o xi@sddlZddlmZmZmZmZddlmZddl m Z m Z m Z ddl m Z mZmZddl mZmZgdZd Zed Zefd d Zd de jfddZddZddZde jfddZee jfddZdS)N)PoolQueueProcess cpu_count)partial)cypesqcypesq_retvalscypesq_error_message) PesqErrorInvalidSampleRateErrorOutOfMemoryError)BufferTooShortErrorNoUtterancesError)pesq pesq_batchr r r rrz Run model on reference(ref) and degraded(deg) Sample rate (fs) - No default. Must select either 8000 or 16000. Note there is narrow band (nb) mode only when sampling rate is 8000Hz. z The shapes of ref and deg should be identical if both are 2D numpy arrays. Once the `ref` is 1D and the `deg` is 2D, the broadcast operation is applied. cCsh|dkr|dkrt|td|dkr |dkr t|td|dkr0|dkr2t|tddSdS)Nwbnbz"mode should be either 'nb' or 'wb'i@>z6fs (sampling frequency) should be either 8000 or 16000zno wide band mode if fs = 8000)print ValueError)modefsusager>/home/ubuntu/.local/lib/python3.10/site-packages/pesq/_pesq.py_check_fs_modesrrrcCsttt|dtt|d}|dkrd}nd}|tjkr6t|||tj||tj|St|||tj||tj|S)e Args: ref: numpy 1D array, reference audio signal deg: numpy 1D array, degraded audio signal fs: integer, sampling rate mode: 'wb' (wide-band) or 'nb' (narrow-band) on_error: PesqError.RAISE_EXCEPTION (default) or PesqError.RETURN_VALUES Returns: pesq_score: float, P.862.2 Prediction (MOS-LQO) g?rrr) maxnpabsr RETURN_VALUESr astypefloat32r)refdegrron_errormax_val mode_coderrr _pesq_inner*s"*  r)c Cs` |\}}|dur dSz||}Wnty'}z|}WYd}~nd}~ww|||fqN)get Exceptionput)funcargs_q results_qindexargresulterrr_processor_coordinatorIs  r5c stddtfddt|D}|D] }d|_|qt|D] \}}||fq%t|D]}dq5fddtt|D}dd|Dd dt|DS) Nr)maxsizecsg|] }ttfdqS))targetargs)rr5.0_r/r.r0rr Xsz&_processor_mapping..T)NNcsg|]}qSr)r+r9)r0rrr=acSsg|]}|qSr)join)r:prrrr=br>cSsg|]}|dqS)rr)r:vrrrr=cr>)rrangedaemonstart enumerater-lensorted) r.r8 n_processor processorsr@ir2r;resultsrr<r_processor_mappingUs    rLcCst||tt|||||S)r)rUSAGEr))rr$r%rr&rrrrfs rc stttjdkrtjdkr$jjkr$ttjgStjdkrjdjdkr|dkraddtjdD}tjdD]}t|ddf||<qL|St|!}| t tdfd dtjdDWdS1swYdSt d tjdkrjjkr|dkrd dtjdD}tjdD]}t|ddf|ddf||<q|St tfd dtjdD|St d t d)as Running `pesq` using multiple processors Args: on_error: ref: numpy 1D (n_sample,) or 2D array (n_file, n_sample), reference audio signal deg: numpy 1D (n_sample,) or 2D array (n_file, n_sample), degraded audio signal fs: integer, sampling rate mode: 'wb' (wide-band) or 'nb' (narrow-band) n_processor: cpu_count() (default) or number of processors (chosen by the user) or 0 (without multiprocessing) on_error: PesqError.RAISE_EXCEPTION (default) or PesqError.RETURN_VALUES Returns: pesq_score: list of pesq scores, P.862.2 Prediction (MOS-LQO) rrcSg|]}tjqSrrnanr:rJrrrr=zpesq_batch..N)rrr&csg|] }|ddfqSr*rrS)r%rrr=szThe shapes of `deg` is invalid!cSrPrrQrSrrrr=rTcs2g|]}|ddf|ddffqSr*rrSr%rrr&r$rrr=s2zThe shape of `deg` is invalid!z-The shape of `ref` should be either 1D or 2D!) r USAGE_BATCHrFshaper)r r!rBrmaprrrL) rr$r%rrHr& pesq_scorerJr@rrUrrus: "" $ ."r)numpyrmultiprocessingrrrr functoolsrrr r pesq_error_messager r r rr__all__rMrVrRAISE_EXCEPTIONr)r5rLrrrrrrs