§ -`ƒiXãó:—ddlmZmZddlZGd„de¦«ZdS)é)ÚABCÚabstractmethodNcó —eZdZee d dejdededededejdzdeejejejffd „¦«¦«Z dS) ÚAbstractEplbPolicyNÚweightÚ num_replicasÚ num_groupsÚ num_nodesÚ num_ranksÚold_global_expert_indicesÚreturncó—t‚)a  Entry point for expert-parallelism load balancer. Parameters: weight: [layers, num_logical_experts], the load statistics for all logical experts num_replicas: number of physical experts, must be a multiple of `num_ranks` num_groups: number of expert groups num_nodes: number of server nodes num_ranks: number of ranks, must be a multiple of `num_nodes` old_global_expert_indices: [layers, num_logical_experts], the old global expert indices. Used to avoid unnecessary weight copying for experts moving within one rank. Returns: physical_to_logical_map: [layers, num_replicas], the expert index of each replica logical_to_physical_map: [layers, num_logical_experts, X], the replica indices for each expert expert_count: [layers, num_logical_experts], number of physical replicas for each logical expert )ÚNotImplementedError)Úclsrrr r r r s úy/home/jaya/work/projects/VOICE-AGENT/VIET/agent-env/lib/python3.11/site-packages/vllm/distributed/eplb/policy/abstract.pyÚrebalance_expertsz$AbstractEplbPolicy.rebalance_experts s €õB"Ð!ó)N) Ú__name__Ú __module__Ú __qualname__Ú classmethodrÚtorchÚTensorÚintÚtupler©rrrr s¥€€€€€ØØð:>ð"ð"à” ð"ðð"ðð "ð ð "ð ð "ð$)¤<°$Ñ#6ð"ð ˆuŒ|˜Uœ\¨5¬<Ð7Ô 8ð"ð"ð"ñ„^ñ„[ð"ð"ð"rr)Úabcrrrrrrrúrs\ðð$Ð#Ð#Ð#Ð#Ð#Ð#Ð#à € € € ð""ð""ð""ð""ð""˜ñ""ô""ð""ð""ð""r