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#%% imports
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import os
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from benchmark_utils import ASRmanifest, wer_from_csv
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#%% setup paths
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corpora_root = '/shared/corpora/forSAGA/' # root path where audio files are, inserted in palce of $DATAROOT in manifest
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manif_root = '/shared/corpora/forSAGA/data_manifests/' # path to dir containing data manifest csvs
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output_dir = './ASR_output/' # where to save ASR output
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manifest='LEVI_LoFi_v2_TEST_norm_wer_isat' # name of test manifest
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model_name= 'LEVI_whisper_medium.en' # name of save directory of model you want to evaluate
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hf_org = 'levicu'
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model_path = f'{hf_org}/{model_name}'
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#%% setup paths for Rosy TESTING:
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corpora_root = '/shared/corpora/' # root path where audio files are, inserted in palce of $DATAROOT in manifest
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manif_root = '/shared/corpora/data_manifests/ASR/' # path to dir containing data manifest csvs
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output_dir = '/home/rosy/whisat-output/' # where to save ASR output
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manifest= 'LEVI_LoFi_v2_TEST_punc+cased' # name of test manifest
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model_name= 'LEVI_LoFi_v2_MediumEN_Lora_Int8' # name of save directory of model you want to evaluate
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model_path='/shared/models/LEVI_LoFi_v2_MediumEN_Lora_Int8/final/'
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model_path='openai/whisper_medium.en'
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#%%
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# generate paths
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manifest_csv=os.path.join(manif_root, f'{manifest}.csv')
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out_csv=os.path.join(output_dir,f'{model_name}_on_{manifest}.csv')
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#%% Inference
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ASRmanifest(
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manifest_csv=manifest_csv,
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out_csv=out_csv,
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corpora_root=corpora_root,
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model_path=model_path,
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)
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#%% Evaluation
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print(f'reading results from {out_csv}')
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print(f'{model_name} on {manifest}')
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wer_meas=wer_from_csv(
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out_csv,
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refcol='transcript',
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hypcol='asr',
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printout=True,
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text_norm_method='levi'
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)
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