bIg LddlmZddlmZddlZddlmZmZ ddZy)) annotations)AnyN) ModelProtoValueInfoProtocP t dd}| |jj| |jj| |jjd fd }|jjD]1}|j }||}t |D]\}} ||| ||3|jjD]1} | j } || } t | D]\}} || | || 3tjj||S)aMThis function updates the dimension sizes of the model's inputs and outputs to the values provided in input_dims and output_dims. if the dim value provided is negative, a unique dim_param will be set for that dimension. Example. if we have the following shape for inputs and outputs: * shape(input_1) = ('b', 3, 'w', 'h') * shape(input_2) = ('b', 4) * shape(output) = ('b', 'd', 5) The parameters can be provided as: :: input_dims = { "input_1": ['b', 3, 'w', 'h'], "input_2": ['b', 4], } output_dims = { "output": ['b', -1, 5] } Putting it together: :: model = onnx.load('model.onnx') updated_model = update_inputs_outputs_dims(model, input_dims, output_dims) onnx.save(updated_model, 'model.onnx') c|D]`}|jjj}|jD]/}|j ds|j |j 1by)N dim_param)type tensor_typeshapedimHasFieldaddr ) dim_param_set value_infosinfor r s Y/var/www/html/answerous/venv/lib/python3.12/site-packages/onnx/tools/update_model_dims.pyinit_dim_param_setz6update_inputs_outputs_dims..init_dim_param_set1sY  5DII))//Eyy 5<< ,!%%cmm4 5 5c |jjjj|}t |t r~|dk\rJ|j dr1|j|k7r"td|d|d|d|jd ||_y|dzt|z}|vrtd |d|d ||_ yt |tr||_ ytd t|) Nr dim_valuez!Unable to set dimension value to z for axis z of z'. Contradicts existing dimension value ._z-Unable to generate unique dim_param for axis z,. Please manually provide a dim_param value.z@Only int or str is accepted as dimension value, incorrect type: ) r r r r isinstanceintrr ValueErrorstrr )tensorr jname dim_protogenerated_dim_paramrs r update_dimz.update_inputs_outputs_dims..update_dim>s$KK++1155a8 c3 ax%%k2y7J7Jc7Q$;C5 1#TRVQWW~@I@S@STTUV'* #&*Sj3q6&9#&-7$Gs$tfUAB': # S !"%I RSWX[S\R]^ r)rzset[str]rzlist[ValueInfoProto]returnNone) rrr rrrr rr$r%) setgraphinputoutput value_infor enumerateonnxchecker check_model)model input_dims output_dimsrr#input_ input_name input_dim_arrrr r) output_nameoutput_dim_arrrs @rupdate_inputs_outputs_dimsr7 s.F"eM55.B5 5}ekk&7&78}ekk&8&89}ekk&<&<=.++##3[[ ":.  . 3FAs vsAz 2 33 ++$$4kk $[1/ 4FAs vsA{ 3 44  LLU# Lr)r/rr0dict[str, list[Any]]r1r8r$r) __future__rtypingr onnx.checkerr,rrr7rrr=sA#+V V$V&V Vr