o wi@sddlZddlZddlZddlmZddlmZddlZddlm Z ddl m Z ddl m Z ddlmZzddlmZWneyKdd lmZYnwd d Zd d ZedkrceejdddSdS)N)Trainer) OmegaConf)ModelPT) Exportable) TrainerConfig)logging) nullcontext)suppresscCstjtjdd}|jddd|jddd|jdd d d |jd d d d |jdddd|jdtddd|jdtddd|jdtddd|jdd dd |jdddd|jdtddd|jd d!d"d#d$||}|S)%Nz&Export NeMo models to ONNX/Torchscript)formatter_class descriptionsourcezSource .nemo file)helpoutzLocation to write result toz --autocast store_truezUse autocast when exporting)actionr z--runtime-checkz$Runtime check of exported net resultz --verbosez"Verbose level for logging, numeric)defaultr z --max-batchzMax batch size for model export)typerr z --max-dimz!Max dimension(s) for model exportz --onnx-opsetzONNX opset for model exportz--cache_supportz1enables caching inputs for the models support it.z--devicecudazDevice to export forz--check-toleranceg{Gz?ztolerance for verificationz--export-configz KEY=VALUE+zSet a number of key-value pairs to model.export_config dictionary (do not put spaces before or after the = sign). Note that values are always treated as strings.)metavarnargsr )argparseArgumentParserArgumentDefaultsHelpFormatter add_argumentintfloat parse_args)argvparserargsr!K/home/ubuntu/sommelier/.venv/lib/python3.10/site-packages/scripts/export.pyget_args1s2 r#c Cst|}tj}|jdur"tt|jd}t|ts td||}t |t d | |j }|j }tddddddd}tt|}tdi|}t d |zttj||d }Wdn1snwYWnty} z td || d} ~ wwt d |jj|t|tstd |jjtd|j} i} d} d} |jdur|j| d <|j} |j dur|j | d<|j } |j!r|"ddi|j#ri}|j#D]}|$d}t%|dkrtd|\}}|||<q|"|ztj&j'|j(|j'dt)|tg|j*|j(d+|,d}| rat%| dkra|j-j.di| }|g} | /D] \}}|dd| |<q=|j-j.di| }| 0|t d| |j1||| |j2|j3t4|jd\}}Wdn 1s~wYWdn1swYWdWdSWdWdS1swYWdSty} z td |j| d} ~ ww)NzInvalid log level: %szLogging level set to {}gpuddpF) acceleratorstrategy num_nodesdevicesloggerenable_checkpointingzRestoring NeMo model from '{}') restore_pathtrainerzFailed to restore model from NeMo file : {}. Please make sure you have the latest NeMo package installed with [all] dependencies.zModel {} restored from '{}'z-Your NeMo model class ({}) is not Exportable. max_batchmax_dim cache_supportTrue=z+Use correct format for --export_config: k=v)enabled)devicerzUsing additional check args: ) input_example check_tracecheck_toleranceonnx_opset_versionverbosezExport failed. Please make sure your NeMo model class ({}) has working export() and that you have the latest NeMo package installed with [all] dependencies.r!)5r#rINFOr;getattrupper isinstancer ValueErrorsetLevelinfoformatr rrr to_containercreatertorchinference_moder restore_from Exceptionerror __class____name__rsysexit runtime_checkr/r0r1set_export_config export_configsplitlenampautocastr6no_gradtofreezeeval input_moduler7itemsappendexportr9 onnx_opsetbool)rr loglevel numeric_levelnemo_inr cfg_trainerr.modeler8in_argsr/r0kv key_valuelstkvr7keyarginput_example2_ descriptionsr!r!r" nemo_exportPs                 *  Zrq__main__r&)rrMrFlightning.pytorchr omegaconfrnemo nemo.corernemo.core.classesr"nemo.core.config.pytorch_lightningr nemo.utilsr contextlibr ImportErrorr r#rqrLrr!r!r!r"s(       n