iJfddlmZddlmZmZmZmZddlmZdejdeeefdefdZ y))partial)CallableDictSetTextNtrunkbranchesreturncfd}tdr|g_fd}j|}jj|fd}t |t s|Dcic]}||}}t }|j D]*\}} | |vr t|| <|| j|,jD]J\} } | |vr || D]8}| jt||}jj|:Lfd} j| }jj||Scc}w)a.Add probing branches to a trunk module Parameters ---------- trunk : nn.Module Multi-layer trunk. branches : {branch_name: layer_name} dict or [layer_name] list Indicate where to plug a probing branch. Returns ------- revert : Callable Callable that, when called, removes probing branches. Usage ----- Define a trunk made out of three consecutive layers >>> import torch.nn as nn >>> class Trunk(nn.Module): ... ... def __init__(self): ... super().__init__() ... self.layer1 = nn.Linear(1, 2) ... self.layer2 = nn.Linear(2, 3) ... self.layer3 = nn.Linear(3, 4) ... ... def forward(self, x): ... return self.layer3(self.layer2(self.layer1(x))) >>> trunk = Trunk() >>> x = torch.tensor((0.,)) >>> trunk(x) # tensor([ 0.4548, -0.1814, 0.9494, 1.0445], grad_fn=) Add two probing branches: - first one is called "probe1" and probes the output of "layer1" - second one is called "probe2" and probes the output of "layer3" >>> revert = probe(trunk, {"probe1": "layer1", "probe2": "layer3"}) >>> trunk(x) # {'probe1': tensor([ 0.5854, -0.9685], grad_fn=), # 'probe2': tensor([ 0.4548, -0.1814, 0.9494, 1.0445], grad_fn=)} Use callback returned by `probe` to revert its effect >>> revert() >>> trunk(x) # tensor([ 0.4548, -0.1814, 0.9494, 1.0445], grad_fn=) For convenience, one can also define probes as a list of layers: >>> revert = probe(trunk, ['layer1', 'layer3']) >>> trunk(x) # {'layer1': tensor([ 0.5854, -0.9685], grad_fn=), # 'layer3': tensor([ 0.4548, -0.1814, 0.9494, 1.0445], grad_fn=)} cP`jD]}|j`yN)__probe__probe_handlesremove)handlers o/Volumes/fast/ai/experiments/voice-extract-mac/.venv/lib/python3.12/site-packages/pyannote/audio/utils/probe.pyrzprobe..removeZs' M++F MMO,  !rc$t_yr )dictr)moduleinputrs r __probe_initzprobe..__probe_inites  rc$|j|<yr r) branch_namerroutputrs r__probe_appendzprobe..__probe_appendks%+ k"rcjSr r)rrrrs r__probe_returnzprobe..__probe_return~s }}r) hasattrrregister_forward_pre_hookappend isinstanceritemssetadd named_modulesregister_forward_hookr) rr rrrrbsehcnarbr layer_namelayerrs ` rprober-sNx" ui E , ,\ :F   (, h %"*+(QAqD(+ $H#+>>#3 Z X %#&5HZ   -$4 #002 E X % #J/K001UVF  ! ! ( ( 003 ( ( 8F   ( M+,s+ E) functoolsrtypingrrrrtorch.nnnnModuler-rrr4s>0,,ffd4:&6f8fr