o ;ήc@szUdZddlZzddlZWn eyedwddlmZdZeZej e e d<dej fdd Z d d Zd d ZdS)zm Support for registering ONNX Runtime's built-in contrib ops with PyTorch-ONNX exporter (torch.onnx.export). NzdThis module is only useful in combination with PyTorch. To install PyTorch see https://pytorch.org/.)symbolic_helper_registered_ops symbolic_fncCs(d|j}tj||tt|dS)Nz::%s)__name__torchonnxregister_custom_op_symbolic_OPSET_VERSIONradd)rnamer S/tmp/pip-target-vg8gfxp4/lib/python/onnxruntime/tools/pytorch_export_contrib_ops.py_regs rcCstdd}t|dd}t|tjjddddtjjd tfd d }t|d d }t|dd}t|dS)zaRegister ONNX Runtime's built-in contrib ops. Should be run before torch.onnx.export(). cSsVt|d}t|d}gd|}gd|}tt|d}|jd|||||dS)Ni)bilinearnearestbicubic)zerosborder reflectionbzcom.microsoft::GridSample)mode_spadding_mode_salign_corners_i)r_maybe_get_constintop)ginputgridmode padding_mode align_cornersmode_strpadding_mode_strr r r grid_sampler$s    zregister..grid_samplercSs|d||S)Nzcom.microsoft::InversersetTypetype)rselfr r rinverseEszregister..inversevsnoner* approximatecSs0|dkr|d||Stjj|||S)Nr.zcom.microsoft::Gelu)rr(r)rrsymbolic_opset9gelu)rr*r/r r rr1Jszregister..gelucS|jd||dd|S)Ncom.microsoft::Trilurupper_ir'rr*diagonalr r rtriuSzregister..triucSr2)Nr3rr4r'r6r r rtrilXr9zregister..trilN)r.)rrrr parse_args_CValuestr)r&r+r1r8r:r r rregisters r?c Cs~tD]:}z tj|tWqty<ddlm}|d\}}t j D]}|tkr9| |||r9|j ||f|=q$YqwdS)z/Unregister ONNX Runtime's built-in contrib ops.r)symbolic_registryz::N) rrrunregister_custom_op_symbolicr AttributeError torch.onnxr@splitr_onnx_stable_opsetsis_registered_op _registry)r r@ namespacekindversionr r r unregister^s   rK)__doc__typingrModuleNotFoundErrorrCrr setr AbstractSetr>__annotations__Callablerr?rKr r r rs    @