U 9%e @sddlZddlZddlZddlmZmZmZddlZe e ej dddZ de e eddd Zde e ee eeee e fe fed d d Zde ee e fedddZe dddZdS)N)OptionalTupleUnion)bpayload sampling_ratereturnc Cs|}d}d}dddd|d|d|d d d d g }z.tj|tjtjd }||}W5QRXWn,tk r}ztd|W5d}~XYnX|d} t| tj} | j ddkrtd| S)z? Helper function to read an audio file through ffmpeg. 1f32leffmpeg-izpipe:0-ac-ar-f -hide_banner -loglevelquietpipe:1)stdinstdoutzFffmpeg was not found but is required to load audio files from filenameNra Soundfile is either not in the correct format or is malformed. Ensure that the soundfile has a valid audio file extension (e.g. wav, flac or mp3) and is not corrupted. If reading from a remote URL, ensure that the URL is the full address to **download** the audio file.) subprocessPopenPIPE communicateFileNotFoundError ValueErrornp frombufferfloat32shape) rraracformat_for_conversionffmpeg_commandffmpeg_processZ output_streamerrorZ out_bytesZaudior%a/var/www/html/Darija-Ai-API/env/lib/python3.8/site-packages/transformers/pipelines/audio_utils.py ffmpeg_read s:r'r )rchunk_length_sr!c cs|}d}|dkrd}n|dkr&d}ntd|dt}|dkrPd }d }n"|d krbd }d }n|dkrrd}d }dd|d|d|d|d|ddddddg} tt|||} t| | } | D] } | VqdS)z6 Helper function ro read raw microphone data. rs16ler Unhandled format ` `. Please use `s16le` or `f32le`LinuxZalsadefaultDarwinZ avfoundationz:0WindowsZdshowr rr r r z-fflagsZnobufferrrrrN)rplatformsystemintround_ffmpeg_stream) rr(r!rr size_of_sampler3Zformat_Zinput_r" chunk_leniteratoritemr%r%r&ffmpeg_microphone1sN r;)rr(stream_chunk_sstride_length_sr!ccs`|dk r|}n|}t|||d}|dkr4tj}d}n$|dkrHtj}d}ntd|d|dkrh|d }tt|||} t|ttfr||g}tt||d |} tt||d |} t j } t j |d } t || | | fd dD]n}tj |d|d|d<|dd ||dd |f|d<||d<| | 7} t j | d| krTq|VqdS)a Helper function to read audio from the microphone file through ffmpeg. This will output `partial` overlapping chunks starting from `stream_chunk_s` (if it is defined) until `chunk_length_s` is reached. It will make use of striding to avoid errors on the "sides" of the various chunks. Arguments: sampling_rate (`int`): The sampling_rate to use when reading the data from the microphone. Try using the model's sampling_rate to avoid resampling later. chunk_length_s (`float` or `int`): The length of the maximum chunk of audio to be sent returned. This includes the eventual striding. stream_chunk_s (`float` or `int`) The length of the minimal temporary audio to be returned. stride_length_s (`float` or `int` or `(float, float)`, *optional*, defaults to `None`) The length of the striding to be used. Stride is used to provide context to a model on the (left, right) of an audio sample but without using that part to actually make the prediction. Setting this does not change the length of the chunk. format_for_conversion (`str`, defalts to `f32le`) The name of the format of the audio samples to be returned by ffmpeg. The standard is `f32le`, `s16le` could also be used. Return: A generator yielding dictionaries of the following form `{"sampling_rate": int, "raw": np.array(), "partial" bool}` With optionnally a `"stride" (int, int)` key if `stride_length_s` is defined. `stride` and `raw` are all expressed in `samples`, and `partial` is a boolean saying if the current yield item is a whole chunk, or a partial temporary result to be later replaced by another larger chunk. N)r!r)r*r r+r,r-r)secondsT)stridestreamraw)dtyperAr )r;rZint16rrr4r5 isinstancefloatdatetimenow timedeltachunk_bytes_iterr)rr(r<r=r!Zchunk_s microphonerDr7r8 stride_left stride_rightZ audio_timedeltar:r%r%r&ffmpeg_microphone_livefs<&  rPF)r8rArBc csd}|\}}|||kr2td|d|d|d}|D]}||7}|rvt||krv|df}|d||ddVq:t||kr:||f}|d||d } |rd | d <| V|}||||d}qvq:t||kr||dfd } |rd | d <| VdS) z Reads raw bytes from an iterator and does chunks of length `chunk_len`. Optionally adds `stride` to each chunks to get overlaps. `stream` is used to return partial results even if a full `chunk_len` is not yet available. z5Stride needs to be strictly smaller than chunk_len: (z, z) vs rNT)rCrApartial)rCrAFrR)rlen) r9r8rArBaccrMrNZ _stride_leftrCr:r%r%r&rKs2   rK)buflenc csvd}z@tj|tj|d$}|j|}|dkr0q8|VqW5QRXWn,tk rp}ztd|W5d}~XYnXdS)zJ Internal function to create the generator of data through ffmpeg i)rbufsizerQzHffmpeg was not found but is required to stream audio files from filenameN)rrrrreadrr)r"rUrVr#rCr$r%r%r&r6s r6)r )NNr )F)rHr2rtypingrrrnumpyrbytesr4arrayr'rGstrr;rPboolrKr6r%r%r%r&s.* 8 N#