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#
# Licensed under the Apache License, Version 2.0 (the "License"). You
# may not use this file except in compliance with the License. A copy of
# the License is located at
#
# http://aws.amazon.com/apache2.0/
#
# or in the "license" file accompanying this file. This file is
# distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF
# ANY KIND, either express or implied. See the License for the specific
# language governing permissions and limitations under the License.
from __future__ import absolute_import
import pytest
import re
import time
from sagemaker.debugger.profiler_config import ProfilerConfig, FrameworkProfile
from sagemaker.debugger.metrics_config import (
StepRange,
TimeRange,
DetailedProfilingConfig,
DataloaderProfilingConfig,
PythonProfilingConfig,
HorovodProfilingConfig,
SMDataParallelProfilingConfig,
)
from sagemaker.debugger.profiler_constants import (
BASE_FOLDER_DEFAULT,
CLOSE_FILE_INTERVAL_DEFAULT,
FILE_OPEN_FAIL_THRESHOLD_DEFAULT,
MAX_FILE_SIZE_DEFAULT,
DATALOADER_PROFILING_CONFIG_NAME,
DATALOADER_PROFILING_START_STEP_DEFAULT,
DETAILED_PROFILING_CONFIG_NAME,
DETAILED_PROFILING_START_STEP_DEFAULT,
SMDATAPARALLEL_PROFILING_CONFIG_NAME,
SMDATAPARALLEL_PROFILING_START_STEP_DEFAULT,
HOROVOD_PROFILING_CONFIG_NAME,
HOROVOD_PROFILING_START_STEP_DEFAULT,
PROFILING_NUM_STEPS_DEFAULT,
PYTHON_PROFILING_CONFIG_NAME,
PYTHON_PROFILING_NUM_STEPS_DEFAULT,
PYTHON_PROFILING_START_STEP_DEFAULT,
START_STEP_DEFAULT,
)
from sagemaker.debugger.utils import PythonProfiler, cProfileTimer, ErrorMessages
@pytest.fixture
def custom_local_path():
return "/tmp/test"
@pytest.fixture
def custom_file_max_size():
return MAX_FILE_SIZE_DEFAULT * 2
@pytest.fixture
def custom_file_close_interval():
return CLOSE_FILE_INTERVAL_DEFAULT / 2
@pytest.fixture
def custom_file_open_fail_threshold():
return FILE_OPEN_FAIL_THRESHOLD_DEFAULT + 10
@pytest.fixture
def custom_start_step():
return 3
@pytest.fixture
def custom_num_steps():
return 5
@pytest.fixture
def custom_start_unix_time():
return int(time.time())
@pytest.fixture
def custom_duration():
return 30
@pytest.fixture
def custom_metrics_regex():
return "Dataset::Iterator::GetNext"
@pytest.fixture
def custom_python_profiler():
return PythonProfiler.PYINSTRUMENT
@pytest.fixture
def custom_cprofile_timer():
return cProfileTimer.CPU_TIME
@pytest.fixture
def default_framework_profile():
return FrameworkProfile()
@pytest.fixture
def default_profiler_config():
return ProfilerConfig()
@pytest.fixture
def framework_profile_with_custom_trace_file_fields(
custom_local_path,
custom_file_max_size,
custom_file_close_interval,
custom_file_open_fail_threshold,
):
return FrameworkProfile(
local_path=custom_local_path,
file_max_size=custom_file_max_size,
file_close_interval=custom_file_close_interval,
file_open_fail_threshold=custom_file_open_fail_threshold,
)
@pytest.fixture
def custom_detailed_profiling_config(custom_start_step, custom_num_steps):
return DetailedProfilingConfig(start_step=custom_start_step, num_steps=custom_num_steps)
@pytest.fixture
def custom_dataloader_profiling_config(custom_start_step, custom_metrics_regex):
return DataloaderProfilingConfig(
start_step=custom_start_step, metrics_regex=custom_metrics_regex
)
@pytest.fixture
def custom_python_profiling_config(custom_num_steps, custom_python_profiler):
return PythonProfilingConfig(num_steps=custom_num_steps, python_profiler=custom_python_profiler)
@pytest.fixture
def custom_python_profiling_config_2(
custom_start_unix_time, custom_duration, custom_cprofile_timer
):
return PythonProfilingConfig(
start_unix_time=custom_start_unix_time,
duration=custom_duration,
cprofile_timer=custom_cprofile_timer,
)
@pytest.fixture
def custom_horovod_profiling_config(custom_start_unix_time):
return HorovodProfilingConfig(start_unix_time=custom_start_unix_time)
@pytest.fixture
def custom_smdataparallel_profiling_config(custom_duration):
return SMDataParallelProfilingConfig(duration=custom_duration)
@pytest.fixture
def framework_profile_with_custom_metrics_configs(
custom_detailed_profiling_config,
custom_dataloader_profiling_config,
custom_python_profiling_config,
custom_horovod_profiling_config,
custom_smdataparallel_profiling_config,
):
return FrameworkProfile(
detailed_profiling_config=custom_detailed_profiling_config,
dataloader_profiling_config=custom_dataloader_profiling_config,
python_profiling_config=custom_python_profiling_config,
horovod_profiling_config=custom_horovod_profiling_config,
smdataparallel_profiling_config=custom_smdataparallel_profiling_config,
)
@pytest.fixture
def framework_profile_with_only_custom_python_profiling_config(custom_python_profiling_config_2):
return FrameworkProfile(python_profiling_config=custom_python_profiling_config_2)
@pytest.fixture
def framework_profile_with_custom_step_range(custom_start_step, custom_num_steps):
return FrameworkProfile(start_step=custom_start_step, num_steps=custom_num_steps)
@pytest.fixture
def framework_profile_with_custom_time_range(custom_start_unix_time, custom_duration):
return FrameworkProfile(start_unix_time=custom_start_unix_time, duration=custom_duration)
def _validate_profiling_parameter_conditions(profiling_parameters):
regex = re.compile(".*")
for key, val in profiling_parameters.items():
assert isinstance(key, str)
assert len(key) <= 256
assert regex.match(key) is not None
assert isinstance(val, str)
assert len(val) <= 256
assert regex.match(val) is not None
def test_default_profiler_config():
profiler_config = ProfilerConfig()
request_dict = profiler_config._to_request_dict()
assert request_dict.get("S3OutputPath") is None
assert "ProfilingParameters" not in request_dict
def test_profiler_config_with_default_framework_profile(default_framework_profile):
profiler_config = ProfilerConfig(framework_profile_params=default_framework_profile)
request_dict = profiler_config._to_request_dict()
profiling_parameters = request_dict["ProfilingParameters"]
_validate_profiling_parameter_conditions(profiling_parameters)
assert profiling_parameters["LocalPath"] == BASE_FOLDER_DEFAULT
assert int(profiling_parameters["RotateMaxFileSizeInBytes"]) == MAX_FILE_SIZE_DEFAULT
assert (
float(profiling_parameters["RotateFileCloseIntervalInSeconds"])
== CLOSE_FILE_INTERVAL_DEFAULT
)
assert int(profiling_parameters["FileOpenFailThreshold"]) == FILE_OPEN_FAIL_THRESHOLD_DEFAULT
detailed_profiling_config = eval(profiling_parameters[DETAILED_PROFILING_CONFIG_NAME])
assert detailed_profiling_config == {
"StartStep": DETAILED_PROFILING_START_STEP_DEFAULT,
"NumSteps": PROFILING_NUM_STEPS_DEFAULT,
}
dataloader_profiling_config = eval(profiling_parameters[DATALOADER_PROFILING_CONFIG_NAME])
assert dataloader_profiling_config == {
"StartStep": DATALOADER_PROFILING_START_STEP_DEFAULT,
"NumSteps": PROFILING_NUM_STEPS_DEFAULT,
"MetricsRegex": ".*",
}
python_profiling_config = eval(profiling_parameters[PYTHON_PROFILING_CONFIG_NAME])
assert python_profiling_config == {
"StartStep": PYTHON_PROFILING_START_STEP_DEFAULT,
"NumSteps": PYTHON_PROFILING_NUM_STEPS_DEFAULT,
"ProfilerName": PythonProfiler.CPROFILE.value,
"cProfileTimer": cProfileTimer.DEFAULT.value,
}
horovod_profiling_config = eval(profiling_parameters[HOROVOD_PROFILING_CONFIG_NAME])
assert horovod_profiling_config == {
"StartStep": HOROVOD_PROFILING_START_STEP_DEFAULT,
"NumSteps": PROFILING_NUM_STEPS_DEFAULT,
}
smdataparallel_profiling_config = eval(
profiling_parameters[SMDATAPARALLEL_PROFILING_CONFIG_NAME]
)
assert smdataparallel_profiling_config == {
"StartStep": SMDATAPARALLEL_PROFILING_START_STEP_DEFAULT,
"NumSteps": PROFILING_NUM_STEPS_DEFAULT,
}
def test_default_detailed_profiling_config():
detailed_profiling_config = DetailedProfilingConfig(profile_default_steps=True)
assert isinstance(detailed_profiling_config.range, StepRange)
assert detailed_profiling_config.range.start_step == DETAILED_PROFILING_START_STEP_DEFAULT
assert detailed_profiling_config.range.num_steps == PROFILING_NUM_STEPS_DEFAULT
def test_default_dataloader_metrics_config():
dataloader_metrics_config = DataloaderProfilingConfig(profile_default_steps=True)
assert isinstance(dataloader_metrics_config.range, StepRange)
assert dataloader_metrics_config.range.start_step == DATALOADER_PROFILING_START_STEP_DEFAULT
assert dataloader_metrics_config.range.num_steps == PROFILING_NUM_STEPS_DEFAULT
assert dataloader_metrics_config.metrics_regex == ".*"
def test_default_python_profiling_config():
python_profiling_config = PythonProfilingConfig(profile_default_steps=True)
assert isinstance(python_profiling_config.range, StepRange)
assert python_profiling_config.range.start_step == PYTHON_PROFILING_START_STEP_DEFAULT
assert python_profiling_config.range.num_steps == PYTHON_PROFILING_NUM_STEPS_DEFAULT
assert python_profiling_config.python_profiler == PythonProfiler.CPROFILE
assert python_profiling_config.cprofile_timer == cProfileTimer.DEFAULT
def test_default_horovod_profiling_config():
horovod_profiling_config = HorovodProfilingConfig(profile_default_steps=True)
assert isinstance(horovod_profiling_config.range, StepRange)
assert horovod_profiling_config.range.start_step == HOROVOD_PROFILING_START_STEP_DEFAULT
assert horovod_profiling_config.range.num_steps == PROFILING_NUM_STEPS_DEFAULT
def test_default_smdataparallel_profiling_config():
smdataparallel_profiling_config = SMDataParallelProfilingConfig(profile_default_steps=True)
assert isinstance(smdataparallel_profiling_config.range, StepRange)
assert (
smdataparallel_profiling_config.range.start_step
== SMDATAPARALLEL_PROFILING_START_STEP_DEFAULT
)
assert smdataparallel_profiling_config.range.num_steps == PROFILING_NUM_STEPS_DEFAULT
def test_profiler_config_with_custom_trace_file_fields(
framework_profile_with_custom_trace_file_fields,
custom_local_path,
custom_file_max_size,
custom_file_close_interval,
custom_file_open_fail_threshold,
):
profiler_config = ProfilerConfig(
framework_profile_params=framework_profile_with_custom_trace_file_fields
)
request_dict = profiler_config._to_request_dict()
profiling_parameters = request_dict["ProfilingParameters"]
_validate_profiling_parameter_conditions(profiling_parameters)
assert profiling_parameters["LocalPath"] == custom_local_path
assert int(profiling_parameters["RotateMaxFileSizeInBytes"]) == custom_file_max_size
assert (
float(profiling_parameters["RotateFileCloseIntervalInSeconds"])
== custom_file_close_interval
)
assert int(profiling_parameters["FileOpenFailThreshold"]) == custom_file_open_fail_threshold
detailed_profiling_config = eval(profiling_parameters[DETAILED_PROFILING_CONFIG_NAME])
assert detailed_profiling_config == {
"StartStep": DETAILED_PROFILING_START_STEP_DEFAULT,
"NumSteps": PROFILING_NUM_STEPS_DEFAULT,
}
dataloader_profiling_config = eval(profiling_parameters[DATALOADER_PROFILING_CONFIG_NAME])
assert dataloader_profiling_config == {
"StartStep": DATALOADER_PROFILING_START_STEP_DEFAULT,
"NumSteps": PROFILING_NUM_STEPS_DEFAULT,
"MetricsRegex": ".*",
}
python_profiling_config = eval(profiling_parameters[PYTHON_PROFILING_CONFIG_NAME])
assert python_profiling_config == {
"StartStep": PYTHON_PROFILING_START_STEP_DEFAULT,
"NumSteps": PYTHON_PROFILING_NUM_STEPS_DEFAULT,
"ProfilerName": PythonProfiler.CPROFILE.value,
"cProfileTimer": cProfileTimer.DEFAULT.value,
}
horovod_profiling_config = eval(profiling_parameters[HOROVOD_PROFILING_CONFIG_NAME])
assert horovod_profiling_config == {
"StartStep": HOROVOD_PROFILING_START_STEP_DEFAULT,
"NumSteps": PROFILING_NUM_STEPS_DEFAULT,
}
smdataparallel_profiling_config = eval(
profiling_parameters[SMDATAPARALLEL_PROFILING_CONFIG_NAME]
)
assert smdataparallel_profiling_config == {
"StartStep": SMDATAPARALLEL_PROFILING_START_STEP_DEFAULT,
"NumSteps": PROFILING_NUM_STEPS_DEFAULT,
}
def test_profiler_config_with_custom_metrics_configs(
framework_profile_with_custom_metrics_configs,
framework_profile_with_only_custom_python_profiling_config,
custom_start_step,
custom_num_steps,
custom_start_unix_time,
custom_duration,
custom_metrics_regex,
custom_python_profiler,
custom_cprofile_timer,
):
profiler_config = ProfilerConfig(
framework_profile_params=framework_profile_with_custom_metrics_configs
)
request_dict = profiler_config._to_request_dict()
profiling_parameters = request_dict["ProfilingParameters"]
_validate_profiling_parameter_conditions(profiling_parameters)
assert profiling_parameters["LocalPath"] == BASE_FOLDER_DEFAULT
assert int(profiling_parameters["RotateMaxFileSizeInBytes"]) == MAX_FILE_SIZE_DEFAULT
assert (
float(profiling_parameters["RotateFileCloseIntervalInSeconds"])
== CLOSE_FILE_INTERVAL_DEFAULT
)
assert int(profiling_parameters["FileOpenFailThreshold"]) == FILE_OPEN_FAIL_THRESHOLD_DEFAULT
detailed_profiling_config = eval(profiling_parameters[DETAILED_PROFILING_CONFIG_NAME])
assert detailed_profiling_config == {
"StartStep": custom_start_step,
"NumSteps": custom_num_steps,
}
dataloader_profiling_config = eval(profiling_parameters[DATALOADER_PROFILING_CONFIG_NAME])
assert dataloader_profiling_config == {
"StartStep": custom_start_step,
"NumSteps": PROFILING_NUM_STEPS_DEFAULT,
"MetricsRegex": custom_metrics_regex,
}
python_profiling_config = eval(profiling_parameters[PYTHON_PROFILING_CONFIG_NAME])
assert python_profiling_config == {
"StartStep": START_STEP_DEFAULT,
"NumSteps": custom_num_steps,
"ProfilerName": custom_python_profiler.value,
}
horovod_profiling_config = eval(profiling_parameters[HOROVOD_PROFILING_CONFIG_NAME])
assert horovod_profiling_config == {"StartTimeInSecSinceEpoch": custom_start_unix_time}
smdataparallel_profiling_config = eval(
profiling_parameters[SMDATAPARALLEL_PROFILING_CONFIG_NAME]
)
assert smdataparallel_profiling_config == {"Duration": custom_duration}
profiler_config = ProfilerConfig(
framework_profile_params=framework_profile_with_only_custom_python_profiling_config
)
request_dict = profiler_config._to_request_dict()
profiling_parameters = request_dict["ProfilingParameters"]
python_profiling_config = eval(profiling_parameters[PYTHON_PROFILING_CONFIG_NAME])
assert python_profiling_config == {
"StartTimeInSecSinceEpoch": custom_start_unix_time,
"Duration": custom_duration,
"ProfilerName": PythonProfiler.CPROFILE.value,
"cProfileTimer": custom_cprofile_timer.value,
}
for config_name in [
DETAILED_PROFILING_CONFIG_NAME,
DATALOADER_PROFILING_CONFIG_NAME,
HOROVOD_PROFILING_CONFIG_NAME,
SMDATAPARALLEL_PROFILING_CONFIG_NAME,
]:
assert config_name not in profiling_parameters
def test_custom_detailed_profiling_config(
custom_detailed_profiling_config, custom_start_step, custom_num_steps
):
assert isinstance(custom_detailed_profiling_config.range, StepRange)
assert custom_detailed_profiling_config.range.start_step == custom_start_step
assert custom_detailed_profiling_config.range.num_steps == custom_num_steps
def test_custom_dataloader_profiling_config(
custom_dataloader_profiling_config, custom_start_step, custom_metrics_regex
):
assert isinstance(custom_dataloader_profiling_config.range, StepRange)
assert custom_dataloader_profiling_config.range.start_step == custom_start_step
assert custom_dataloader_profiling_config.range.num_steps == PROFILING_NUM_STEPS_DEFAULT
assert custom_dataloader_profiling_config.metrics_regex == custom_metrics_regex
def test_custom_python_profiling_config(
custom_python_profiling_config, custom_num_steps, custom_python_profiler
):
assert isinstance(custom_python_profiling_config.range, StepRange)
assert custom_python_profiling_config.range.start_step == START_STEP_DEFAULT
assert custom_python_profiling_config.range.num_steps == custom_num_steps
assert custom_python_profiling_config.python_profiler == custom_python_profiler
assert custom_python_profiling_config.cprofile_timer is None
def test_custom_python_profiling_config_2(
custom_python_profiling_config_2, custom_start_unix_time, custom_duration, custom_cprofile_timer
):
assert isinstance(custom_python_profiling_config_2.range, TimeRange)
assert custom_python_profiling_config_2.range.start_unix_time == custom_start_unix_time
assert custom_python_profiling_config_2.range.duration == custom_duration
assert custom_python_profiling_config_2.python_profiler == PythonProfiler.CPROFILE
assert custom_python_profiling_config_2.cprofile_timer == custom_cprofile_timer
def test_custom_horovod_profiling_config(custom_horovod_profiling_config, custom_start_unix_time):
assert isinstance(custom_horovod_profiling_config.range, TimeRange)
assert custom_horovod_profiling_config.range.start_unix_time == custom_start_unix_time
assert custom_horovod_profiling_config.range.duration is None
def test_custom_smdataparallel_profiling_config(
custom_smdataparallel_profiling_config, custom_duration
):
assert isinstance(custom_smdataparallel_profiling_config.range, TimeRange)
assert custom_smdataparallel_profiling_config.range.start_unix_time is None
assert custom_smdataparallel_profiling_config.range.duration == custom_duration
def test_profiler_config_with_custom_step_range(custom_start_step, custom_num_steps):
profiler_config = ProfilerConfig(
framework_profile_params=FrameworkProfile(
start_step=custom_start_step, num_steps=custom_num_steps
)
)
request_dict = profiler_config._to_request_dict()
profiling_parameters = request_dict["ProfilingParameters"]
_validate_profiling_parameter_conditions(profiling_parameters)
assert profiling_parameters["LocalPath"] == BASE_FOLDER_DEFAULT
assert int(profiling_parameters["RotateMaxFileSizeInBytes"]) == MAX_FILE_SIZE_DEFAULT
assert (
float(profiling_parameters["RotateFileCloseIntervalInSeconds"])
== CLOSE_FILE_INTERVAL_DEFAULT
)
assert int(profiling_parameters["FileOpenFailThreshold"]) == FILE_OPEN_FAIL_THRESHOLD_DEFAULT
detailed_profiling_config = eval(profiling_parameters[DETAILED_PROFILING_CONFIG_NAME])
assert detailed_profiling_config == {
"StartStep": custom_start_step,
"NumSteps": custom_num_steps,
}
dataloader_profiling_config = eval(profiling_parameters[DATALOADER_PROFILING_CONFIG_NAME])
assert dataloader_profiling_config == {
"StartStep": custom_start_step,
"NumSteps": custom_num_steps,
"MetricsRegex": ".*",
}
python_profiling_config = eval(profiling_parameters[PYTHON_PROFILING_CONFIG_NAME])
assert python_profiling_config == {
"StartStep": custom_start_step,
"NumSteps": custom_num_steps,
"ProfilerName": PythonProfiler.CPROFILE.value,
"cProfileTimer": cProfileTimer.TOTAL_TIME.value,
}
horovod_profiling_config = eval(profiling_parameters[HOROVOD_PROFILING_CONFIG_NAME])
assert horovod_profiling_config == {
"StartStep": custom_start_step,
"NumSteps": custom_num_steps,
}
smdataparallel_profiling_config = eval(
profiling_parameters[SMDATAPARALLEL_PROFILING_CONFIG_NAME]
)
assert smdataparallel_profiling_config == {
"StartStep": custom_start_step,
"NumSteps": custom_num_steps,
}
def test_profiler_config_with_custom_time_range(custom_start_unix_time, custom_duration):
profiler_config = ProfilerConfig(
framework_profile_params=FrameworkProfile(
start_unix_time=custom_start_unix_time, duration=custom_duration
)
)
request_dict = profiler_config._to_request_dict()
profiling_parameters = request_dict["ProfilingParameters"]
_validate_profiling_parameter_conditions(profiling_parameters)
assert profiling_parameters["LocalPath"] == BASE_FOLDER_DEFAULT
assert int(profiling_parameters["RotateMaxFileSizeInBytes"]) == MAX_FILE_SIZE_DEFAULT
assert (
float(profiling_parameters["RotateFileCloseIntervalInSeconds"])
== CLOSE_FILE_INTERVAL_DEFAULT
)
assert int(profiling_parameters["FileOpenFailThreshold"]) == FILE_OPEN_FAIL_THRESHOLD_DEFAULT
detailed_profiling_config = eval(profiling_parameters[DETAILED_PROFILING_CONFIG_NAME])
assert detailed_profiling_config == {
"StartTimeInSecSinceEpoch": custom_start_unix_time,
"Duration": custom_duration,
}
dataloader_profiling_config = eval(profiling_parameters[DATALOADER_PROFILING_CONFIG_NAME])
assert dataloader_profiling_config == {
"StartTimeInSecSinceEpoch": custom_start_unix_time,
"Duration": custom_duration,
"MetricsRegex": ".*",
}
python_profiling_config = eval(profiling_parameters[PYTHON_PROFILING_CONFIG_NAME])
assert python_profiling_config == {
"StartTimeInSecSinceEpoch": custom_start_unix_time,
"Duration": custom_duration,
"ProfilerName": PythonProfiler.CPROFILE.value,
"cProfileTimer": cProfileTimer.TOTAL_TIME.value,
}
horovod_profiling_config = eval(profiling_parameters[HOROVOD_PROFILING_CONFIG_NAME])
assert horovod_profiling_config == {
"StartTimeInSecSinceEpoch": custom_start_unix_time,
"Duration": custom_duration,
}
smdataparallel_profiling_config = eval(
profiling_parameters[SMDATAPARALLEL_PROFILING_CONFIG_NAME]
)
assert smdataparallel_profiling_config == {
"StartTimeInSecSinceEpoch": custom_start_unix_time,
"Duration": custom_duration,
}
def test_validation():
with pytest.raises(AssertionError, match=ErrorMessages.INVALID_LOCAL_PATH.value):
FrameworkProfile(local_path=10)
with pytest.raises(AssertionError, match=ErrorMessages.INVALID_FILE_MAX_SIZE.value):
FrameworkProfile(file_max_size=100.5)
with pytest.raises(AssertionError, match=ErrorMessages.INVALID_FILE_CLOSE_INTERVAL.value):
FrameworkProfile(file_close_interval=-1)
with pytest.raises(AssertionError, match=ErrorMessages.INVALID_FILE_OPEN_FAIL_THRESHOLD.value):
FrameworkProfile(file_open_fail_threshold=2.3)
with pytest.raises(AssertionError, match=ErrorMessages.INVALID_START_STEP.value):
FrameworkProfile(start_step=6.8)
with pytest.raises(AssertionError, match=ErrorMessages.INVALID_NUM_STEPS.value):
FrameworkProfile(num_steps=0)
with pytest.raises(AssertionError, match=ErrorMessages.INVALID_START_UNIX_TIME.value):
FrameworkProfile(start_unix_time=99999999999999)
with pytest.raises(AssertionError, match=ErrorMessages.INVALID_DURATION.value):
FrameworkProfile(duration=0)
with pytest.raises(AssertionError, match=ErrorMessages.FOUND_BOTH_STEP_AND_TIME_FIELDS.value):
FrameworkProfile(start_step=5, duration=20)
with pytest.raises(AssertionError, match=ErrorMessages.INVALID_METRICS_REGEX.value):
DataloaderProfilingConfig(metrics_regex="*")
with pytest.raises(AssertionError, match=ErrorMessages.INVALID_METRICS_REGEX.value):
DataloaderProfilingConfig(metrics_regex=3)
with pytest.raises(AssertionError, match=ErrorMessages.INVALID_PYTHON_PROFILER.value):
PythonProfilingConfig(python_profiler="bad_python_profiler", profile_default_steps=True)
with pytest.raises(AssertionError, match=ErrorMessages.INVALID_CPROFILE_TIMER.value):
PythonProfilingConfig(cprofile_timer="bad_cprofile_timer")
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