Created
November 19, 2013 19:48
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Python cprofile analyzer
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#!/usr/bin/python | |
import argparse | |
from collections import namedtuple | |
import pstats | |
FunctionStats = namedtuple('FunctionStats', ['calls', 'tottime', 'cumtime', | |
'path', 'function_name', 'line_number', 'stat']) | |
class Node(object): | |
def __init__(self, stats=None): | |
self.name_part = "" | |
self.children = {} | |
self.total_calls = 0 | |
self.total_time = 0.0 | |
self.function_stats = None | |
self.stats = stats | |
def add_stats(self, name_parts, function_stats): | |
self.total_calls += function_stats.calls | |
self.total_time += function_stats.tottime | |
if len(name_parts) == 1: | |
# This is a leaf | |
self.function_stats = function_stats | |
else: | |
name_part = name_parts[0] | |
self.name_part = name_part | |
child_name_part = name_parts[1] | |
if child_name_part not in self.children: | |
self.children[child_name_part] = Node() | |
self.children[child_name_part].add_stats(name_parts[1:], function_stats) | |
def create_parser(): | |
parser = argparse.ArgumentParser(description='Analyze cprofile .prof files.') | |
parser.add_argument('path', metavar='PATH', | |
help='the path of the *.prof file') | |
parser.add_argument('--prefixes', | |
help='virtualenv or python prefixes used to extract package name.') | |
parser.add_argument('--filters', | |
help='only print packages specified in filter.') | |
parser.add_argument('--print-children', action='store_true', | |
help='print children of packages') | |
return parser | |
def get_stats(path): | |
stats = pstats.Stats(path) | |
return stats | |
def get_name_parts(path, prefixes, function_id): | |
for prefix in prefixes: | |
if path.startswith(prefix): | |
path = path[len(prefix):] | |
break | |
if not path.startswith('/'): | |
path = '/' + path | |
path += '/' + function_id | |
return path.split('/') | |
def print_node(key, node, print_children): | |
print("Stats for {0}".format(key)) | |
print(" {0} total calls in {1:.3f} seconds".format(node.total_calls, | |
node.total_time)) | |
if print_children: | |
children = sorted(node.children.values(), key=lambda c: c.total_time, | |
reverse=True) | |
for child in children: | |
print(" {0}: {1} total calls in {2:.3f} seconds".format( | |
child.name_part, child.total_calls, child.total_time)) | |
def get_node(tree, node_filter): | |
names = node_filter.split(":") | |
try: | |
node = tree | |
for name in names: | |
node = node.children[name] | |
return node | |
except Exception: | |
return None | |
def print_report(tree, filters=None, print_children=False): | |
print("Report for {0}\n".format(tree.stats.files[0])) | |
print("{0} total calls in {1:.3f} seconds\n".format(tree.stats.total_calls, | |
tree.stats.total_tt)) | |
print("{0} total calls in {1:.3f} seconds recorded in Tree\n".format( | |
tree.total_calls, tree.total_time)) | |
if not filters: | |
for key, child in tree.children.items(): | |
print_node(key, child, print_children) | |
else: | |
for node_filter in filters: | |
node = get_node(tree, node_filter) | |
if node: | |
print_node(node_filter, node, print_children) | |
def main(): | |
parser = create_parser() | |
args = parser.parse_args() | |
stats = get_stats(args.path) | |
prefixes = [] | |
if args.prefixes: | |
prefixes = args.prefixes.split(',') | |
filters = [] | |
if args.filters: | |
filters = args.filters.split(',') | |
tree = Node(stats) | |
for (function_info, stats_info) in stats.stats.items(): | |
function_stats = FunctionStats(calls=stats_info[0], | |
tottime=stats_info[2], cumtime=stats_info[3], | |
path=function_info[0], function_name=function_info[2], | |
line_number=function_info[1], stat=(function_info, stats_info)) | |
function_id = "{0}-{1}".format(function_stats.function_name, | |
function_stats.line_number) | |
name_parts = get_name_parts(function_info[0], prefixes, | |
function_id) | |
tree.add_stats(name_parts, function_stats) | |
print_report(tree, filters, args.print_children) | |
if __name__ == "__main__": | |
main() |
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