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nnet3 reporting : Added code to summarize the timing info from nnet3*…
…train --computation.debug=true outputs (kaldi-asr#1088)
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egs/wsj/s5/steps/nnet3/report/summarize_compute_debug_timing.py
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#!/usr/bin/env python | ||
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# Copyright 2016 Vijayaditya Peddinti. | ||
# Apache 2.0. | ||
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# we're using python 3.x style print but want it to work in python 2.x, | ||
from __future__ import print_function | ||
import sys | ||
import re | ||
import argparse | ||
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# expects the output of nnet3*train with --computation-debug=true | ||
# will run faster if just the lines with "DebugAfterExecute" are provided | ||
# <train-command> |grep DebugAfterExecute | steps/nnet3/report/summarize_compute_debug_timing.py | ||
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def GetArgs(): | ||
parser = argparse.ArgumentParser(description="Summarizes the timing info from nnet3-*-train --computation.debug=true commands ") | ||
parser.add_argument("--node-prefixes", type=str, | ||
help="list of prefixes. Execution times from nnet3 components with the same prefix" | ||
" will be accumulated. Still distinguishes Propagate and BackPropagate commands" | ||
" --node-prefixes Lstm1,Lstm2,Layer1", default=None) | ||
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print(' '.join(sys.argv), file=sys.stderr) | ||
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args = parser.parse_args() | ||
if args.node_prefixes is not None: | ||
raise NotImplementedError | ||
# this will be implemented after https://github.com/kaldi-asr/kaldi/issues/944 | ||
args.node_prefixes = args.node_prefixes.split(',') | ||
else: | ||
args.node_prefixes = [] | ||
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return args | ||
# get opening bracket position corresponding to the last closing bracket | ||
def FindOpenParanthesisPosition(string): | ||
string = string.strip() | ||
if string[-1] != ")": | ||
# we don't know how to deal with these strings | ||
return None | ||
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string_index = len(string) - 1 | ||
closing_parans = [] | ||
closing_parans.append(string_index) | ||
string_index -= 1 | ||
while string_index >= 0: | ||
if string[string_index] == "(": | ||
if len(closing_parans) == 1: | ||
# this opening bracket corresponds to the last closing bracket | ||
return string_index | ||
else: | ||
closing_parans.pop() | ||
elif string[string_index] == ")": | ||
closing_parans.append(string_index) | ||
string_index -= 1 | ||
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raise Exception("Malformed string: Could not find opening paranthesis\n\t{0}".format(string)) | ||
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# input : LOG (nnet3-chain-train:DebugAfterExecute():nnet-compute.cc:144) c68: BLstm1_backward_W_i-xr.Propagate(NULL, m6212(3136:3199, 0:555), &m31(0:63, 0:1023)) | ||
# output : BLstm1_backward_W_i-xr.Propagate | ||
def ExtractCommandName(command_string): | ||
# create a concise representation for the the command | ||
# strip off : LOG (nnet3-chain-train:DebugAfterExecute():nnet-compute.cc:144) | ||
command = " ".join(command_string.split()[2:]) | ||
# command = c68: BLstm1_backward_W_i-xr.Propagate(NULL, m6212(3136:3199, 0:555), &m31(0:63, 0:1023)) | ||
end_position = FindOpenParanthesisPosition(command) | ||
if end_position is not None: | ||
command = command[:end_position] | ||
# command = c68: BLstm1_backward_W_i-xr.Propagate | ||
command = ":".join(command.split(":")[1:]).strip() | ||
# command = BLstm1_backward_W_i-xr.Propagate | ||
return command | ||
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def Main(): | ||
# Sample Line | ||
# LOG (nnet3-chain-train:DebugAfterExecute():nnet-compute.cc:144) c128: m19 = [] | | time: 0.0007689 secs | ||
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debug_regex = re.compile("DebugAfterExecute") | ||
command_times = {} | ||
for line in sys.stdin: | ||
parts = line.split("|") | ||
if len(parts) != 3: | ||
# we don't know how to deal with these lines | ||
continue | ||
if debug_regex.search(parts[0]) is not None: | ||
# this is a line printed in the DebugAfterExecute method | ||
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# get the timing info | ||
time_parts = parts[-1].split() | ||
assert(len(time_parts) == 3 and time_parts[-1] == "secs" and time_parts[0] == "time:" ) | ||
time = float(time_parts[1]) | ||
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command = ExtractCommandName(parts[0]) | ||
# store the time | ||
try: | ||
command_times[command] += time | ||
except KeyError: | ||
command_times[command] = time | ||
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total_time = sum(command_times.values()) | ||
sorted_commands = sorted(command_times.items(), key = lambda x: x[1], reverse = True) | ||
for item in sorted_commands: | ||
print("{c} : time {t} : fraction {f}".format(c=item[0], t=item[1], f=item[1] / total_time)) | ||
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if __name__ == "__main__": | ||
args = GetArgs() | ||
Main() | ||
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