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506 lines (456 loc) · 25.3 KB
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import os
import sys
import json
import re
EXP_LIST = ['round_trip_time',
'execution_breakdown',
'pagefault',
'ubench/memcpy',
'ubench/waitmode']
TIME_DICT = {}
EB_DICT = {}
PF_DICT = {}
UB_MEMCPY_DICT = {}
UB_WM_DICT = {}
SUMMARIZERS = {}
THP = False
def main(logroot, path_to_raw_logs):
global SUMMARIZERS
SUMMARIZERS = {'round_trip_time': time,
'execution_breakdown': eb,
'pagefault': pf,
'ubench/memcpy': ub_memcpy,
'ubench/waitmode': ub_waitmode}
for index, path_to_raw_log in enumerate(path_to_raw_logs):
if os.path.isdir(path_to_raw_log):
summarizer = SUMMARIZERS[EXP_LIST[index]]
output_dir = os.path.join(logroot, f'summary/{EXP_LIST[index]}')
os.makedirs(output_dir, exist_ok=True)
summarizer(input_dir=path_to_raw_log, output_dir=output_dir)
# print(f'output_dir: {output_dir}')
dict_summary(TIME_DICT, verbose=False)
dict_summary(EB_DICT, verbose=False)
dict_summary(PF_DICT, verbose=False)
dict_summary(UB_MEMCPY_DICT, verbose=False)
dict_summary(UB_WM_DICT, verbose=False)
def dict_print(d):
json_str = json.dumps(d, indent=4)
print(json_str)
def dict_summary(d, keys = [], verbose = True, depth = 0, summary_dict = None):
if verbose:
if isinstance(d, dict):
for k, v in d.items():
dict_summary(v, keys + [k], verbose)
elif isinstance(d, list):
print(f'keys: {keys}, list: {len(d)}')
else:
print(f'keys: {keys}, value: {d}')
else:
start_point = True if not summary_dict else False
if start_point:
summary_dict = {}
if isinstance(d, dict):
for k, v in d.items():
try:
if k not in summary_dict[depth]:
summary_dict[depth].append(k)
except KeyError:
summary_dict.setdefault(depth, [k])
dict_summary(v, keys, verbose, depth + 1, summary_dict)
if start_point:
sorted_key_list = sorted(summary_dict.keys())
for key in sorted_key_list:
print(f'[{"/".join(map(str, summary_dict[key]))}]', end='')
print('')
def anything_count_zero(d, n, count, keys=None):
if keys is None:
keys = []
if n == 0:
if 'count' not in d:
return False
value = d['count']
if value == 0:
print(f'Warning: {keys} has count 0.', file=sys.stderr)
return True
elif count == -1:
count = value
print(f'count: {count}')
elif count != value:
print(f'Warning: {keys} has count {value} while others have {count}.', file=sys.stderr)
return False
else:
for key, value in d.items():
if isinstance(value, dict):
if anything_count_zero(value, n - 1, count, keys + [key]):
return True
return False
def time_put(exp_name, op, device, ipc, thp, size_in_kb, count, values):
global TIME_DICT
try:
TIME_DICT[exp_name][op][device][ipc][thp][size_in_kb]['params']['count'] = count
TIME_DICT[exp_name][op][device][ipc][thp][size_in_kb]['params']['n_iters'] += 1
TIME_DICT[exp_name][op][device][ipc][thp][size_in_kb]['values'].append(values)
except KeyError:
TIME_DICT.setdefault(exp_name, {})\
.setdefault(op, {})\
.setdefault(device, {})\
.setdefault(ipc, {})\
.setdefault(thp, {})\
.setdefault(size_in_kb, {'params': {'count': count, 'n_iters': 1}, 'values': [values]})
def time(input_dir, output_dir):
for root, dirs, files in os.walk(input_dir):
for file in files:
fullpath = os.path.join(root, file)
exp_name, op, device, ipc, size_in_kb = root.split(os.sep)[-5:]
with open(fullpath, 'r') as f:
lines = f.readlines()
values = []
for line in lines:
if line.startswith(f'[results/time/{ipc}/client]'):
duration_in_us = line.strip().split('=')[-1]
values.append(duration_in_us)
count = len(values)
time_put('time', op, device, ipc, THP, size_in_kb, count, values)
# if anything_count_zero(TIME_DICT):
if anything_count_zero(TIME_DICT, 7, -1):
print('Warning: some values are zero. No data persisted from TIME_DICT.', file=sys.stderr)
else:
print('Persisting TIME_DICT')
# json.dump(TIME_DICT, open(os.path.join(output_dir, 'time.json'), 'w'), indent=4)
json_dumped_dict = json_dump(TIME_DICT)
with open(os.path.join(output_dir, 'time.json'), 'w') as f:
f.write(json_dumped_dict)
# def eb_put(exp_name, op, device, ipc, thp, size_in_kb, count, calls):
# EB_DICT[exp_name][op][device][ipc][thp][size_in_kb]['params']['count'] = count
# EB_DICT[exp_name][op][device][ipc][thp][size_in_kb]['params']['n_iters'] += 1
# EB_DICT[exp_name][op][device][ipc][thp][size_in_kb]['values']['time'].append(calls['time'])
# EB_DICT[exp_name][op][device][ipc][thp][size_in_kb]['values']['memcpy']['client']['call_count'].append(calls['memcpy']['client']['call_count'])
# EB_DICT[exp_name][op][device][ipc][thp][size_in_kb]['values']['memcpy']['client']['call_time'].append(calls['memcpy']['client']['call_time'])
# EB_DICT[exp_name][op][device][ipc][thp][size_in_kb]['values']['memcpy']['server']['call_count'].append(calls['memcpy']['server']['call_count'])
# EB_DICT[exp_name][op][device][ipc][thp][size_in_kb]['values']['memcpy']['server']['call_time'].append(calls['memcpy']['server']['call_time'])
# EB_DICT[exp_name][op][device][ipc][thp][size_in_kb]['values']['memmove']['client']['call_count'].append(calls['memmove']['client']['call_count'])
# EB_DICT[exp_name][op][device][ipc][thp][size_in_kb]['values']['memmove']['client']['call_time'].append(calls['memmove']['client']['call_time'])
# EB_DICT[exp_name][op][device][ipc][thp][size_in_kb]['values']['memmove']['server']['call_count'].append(calls['memmove']['server']['call_count'])
# EB_DICT[exp_name][op][device][ipc][thp][size_in_kb]['values']['memmove']['server']['call_time'].append(calls['memmove']['server']['call_time'])
# EB_DICT[exp_name][op][device][ipc][thp][size_in_kb]['values']['memset']['client']['call_count'].append(calls['memset']['client']['call_count'])
# EB_DICT[exp_name][op][device][ipc][thp][size_in_kb]['values']['memset']['client']['call_time'].append(calls['memset']['client']['call_time'])
# EB_DICT[exp_name][op][device][ipc][thp][size_in_kb]['values']['memset']['server']['call_count'].append(calls['memset']['server']['call_count'])
# EB_DICT[exp_name][op][device][ipc][thp][size_in_kb]['values']['memset']['server']['call_time'].append(calls['memset']['server']['call_time'])
# EB_DICT[exp_name][op][device][ipc][thp][size_in_kb]['values']['memcmp']['client']['call_count'].append(calls['memcmp']['client']['call_count'])
# EB_DICT[exp_name][op][device][ipc][thp][size_in_kb]['values']['memcmp']['client']['call_time'].append(calls['memcmp']['client']['call_time'])
# EB_DICT[exp_name][op][device][ipc][thp][size_in_kb]['values']['memcmp']['server']['call_count'].append(calls['memcmp']['server']['call_count'])
# EB_DICT[exp_name][op][device][ipc][thp][size_in_kb]['values']['memcmp']['server']['call_time'].append(calls['memcmp']['server']['call_time'])
def get_nested_dict(d, keys, default=None):
for key in keys:
d = d.setdefault(key, {})
return d
def eb_put(exp_name, op, device, ipc, thp, size_in_kb, count, calls):
base_keys = [exp_name, op, device, ipc, thp, size_in_kb]
base_dict = get_nested_dict(EB_DICT, base_keys)
base_dict['params'] = base_dict.get('params', {'count': count, 'n_iters': 0})
base_dict['params']['n_iters'] += 1
base_dict['values'] = base_dict.get('values', {})
for call_type in ['time', 'memcpy', 'memmove', 'memset', 'memcmp']:
if call_type in calls:
if call_type == 'time':
time_list = base_dict['values'].setdefault('time', [])
time_list.append(calls['time'])
else:
call_dict = get_nested_dict(base_dict['values'], [call_type])
for side in ['client', 'server']:
if side in calls[call_type]:
side_dict = call_dict.setdefault(side, {'call_count': [], 'call_time': []})
side_dict['call_count'].append(calls[call_type][side]['call_count'])
side_dict['call_time'].append(calls[call_type][side]['call_time'])
def eb(input_dir, output_dir):
for root, dirs, files in os.walk(input_dir):
for file in files:
fullpath = os.path.join(root, file)
exp_name, op, device, ipc, size_in_kb = root.split(os.sep)[-5:]
with open(fullpath, 'r') as f:
lines = f.readlines()
calls = {}
server_call_count = []
server_call_time = []
client_call_count = []
client_call_time = []
for line in lines:
if not line.startswith(f'[results'):
continue
params = re.findall(r'\[(.*?)\]', line)
params = [item for sublist in params for item in sublist.split('/')]
values = [float(num) for num in re.findall(r'=(\d+\.?\d*)', line)]
memop = params[1]
role = params[3]
if memop == 'memop':
memop = params[4]
try:
calls[memop][role]['call_count'].append(values[0])
calls[memop][role]['call_time'].append(values[1])
except KeyError:
calls.setdefault(memop, {})\
.setdefault(role, {'call_count': [values[0]],
'call_time': [values[1]]})
else:
memop = 'time'
if role == 'client':
try:
calls['time'].append(values[0])
except KeyError:
calls.setdefault('time', [values[0]])
try:
count = len(calls['time'])
except KeyError:
print(f'file corrupted (no time information found in the file): {fullpath}')
print(f'rerun experiment. file deleted!')
os.remove(fullpath)
eb_put('eb', op, device, ipc, THP, size_in_kb, count, calls)
postprocess_eb(EB_DICT)
if anything_count_zero(EB_DICT, 7, -1):
print('Warning: some values are zero. No data persisted from EB_DICT', file=sys.stderr)
# print(EB_DICT['eb']['nop']['dsa']['grpc'][False]['256']['params'])
# print(EB_DICT['eb']['nop']['dsa']['grpc'][False]['256']['values']['time']['time'])
# print(EB_DICT['eb']['nop']['dsa']['grpc'][False]['256']['values']['memcpy']['client']['call_count'])
# exit()
else:
print('Persisting EB_DICT')
json_dumped_dict = json_dump(EB_DICT)
with open(os.path.join(output_dir, 'eb.json'), 'w') as f:
f.write(json_dumped_dict)
def postprocess_eb(eb_dict):
if 'eb' in eb_dict:
for key1 in eb_dict['eb']:
for key2 in eb_dict['eb'][key1]:
for key3 in eb_dict['eb'][key1][key2]:
if 'shmem' in eb_dict['eb'][key1][key2][key3]:
for key4 in eb_dict['eb'][key1][key2][key3]['shmem']:
for key5 in eb_dict['eb'][key1][key2][key3]['shmem'][key4]:
server_data = eb_dict['eb'][key1][key2][key3]['shmem'][key4][key5]
if 'server' in server_data:
if 'call_count' in server_data['server'] and 0 in server_data['server']['call_count']:
server_data['server']['call_count'].remove(0)
if 'call_time' in server_data['server'] and 0 in server_data['server']['call_time']:
server_data['server']['call_time'].remove(0)
def pf_put(exp_name, op, device, ipc, thp, size_in_kb, count,
server_majpf, server_minpf, client_majpf, client_minpf):
global PF_DICT
try:
PF_DICT[exp_name][op][device][ipc][thp][size_in_kb]['params']['count'] = count
PF_DICT[exp_name][op][device][ipc][thp][size_in_kb]['params']['n_iters'] += 1
PF_DICT[exp_name][op][device][ipc][thp][size_in_kb]['values']['server']['majpf'].append(server_majpf)
PF_DICT[exp_name][op][device][ipc][thp][size_in_kb]['values']['server']['minpf'].append(server_minpf)
PF_DICT[exp_name][op][device][ipc][thp][size_in_kb]['values']['client']['majpf'].append(client_majpf)
PF_DICT[exp_name][op][device][ipc][thp][size_in_kb]['values']['client']['minpf'].append(client_minpf)
except KeyError:
PF_DICT.setdefault(exp_name, {})\
.setdefault(op, {})\
.setdefault(device, {})\
.setdefault(ipc, {})\
.setdefault(thp, {})\
.setdefault(size_in_kb, {'params': {'count': count, 'n_iters': 1},
'values': {'server': {'majpf': [server_majpf],
'minpf': [server_minpf]},
'client': {'majpf': [client_majpf],
'minpf': [client_minpf]}}})
def pf(input_dir, output_dir):
for root, dirs, files in os.walk(input_dir):
for file in files:
fullpath = os.path.join(root, file)
exp_name, op, device, ipc, size_in_kb = root.split(os.sep)[-5:]
with open(fullpath, 'r') as f:
lines = f.readlines()
values = []
server_majpf = []
server_minpf = []
client_majpf = []
client_minpf = []
for line in lines:
if line.startswith(f'[results/pagefault'):
params = re.findall(r'\[(.*?)\]', line)
params = [item for sublist in params for item in sublist.split('/')]
values = [float(num) for num in re.findall(r'=(\d+\.?\d*)', line)]
role = params[3]
if role == 'server':
server_majpf.append(values[1])
server_minpf.append(values[0])
elif role == 'client':
client_majpf.append(values[1])
client_minpf.append(values[0])
else:
raise Exception(f'Unknown role: {role}')
count = len(client_majpf)
pf_put('pf', op, device, ipc, THP, size_in_kb, count,
server_majpf, server_minpf, client_majpf, client_minpf)
if len(client_majpf) == 0 or len(server_majpf) == 0 or len(client_minpf) == 0 or len(server_minpf) == 0:
print(f'Warning: {fullpath} has no data. File removed. Please re run the experriment', file=sys.stderr)
os.remove(fullpath)
if anything_count_zero(PF_DICT, 7, -1):
print('Warning: some values are zero. No data persisted from PF_DICT', file=sys.stderr)
else:
print('Persisting PF_DICT')
# json.dump(PF_DICT, open(os.path.join(output_dir, 'pf.json'), 'w'), indent=4)
json_dumped_dict = json_dump(PF_DICT)
with open(os.path.join(output_dir, 'pf.json'), 'w') as f:
f.write(json_dumped_dict)
UB_MEMCPY_EXP_NAME = {'0': 'memcpy',
'1': 'memcpy_after_mark_dirty_each_page',
'2': 'memcpy_after_mlockall',
'3': 'memcpy_to_the_same_address',
'4': 'memcpy_plus_mlock',
'5': 'memcpy_with_matmul_without_pinning',
'6': 'memcpy_with_matmul_with_pinning',
'7': 'memcpy_with_matmul_plus_pinning',}
def ub_memcpy_put(exp_name, device, thp, size_in_kb, count,
majpf, minpf, memcpy_latency, matmul_count, duration_in_usec):
global UB_MEMCPY_DICT
try:
UB_MEMCPY_DICT[exp_name][device][thp][size_in_kb]['params']['count'] = count
UB_MEMCPY_DICT[exp_name][device][thp][size_in_kb]['params']['n_iters'] += 1
UB_MEMCPY_DICT[exp_name][device][thp][size_in_kb]['values']['majpf'].append(majpf)
UB_MEMCPY_DICT[exp_name][device][thp][size_in_kb]['values']['minpf'].append(minpf)
UB_MEMCPY_DICT[exp_name][device][thp][size_in_kb]['values']['memcpy_latency'].append(memcpy_latency)
if matmul_count != -1:
UB_MEMCPY_DICT[exp_name][device][thp][size_in_kb]['values']['matmul_count'].append(matmul_count)
if duration_in_usec != -1:
UB_MEMCPY_DICT[exp_name][device][thp][size_in_kb]['values']['duration_in_usec'].append(duration_in_usec)
except KeyError:
UB_MEMCPY_DICT.setdefault(exp_name, {})\
.setdefault(device, {})\
.setdefault(thp, {})\
.setdefault(size_in_kb, {'params': {'count': count, 'n_iters': 1},
'values': {'majpf': [majpf],
'minpf': [minpf],
'memcpy_latency': [memcpy_latency],
'matmul_count': [matmul_count] if matmul_count != -1 else [],
'duration_in_usec': [duration_in_usec] if duration_in_usec != -1 else []}})
# UB_MEMCPY_DICT.setdefault(exp_name, {})\
# .setdefault(device, {})\
# .setdefault(thp, {})\
# .setdefault(size_in_kb, {'params': {'count': count, 'n_iters': 1},
# 'values': {'majpf': [majpf],
# 'minpf': [minpf],
# 'memcpy_latency': [memcpy_latency],
# 'matmul_count': [matmul_count] if matmul_count != -1 else []}})
def ub_memcpy(input_dir, output_dir):
for root, dirs, files in os.walk(input_dir):
for file in files:
fullpath = os.path.join(root, file)
exp_name, device, size_in_kb = root.split(os.sep)[-3:]
# exp_name = f'ubench_{exp_name}'
exp_name = UB_MEMCPY_EXP_NAME[exp_name]
with open(fullpath, 'r') as f:
lines = f.readlines()
majpf = 0
minpf = 0
memcpy_latency = []
matmul_count = -1
duration_in_usec = -1
for line in lines:
if not line.startswith(f'[results/ubench'):
continue
majpf = int(re.search(r'majpf=(\d+)', line).group(1))
minpf = int(re.search(r'minpf=(\d+)', line).group(1))
memcpy_latency = list(map(int, re.search(r'memcpy_latency=\((.*?)\)', line).group(1).split(',')))
# print(f'majpf: {majpf}, minpf: {minpf}, memcpy_latency: {memcpy_latency}')
match = re.search(r'matmul_count=(\d+)', line)
if match is not None:
matmul_count = int(match.group(1))
match = re.search(r'duration_in_usec=(\d+)', line)
if match is not None:
duration_in_usec = int(match.group(1))
count = len(memcpy_latency)
ub_memcpy_put(exp_name, device, THP, size_in_kb, count,
majpf, minpf, memcpy_latency, matmul_count, duration_in_usec)
if anything_count_zero(UB_MEMCPY_DICT, 3, -1):
print('Warning: some values are zero. No data persisted from UB_MEMCPY_DICT', file=sys.stderr)
else:
print('Persisting UB_MEMCPY_DICT')
# json.dump(UB_MEMCPY_DICT, open(os.path.join(output_dir, 'ub_memcpy.json'), 'w'), indent=4, cls=SingleLineArrayEncoder)
json_dumped_dict = json_dump(UB_MEMCPY_DICT)
with open(os.path.join(output_dir, 'ub_memcpy.json'), 'w') as f:
f.write(json_dumped_dict)
def ub_waitmode_put(exp_name, waitmode, thp, size_in_kb, count,
majpf, minpf, memcpy_latency, matmul_count, duration_in_usec):
global UB_WM_DICT
try:
UB_WM_DICT[exp_name][waitmode][thp][size_in_kb]['params']['count'] = count
UB_WM_DICT[exp_name][waitmode][thp][size_in_kb]['params']['n_iters'] += 1
UB_WM_DICT[exp_name][waitmode][thp][size_in_kb]['values']['majpf'].append(majpf)
UB_WM_DICT[exp_name][waitmode][thp][size_in_kb]['values']['minpf'].append(minpf)
UB_WM_DICT[exp_name][waitmode][thp][size_in_kb]['values']['memcpy_latency'].append(memcpy_latency)
if matmul_count != -1:
UB_WM_DICT[exp_name][waitmode][thp][size_in_kb]['values']['matmul_count'].append(matmul_count)
if duration_in_usec != -1:
UB_WM_DICT[exp_name][waitmode][thp][size_in_kb]['values']['duration_in_usec'].append(duration_in_usec)
except KeyError:
UB_WM_DICT.setdefault(exp_name, {})\
.setdefault(waitmode, {})\
.setdefault(thp, {})\
.setdefault(size_in_kb, {'params': {'count': count, 'n_iters': 1},
'values': {'majpf': [majpf],
'minpf': [minpf],
'memcpy_latency': [memcpy_latency],
'matmul_count': [matmul_count] if matmul_count != -1 else [],
'duration_in_usec': [duration_in_usec] if duration_in_usec != -1 else []}})
def ub_waitmode(input_dir, output_dir):
for root, dirs, files in os.walk(input_dir):
for file in files:
fullpath = os.path.join(root, file)
exp_name, waitmode, size_in_kb = root.split(os.sep)[-3:]
exp_name = UB_MEMCPY_EXP_NAME[exp_name]
with open(fullpath, 'r') as f:
lines = f.readlines()
majpf = 0
minpf = 0
memcpy_latency = []
matmul_count = -1
duration_in_usec = -1
for line in lines:
if not line.startswith(f'[results/ubench'):
continue
majpf = int(re.search(r'majpf=(\d+)', line).group(1))
minpf = int(re.search(r'minpf=(\d+)', line).group(1))
memcpy_latency = list(map(int, re.search(r'memcpy_latency=\((.*?)\)', line).group(1).split(',')))
# print(f'majpf: {majpf}, minpf: {minpf}, memcpy_latency: {memcpy_latency}')
match = re.search(r'matmul_count=(\d+)', line)
if match is not None:
matmul_count = int(match.group(1))
match = re.search(r'duration_in_usec=(\d+)', line)
if match is not None:
duration_in_usec = int(match.group(1))
count = len(memcpy_latency)
ub_waitmode_put(exp_name, waitmode, THP, size_in_kb, count,
majpf, minpf, memcpy_latency, matmul_count, duration_in_usec)
if anything_count_zero(UB_WM_DICT, 3, -1):
print('Warning: some values are zero. No data persisted from UB_MEMCPY_DICT', file=sys.stderr)
else:
print('Persisting UB_WM_DICT')
# json.dump(UB_WM_DICT, open(os.path.join(output_dir, 'ub_memcpy.json'), 'w'), indent=4, cls=SingleLineArrayEncoder)
json_dumped_dict = json_dump(UB_WM_DICT)
with open(os.path.join(output_dir, 'ub_waitmode.json'), 'w') as f:
f.write(json_dumped_dict)
def json_dump(obj):
json_str = json.dumps(obj, indent=4)
lines = json_str.split('\n')
new_lines = []
in_list = False
for line in lines:
if '[' in line:
in_list = True
new_lines.append(line)
elif ']' in line:
in_list = False
new_lines.append(line)
elif in_list:
new_lines[-1] += line.strip() + ' '
else:
new_lines.append(line)
return '\n'.join(new_lines)
if __name__ == '__main__':
home_path = os.path.expanduser("~")
default_path = home_path + '/postpocket/logs/complete'
logroot = sys.argv[1] if len(sys.argv) > 1 else default_path
if not os.path.isdir(logroot):
raise Exception('No such path exists: ' + path_to_raw_logs)
paths_to_raw_logs = [os.path.join(logroot, exp) for exp in EXP_LIST]
main(logroot, paths_to_raw_logs)
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