o ei)@sdZddlZddlZddlZddlZddlZddlZddlmZddl m Z e e Z gdZ dZedgdZd e_Gd d d eZifd d ZddZddZidfddZdS)z'SpeechBrain Extended CSV Compatibility.N)DynamicItemDataset) get_logger)wavflacaacoggrmp3_dataCSVItem)dataformatoptsz)The Legacy Extended CSV Data item tripletcs.eZdZdZidddggffdd ZZS)ExtendedCSVDatasetaExtended CSV compatibility for DynamicItemDataset. Uses the SpeechBrain Extended CSV data format, where the CSV must have an 'ID' and 'duration' fields. The rest of the fields come in triplets: ``, _format, _opts`` These add a _sb_data item in the dict. Additionally, a basic DynamicItem (see DynamicItemDataset) is created, which loads the _sb_data item. Bash-like string replacements with $to_replace are supported. NOTE ---- Mapping from legacy interface: - csv_file -> csvpath - sentence_sorting -> sorting, and "random" is not supported, use e.g. ``make_dataloader(..., shuffle = (sorting=="random"))`` - avoid_if_shorter_than -> min_duration - avoid_if_longer_than -> max_duration - csv_read -> output_keys, and if you want IDs add "id" as key Arguments --------- csvpath : str, path Path to extended CSV. replacements : dict Used for Bash-like $-prefixed substitution, e.g. ``{"data_folder": "/home/speechbrain/data"}``, which would transform `$data_folder/utt1.wav` into `/home/speechbrain/data/utt1.wav` sorting : {"original", "ascending", "descending"} Keep CSV order, or sort ascending or descending by duration. min_duration : float, int Minimum duration in seconds. Discards other entries. max_duration : float, int Maximum duration in seconds. Discards other entries. dynamic_items : list Configuration for extra dynamic items produced when fetching an example. List of DynamicItems or dicts with keys:: func: # To be called takes: # key or list of keys of args this takes provides: key # key or list of keys that this provides NOTE: A dynamic item is automatically added for each CSV data-triplet output_keys : list, None The list of output keys to produce. You can refer to the names of the CSV data-triplets. E.G. if the CSV has: wav,wav_format,wav_opts, then the Dataset has a dynamic item output available with key ``"wav"`` NOTE: If None, read all existing. originalrics|dvr|jj}t|d|dt||\} } } t| |||j| d} d} |dks0d} |dkr8d} |jd|id|i| | d }||_ |sQ| | dSdS) N)r ascending descendingz doesn't support z sortingFrrdurationT) key_min_value key_max_valuesort_keyreverse) __class____name__ ValueErrorload_sb_extended_csvsuper__init__pipelineadd_dynamic_items_filtered_sorted_idsdata_idsset_output_keys)selfcsvpath replacementssorting min_duration max_duration dynamic_items output_keysclsnamer di_to_add data_namesrrfiltered_sorted_idsrW/home/ubuntu/transcripts/venv/lib/python3.10/site-packages/speechbrain/dataio/legacy.pyrNs0   zExtendedCSVDataset.__init__)r __module__ __qualname____doc__r __classcell__r/r/r.r0rs8rc st|ddd}i}tj|dd}td}|jddks!td |jd d ks,td t|jd dddks=td|jd dd}|D]s}i}|d} |d=t |d |d <|d =| |vrhtd| t | dddD]!\} } z| fdd| || <Wqstytd| dwt |D]\} } tt || d| dd}||| t<q||| <qGg}|D]} t| t| d}||q|||fWdS1swYdS)aLoads SB Extended CSV and formats string values. Uses the SpeechBrain Extended CSV data format, where the CSV must have an 'ID' and 'duration' fields. The rest of the fields come in triplets: ``, _format, _opts``. These add a _sb_data item in the dict. Additionally, a basic DynamicItem (see DynamicItemDataset) is created, which loads the _sb_data item. Bash-like string replacements with $to_replace are supported. This format has its restriction, but they allow some tasks to have loading specified by the CSV. Arguments --------- csv_path : str Path to the CSV file. replacements : dict Optional dict: e.g. ``{"data_folder": "/home/speechbrain/data"}`` This is used to recursively format all string values in the data. Returns ------- dict CSV data with replacements applied. list List of DynamicItems to add in DynamicItemDataset. utf-8)newlineencodingT)skipinitialspacez \$([\w.]+)rIDzBCSV has to have an 'ID' field, with unique ids for all data pointsrzRCSV has to have an 'duration' field, with the length of the data point in seconds.NzHAll named fields must have 3 entries: , _format, _optszDuplicate id: cs |dS)Nr;r/)matchr$r/r0s z&load_sb_extended_csv..z The item z/ requires replacements which were not supplied.)functakesprovides)opencsv DictReaderrecompile fieldnamesKeyErrorlenrfloatlistitemssub enumerater values ITEM_POSTFIX_read_csv_itemappend)csv_pathr$csvfileresultreadervariable_findernamesrow data_pointdata_idkeyvalueinametripletdynamic_items_to_adddir/r?r0rts`#    $  $rcCst|j}|jtvrt|j\}}|dS|jdkr"t|j|S|jdkrB|j}z| d}Wn t y:Ynw| d}|St d|j)zhReads the different formats supported in SB Extended CSV. Delegates to the relevant functions. rpklstringr6 zDon't know how to read ) _parse_csv_item_optsr r TORCHAUDIO_FORMATS torchaudioloadr squeezeread_pkldecodeAttributeErrorsplit TypeError)itemr audio_rfr/r/r0rSs        rScCsF|}t|dkr iSi}|dD] }|d\}}|||<q|S)z0Parse the _opts field in a SB Extended CSV item.rrg:)striprKrp)entryr optopt_nameopt_valr/r/r0rhs  rhc Cs6zt|d }t|}Wdn1swYWntjy,d|}t|wd}t|trt|dtrBt |}d}t|dt rPt |}d}t|dt rq|durjt |D] \}} || ||<q_t |}d}|sd|t|df}t|n|}|j} | dkr|d }| d kr|d }|S) aThis function reads tensors store in pkl format. Arguments --------- file : str The path to file to read. data_options : dict, optional A dictionary containing options for the reader. lab2ind : dict, optional Mapping from label to integer indices. Returns ------- numpy.array The array containing the read signal. rbNzcannot read the pkl file %sFrTzMThe pkl file %s can only contain list of integers, floats, or strings. Got %sfloat64float32int64int32)rDpicklerkUnpicklingErrorr isinstancerMrLtorch FloatTensorint LongTensorstrrPtypedtypeastype) file data_optionslab2indf pkl_elementerr_msgtype_oktensorindexval tensor_typer/r/r0rmsH        rm)r3 collectionsrErrGrrjspeechbrain.dataio.datasetrspeechbrain.utils.loggerrrloggerrirR namedtupler rrrSrhrmr/r/r/r0s&   \`