o Zh@svddlZddlZddlmZddlmZmZddlZgdZ dZ ddZ ddZ d d Z d d Zd eejeejfddfddZde ddfddZdde ddfddd eejdeeejeejfdededeeejjdeeejddfddZ d!d eejdeddfddZ  d"d eejdeejddfddZe ddfd eejdeejdeddfdd ZdS)#N)Sequence)OptionalUnion) all_reducereduce broadcast all_gatherreduce_scattercCstttjds tddSt}|D]%}|jrdS|s!dS|js'dS| }||vr2dS| |qdS)N_nccl_all_reducez)PyTorch is not compiled with NCCL supportFT) hasattrtorch_CwarningswarnsetZ is_sparseZ is_contiguousZis_cudaZ get_deviceadd)ZtensorsZdevicesZtensorZdevicer>/var/www/auris/lib/python3.10/site-packages/torch/cuda/nccl.py is_availables   rcCsTtj}|d?}|d?d@}|d@}tjd}|dkr$|||fS||||fS)a Returns the version of the NCCL. This function returns a tuple containing the major, minor, and patch version numbers of the NCCL. The suffix is also included in the tuple if a version suffix exists. Returns: tuple: The version information of the NCCL. izutf-8)r r Z _nccl_versionZ_nccl_version_suffixdecode)vermajorminorpatchsuffixrrrversion$s    rcCs tjSN)r r Z_nccl_unique_idrrrr unique_id9s r cCstj|||Sr)r r Z_nccl_init_rank)Z num_ranksuidZrankrrr init_rank=sr"inputsreturncCs&t|tjjr t|tjrtddS)Nz(Inputs should be a collection of tensors) isinstance collectionsabc Containerr Tensor TypeError)r#rrr_check_sequence_typeAs r+cCs4t||dur |}t|tj|||||dSr)r+r r r r#outputsopstreamscommsrrrrHs r)r-outputrootr.r/r-cCst||dur|durtdtjdtdd||}n$t|tjs7t|tj j r7tjdtdd||}n |dur?||n|}tj ||||||dS)Nz'output' and 'outputs' can not be both specified. 'outputs' is deprecated in favor of 'output', taking in a single output tensor. The signature of reduce is: reduce(inputs, output=None, root=0, op=SUM, streams=None, comms=None).z`nccl.reduce` with an output tensor list is deprecated. Please specify a single output tensor with argument 'output' instead instead.) stacklevelz\nccl.reduce with an output tensor list is deprecated. Please specify a single output tensor.) r+ ValueErrorrr FutureWarningr%r r)r&r'rr Z _nccl_reduce)r#r1r2r.r/r0r-_outputrrrrRs.   rcCst|tj||||dSr)r+r r Z_nccl_broadcast)r#r2r/r0rrrr}srcCs&t|t|tj||||dSr)r+r r Z_nccl_all_gather)r#r-r/r0rrrrsrcCs(t|t|tj|||||dSr)r+r r Z_nccl_reduce_scatterr,rrrr sr )rNN)NN)r&rcollections.abcrtypingrrZ torch.cudar __all__ZSUMrrr r"r)r+rintcudaZStreamrrrr rrrrs "   ,