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Added Whisper to Benchmark #1762
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import io | ||
import torch | ||
from ...util.model import BenchmarkModel | ||
from torchbenchmark.tasks import SPEECH | ||
from datasets import load_dataset | ||
# from model import Whisper, ModelDimensions | ||
from torchbenchmark.models.whisper.install import load_model | ||
from torchbenchmark.models.whisper.audio import load_audio, log_mel_spectrogram, pad_or_trim | ||
from torchbenchmark.models.whisper.decoding import DecodingOptions, decode | ||
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NUM_TRAIN_BATCH = 1 | ||
NUM_EVAL_BATCH = 1 | ||
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class Model(BenchmarkModel): | ||
task = SPEECH.RECOGNITION | ||
DEFAULT_TRAIN_BSIZE = 32 | ||
DEFAULT_EVAL_BSIZE = 32 | ||
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def __init__(self, test, device, jit=False, batch_size=None, extra_args=[]): | ||
super().__init__(test=test, device=device, jit=jit, batch_size=batch_size, extra_args=extra_args) | ||
# Failing on cpu and batch sizes that are too large | ||
if self.device == 'cpu': | ||
return NotImplementedError("CPU test too slow - skipping.") | ||
if batch_size > 72: | ||
error_msg = """ | ||
Batch sizes over 72 not presently supported. | ||
""" | ||
return NotImplementedError(error_msg) | ||
self.model = load_model("medium", self.device, "./.data", in_memory=True) | ||
# Importing dataset and preprocessing | ||
dataset = load_dataset("hf-internal-testing/librispeech_asr_dummy", "clean", split="validation") | ||
mels=[] | ||
for i in range(self.batch_size): | ||
sample = dataset[i]["audio"]["path"] | ||
input_audio = load_audio(sample) | ||
trimmed_audio = pad_or_trim(input_audio) | ||
mels.append(log_mel_spectrogram(trimmed_audio)) | ||
mels = torch.stack(mels) | ||
self.example_inputs = mels.to(self.device) | ||
self.model_args = DecodingOptions(fp16=False) | ||
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def get_module(self): | ||
return self.model, self.example_inputs | ||
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def train(self): | ||
error_msg = """ | ||
Training not implemented. | ||
""" | ||
return NotImplementedError(error_msg) | ||
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def eval(self): | ||
with torch.no_grad(): | ||
return self.model.decode(self.example_inputs, self.model_args) |
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from .transcribe import cli | ||
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cli() | ||
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what is the goal of this file?