type(config))(config) + @classmethod def get_pipeline_type(cls, name: str) -> PipelineType: """Get the pipeline type for a given pipeline name.""" diff --git a/src/openbench/pipeline/speech_generation/__init__.py b/src/openbench/pipeline/speech_generation/__init__.py new file mode 100644 index 0000000..4a93831 --- /dev/null +++ b/src/openbench/pipeline/speech_generation/__init__.py @@ -0,0 +1,13 @@ +# For licensing see accompanying LICENSE.md file. +# Copyright (C) 2025 Argmax, Inc. All Rights Reserved. + +from .speech_generation_argmax_oss import ( + ArgmaxOpenSourceSpeechGenerationConfig, + ArgmaxOpenSourceSpeechGenerationPipeline, +) + + +__all__ = [ + "ArgmaxOpenSourceSpeechGenerationConfig", + "ArgmaxOpenSourceSpeechGenerationPipeline", +] diff --git a/src/openbench/pipeline/speech_generation/speech_generation_argmax_oss.py b/src/openbench/pipeline/speech_generation/speech_generation_argmax_oss.py new file mode 100644 index 0000000..0c8bda7 --- /dev/null +++ b/src/openbench/pipeline/speech_generation/speech_generation_argmax_oss.py @@ -0,0 +1,205 @@ +# For licensing see accompanying LICENSE.md file. +# Copyright (C) 2026 Argmax, Inc. All Rights Reserved. + +"""Speech-generation pipeline via Argmax SDK open-source `argmax-cli tts`.""" + +from enum import StrEnum +from pathlib import Path +from typing import Callable, Literal + +import librosa +from argmaxtools.utils import get_logger +from pydantic import BaseModel, Field + +from ...dataset.dataset_speech_generation import SpeechGenerationSample +from ...engine.argmax_oss_engine import ( + ArgmaxOpenSourceEngine, + ArgmaxOpenSourceEngineConfig, + TtsCliInput, + TtsCliOutput, +) +from ...pipeline_prediction import GeneratedAudio +from ..base import ( + Pipeline, + PipelineConfig, + PipelineOutput, + PipelineType, + register_pipeline, +) + + +logger = get_logger(__name__) + +TEMP_TTS_AUDIO_DIR = Path("./temp_tts_audio") + + +class TtsSpeaker(StrEnum): + """`argmax-cli tts --speaker` allowed values.""" + + RYAN = "ryan" + AIDEN = "aiden" + ONO_ANNA = "ono-anna" + SOHEE = "sohee" + ERIC = "eric" + DYLAN = "dylan" + SERENA = "serena" + VIVIAN = "vivian" + UNCLE_FU = "uncle-fu" + + +class TtsLanguage(StrEnum): + """`argmax-cli tts --language` allowed values.""" + + ENGLISH = "english" + CHINESE = "chinese" + JAPANESE = "japanese" + KOREAN = "korean" + GERMAN = "german" + FRENCH = "french" + RUSSIAN = "russian" + PORTUGUESE = "portuguese" + SPANISH = "spanish" + ITALIAN = "italian" + + +class ArgmaxOpenSourceSpeechGenerationConfig(PipelineConfig): + """Config for the Argmax OSS speech-generation pipeline. + + Engine fields (cache_dir / commit_hash / cli_path) mirror the + transcription / diarization argmax-oss configs. TTS-specific fields + follow `argmax-cli tts` flags. + """ + + cache_dir: str | None = Field( + default=None, + description="Cache directory for argmax-oss clone + CLI build. " + "Defaults to ARGMAX_OSS_CACHE_DIR or ~/.cache/openbench/argmax-oss.", + ) + commit_hash: str | None = Field( + default=None, + description="Optional git commit pin for the clone.", + ) + cli_path: str | None = Field( + default=None, + description="Prebuilt argmax-cli path; skips clone/build.", + ) + speaker: TtsSpeaker = Field(default=TtsSpeaker.AIDEN, description="--speaker.") + language: TtsLanguage = Field(default=TtsLanguage.ENGLISH, description="--language.") + output_format: Literal["wav", "m4a"] = Field( + default="wav", + description="--output-format. WAV is preferred so the WER metric can decode without extra deps.", + ) + seed: int | None = Field(default=None, description="--seed for reproducible output.") + temperature: float = Field(default=0.9, description="--temperature.") + top_k: int = Field(default=50, description="--top-k.") + max_new_tokens: int = Field(default=245, description="--max-new-tokens (RVQ frames).") + instruction: str | None = Field( + default=None, + description="--instruction (style hint, e.g. 'Speak slowly'). 1.7B model only.", + ) + model: Literal["0.6b", "1.7b"] | None = Field( + default=None, + description="--model preset (0.6b or 1.7b). Leave None to use CLI default.", + ) + models_path: str | None = Field(default=None, description="--models-path (local model dir).") + model_repo: str | None = Field(default=None, description="--model-repo (HF repo).") + version_dir: str | None = Field(default=None, description="--version-dir (overrides --model preset).") + tokenizer: str | None = Field(default=None, description="--tokenizer (HF repo or local path).") + + def generate_tts_cli_args(self) -> list[str]: + args: list[str] = [ + "--speaker", + self.speaker, + "--language", + self.language, + "--output-format", + self.output_format, + "--temperature", + str(self.temperature), + "--top-k", + str(self.top_k), + "--max-new-tokens", + str(self.max_new_tokens), + ] + if self.seed is not None: + args.extend(["--seed", str(self.seed)]) + if self.instruction is not None: + args.extend(["--instruction", self.instruction]) + if self.model is not None: + args.extend(["--model", self.model]) + if self.models_path is not None: + args.extend(["--models-path", self.models_path]) + if self.model_repo is not None: + args.extend(["--model-repo", self.model_repo]) + if self.version_dir is not None: + args.extend(["--version-dir", self.version_dir]) + if self.tokenizer is not None: + args.extend(["--tokenizer", self.tokenizer]) + return args + + +class SpeechGenerationInput(BaseModel): + """Input for the speech-generation pipeline.""" + + text: str = Field(..., description="Text prompt to generate speech from.") + audio_name: str = Field(..., description="Unique identifier for this sample (used for temp file naming).") + + +@register_pipeline +class ArgmaxOpenSourceSpeechGenerationPipeline(Pipeline): + """Speech-generation pipeline using `argmax-cli tts` via `ArgmaxOpenSourceEngine`. + + For each sample, the pipeline: + + 1. Builds an `argmax-cli tts` flag list from the config. + 2. Synthesizes audio to a temp directory under cwd. + 3. Measures the duration via librosa. + 4. Returns a `GeneratedAudio` prediction (path + duration). + + WER scoring is performed by `SpeechGenerationWordErrorRate`, not here, + so the pipeline's reported `prediction_time` reflects TTS only. + """ + + _config_class = ArgmaxOpenSourceSpeechGenerationConfig + pipeline_type = PipelineType.SPEECH_GENERATION + + def build_pipeline(self) -> Callable[[SpeechGenerationInput], GeneratedAudio]: + engine = ArgmaxOpenSourceEngine( + ArgmaxOpenSourceEngineConfig( + cache_dir=self.config.cache_dir, + commit_hash=self.config.commit_hash, + cli_path=self.config.cli_path, + ) + ) + tts_args = self.config.generate_tts_cli_args() + suffix = f".{self.config.output_format}" + + def generate(inp: SpeechGenerationInput) -> GeneratedAudio: + TEMP_TTS_AUDIO_DIR.mkdir(parents=True, exist_ok=True) + audio_path = TEMP_TTS_AUDIO_DIR / f"{inp.audio_name}{suffix}" + try: + output: TtsCliOutput = engine.tts( + TtsCliInput(text=inp.text, output_path=audio_path), + tts_args, + ) + duration = float(librosa.get_duration(path=str(output.audio_path))) + logger.debug("Generated TTS audio: %s (%.2fs)", output.audio_path, duration) + return GeneratedAudio( + audio_path=str(output.audio_path), + duration=duration, + ) + except Exception: + # Clean up partial output so the temp dir doesn't grow across retries. + audio_path.unlink(missing_ok=True) + raise + + return generate + + def parse_input(self, input_sample: SpeechGenerationSample) -> SpeechGenerationInput: + return SpeechGenerationInput( + text=input_sample.reference.get_transcript_string(), + audio_name=input_sample.audio_name, + ) + + def parse_output(self, output: GeneratedAudio) -> PipelineOutput[GeneratedAudio]: + return PipelineOutput[GeneratedAudio](prediction=output) diff --git a/src/openbench/pipeline_prediction.py b/src/openbench/pipeline_prediction.py index 030d6d5..d95f9e6 100644 --- a/src/openbench/pipeline_prediction.py +++ b/src/openbench/pipeline_prediction.py @@ -3,7 +3,9 @@ import json import os +import shutil from collections import defaultdict +from pathlib import Path import matplotlib.pyplot as plt import numpy as np @@ -237,6 +239,48 @@ def to_annotation_file(self, output_dir: str, filename: str) -> str: return path +# Speech Generation Prediction +class GeneratedAudio(BaseModel): + """Prediction produced by speech-generation pipelines. + + Wraps the generated audio file path together with measured duration so + that downstream metrics (which transcribe the audio) and the runner + (which reports speed factor) can both consume it without reading the + waveform twice. + """ + + audio_path: str = Field( + ..., + description="Path to the generated audio file on disk (typically a WAV).", + ) + duration: float = Field( + ..., + description="Duration of the generated audio in seconds.", + ) + sample_rate: int | None = Field( + None, + description="Sample rate of the generated audio in Hz, if known.", + ) + + def to_annotation_file(self, output_dir: str, filename: str) -> str: + """Persist the generated audio under output_dir as `{filename}.wav`. + + The original `audio_path` is left intact (often a temp file managed + by the pipeline / metric); we copy rather than move so cleanup + responsibilities stay with the producer. + """ + src = Path(self.audio_path) + suffix = src.suffix or ".wav" + dst = Path(output_dir) / f"{filename}{suffix}" + if not src.exists(): + raise FileNotFoundError( + f"Cannot serialize GeneratedAudio: source {src} no longer exists " + "(was it deleted by an upstream cleanup step before serialization?)" + ) + shutil.copyfile(src, dst) + return str(dst) + + # NOTE: StreamingTranscript is used only as output of pipelines. The reference for streaming transcript is of type Transcript. class StreamingTranscript(BaseModel): transcript: str = Field(..., description="The final transcript") diff --git a/src/openbench/runner/benchmark.py b/src/openbench/runner/benchmark.py index c05050d..2595be9 100644 --- a/src/openbench/runner/benchmark.py +++ b/src/openbench/runner/benchmark.py @@ -19,11 +19,12 @@ BenchmarkResult, DiarizationSampleResult, GlobalResult, + SpeechGenerationSampleResult, TaskResult, TranscriptionSampleResult, ) from .utils import change_directory, get_global_results -from .wandb_logger import DiarizationWandbLogger, TranscriptionWandbLogger +from .wandb_logger import DiarizationWandbLogger, SpeechGenerationWandbLogger, TranscriptionWandbLogger logger = get_logger(__name__) @@ -33,11 +34,12 @@ PipelineType.TRANSCRIPTION: TranscriptionSampleResult, PipelineType.ORCHESTRATION: TranscriptionSampleResult, PipelineType.STREAMING_TRANSCRIPTION: TranscriptionSampleResult, + PipelineType.SPEECH_GENERATION: SpeechGenerationSampleResult, } class ProcessingResult(NamedTuple): - sample_result: DiarizationSampleResult | TranscriptionSampleResult + sample_result: DiarizationSampleResult | TranscriptionSampleResult | SpeechGenerationSampleResult task_results: list[TaskResult] sample_id: int metrics_string: str @@ -64,6 +66,7 @@ def __init__(self, config: BenchmarkConfig, pipelines: list[Pipeline]): PipelineType.TRANSCRIPTION: TranscriptionWandbLogger, PipelineType.ORCHESTRATION: TranscriptionWandbLogger, PipelineType.STREAMING_TRANSCRIPTION: TranscriptionWandbLogger, + PipelineType.SPEECH_GENERATION: SpeechGenerationWandbLogger, } def _get_metrics(self, pipeline: Pipeline) -> dict[str, BaseMetric]: @@ -72,7 +75,7 @@ def _get_metrics(self, pipeline: Pipeline) -> dict[str, BaseMetric]: for metric_name, kwargs in self.config.metrics.items(): if metric_name not in available_metrics: continue - metrics_dict[metric_name] = MetricRegistry.get_metric(metric_name, **kwargs) + metrics_dict[metric_name] = MetricRegistry.get_metric(pipeline.pipeline_type, metric_name, **kwargs) return metrics_dict def _process_single_sample_wrapper(self, args): @@ -99,7 +102,14 @@ def _process_single_sample( f"from dataset {dataset_name} with pipeline {pipeline.__class__.__name__}: {e}" ) raise RuntimeError(f"Pipeline execution failed on sample {sample_id} ({sample.audio_name}): {e}") from e - audio_duration = sample.get_audio_duration() + + # For speech-generation pipelines the sample has no real input audio + # (only a placeholder waveform), so duration is read off the prediction + # produced by the TTS step. + if pipeline.pipeline_type == PipelineType.SPEECH_GENERATION: + audio_duration = output.prediction.duration + else: + audio_duration = sample.get_audio_duration() prediction_time = output.prediction_time # Create sample result diff --git a/src/openbench/runner/data_models.py b/src/openbench/runner/data_models.py index 5e4ab28..9b5e1d8 100644 --- a/src/openbench/runner/data_models.py +++ b/src/openbench/runner/data_models.py @@ -6,7 +6,7 @@ import numpy as np from pydantic import BaseModel, Field -from ..pipeline_prediction import DiarizationAnnotation, StreamingTranscript, Transcript +from ..pipeline_prediction import DiarizationAnnotation, GeneratedAudio, StreamingTranscript, Transcript from ..types import PredictionProtocol @@ -68,6 +68,15 @@ class TranscriptionSampleResult(BaseSampleResult[Union[Transcript, StreamingTran """ +class SpeechGenerationSampleResult(BaseSampleResult[GeneratedAudio]): + """The speech-generation result for a given sample of a dataset. + + The prediction is the generated audio (path + duration). The + transcription used to compute WER is internal to the metric and + surfaces only via TaskResult.detailed_result, not on this row. + """ + + class TaskResult(BaseModel): """The evaluation result for a given task on a given sample of a dataset""" @@ -101,7 +110,7 @@ class GlobalResult(BaseModel): class BenchmarkResult(BaseModel): - sample_results: list[DiarizationSampleResult | TranscriptionSampleResult] = Field( + sample_results: list[DiarizationSampleResult | TranscriptionSampleResult | SpeechGenerationSampleResult] = Field( ..., description="The results of the samples" ) task_results: list[TaskResult] = Field(..., description="The results of the tasks") diff --git a/src/openbench/runner/wandb_logger.py b/src/openbench/runner/wandb_logger.py index 0093324..5a80b22 100644 --- a/src/openbench/runner/wandb_logger.py +++ b/src/openbench/runner/wandb_logger.py @@ -19,6 +19,7 @@ BaseSampleResult, DiarizationSampleResult, GlobalResult, + SpeechGenerationSampleResult, TaskResult, TranscriptionSampleResult, ) @@ -357,3 +358,21 @@ def custom_log( ) -> dict[str, Any]: """Custom logging logic for transcription pipeline.""" return {} + + +class SpeechGenerationWandbLogger(WandbLogger[SpeechGenerationSampleResult]): + """Logger for speech-generation pipeline results. + + The base WandbLogger already serializes each sample's prediction via + `prediction.to_annotation_file`, which for GeneratedAudio copies the + WAV under the predictions artifact directory. No additional custom + logging is needed at this stage. + """ + + def custom_log( + self, + global_results: list[GlobalResult], + task_results: list[TaskResult], + sample_results: list[SpeechGenerationSampleResult], + ) -> dict[str, Any]: + return {} diff --git a/src/openbench/types.py b/src/openbench/types.py index b4bbeaa..b82df22 100644 --- a/src/openbench/types.py +++ b/src/openbench/types.py @@ -12,6 +12,7 @@ class PipelineType(Enum): TRANSCRIPTION = "transcription" ORCHESTRATION = "orchestration" STREAMING_TRANSCRIPTION = "streaming_transcription" + SPEECH_GENERATION = "speech_generation" # All prediction classes that we output should conform to this diff --git a/tests/cli/test_pipeline_config_overrides.py b/tests/cli/test_pipeline_config_overrides.py new file mode 100644 index 0000000..a3ce1c8 --- /dev/null +++ b/tests/cli/test_pipeline_config_overrides.py @@ -0,0 +1,126 @@ +# For licensing see accompanying LICENSE.md file. +# Copyright (C) 2025 Argmax, Inc. All Rights Reserved. + +"""Tests for parse_pipeline_config_overrides. + +The helper turns the raw `--pipeline-config key=value` strings collected +by typer into a dict that's later merged into a pipeline alias's default +config and passed to PipelineRegistry.create_pipeline. Values stay as +strings — Pydantic does the type coercion when the config model is +instantiated. + +These tests exercise the parser surface and verify that downstream +Pydantic coercion handles ints, floats, bools, and string values for a +representative speech-generation config. +""" + +import unittest + +import typer +from pydantic import BaseModel + +from openbench.cli.command_utils import parse_pipeline_config_overrides +from openbench.pipeline.speech_generation import ArgmaxOpenSourceSpeechGenerationConfig + + +def _build_config(**overrides) -> ArgmaxOpenSourceSpeechGenerationConfig: + """Build an ArgmaxOpenSourceSpeechGenerationConfig with sensible defaults.""" + base = {"cli_path": "/fake/argmax-cli"} + base.update(overrides) + return ArgmaxOpenSourceSpeechGenerationConfig(**base) + + +class TestParsePipelineConfigOverrides(unittest.TestCase): + """Surface-level parsing tests.""" + + def test_returns_empty_dict_when_none(self) -> None: + self.assertEqual(parse_pipeline_config_overrides(None), {}) + + def test_returns_empty_dict_when_empty_list(self) -> None: + self.assertEqual(parse_pipeline_config_overrides([]), {}) + + def test_single_string_pair(self) -> None: + self.assertEqual( + parse_pipeline_config_overrides(["speaker=serena"]), + {"speaker": "serena"}, + ) + + def test_multiple_pairs(self) -> None: + self.assertEqual( + parse_pipeline_config_overrides(["speaker=serena", "seed=42", "temperature=0.7"]), + {"speaker": "serena", "seed": "42", "temperature": "0.7"}, + ) + + def test_value_with_equals_sign_is_preserved(self) -> None: + # Splits on the first '=' only, so the value can itself contain '='. + self.assertEqual( + parse_pipeline_config_overrides(["tokenizer=org/repo=v2"]), + {"tokenizer": "org/repo=v2"}, + ) + + def test_value_can_be_empty_string(self) -> None: + self.assertEqual(parse_pipeline_config_overrides(["language="]), {"language": ""}) + + def test_key_is_stripped_of_surrounding_whitespace(self) -> None: + self.assertEqual(parse_pipeline_config_overrides([" seed =42"]), {"seed": "42"}) + + def test_missing_equals_raises_bad_parameter(self) -> None: + with self.assertRaises(typer.BadParameter) as ctx: + parse_pipeline_config_overrides(["seed42"]) + self.assertIn("Expected key=value", str(ctx.exception)) + + def test_empty_key_raises_bad_parameter(self) -> None: + with self.assertRaises(typer.BadParameter) as ctx: + parse_pipeline_config_overrides(["=42"]) + self.assertIn("Empty key", str(ctx.exception)) + + def test_later_value_overrides_earlier_value_for_same_key(self) -> None: + self.assertEqual(parse_pipeline_config_overrides(["seed=1", "seed=2"]), {"seed": "2"}) + + +class TestPydanticCoercionForOverrides(unittest.TestCase): + """Verify the parser's string output coerces correctly when Pydantic builds the config. + + These guard the `--pipeline-config` user contract advertised in the + flag's help text: ints, floats, strings, and bools all "just work". + """ + + def test_int_string_coerces_to_int(self) -> None: + overrides = parse_pipeline_config_overrides(["seed=42"]) + config = _build_config(**overrides) + self.assertEqual(config.seed, 42) + self.assertIsInstance(config.seed, int) + + def test_float_string_coerces_to_float(self) -> None: + overrides = parse_pipeline_config_overrides(["temperature=0.7"]) + config = _build_config(**overrides) + self.assertAlmostEqual(config.temperature, 0.7) + self.assertIsInstance(config.temperature, float) + + def test_string_value_stays_string(self) -> None: + overrides = parse_pipeline_config_overrides(["speaker=serena"]) + config = _build_config(**overrides) + self.assertEqual(config.speaker, "serena") + + def test_bool_string_coerces_to_bool_on_pydantic_field(self) -> None: + """ArgmaxOpenSourceSpeechGenerationConfig has no native bool field; use a minimal model.""" + + class _M(BaseModel): + flag: bool + + cases = [ + ("true", True), + ("True", True), + ("false", False), + ("False", False), + ("1", True), + ("0", False), + ] + for raw_value, expected in cases: + with self.subTest(raw_value=raw_value): + overrides = parse_pipeline_config_overrides([f"flag={raw_value}"]) + self.assertIs(_M(**overrides).flag, expected) + + +if __name__ == "__main__": + unittest.main() diff --git a/uv.lock b/uv.lock index ba02fae..049d339 100644 --- a/uv.lock +++ b/uv.lock @@ -1,13 +1,11 @@ version = 1 revision = 3 -requires-python = ">=3.10, <3.13" +requires-python = ">=3.11, <3.13" resolution-markers = [ "python_full_version >= '3.12' and sys_platform == 'linux'", "python_full_version >= '3.12' and sys_platform != 'linux'", - 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