Ng tddlmZddlZddlZddlZddlZddlmZmZm Z m Z m Z GddZ dddZ dS)) annotationsN) FunctionProto ModelProto NodeProto TensorProtoValueInfoProtocpeZdZd$dZedZdZd%d Zd%d Zd&dZ d'dZ dZ d(dZ d)d!Z d*d"Zd#S)+ ExtractormodelrreturnNonectj||_|jj|_||jj|_||jj|_ dSN) onnxshape_inference infer_shapesr graph_build_name2obj_dict initializerwmap value_infovimap)selfr s F/var/www/html/ai-engine/env/lib/python3.11/site-packages/onnx/utils.py__init__zExtractor.__init__s^)66u== Z% --dj.DEE ..tz/DEE cd|DS)Nci|] }|j| S)name).0objs r z2Extractor._build_name2obj_dict..s...##...rr)objss rrzExtractor._build_name2obj_dicts......rcR ||}t|}t|}||z}||z }g}|D]} ||| |D]"} ||j| #|| fd|DS)Nc g|] }| Srr)r!r new_io_tensors_maps r z2Extractor._collect_new_io_core..)sIIIT"4(IIIr)rsetappendr) r original_ioio_names_to_extractoriginal_io_maporiginal_io_namess_io_names_to_extractio_names_to_keepnew_io_names_to_addnew_io_tensorsr r's @r_collect_new_io_corezExtractor._collect_new_io_cores33K@@00 #$7 8 803DD36GG$ 9 9D  ! !/$"7 8 8 8 8' 4 4D  ! !$*T"2 3 3 3 3"66~FFIIII5HIIIIrnames list[str]list[ValueInfoProto]cB||jj|Sr)r3rinputrr4s r_collect_new_inputszExtractor._collect_new_inputs+s(()95AAArcB||jj|Sr)r3routputr9s r_collect_new_outputszExtractor._collect_new_outputs.s(():EBBBrnode_output_namestrgraph_input_namesreachable_nodeslist[NodeProto]c||vrdS|jjD]G}||jvr ||vr|||jD]}||||HdSr)rnoder<r*r8_dfs_search_reachable_nodes)rr>r@rArDr s rrEz%Extractor._dfs_search_reachable_nodes1s 0 0 0 FJO  Dt{22&&  " "4 ( ( (   00+_   r input_names output_namesctg|D]}|||fd|jjD}|S)Ncg|]}|v| Srr)r!nrAs rr(z6Extractor._collect_reachable_nodes..Ns#DDDqqO/C/C/C/C/Cr)rErrD)rrFrGr nodesrAs @r_collect_reachable_nodesz"Extractor._collect_reachable_nodesEsX   Q QD  , ,T; P P P PDDDDDJODDD rcNfd}g}|||}|r|||}||S)Ncg}|D]]tfdjjDd}|r3||vr/||||j^|S)Nc3\K|]&}|jjk|jjk"|V'dSr)r op_typedomain)r!frDs r z[Extractor._collect_referred_local_functions..find_referred_funcs..^sL6T\11ah$+6M6M6M6M6M6Mr)nextr functionsr*extendrD)rKreferred_local_functions new_nodesmatch_functionrDrs @rfind_referred_funcszHExtractor._collect_referred_local_functions..find_referred_funcsYsI : :!%!%!5  """:n.|s*QQQ!?P:P:Pty|:P:P:Prc2g|]}|vj|Sr)rr_s rr(z8Extractor._collect_reachable_tensors..}s*RRR1@Q;Q;Qdjm;Q;Q;Qrrzlen_sparse_initializer is z, it must be 0.zlen_quantization_annotation is ) r)updater8r<rrlenrsparse_initializer ValueErrorquantization_annotation)rrKrDrrlen_sparse_initializerlen_quantization_annotationras` @r_collect_reachable_tensorsz$Extractor._collect_reachable_tensorsrs'*ee 2 2D  $ $TZ 0 0 0  $ $T[ 1 1 1 1QQQQQTYQQQ RRRRRTZRRR !$TZ%B!C!C !Q & &T-CTTT '*$**L&M&M# &! + +^2M^^^ J&&rinputsoutputsrlist[TensorProto]rlocal_functionslist[FunctionProto]cd|jjzdz}tj||||||}|jj|jjd|d} tjj|fi| S)NzExtracted from {})rrzonnx.utils.extract_model) ir_version opset_imports producer_namerU) rr rhelper make_graphr rr opset_import make_model) rrKrkrlrrrnr rmetas r _make_modelzExtractor._make_models"DJO3c9 && 4kj'   */!Z47(    {%e44t444rc||}||}|||}||\}}||}|||||||} | Sr)r:r=rLrjr[rz) rrFrGrkrlrKrrrnr s r extract_modelzExtractor.extract_models ))+66++L99--k<HH"&"A"A%"H"H Z@@GG  67K_   rN)r rr r )r4r5r r6)r>r?r@r5rArBr r )rFr5rGr5r rB)rKrBr r\)rKrBrkr6rlr6rrmrr6rnror r)rFr5rGr5r r)__name__ __module__ __qualname__r staticmethodrr3r:r=rErLr[rjrzr|rrrr r sFFFF //\/JJJ$BBBBCCCC(    (((B''''05555,rr T input_pathstr | os.PathLike output_pathrFr5rG check_modelboolr r ctj|std||std|stdtj|t j|}t|}| ||}t j |||r!tj|dSdS)a5Extracts sub-model from an ONNX model. The sub-model is defined by the names of the input and output tensors *exactly*. Note: For control-flow operators, e.g. If and Loop, the _boundary of sub-model_, which is defined by the input and output tensors, should not _cut through_ the subgraph that is connected to the _main graph_ as attributes of these operators. Arguments: input_path (str | os.PathLike): The path to original ONNX model. output_path (str | os.PathLike): The path to save the extracted ONNX model. input_names (list of string): The names of the input tensors that to be extracted. output_names (list of string): The names of the output tensors that to be extracted. check_model (bool): Whether to run model checker on the extracted model. zInvalid input model path: z%Output model path shall not be empty!z'Output tensor names shall not be empty!N) ospathexistsrfrcheckerrloadr r|save)rrrFrGrr e extracteds rr|r|s, 7>>* % %DBjBBCCC B@AAA DBCCCLZ((( Ij ! !E%A \::IIi%%%.   -----..r)T) rrrrrFr5rGr5rrr r ) __future__rr onnx.checkerr onnx.helperonnx.shape_inferencerrrrrr r|rrrrs#""""" RRRRRRRRRRRRRR````````P %.%.%.%.%.%.%.r