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提交 3ac9a48c 编写于 作者: M mindspore-ci-bot 提交者： Gitee
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!262 Add ut, st and validation for partial parameters 

Merge pull request !262 from yelihua/dev_profiler
上级 8f0531bf c52d0501
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Showing with 495 addition and 31 deletion
mindinsight/backend/profiler/profile_api.py
浏览文件 @ 3ac9a48c
...@@ -121,7 +121,7 @@ def get_training_trace_graph(): ...@@ -121,7 +121,7 @@ def get_training_trace_graph():
>>> GET http://xxxx/v1/mindinsight/profile/training-trace/graph >>> GET http://xxxx/v1/mindinsight/profile/training-trace/graph
""" """
summary_dir = request.args.get("dir") summary_dir = request.args.get("dir")
profiler_dir = validate_and_normalize_profiler_path(summary_dir) profiler_dir = validate_and_normalize_profiler_path(summary_dir, settings.SUMMARY_BASE_DIR)
graph_type = request.args.get("type", default='0') graph_type = request.args.get("type", default='0')
graph_type = to_int(graph_type, 'graph_type') graph_type = to_int(graph_type, 'graph_type')
device_id = request.args.get("device_id", default='0') device_id = request.args.get("device_id", default='0')
...@@ -150,7 +150,7 @@ def get_target_time_info(): ...@@ -150,7 +150,7 @@ def get_target_time_info():
>>> GET http://xxxx/v1/mindinsight/profile/training-trace/target-time-info >>> GET http://xxxx/v1/mindinsight/profile/training-trace/target-time-info
""" """
summary_dir = request.args.get("dir") summary_dir = request.args.get("dir")
profiler_dir = validate_and_normalize_profiler_path(summary_dir) profiler_dir = validate_and_normalize_profiler_path(summary_dir, settings.SUMMARY_BASE_DIR)
proc_name = request.args.get("type") proc_name = request.args.get("type")
validate_ui_proc(proc_name) validate_ui_proc(proc_name)
device_id = request.args.get("device_id", default='0') device_id = request.args.get("device_id", default='0')
......
mindinsight/profiler/analyser/step_trace_analyser.py
浏览文件 @ 3ac9a48c
...@@ -226,7 +226,9 @@ class StepTraceAnalyser(BaseAnalyser): ...@@ -226,7 +226,9 @@ class StepTraceAnalyser(BaseAnalyser):
time_type (str): The value type. `systime` keeps the original value. time_type (str): The value type. `systime` keeps the original value.
`realtime` transforms the value in millisecond. Default: `realtime`. `realtime` transforms the value in millisecond. Default: `realtime`.
""" """
if proc_name is None:
log.error('`proc_name` is required for query.')
raise ProfilerParamValueErrorException('`proc_name` is required for query.')
if step_id is None: if step_id is None:
rows_info = self._data[:-1] rows_info = self._data[:-1]
else: else:
...@@ -241,7 +243,7 @@ class StepTraceAnalyser(BaseAnalyser): ...@@ -241,7 +243,7 @@ class StepTraceAnalyser(BaseAnalyser):
mode = filter_condition.get('mode', 'step') mode = filter_condition.get('mode', 'step')
self._validate_str_param(mode, ['step', 'proc'], 'mode') self._validate_str_param(mode, ['step', 'proc'], 'mode')
step_id = filter_condition.get('step_id', 0) step_id = filter_condition.get('step_id')
self._validate_step_id(step_id) self._validate_step_id(step_id)
proc_name = filter_condition.get('proc_name') proc_name = filter_condition.get('proc_name')
...@@ -252,7 +254,7 @@ class StepTraceAnalyser(BaseAnalyser): ...@@ -252,7 +254,7 @@ class StepTraceAnalyser(BaseAnalyser):
def _validate_step_id(self, step_id): def _validate_step_id(self, step_id):
"""Validate step_id.""" """Validate step_id."""
if isinstance(step_id, int) and 0 <= step_id <= self._size: if step_id is None or isinstance(step_id, int) and 0 <= step_id <= self._size:
return return
log.error("Invalid step_id in request. step_id should be in [0, %d].", self._size) log.error("Invalid step_id in request. step_id should be in [0, %d].", self._size)
raise StepNumNotSupportedException([0, self._size]) raise StepNumNotSupportedException([0, self._size])
......
mindinsight/profiler/common/util.py
浏览文件 @ 3ac9a48c
...@@ -135,6 +135,6 @@ def get_field_value(row_info, field_name, header, time_type='realtime'): ...@@ -135,6 +135,6 @@ def get_field_value(row_info, field_name, header, time_type='realtime'):
value = row_info[field_index] value = row_info[field_index]
value = to_int(value, field_name) value = to_int(value, field_name)
if time_type == 'realtime': if time_type == 'realtime':
value = value / per_ms_syscnt value = round(value / per_ms_syscnt, 4)
return value return value
mindinsight/profiler/common/validator/validate_path.py
浏览文件 @ 3ac9a48c
...@@ -125,28 +125,28 @@ def validate_and_normalize_path( ...@@ -125,28 +125,28 @@ def validate_and_normalize_path(
return normalized_path return normalized_path
def validate_and_normalize_profiler_path(path): def validate_and_normalize_profiler_path(summary_dir, summary_base_dir):
""" """
Validate and normalize profiler path. Validate and normalize profiler path.
Args: Args:
path (str): The path of summary directory. summary_dir (str): The relative path of summary directory.
summary_base_dir (str): The summary base directory.
Returns: Returns:
str, normalized path of profiler directory. str, normalized path of profiler directory.
""" """
if not path: if not summary_dir:
raise ProfilerParamValueErrorException('The file dir does not exist.') raise ProfilerParamValueErrorException('The file dir does not exist.')
try: try:
unquote_path = unquote(path, errors='strict') unquote_path = unquote(summary_dir, errors='strict')
except UnicodeDecodeError: except UnicodeDecodeError:
raise ProfilerParamValueErrorException('Unquote error with strict mode') raise ProfilerParamValueErrorException('Unquote error with strict mode')
profiler_dir = os.path.join(summary_base_dir, unquote_path, 'profiler')
profiler_dir = os.path.join(unquote_path, 'profiler')
try: try:
profiler_dir = validate_and_normalize_path(profiler_dir, 'profiler') profiler_dir = validate_and_normalize_path(profiler_dir, 'profiler')
except ValidationError: except ValidationError:
log.error('profiler dir <%s> is invalid', unquote_path) log.error('profiler dir <%s> is invalid', profiler_dir)
raise ProfilerParamValueErrorException('Profiler dir is invalid.') raise ProfilerParamValueErrorException('Profiler dir is invalid.')
return profiler_dir return profiler_dir
mindinsight/profiler/parser/hwts_log_parser.py
浏览文件 @ 3ac9a48c
...@@ -43,8 +43,8 @@ class HWTSLogParser: ...@@ -43,8 +43,8 @@ class HWTSLogParser:
file_name = get_file_join_name(self._input_path, self._source_file_target) file_name = get_file_join_name(self._input_path, self._source_file_target)
if not file_name: if not file_name:
msg = ("Fail to find hwts log file, under directory %s" \ msg = ("Fail to find hwts log file, under directory %s"
%self._input_path) % self._input_path)
raise RuntimeError(msg) raise RuntimeError(msg)
return file_name return file_name
......
mindinsight/profiler/parser/step_trace_parser.py
浏览文件 @ 3ac9a48c
...@@ -55,7 +55,7 @@ class StepTraceParser: ...@@ -55,7 +55,7 @@ class StepTraceParser:
def output_file(self): def output_file(self):
"""The property of step trace header.""" """The property of step trace header."""
file_name = self._output_path.rsplit('/', 2) file_name = self._output_path.rsplit('/', 2)
return file_name return file_name[-1] if len(file_name) == 3 else ''
def show(self): def show(self):
"""The property of step trace info.""" """The property of step trace info."""
...@@ -65,7 +65,7 @@ class StepTraceParser: ...@@ -65,7 +65,7 @@ class StepTraceParser:
summary_info['total_steps'] = len(self._result) - 1 summary_info['total_steps'] = len(self._result) - 1
print('\nStep trace summary info (unit: syscnt):') print('\nStep trace summary info (unit: syscnt):')
print(summary_info) print(summary_info)
print('\nThe step trace parse result saves under {summary_dir}/%s' % self.output_file) print('\nThe step trace parse result saves under ${summary_dir}/profiler/%s' % self.output_file)
def parse_and_save(self): def parse_and_save(self):
"""Parse step trace files and save the result.""" """Parse step trace files and save the result."""
...@@ -76,6 +76,7 @@ class StepTraceParser: ...@@ -76,6 +76,7 @@ class StepTraceParser:
except MindInsightException as err: except MindInsightException as err:
log.error("Failed to parse and save step trace files.") log.error("Failed to parse and save step trace files.")
log.exception(err) log.exception(err)
else:
log.info("Finish to save intermediate result for step trace file.") log.info("Finish to save intermediate result for step trace file.")
def _get_step_trace_file(self): def _get_step_trace_file(self):
......
tests/ut/profiler/__init__.py
浏览文件 @ 3ac9a48c
...@@ -12,3 +12,9 @@ ...@@ -12,3 +12,9 @@
# See the License for the specific language governing permissions and # See the License for the specific language governing permissions and
# limitations under the License. # limitations under the License.
# ============================================================================ # ============================================================================
"""Unit test for profiler."""
import os
RAW_DATA_BASE = os.path.realpath(os.path.join(os.path.dirname(__file__), '../../utils/resource'))
RAW_DATA = os.path.realpath(os.path.join(RAW_DATA_BASE, 'JOB1'))
PROFILER_DIR = os.path.realpath(os.path.join(RAW_DATA_BASE, 'profiler'))
tests/ut/profiler/analyser/test_analyser_aicore_detail.py
浏览文件 @ 3ac9a48c
...@@ -20,6 +20,7 @@ from unittest import TestCase ...@@ -20,6 +20,7 @@ from unittest import TestCase
from mindinsight.profiler.analyser.analyser import AicoreDetailAnalyser from mindinsight.profiler.analyser.analyser import AicoreDetailAnalyser
from mindinsight.profiler.analyser.analyser_factory import AnalyserFactory from mindinsight.profiler.analyser.analyser_factory import AnalyserFactory
from tests.ut.profiler import PROFILER_DIR
def get_detail_infos(indexes=None, sort_name=None, sort_type=True): def get_detail_infos(indexes=None, sort_name=None, sort_type=True):
...@@ -34,9 +35,8 @@ def get_detail_infos(indexes=None, sort_name=None, sort_type=True): ...@@ -34,9 +35,8 @@ def get_detail_infos(indexes=None, sort_name=None, sort_type=True):
Returns: Returns:
list[list], the AICORE operator detail information. list[list], the AICORE operator detail information.
""" """
profiling_dir = os.path.join(os.path.dirname(__file__), 'resource') framework_path = os.path.join(PROFILER_DIR, 'framework_raw_1.csv')
framework_path = os.path.join(profiling_dir, 'framework_raw_0.csv') detail_path = os.path.join(PROFILER_DIR, 'aicore_intermediate_1_detail.csv')
detail_path = os.path.join(profiling_dir, 'aicore_intermediate_0_detail.csv')
with open(framework_path, 'r') as fm_file, open(detail_path, 'r') as detail_file: with open(framework_path, 'r') as fm_file, open(detail_path, 'r') as detail_file:
fm_csv_reader = csv.reader(fm_file) fm_csv_reader = csv.reader(fm_file)
...@@ -66,9 +66,8 @@ class TestAicoreDetailAnalyser(TestCase): ...@@ -66,9 +66,8 @@ class TestAicoreDetailAnalyser(TestCase):
"""Test the class of `AicoreDetailAnalyser`.""" """Test the class of `AicoreDetailAnalyser`."""
def setUp(self) -> None: def setUp(self) -> None:
"""Initialization before test case execution.""" """Initialization before test case execution."""
profiling_dir = os.path.join(os.path.dirname(__file__), 'resource')
self._analyser = AnalyserFactory.instance().get_analyser( self._analyser = AnalyserFactory.instance().get_analyser(
'aicore_detail', profiling_dir, '0' 'aicore_detail', PROFILER_DIR, '1'
) )
def test_query_success_1(self): def test_query_success_1(self):
......
tests/ut/profiler/analyser/test_analyser_aicore_type.py
浏览文件 @ 3ac9a48c
...@@ -19,6 +19,7 @@ from unittest import TestCase ...@@ -19,6 +19,7 @@ from unittest import TestCase
from mindinsight.profiler.analyser.analyser import AicoreTypeAnalyser from mindinsight.profiler.analyser.analyser import AicoreTypeAnalyser
from mindinsight.profiler.analyser.analyser_factory import AnalyserFactory from mindinsight.profiler.analyser.analyser_factory import AnalyserFactory
from tests.ut.profiler import PROFILER_DIR
def get_type_infos(indexes=None, sort_name=None, sort_type=True): def get_type_infos(indexes=None, sort_name=None, sort_type=True):
...@@ -33,9 +34,8 @@ def get_type_infos(indexes=None, sort_name=None, sort_type=True): ...@@ -33,9 +34,8 @@ def get_type_infos(indexes=None, sort_name=None, sort_type=True):
Returns: Returns:
list[list], the AICORE operator type information. list[list], the AICORE operator type information.
""" """
profiling_dir = os.path.join(os.path.dirname(__file__), 'resource')
aicore_type_path = os.path.join( aicore_type_path = os.path.join(
profiling_dir, 'aicore_intermediate_0_type.csv' PROFILER_DIR, 'aicore_intermediate_1_type.csv'
) )
with open(aicore_type_path, 'r') as aicore_type_path: with open(aicore_type_path, 'r') as aicore_type_path:
...@@ -64,9 +64,8 @@ class TestAicoreTypeAnalyser(TestCase): ...@@ -64,9 +64,8 @@ class TestAicoreTypeAnalyser(TestCase):
"""Test the class of `AicoreTypeAnalyser`.""" """Test the class of `AicoreTypeAnalyser`."""
def setUp(self) -> None: def setUp(self) -> None:
"""Initialization before test case execution.""" """Initialization before test case execution."""
profiling_dir = os.path.join(os.path.dirname(__file__), 'resource')
self._analyser = AnalyserFactory.instance().get_analyser( self._analyser = AnalyserFactory.instance().get_analyser(
'aicore_type', profiling_dir, '0' 'aicore_type', PROFILER_DIR, '1'
) )
def test_query_success_1(self): def test_query_success_1(self):
......
tests/ut/profiler/parser/test_framework_parser.py
浏览文件 @ 3ac9a48c
...@@ -26,6 +26,7 @@ from mindinsight.profiler.common.exceptions.exceptions import \ ...@@ -26,6 +26,7 @@ from mindinsight.profiler.common.exceptions.exceptions import \
ProfilerPathErrorException, ProfilerDirNotFoundException, \ ProfilerPathErrorException, ProfilerDirNotFoundException, \
ProfilerFileNotFoundException ProfilerFileNotFoundException
from mindinsight.profiler.parser.framework_parser import FrameworkParser from mindinsight.profiler.parser.framework_parser import FrameworkParser
from tests.ut.profiler import PROFILER_DIR, RAW_DATA_BASE
def get_framework_result(file_path): def get_framework_result(file_path):
...@@ -50,7 +51,7 @@ class TestFrameworkParser: ...@@ -50,7 +51,7 @@ class TestFrameworkParser:
"""Test the class of `FrameworkParser`.""" """Test the class of `FrameworkParser`."""
def setup_method(self): def setup_method(self):
"""Initialization before test case execution.""" """Initialization before test case execution."""
raw_dir = os.path.join(os.path.dirname(__file__), 'resource') raw_dir = RAW_DATA_BASE
FrameworkParser._raw_data_dir = raw_dir FrameworkParser._raw_data_dir = raw_dir
self._output_path_1 = tempfile.mkdtemp(prefix='test_framework_parser_') self._output_path_1 = tempfile.mkdtemp(prefix='test_framework_parser_')
...@@ -88,9 +89,8 @@ class TestFrameworkParser: ...@@ -88,9 +89,8 @@ class TestFrameworkParser:
def test_parse(self): def test_parse(self):
"""Test the parse function.""" """Test the parse function."""
expect_framework_file = os.path.join( expect_framework_file = os.path.join(PROFILER_DIR, 'framework_raw_0.csv')
os.path.dirname(__file__), 'resource', 'framework_raw_0.csv' expect_framework_file = os.path.realpath(expect_framework_file)
)
expect_result = get_framework_result(expect_framework_file) expect_result = get_framework_result(expect_framework_file)
self._parser_1.parse() self._parser_1.parse()
......
tests/utils/mindspore/context.py
浏览文件 @ 3ac9a48c
...@@ -19,3 +19,10 @@ def get_context(key): ...@@ -19,3 +19,10 @@ def get_context(key):
"""Get key in context.""" """Get key in context."""
context = {"device_id": 1} context = {"device_id": 1}
return context.get(key) return context.get(key)
def set_context(**kwargs):
"""Set context"""
context = {}
for key, value in kwargs.items():
context[key] = value
tests/utils/resource/JOB3/Framework.host.vm.graph_desc_info.1.slice_0 0 → 100644
浏览文件 @ 3ac9a48c
op_name:Default/AssignAdd-op414 op_type:AssignAdd input_id:0 input_format:DefaultFormat input_data_type:31 input_shape:"1" input_id:1 input_format:DefaultFormat input_data_type:31 input_shape:"1" output_id:0 output_format:DefaultFormat output_data_type:31 output_shape:"1"
op_name:Default/network-TrainStepWrap/optimizer_d-Adam/Mul-op29 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"1"
op_name:Default/network-TrainStepWrap/optimizer_d-Adam/Assign-op30 op_type:Assign input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"1" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"1"
op_name:Default/network-TrainStepWrap/optimizer_d-Adam/Mul-op31 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"1"
op_name:Default/network-TrainStepWrap/optimizer_d-Adam/Assign-op32 op_type:Assign input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"1" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"1"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/GatherV2-op33 op_type:GatherV2 input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"184696,1" input_id:1 input_format:DefaultFormat input_data_type:31 input_shape:"16000,39" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,39,1"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/Mul-op35 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,39,1" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"16000,39" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,39,1"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/ReduceSum-op36 op_type:ReduceSum input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,39,1" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,1"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/TensorAdd-op37 op_type:TensorAdd input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"1" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,1"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_5-DenseLayer/Cast-op34 op_type:Cast input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"128,1" output_id:0 output_format:DefaultFormat output_data_type:39 output_shape:"128,1"
op_name:Default/TransData-op216 op_type:TransData input_id:0 input_format:DefaultFormat input_data_type:39 input_shape:"128,1" output_id:0 output_format:FRACTAL_NZ output_data_type:39 output_shape:"1,8,16,16"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/Square-op38 op_type:Square input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"184696,8"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/Split-op39 op_type:Split input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"1477568,8" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"184696,8" output_id:1 output_format:DefaultFormat output_data_type:40 output_shape:"184696,8" output_id:2 output_format:DefaultFormat output_data_type:40 output_shape:"184696,8" output_id:3 output_format:DefaultFormat output_data_type:40 output_shape:"184696,8" output_id:4 output_format:DefaultFormat output_data_type:40 output_shape:"184696,8" output_id:5 output_format:DefaultFormat output_data_type:40 output_shape:"184696,8" output_id:6 output_format:DefaultFormat output_data_type:40 output_shape:"184696,8" output_id:7 output_format:DefaultFormat output_data_type:40 output_shape:"184696,8"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/Concat-op40 op_type:Concat input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8" input_id:2 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8" input_id:3 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8" input_id:4 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8" input_id:5 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8" input_id:6 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8" input_id:7 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"184696,64"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/StridedSlice-op41 op_type:StridedSlice input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"184696,64" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"23087,64"
op_name:Default/AtomicAddrClean-op418 op_type:AtomicAddrClean input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:""
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/ReduceSum-op42 op_type:ReduceSum input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"23087,64" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:""
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradRealDiv/ReduceSum-op48 op_type:ReduceSum input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"1" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:""
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/RealDiv-op44 op_type:RealDiv input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:""
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/Mul-op28 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:""
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_4-DenseLayer/Cast-op47 op_type:Cast input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"256,128" output_id:0 output_format:DefaultFormat output_data_type:39 output_shape:"256,128"
op_name:Default/TransData-op281 op_type:TransData input_id:0 input_format:DefaultFormat input_data_type:39 input_shape:"256,128" output_id:0 output_format:FRACTAL_NZ output_data_type:39 output_shape:"8,16,16,16"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_3-DenseLayer/Cast-op46 op_type:Cast input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"512,256" output_id:0 output_format:DefaultFormat output_data_type:39 output_shape:"512,256"
op_name:Default/TransData-op278 op_type:TransData input_id:0 input_format:DefaultFormat input_data_type:39 input_shape:"512,256" output_id:0 output_format:FRACTAL_NZ output_data_type:39 output_shape:"16,32,16,16"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_2-DenseLayer/Cast-op45 op_type:Cast input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"1024,512" output_id:0 output_format:DefaultFormat output_data_type:39 output_shape:"1024,512"
op_name:Default/TransData-op275 op_type:TransData input_id:0 input_format:DefaultFormat input_data_type:39 input_shape:"1024,512" output_id:0 output_format:FRACTAL_NZ output_data_type:39 output_shape:"32,64,16,16"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_1-DenseLayer/Cast-op52 op_type:Cast input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"2496,1024" output_id:0 output_format:DefaultFormat output_data_type:39 output_shape:"2496,1024"
op_name:Default/TransData-op272 op_type:TransData input_id:0 input_format:DefaultFormat input_data_type:39 input_shape:"2496,1024" output_id:0 output_format:FRACTAL_NZ output_data_type:39 output_shape:"64,156,16,16"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradRealDiv/ReduceSum-op43 op_type:ReduceSum input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"1" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:""
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradReduceMean/Tile-op53 op_type:Tile input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,1"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradReduceMean/RealDiv-op54 op_type:RealDiv input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,1"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradReduceMean/Tile-op49 op_type:Tile input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,1"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradReduceMean/RealDiv-op50 op_type:RealDiv input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,1"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/grad_VirtualDiv/RealDiv-op51 op_type:RealDiv input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,1"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/GatherV2-op55 op_type:GatherV2 input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8" input_id:1 input_format:DefaultFormat input_data_type:31 input_shape:"128000,39" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"128000,39,8"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradReduceMean/Tile-op56 op_type:Tile input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"23087,64"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradStridedSlice/StridedSliceGrad-op57 op_type:StridedSliceGrad input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"23087,64" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"184696,64"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradConcat/Slice-op58 op_type:Slice input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"184696,64" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"184696,8"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradConcat/Slice-op59 op_type:Slice input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"184696,64" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"184696,8"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradConcat/Slice-op60 op_type:Slice input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"184696,64" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"184696,8"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradConcat/Slice-op61 op_type:Slice input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"184696,64" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"184696,8"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradConcat/Slice-op62 op_type:Slice input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"184696,64" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"184696,8"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradConcat/Slice-op63 op_type:Slice input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"184696,64" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"184696,8"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradConcat/Slice-op64 op_type:Slice input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"184696,64" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"184696,8"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradConcat/Slice-op65 op_type:Slice input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"184696,64" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"184696,8"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradSplit/Concat-op66 op_type:Concat input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8" input_id:2 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8" input_id:3 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8" input_id:4 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8" input_id:5 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8" input_id:6 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8" input_id:7 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"1477568,8"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/Split-op67 op_type:Split input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"1024000,39,8" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"128000,39,8" output_id:1 output_format:DefaultFormat output_data_type:40 output_shape:"128000,39,8" output_id:2 output_format:DefaultFormat output_data_type:40 output_shape:"128000,39,8" output_id:3 output_format:DefaultFormat output_data_type:40 output_shape:"128000,39,8" output_id:4 output_format:DefaultFormat output_data_type:40 output_shape:"128000,39,8" output_id:5 output_format:DefaultFormat output_data_type:40 output_shape:"128000,39,8" output_id:6 output_format:DefaultFormat output_data_type:40 output_shape:"128000,39,8" output_id:7 output_format:DefaultFormat output_data_type:40 output_shape:"128000,39,8"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/Concat-op68 op_type:Concat input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"128000,39,8" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"128000,39,8" input_id:2 input_format:DefaultFormat input_data_type:40 input_shape:"128000,39,8" input_id:3 input_format:DefaultFormat input_data_type:40 input_shape:"128000,39,8" input_id:4 input_format:DefaultFormat input_data_type:40 input_shape:"128000,39,8" input_id:5 input_format:DefaultFormat input_data_type:40 input_shape:"128000,39,8" input_id:6 input_format:DefaultFormat input_data_type:40 input_shape:"128000,39,8" input_id:7 input_format:DefaultFormat input_data_type:40 input_shape:"128000,39,8" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"128000,39,64"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/StridedSlice-op69 op_type:StridedSlice input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"128000,39,64" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,39,64"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/Mul-op70 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,39,64" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"16000,39" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,39,64"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_1-DenseLayer/ReLU-op71 op_type:ReLU input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,39,64" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,2496"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_1-DenseLayer/Mul-op72 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,2496" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,2496"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_1-DenseLayer/Cast-op73 op_type:Cast input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,2496" output_id:0 output_format:DefaultFormat output_data_type:39 output_shape:"16000,2496"
op_name:Default/TransData-op271 op_type:TransData input_id:0 input_format:DefaultFormat input_data_type:39 input_shape:"16000,2496" output_id:0 output_format:FRACTAL_NZ output_data_type:39 output_shape:"156,1000,16,16"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_1-DenseLayer/MatMul-op74 op_type:MatMul input_id:0 input_format:FRACTAL_NZ input_data_type:39 input_shape:"156,1000,16,16" input_id:1 input_format:FRACTAL_NZ input_data_type:39 input_shape:"64,156,16,16" output_id:0 output_format:FRACTAL_NZ output_data_type:40 output_shape:"64,1000,16,16"
op_name:Default/TransData-op240 op_type:TransData input_id:0 input_format:FRACTAL_NZ input_data_type:40 input_shape:"64,1000,16,16" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,1024"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_1-DenseLayer/RealDiv-op76 op_type:RealDiv input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1024" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,1024"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_1-DenseLayer/BiasAdd-op77 op_type:BiasAdd input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1024" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"1024" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,1024"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_2-DenseLayer/ReLU-op78 op_type:ReLU input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1024" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,1024"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_2-DenseLayer/Mul-op79 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1024" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,1024"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_2-DenseLayer/Cast-op80 op_type:Cast input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1024" output_id:0 output_format:DefaultFormat output_data_type:39 output_shape:"16000,1024"
op_name:Default/TransData-op274 op_type:TransData input_id:0 input_format:DefaultFormat input_data_type:39 input_shape:"16000,1024" output_id:0 output_format:FRACTAL_NZ output_data_type:39 output_shape:"64,1000,16,16"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_2-DenseLayer/MatMul-op81 op_type:MatMul input_id:0 input_format:FRACTAL_NZ input_data_type:39 input_shape:"64,1000,16,16" input_id:1 input_format:FRACTAL_NZ input_data_type:39 input_shape:"32,64,16,16" output_id:0 output_format:FRACTAL_NZ output_data_type:40 output_shape:"32,1000,16,16"
op_name:Default/TransData-op245 op_type:TransData input_id:0 input_format:FRACTAL_NZ input_data_type:40 input_shape:"32,1000,16,16" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,512"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_2-DenseLayer/RealDiv-op83 op_type:RealDiv input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,512" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,512"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_2-DenseLayer/BiasAdd-op84 op_type:BiasAdd input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,512" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"512" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,512"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_3-DenseLayer/ReLU-op85 op_type:ReLU input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,512" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,512"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_3-DenseLayer/Mul-op86 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,512" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,512"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_3-DenseLayer/Cast-op87 op_type:Cast input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,512" output_id:0 output_format:DefaultFormat output_data_type:39 output_shape:"16000,512"
op_name:Default/TransData-op277 op_type:TransData input_id:0 input_format:DefaultFormat input_data_type:39 input_shape:"16000,512" output_id:0 output_format:FRACTAL_NZ output_data_type:39 output_shape:"32,1000,16,16"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_3-DenseLayer/MatMul-op88 op_type:MatMul input_id:0 input_format:FRACTAL_NZ input_data_type:39 input_shape:"32,1000,16,16" input_id:1 input_format:FRACTAL_NZ input_data_type:39 input_shape:"16,32,16,16" output_id:0 output_format:FRACTAL_NZ output_data_type:40 output_shape:"16,1000,16,16"
op_name:Default/TransData-op250 op_type:TransData input_id:0 input_format:FRACTAL_NZ input_data_type:40 input_shape:"16,1000,16,16" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,256"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_3-DenseLayer/RealDiv-op90 op_type:RealDiv input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,256" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,256"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_3-DenseLayer/BiasAdd-op91 op_type:BiasAdd input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,256" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"256" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,256"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_4-DenseLayer/ReLU-op92 op_type:ReLU input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,256" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,256"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_4-DenseLayer/Mul-op93 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,256" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,256"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_4-DenseLayer/Cast-op94 op_type:Cast input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,256" output_id:0 output_format:DefaultFormat output_data_type:39 output_shape:"16000,256"
op_name:Default/TransData-op280 op_type:TransData input_id:0 input_format:DefaultFormat input_data_type:39 input_shape:"16000,256" output_id:0 output_format:FRACTAL_NZ output_data_type:39 output_shape:"16,1000,16,16"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_4-DenseLayer/MatMul-op95 op_type:MatMul input_id:0 input_format:FRACTAL_NZ input_data_type:39 input_shape:"16,1000,16,16" input_id:1 input_format:FRACTAL_NZ input_data_type:39 input_shape:"8,16,16,16" output_id:0 output_format:FRACTAL_NZ output_data_type:40 output_shape:"8,1000,16,16"
op_name:Default/TransData-op255 op_type:TransData input_id:0 input_format:FRACTAL_NZ input_data_type:40 input_shape:"8,1000,16,16" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,128"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_4-DenseLayer/RealDiv-op97 op_type:RealDiv input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,128" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,128"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_4-DenseLayer/BiasAdd-op98 op_type:BiasAdd input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,128" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"128" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,128"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_5-DenseLayer/ReLU-op99 op_type:ReLU input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,128" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,128"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_5-DenseLayer/Mul-op100 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,128" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,128"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_5-DenseLayer/Cast-op101 op_type:Cast input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,128" output_id:0 output_format:DefaultFormat output_data_type:39 output_shape:"16000,128"
op_name:Default/TransData-op215 op_type:TransData input_id:0 input_format:DefaultFormat input_data_type:39 input_shape:"16000,128" output_id:0 output_format:FRACTAL_NZ output_data_type:39 output_shape:"8,1000,16,16"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_5-DenseLayer/MatMul-op102 op_type:MatMul input_id:0 input_format:FRACTAL_NZ input_data_type:39 input_shape:"8,1000,16,16" input_id:1 input_format:FRACTAL_NZ input_data_type:39 input_shape:"1,8,16,16" output_id:0 output_format:FRACTAL_NZ output_data_type:40 output_shape:"1,1000,16,16"
op_name:Default/TransData-op204 op_type:TransData input_id:0 input_format:FRACTAL_NZ input_data_type:40 input_shape:"1,1000,16,16" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,1"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_5-DenseLayer/RealDiv-op104 op_type:RealDiv input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,1"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_5-DenseLayer/BiasAdd-op105 op_type:BiasAdd input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"1" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,1"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/TensorAdd-op106 op_type:TensorAdd input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,1"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/SigmoidCrossEntropyWithLogits-op107 op_type:SigmoidCrossEntropyWithLogits input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,1"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradSigmoidCrossEntropyWithLogits/SigmoidCrossEntropyWithLogitsGrad-op109 op_type:SigmoidCrossEntropyWithLogitsGrad input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1" input_id:2 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,1"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradSigmoidCrossEntropyWithLogits/SigmoidCrossEntropyWithLogitsGrad-op108 op_type:SigmoidCrossEntropyWithLogitsGrad input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1" input_id:2 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,1"
op_name:Default/AtomicAddrClean-op425 op_type:AtomicAddrClean input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:""
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/ReduceMean-op110 op_type:ReduceMean input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:""
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_5-DenseLayer/gradBiasAdd/BiasAddGrad-op112 op_type:BiasAddGrad input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"1"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_5-DenseLayer/gradRealDiv/RealDiv-op113 op_type:RealDiv input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,1"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradRealDiv/ReduceSum-op111 op_type:ReduceSum input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:""
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_5-DenseLayer/gradCast/Cast-op115 op_type:Cast input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1" output_id:0 output_format:DefaultFormat output_data_type:39 output_shape:"16000,1"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradReduceMean/Tile-op114 op_type:Tile input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,39,1"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradSquare/Mul-op116 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"184696,8"
op_name:Default/TransData-op257 op_type:TransData input_id:0 input_format:DefaultFormat input_data_type:39 input_shape:"16000,1" output_id:0 output_format:FRACTAL_NZ output_data_type:39 output_shape:"1,1000,16,16"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/gradMul/Mul-op117 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,39" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"16000,39,1" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,39,1"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradSquare/Mul-op121 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"184696,8"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_5-DenseLayer/gradMatMul/MatMul-op119 op_type:MatMul input_id:0 input_format:FRACTAL_NZ input_data_type:39 input_shape:"8,1000,16,16" input_id:1 input_format:FRACTAL_NZ input_data_type:39 input_shape:"1,1000,16,16" output_id:0 output_format:FRACTAL_NZ output_data_type:40 output_shape:"1,8,16,16"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_5-DenseLayer/gradMatMul/MatMul-op120 op_type:MatMul input_id:0 input_format:FRACTAL_NZ input_data_type:39 input_shape:"1,1000,16,16" input_id:1 input_format:FRACTAL_NZ input_data_type:39 input_shape:"1,8,16,16" output_id:0 output_format:FRACTAL_NZ output_data_type:40 output_shape:"8,1000,16,16"
op_name:Default/AtomicAddrClean-op427 op_type:AtomicAddrClean input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"184696,1"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/gradGatherV2/UnsortedSegmentSum-op123 op_type:UnsortedSegmentSum input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,39,1" input_id:1 input_format:DefaultFormat input_data_type:31 input_shape:"16000,39" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"184696,1"
op_name:Default/TransData-op235 op_type:TransData input_id:0 input_format:FRACTAL_NZ input_data_type:40 input_shape:"8,1000,16,16" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,128"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_5-DenseLayer/gradMul/Mul-op128 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"16000,128" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,128"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_5-DenseLayer/gradReLU/ReluGrad-op131 op_type:ReluGrad input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,128" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"16000,128" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,128"
op_name:Default/AtomicAddrClean-op428 op_type:AtomicAddrClean input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"128"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_4-DenseLayer/gradBiasAdd/BiasAddGrad-op134 op_type:BiasAddGrad input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,128" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"128"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_4-DenseLayer/gradRealDiv/RealDiv-op135 op_type:RealDiv input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,128" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,128"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_4-DenseLayer/gradCast/Cast-op136 op_type:Cast input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,128" output_id:0 output_format:DefaultFormat output_data_type:39 output_shape:"16000,128"
op_name:Default/TransData-op252 op_type:TransData input_id:0 input_format:DefaultFormat input_data_type:39 input_shape:"16000,128" output_id:0 output_format:FRACTAL_NZ output_data_type:39 output_shape:"8,1000,16,16"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_4-DenseLayer/gradMatMul/MatMul-op138 op_type:MatMul input_id:0 input_format:FRACTAL_NZ input_data_type:39 input_shape:"16,1000,16,16" input_id:1 input_format:FRACTAL_NZ input_data_type:39 input_shape:"8,1000,16,16" output_id:0 output_format:FRACTAL_NZ output_data_type:40 output_shape:"8,16,16,16"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_4-DenseLayer/gradMatMul/MatMul-op139 op_type:MatMul input_id:0 input_format:FRACTAL_NZ input_data_type:39 input_shape:"8,1000,16,16" input_id:1 input_format:FRACTAL_NZ input_data_type:39 input_shape:"8,16,16,16" output_id:0 output_format:FRACTAL_NZ output_data_type:40 output_shape:"16,1000,16,16"
op_name:Default/TransData-op233 op_type:TransData input_id:0 input_format:FRACTAL_NZ input_data_type:40 input_shape:"16,1000,16,16" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,256"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_4-DenseLayer/gradMul/Mul-op143 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"16000,256" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,256"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_4-DenseLayer/gradReLU/ReluGrad-op145 op_type:ReluGrad input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,256" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"16000,256" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,256"
op_name:Default/AtomicAddrClean-op429 op_type:AtomicAddrClean input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"256"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_3-DenseLayer/gradBiasAdd/BiasAddGrad-op147 op_type:BiasAddGrad input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,256" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"256"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_3-DenseLayer/gradRealDiv/RealDiv-op148 op_type:RealDiv input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,256" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,256"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_3-DenseLayer/gradCast/Cast-op149 op_type:Cast input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,256" output_id:0 output_format:DefaultFormat output_data_type:39 output_shape:"16000,256"
op_name:Default/TransData-op247 op_type:TransData input_id:0 input_format:DefaultFormat input_data_type:39 input_shape:"16000,256" output_id:0 output_format:FRACTAL_NZ output_data_type:39 output_shape:"16,1000,16,16"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_3-DenseLayer/gradMatMul/MatMul-op151 op_type:MatMul input_id:0 input_format:FRACTAL_NZ input_data_type:39 input_shape:"32,1000,16,16" input_id:1 input_format:FRACTAL_NZ input_data_type:39 input_shape:"16,1000,16,16" output_id:0 output_format:FRACTAL_NZ output_data_type:40 output_shape:"16,32,16,16"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_3-DenseLayer/gradMatMul/MatMul-op152 op_type:MatMul input_id:0 input_format:FRACTAL_NZ input_data_type:39 input_shape:"16,1000,16,16" input_id:1 input_format:FRACTAL_NZ input_data_type:39 input_shape:"16,32,16,16" output_id:0 output_format:FRACTAL_NZ output_data_type:40 output_shape:"32,1000,16,16"
op_name:Default/TransData-op231 op_type:TransData input_id:0 input_format:FRACTAL_NZ input_data_type:40 input_shape:"32,1000,16,16" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,512"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_3-DenseLayer/gradMul/Mul-op156 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"16000,512" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,512"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_3-DenseLayer/gradReLU/ReluGrad-op158 op_type:ReluGrad input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,512" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"16000,512" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,512"
op_name:Default/AtomicAddrClean-op430 op_type:AtomicAddrClean input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"512"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_2-DenseLayer/gradBiasAdd/BiasAddGrad-op160 op_type:BiasAddGrad input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,512" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"512"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_2-DenseLayer/gradRealDiv/RealDiv-op161 op_type:RealDiv input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,512" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,512"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_2-DenseLayer/gradCast/Cast-op162 op_type:Cast input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,512" output_id:0 output_format:DefaultFormat output_data_type:39 output_shape:"16000,512"
op_name:Default/TransData-op242 op_type:TransData input_id:0 input_format:DefaultFormat input_data_type:39 input_shape:"16000,512" output_id:0 output_format:FRACTAL_NZ output_data_type:39 output_shape:"32,1000,16,16"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_2-DenseLayer/gradMatMul/MatMul-op164 op_type:MatMul input_id:0 input_format:FRACTAL_NZ input_data_type:39 input_shape:"64,1000,16,16" input_id:1 input_format:FRACTAL_NZ input_data_type:39 input_shape:"32,1000,16,16" output_id:0 output_format:FRACTAL_NZ output_data_type:40 output_shape:"32,64,16,16"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_2-DenseLayer/gradMatMul/MatMul-op165 op_type:MatMul input_id:0 input_format:FRACTAL_NZ input_data_type:39 input_shape:"32,1000,16,16" input_id:1 input_format:FRACTAL_NZ input_data_type:39 input_shape:"32,64,16,16" output_id:0 output_format:FRACTAL_NZ output_data_type:40 output_shape:"64,1000,16,16"
op_name:Default/TransData-op229 op_type:TransData input_id:0 input_format:FRACTAL_NZ input_data_type:40 input_shape:"64,1000,16,16" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,1024"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_2-DenseLayer/gradMul/Mul-op169 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1024" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,1024"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_2-DenseLayer/gradReLU/ReluGrad-op171 op_type:ReluGrad input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1024" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1024" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,1024"
op_name:Default/AtomicAddrClean-op431 op_type:AtomicAddrClean input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"1024"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_1-DenseLayer/gradBiasAdd/BiasAddGrad-op173 op_type:BiasAddGrad input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1024" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"1024"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_1-DenseLayer/gradRealDiv/RealDiv-op174 op_type:RealDiv input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1024" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,1024"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_1-DenseLayer/gradCast/Cast-op175 op_type:Cast input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,1024" output_id:0 output_format:DefaultFormat output_data_type:39 output_shape:"16000,1024"
op_name:Default/TransData-op237 op_type:TransData input_id:0 input_format:DefaultFormat input_data_type:39 input_shape:"16000,1024" output_id:0 output_format:FRACTAL_NZ output_data_type:39 output_shape:"64,1000,16,16"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_1-DenseLayer/gradMatMul/MatMul-op177 op_type:MatMul input_id:0 input_format:FRACTAL_NZ input_data_type:39 input_shape:"156,1000,16,16" input_id:1 input_format:FRACTAL_NZ input_data_type:39 input_shape:"64,1000,16,16" output_id:0 output_format:FRACTAL_NZ output_data_type:40 output_shape:"64,156,16,16"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/RealDiv-op118 op_type:RealDiv input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"1" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"1"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/TensorAdd-op124 op_type:TensorAdd input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"1"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_1-DenseLayer/gradMatMul/MatMul-op178 op_type:MatMul input_id:0 input_format:FRACTAL_NZ input_data_type:39 input_shape:"64,1000,16,16" input_id:1 input_format:FRACTAL_NZ input_data_type:39 input_shape:"64,156,16,16" output_id:0 output_format:FRACTAL_NZ output_data_type:40 output_shape:"156,1000,16,16"
op_name:Default/TransData-op284 op_type:TransData input_id:0 input_format:FRACTAL_NZ input_data_type:40 input_shape:"156,1000,16,16" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,2496"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_1-DenseLayer/gradMul/Mul-op182 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"16000,2496" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,2496"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_1-DenseLayer/gradReLU/ReluGrad-op184 op_type:ReluGrad input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,2496" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"16000,2496" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,2496"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/gradMul/Mul-op186 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,39" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"16000,2496" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"16000,39,64"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/gradStridedSlice/StridedSliceGrad-op187 op_type:StridedSliceGrad input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"16000,39,64" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"128000,39,64"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/gradConcat/Slice-op188 op_type:Slice input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"128000,39,64" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"128000,39,8"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/gradConcat/Slice-op189 op_type:Slice input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"128000,39,64" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"128000,39,8"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/gradConcat/Slice-op190 op_type:Slice input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"128000,39,64" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"128000,39,8"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/gradConcat/Slice-op191 op_type:Slice input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"128000,39,64" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"128000,39,8"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/gradConcat/Slice-op192 op_type:Slice input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"128000,39,64" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"128000,39,8"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/gradConcat/Slice-op193 op_type:Slice input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"128000,39,64" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"128000,39,8"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/gradConcat/Slice-op194 op_type:Slice input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"128000,39,64" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"128000,39,8"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/gradConcat/Slice-op195 op_type:Slice input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"128000,39,64" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"128000,39,8"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/gradSplit/Concat-op196 op_type:Concat input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"128000,39,8" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"128000,39,8" input_id:2 input_format:DefaultFormat input_data_type:40 input_shape:"128000,39,8" input_id:3 input_format:DefaultFormat input_data_type:40 input_shape:"128000,39,8" input_id:4 input_format:DefaultFormat input_data_type:40 input_shape:"128000,39,8" input_id:5 input_format:DefaultFormat input_data_type:40 input_shape:"128000,39,8" input_id:6 input_format:DefaultFormat input_data_type:40 input_shape:"128000,39,8" input_id:7 input_format:DefaultFormat input_data_type:40 input_shape:"128000,39,8" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"1024000,39,8"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/grad_MirrorOperator/Mul-op130 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"184696,1" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"184696,1"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/grad_MirrorOperator/Mul-op129 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"1"
op_name:Default/Mul-op183 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"1024" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"1024"
op_name:Default/Mul-op170 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"512" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"512"
op_name:Default/Mul-op157 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"256" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"256"
op_name:Default/Mul-op144 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"128" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"128"
op_name:Default/Mul-op122 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"1"
op_name:Default/TransData-op206 op_type:TransData input_id:0 input_format:FRACTAL_NZ input_data_type:40 input_shape:"64,156,16,16" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"2496,1024"
op_name:Default/TransData-op208 op_type:TransData input_id:0 input_format:FRACTAL_NZ input_data_type:40 input_shape:"32,64,16,16" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"1024,512"
op_name:Default/TransData-op210 op_type:TransData input_id:0 input_format:FRACTAL_NZ input_data_type:40 input_shape:"16,32,16,16" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"512,256"
op_name:Default/TransData-op212 op_type:TransData input_id:0 input_format:FRACTAL_NZ input_data_type:40 input_shape:"8,16,16,16" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"256,128"
op_name:Default/TransData-op214 op_type:TransData input_id:0 input_format:FRACTAL_NZ input_data_type:40 input_shape:"1,8,16,16" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"128,1"
op_name:Default/Mul-op197 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"2496,1024" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"2496,1024"
op_name:Default/Mul-op176 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"1024,512" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"1024,512"
op_name:Default/Mul-op163 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"512,256" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"512,256"
op_name:Default/Mul-op150 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"256,128" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"256,128"
op_name:Default/Mul-op137 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"128,1" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"128,1"
op_name:Default/AtomicAddrClean-op434 op_type:AtomicAddrClean input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8"
op_name:Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/gradGatherV2/UnsortedSegmentSum-op199 op_type:UnsortedSegmentSum input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"128000,39,8" input_id:1 input_format:DefaultFormat input_data_type:31 input_shape:"128000,39" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"184696,8"
op_name:Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/AddN-op200 op_type:AddN input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"184696,8"
op_name:Default/network-TrainStepWrap/optimizer_d-Adam/Mul-op201 op_type:Mul input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"184696,8"
op_name:Default/network-TrainStepWrap/optimizer_w-FTRL/ApplyFtrl-op133 op_type:ApplyFtrl input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"184696,1" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"184696,1" input_id:2 input_format:DefaultFormat input_data_type:40 input_shape:"184696,1" input_id:3 input_format:DefaultFormat input_data_type:40 input_shape:"184696,1" input_id:4 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:5 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:6 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:7 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"184696,1"
op_name:Default/network-TrainStepWrap/optimizer_w-FTRL/ApplyFtrl-op132 op_type:ApplyFtrl input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:2 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:3 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:4 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:5 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:6 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:7 input_format:DefaultFormat input_data_type:40 input_shape:"" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"1"
op_name:Default/network-TrainStepWrap/optimizer_d-Adam/Adam-op185 op_type:Adam input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"1024" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"1024" input_id:2 input_format:DefaultFormat input_data_type:40 input_shape:"1024" input_id:3 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:4 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:5 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:6 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:7 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:8 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:9 input_format:DefaultFormat input_data_type:40 input_shape:"1024" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"1024" output_id:1 output_format:DefaultFormat output_data_type:40 output_shape:"1024" output_id:2 output_format:DefaultFormat output_data_type:40 output_shape:"1024"
op_name:Default/network-TrainStepWrap/optimizer_d-Adam/Adam-op172 op_type:Adam input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"512" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"512" input_id:2 input_format:DefaultFormat input_data_type:40 input_shape:"512" input_id:3 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:4 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:5 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:6 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:7 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:8 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:9 input_format:DefaultFormat input_data_type:40 input_shape:"512" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"512" output_id:1 output_format:DefaultFormat output_data_type:40 output_shape:"512" output_id:2 output_format:DefaultFormat output_data_type:40 output_shape:"512"
op_name:Default/network-TrainStepWrap/optimizer_d-Adam/Adam-op159 op_type:Adam input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"256" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"256" input_id:2 input_format:DefaultFormat input_data_type:40 input_shape:"256" input_id:3 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:4 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:5 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:6 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:7 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:8 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:9 input_format:DefaultFormat input_data_type:40 input_shape:"256" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"256" output_id:1 output_format:DefaultFormat output_data_type:40 output_shape:"256" output_id:2 output_format:DefaultFormat output_data_type:40 output_shape:"256"
op_name:Default/network-TrainStepWrap/optimizer_d-Adam/Adam-op146 op_type:Adam input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"128" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"128" input_id:2 input_format:DefaultFormat input_data_type:40 input_shape:"128" input_id:3 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:4 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:5 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:6 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:7 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:8 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:9 input_format:DefaultFormat input_data_type:40 input_shape:"128" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"128" output_id:1 output_format:DefaultFormat output_data_type:40 output_shape:"128" output_id:2 output_format:DefaultFormat output_data_type:40 output_shape:"128"
op_name:Default/network-TrainStepWrap/optimizer_d-Adam/Adam-op127 op_type:Adam input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:2 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:3 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:4 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:5 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:6 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:7 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:8 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:9 input_format:DefaultFormat input_data_type:40 input_shape:"1" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"1" output_id:1 output_format:DefaultFormat output_data_type:40 output_shape:"1" output_id:2 output_format:DefaultFormat output_data_type:40 output_shape:"1"
op_name:Default/network-TrainStepWrap/optimizer_d-Adam/Adam-op198 op_type:Adam input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"2496,1024" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"2496,1024" input_id:2 input_format:DefaultFormat input_data_type:40 input_shape:"2496,1024" input_id:3 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:4 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:5 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:6 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:7 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:8 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:9 input_format:DefaultFormat input_data_type:40 input_shape:"2496,1024" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"2496,1024" output_id:1 output_format:DefaultFormat output_data_type:40 output_shape:"2496,1024" output_id:2 output_format:DefaultFormat output_data_type:40 output_shape:"2496,1024"
op_name:Default/network-TrainStepWrap/optimizer_d-Adam/Adam-op179 op_type:Adam input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"1024,512" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"1024,512" input_id:2 input_format:DefaultFormat input_data_type:40 input_shape:"1024,512" input_id:3 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:4 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:5 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:6 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:7 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:8 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:9 input_format:DefaultFormat input_data_type:40 input_shape:"1024,512" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"1024,512" output_id:1 output_format:DefaultFormat output_data_type:40 output_shape:"1024,512" output_id:2 output_format:DefaultFormat output_data_type:40 output_shape:"1024,512"
op_name:Default/network-TrainStepWrap/optimizer_d-Adam/Adam-op166 op_type:Adam input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"512,256" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"512,256" input_id:2 input_format:DefaultFormat input_data_type:40 input_shape:"512,256" input_id:3 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:4 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:5 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:6 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:7 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:8 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:9 input_format:DefaultFormat input_data_type:40 input_shape:"512,256" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"512,256" output_id:1 output_format:DefaultFormat output_data_type:40 output_shape:"512,256" output_id:2 output_format:DefaultFormat output_data_type:40 output_shape:"512,256"
op_name:Default/network-TrainStepWrap/optimizer_d-Adam/Adam-op153 op_type:Adam input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"256,128" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"256,128" input_id:2 input_format:DefaultFormat input_data_type:40 input_shape:"256,128" input_id:3 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:4 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:5 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:6 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:7 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:8 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:9 input_format:DefaultFormat input_data_type:40 input_shape:"256,128" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"256,128" output_id:1 output_format:DefaultFormat output_data_type:40 output_shape:"256,128" output_id:2 output_format:DefaultFormat output_data_type:40 output_shape:"256,128"
op_name:Default/network-TrainStepWrap/optimizer_d-Adam/Adam-op140 op_type:Adam input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"128,1" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"128,1" input_id:2 input_format:DefaultFormat input_data_type:40 input_shape:"128,1" input_id:3 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:4 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:5 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:6 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:7 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:8 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:9 input_format:DefaultFormat input_data_type:40 input_shape:"128,1" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"128,1" output_id:1 output_format:DefaultFormat output_data_type:40 output_shape:"128,1" output_id:2 output_format:DefaultFormat output_data_type:40 output_shape:"128,1"
op_name:Default/network-TrainStepWrap/optimizer_d-Adam/Adam-op202 op_type:Adam input_id:0 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8" input_id:1 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8" input_id:2 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8" input_id:3 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:4 input_format:DefaultFormat input_data_type:40 input_shape:"1" input_id:5 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:6 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:7 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:8 input_format:DefaultFormat input_data_type:40 input_shape:"" input_id:9 input_format:DefaultFormat input_data_type:40 input_shape:"184696,8" output_id:0 output_format:DefaultFormat output_data_type:40 output_shape:"184696,8" output_id:1 output_format:DefaultFormat output_data_type:40 output_shape:"184696,8" output_id:2 output_format:DefaultFormat output_data_type:40 output_shape:"184696,8"
tests/utils/resource/JOB3/Framework.host.vm.task_desc_info.1.slice_0 0 → 100644
浏览文件 @ 3ac9a48c
Default/AssignAdd-op414 1 30092 3
Default/network-TrainStepWrap/optimizer_d-Adam/Mul-op29 1 30093 3
Default/network-TrainStepWrap/optimizer_d-Adam/Assign-op30 1 30094 3
Default/network-TrainStepWrap/optimizer_d-Adam/Mul-op31 1 30095 3
Default/network-TrainStepWrap/optimizer_d-Adam/Assign-op32 1 30096 3
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/GatherV2-op33 32 30103 3
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/Mul-op35 32 30104 3
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/ReduceSum-op36 32 30105 3
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/TensorAdd-op37 32 30106 3
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_5-DenseLayer/Cast-op34 1 30107 3
Default/TransData-op216 8 30108 3
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/Square-op38 32 30109 3
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/Split-op39 32 30453 7
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/Concat-op40 32 30454 7
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/StridedSlice-op41 22 30455 7
Default/AtomicAddrClean-op418 1 30456 7
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/ReduceSum-op42 33 30457 7
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradRealDiv/ReduceSum-op48 1 30646 9
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/RealDiv-op44 1 30837 11
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/Mul-op28 1 30838 11
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_4-DenseLayer/Cast-op47 32 30839 11
Default/TransData-op281 16 30840 11
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_3-DenseLayer/Cast-op46 32 30841 11
Default/TransData-op278 32 30842 11
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_2-DenseLayer/Cast-op45 32 30843 11
Default/TransData-op275 32 30844 11
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_1-DenseLayer/Cast-op52 32 30845 11
Default/TransData-op272 32 30846 11
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradRealDiv/ReduceSum-op43 1 30847 11
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradReduceMean/Tile-op53 32 31038 13
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradReduceMean/RealDiv-op54 32 31039 13
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradReduceMean/Tile-op49 32 31231 15
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradReduceMean/RealDiv-op50 32 31232 15
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/grad_VirtualDiv/RealDiv-op51 32 31233 15
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/GatherV2-op55 32 31236 15
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradReduceMean/Tile-op56 32 31409 17
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradStridedSlice/StridedSliceGrad-op57 32 31410 17
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradConcat/Slice-op58 23087 31411 17
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradConcat/Slice-op59 23087 31412 17
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradConcat/Slice-op60 23087 31413 17
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradConcat/Slice-op61 23087 31414 17
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradConcat/Slice-op62 23087 31415 17
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradConcat/Slice-op63 23087 31416 17
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradConcat/Slice-op64 23087 31417 17
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradConcat/Slice-op65 23087 31418 17
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradSplit/Concat-op66 32 31419 17
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/Split-op67 32 31598 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/Concat-op68 32 31599 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/StridedSlice-op69 15 31600 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/Mul-op70 32 31601 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_1-DenseLayer/ReLU-op71 32 31602 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_1-DenseLayer/Mul-op72 32 31603 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_1-DenseLayer/Cast-op73 32 31604 19
Default/TransData-op271 32 31605 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_1-DenseLayer/MatMul-op74 32 31606 19
Default/TransData-op240 32 31607 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_1-DenseLayer/RealDiv-op76 32 31608 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_1-DenseLayer/BiasAdd-op77 32 31609 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_2-DenseLayer/ReLU-op78 32 31610 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_2-DenseLayer/Mul-op79 32 31611 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_2-DenseLayer/Cast-op80 32 31612 19
Default/TransData-op274 32 31613 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_2-DenseLayer/MatMul-op81 32 31614 19
Default/TransData-op245 32 31615 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_2-DenseLayer/RealDiv-op83 32 31616 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_2-DenseLayer/BiasAdd-op84 32 31617 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_3-DenseLayer/ReLU-op85 32 31618 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_3-DenseLayer/Mul-op86 32 31619 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_3-DenseLayer/Cast-op87 32 31620 19
Default/TransData-op277 32 31621 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_3-DenseLayer/MatMul-op88 32 31622 19
Default/TransData-op250 32 31623 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_3-DenseLayer/RealDiv-op90 32 31624 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_3-DenseLayer/BiasAdd-op91 32 31625 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_4-DenseLayer/ReLU-op92 32 31626 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_4-DenseLayer/Mul-op93 32 31627 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_4-DenseLayer/Cast-op94 32 31628 19
Default/TransData-op280 32 31629 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_4-DenseLayer/MatMul-op95 32 31630 19
Default/TransData-op255 32 31631 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_4-DenseLayer/RealDiv-op97 32 31632 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_4-DenseLayer/BiasAdd-op98 32 31633 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_5-DenseLayer/ReLU-op99 32 31634 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_5-DenseLayer/Mul-op100 32 31635 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_5-DenseLayer/Cast-op101 32 31636 19
Default/TransData-op215 32 31637 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_5-DenseLayer/MatMul-op102 32 31638 19
Default/TransData-op204 32 31639 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_5-DenseLayer/RealDiv-op104 32 31640 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_5-DenseLayer/BiasAdd-op105 32 31641 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/TensorAdd-op106 32 31642 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/SigmoidCrossEntropyWithLogits-op107 32 31643 19
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradSigmoidCrossEntropyWithLogits/SigmoidCrossEntropyWithLogitsGrad-op109 32 31644 19
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradSigmoidCrossEntropyWithLogits/SigmoidCrossEntropyWithLogitsGrad-op108 32 31645 19
Default/AtomicAddrClean-op425 1 31646 19
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/ReduceMean-op110 32 31647 19
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_5-DenseLayer/gradBiasAdd/BiasAddGrad-op112 1 31648 19
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_5-DenseLayer/gradRealDiv/RealDiv-op113 32 31649 19
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradRealDiv/ReduceSum-op111 1 31650 19
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_5-DenseLayer/gradCast/Cast-op115 16 31839 21
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradReduceMean/Tile-op114 32 31840 21
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradSquare/Mul-op116 32 31843 21
Default/TransData-op257 32 31844 21
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/gradMul/Mul-op117 32 31845 21
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/gradSquare/Mul-op121 32 31846 21
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_5-DenseLayer/gradMatMul/MatMul-op119 8 31847 21
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_5-DenseLayer/gradMatMul/MatMul-op120 63 31848 21
Default/AtomicAddrClean-op427 16 31849 21
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/gradGatherV2/UnsortedSegmentSum-op123 32 31850 21
Default/TransData-op235 32 31851 21
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_5-DenseLayer/gradMul/Mul-op128 32 31852 21
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_5-DenseLayer/gradReLU/ReluGrad-op131 32 31853 21
Default/AtomicAddrClean-op428 1 31854 21
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_4-DenseLayer/gradBiasAdd/BiasAddGrad-op134 32 31855 21
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_4-DenseLayer/gradRealDiv/RealDiv-op135 32 31856 21
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_4-DenseLayer/gradCast/Cast-op136 32 31857 21
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Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_4-DenseLayer/gradMatMul/MatMul-op138 32 31859 21
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_4-DenseLayer/gradMatMul/MatMul-op139 32 31860 21
Default/TransData-op233 32 31861 21
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_4-DenseLayer/gradMul/Mul-op143 32 31862 21
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_4-DenseLayer/gradReLU/ReluGrad-op145 32 31863 21
Default/AtomicAddrClean-op429 1 31864 21
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_3-DenseLayer/gradBiasAdd/BiasAddGrad-op147 32 31865 21
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_3-DenseLayer/gradRealDiv/RealDiv-op148 32 31866 21
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_3-DenseLayer/gradCast/Cast-op149 32 31867 21
Default/TransData-op247 32 31868 21
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_3-DenseLayer/gradMatMul/MatMul-op151 32 31869 21
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_3-DenseLayer/gradMatMul/MatMul-op152 32 31870 21
Default/TransData-op231 32 31871 21
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_3-DenseLayer/gradMul/Mul-op156 32 31872 21
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Default/AtomicAddrClean-op430 1 31874 21
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Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_2-DenseLayer/gradRealDiv/RealDiv-op161 32 31876 21
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Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_2-DenseLayer/gradMul/Mul-op169 32 31882 21
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_2-DenseLayer/gradReLU/ReluGrad-op171 32 31883 21
Default/AtomicAddrClean-op431 1 31884 21
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_1-DenseLayer/gradBiasAdd/BiasAddGrad-op173 32 31885 21
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_1-DenseLayer/gradRealDiv/RealDiv-op174 32 31886 21
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_1-DenseLayer/gradCast/Cast-op175 32 31887 21
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Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/RealDiv-op118 1 32218 23
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/TensorAdd-op124 1 32219 23
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_1-DenseLayer/gradMatMul/MatMul-op178 32 32220 23
Default/TransData-op284 32 32221 23
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_1-DenseLayer/gradMul/Mul-op182 32 32222 23
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_1-DenseLayer/gradReLU/ReluGrad-op184 32 32223 23
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/gradMul/Mul-op186 32 32224 23
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/gradStridedSlice/StridedSliceGrad-op187 32 32225 23
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/gradConcat/Slice-op188 640 32226 23
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/gradConcat/Slice-op189 640 32227 23
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/gradConcat/Slice-op190 640 32228 23
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/gradConcat/Slice-op191 640 32229 23
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/gradConcat/Slice-op192 640 32230 23
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/gradConcat/Slice-op193 640 32231 23
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/gradConcat/Slice-op194 640 32232 23
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/gradConcat/Slice-op195 640 32233 23
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/gradSplit/Concat-op196 32 32234 23
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/grad_MirrorOperator/Mul-op130 32 32414 25
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/grad_MirrorOperator/Mul-op129 1 32415 25
Default/Mul-op183 2 32416 25
Default/Mul-op170 1 32417 25
Default/Mul-op157 1 32418 25
Default/Mul-op144 1 32419 25
Default/Mul-op122 1 32420 25
Default/TransData-op206 32 32421 25
Default/TransData-op208 32 32422 25
Default/TransData-op210 32 32423 25
Default/TransData-op212 16 32424 25
Default/TransData-op214 8 32425 25
Default/Mul-op197 32 32426 25
Default/Mul-op176 32 32427 25
Default/Mul-op163 32 32428 25
Default/Mul-op150 32 32429 25
Default/Mul-op137 1 32430 25
Default/AtomicAddrClean-op434 31 32431 25
Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/gradGatherV2/UnsortedSegmentSum-op199 32 32434 25
Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/AddN-op200 32 32435 25
Default/network-TrainStepWrap/optimizer_d-Adam/Mul-op201 32 32436 25
Default/network-TrainStepWrap/optimizer_w-FTRL/ApplyFtrl-op133 29 32437 25
Default/network-TrainStepWrap/optimizer_w-FTRL/ApplyFtrl-op132 1 32438 25
Default/network-TrainStepWrap/optimizer_d-Adam/Adam-op185 1 32439 25
Default/network-TrainStepWrap/optimizer_d-Adam/Adam-op172 1 32440 25
Default/network-TrainStepWrap/optimizer_d-Adam/Adam-op159 1 32441 25
Default/network-TrainStepWrap/optimizer_d-Adam/Adam-op146 1 32442 25
Default/network-TrainStepWrap/optimizer_d-Adam/Adam-op127 1 32443 25
Default/network-TrainStepWrap/optimizer_d-Adam/Adam-op198 32 32444 25
Default/network-TrainStepWrap/optimizer_d-Adam/Adam-op179 31 32445 25
Default/network-TrainStepWrap/optimizer_d-Adam/Adam-op166 31 32446 25
Default/network-TrainStepWrap/optimizer_d-Adam/Adam-op153 16 32447 25
Default/network-TrainStepWrap/optimizer_d-Adam/Adam-op140 1 32448 25
Default/network-TrainStepWrap/optimizer_d-Adam/Adam-op202 31 32449 25
tests/utils/resource/JOB3/host_start.log.1 0 → 100644
浏览文件 @ 3ac9a48c
[Device0]
clock_realtime: 1591183963784568740
clock_monotonic_raw: 261003032627
tests/utils/resource/profiler/aicore_intermediate_1_detail.csv 0 → 100644
浏览文件 @ 3ac9a48c
full_op_time,execution_time
Default/AtomicAddrClean-op104,0.00133
Default/AtomicAddrClean-op105,0.000987
Default/AtomicAddrClean-op106,0.001129
Default/Cast-op10,0.00466
Default/network-WithLossCell/_backbone-LeNet5/conv1-Conv2d/Cast-op12,0.002366
Gradients/Default/network-WithLossCell/_backbone-LeNet5/conv1-Conv2d/gradConv2D/Cast-op53,0.004879
Default/TransData-op11,0.006366
Gradients/Default/network-WithLossCell/_backbone-LeNet5/gradReshape/TransData-op44,0.006782
Default/network-WithLossCell/_backbone-LeNet5/conv1-Conv2d/Conv2D-op13,0.05651
Default/network-WithLossCell/_backbone-LeNet5/fc3-Dense/MatMul-op9,0.370864
tests/utils/resource/profiler/aicore_intermediate_1_type.csv 0 → 100644
浏览文件 @ 3ac9a48c
op_type,execution_time,execution_frequency,percent
AtomicAddrClean,0.007283,6,0.49
Cast,0.053395,13,3.63
TransData,0.121800,5,8.23
Conv2D,0.063656,2,4.33
MatMul,1.085982,9,73.80
tests/utils/resource/profiler/framework_raw_1.csv 0 → 100644
浏览文件 @ 3ac9a48c
task_id,stream_id,block_dim,full_op_name,op_name,op_type,subgraph,op_info
30290,0,1,Default/AtomicAddrClean-op104,AtomicAddrClean-op104,AtomicAddrClean,Default,"{""input_0"": {""format"": ""DefaultFormat"", ""data_type"": ""NUMBER_TYPE_FLOAT32"", ""shape"": """"}}"
30295,0,1,Default/AtomicAddrClean-op105,AtomicAddrClean-op105,AtomicAddrClean,Default,"{""input_0"": {""format"": ""DefaultFormat"", ""data_type"": ""NUMBER_TYPE_FLOAT32"", ""shape"": ""10""}}"
30300,0,1,Default/AtomicAddrClean-op106,AtomicAddrClean-op106,AtomicAddrClean,Default,"{""input_0"": {""format"": ""DefaultFormat"", ""data_type"": ""NUMBER_TYPE_FLOAT32"", ""shape"": ""84""}}"
30268,0,32,Default/Cast-op10,Cast-op10,Cast,Default,"{""input_0"": {""format"": ""DefaultFormat"", ""data_type"": ""NUMBER_TYPE_FLOAT32"", ""shape"": ""32,1,32,32""}, ""output_0"": {""format"": ""DefaultFormat"", ""data_type"": ""NUMBER_TYPE_FLOAT16"", ""shape"": ""32,1,32,32""}}"
30271,0,9,Default/network-WithLossCell/_backbone-LeNet5/conv1-Conv2d/Cast-op12,Cast-op12,Cast,Default,"{""input_0"": {""format"": ""FracZ"", ""data_type"": ""NUMBER_TYPE_FLOAT32"", ""shape"": ""25,1,16,16""}, ""output_0"": {""format"": ""FracZ"", ""data_type"": ""NUMBER_TYPE_FLOAT16"", ""shape"": ""25,1,16,16""}}"
30320,0,32,Gradients/Default/network-WithLossCell/_backbone-LeNet5/conv1-Conv2d/gradConv2D/Cast-op53,Cast-op53,Cast,Gradients,"{""input_0"": {""format"": ""NC1HWC0"", ""data_type"": ""NUMBER_TYPE_FLOAT32"", ""shape"": ""32,1,28,28,16""}, ""output_0"": {""format"": ""NC1HWC0"", ""data_type"": ""NUMBER_TYPE_FLOAT16"", ""shape"": ""32,1,28,28,16""}}"
30269,0,32,Default/TransData-op11,TransData-op11,TransData,Default,"{""input_0"": {""format"": ""DefaultFormat"", ""data_type"": ""NUMBER_TYPE_FLOAT16"", ""shape"": ""32,1,32,32""}, ""output_0"": {""format"": ""NC1HWC0"", ""data_type"": ""NUMBER_TYPE_FLOAT16"", ""shape"": ""32,1,32,32""}}"
30308,0,32,Gradients/Default/network-WithLossCell/_backbone-LeNet5/gradReshape/TransData-op44,TransData-op44,TransData,Gradients,"{""input_0"": {""format"": ""DefaultFormat"", ""data_type"": ""NUMBER_TYPE_FLOAT16"", ""shape"": ""32,16,5,5""}, ""output_0"": {""format"": ""NC1HWC0"", ""data_type"": ""NUMBER_TYPE_FLOAT16"", ""shape"": ""32,1,5,5,16""}}"
30272,0,32,Default/network-WithLossCell/_backbone-LeNet5/conv1-Conv2d/Conv2D-op13,Conv2D-op13,Conv2D,Default,"{""input_0"": {""format"": ""NC1HWC0"", ""data_type"": ""NUMBER_TYPE_FLOAT16"", ""shape"": ""32,1,32,32,16""}, ""input_1"": {""format"": ""FracZ"", ""data_type"": ""NUMBER_TYPE_FLOAT16"", ""shape"": ""25,1,16,16""}, ""output_0"": {""format"": ""NC1HWC0"", ""data_type"": ""NUMBER_TYPE_FLOAT16"", ""shape"": ""32,1,28,28,16""}}"
30286,0,1,Default/network-WithLossCell/_backbone-LeNet5/fc3-Dense/MatMul-op9,MatMul-op9,MatMul,Default,"{""input_0"": {""format"": ""DefaultFormat"", ""data_type"": ""NUMBER_TYPE_FLOAT32"", ""shape"": ""32,120""}, ""input_1"": {""format"": ""DefaultFormat"", ""data_type"": ""NUMBER_TYPE_FLOAT32"", ""shape"": ""84,120""}, ""input_2"": {""format"": ""DefaultFormat"", ""data_type"": ""NUMBER_TYPE_FLOAT32"", ""shape"": ""84""}, ""output_0"": {""format"": ""DefaultFormat"", ""data_type"": ""NUMBER_TYPE_FLOAT32"", ""shape"": ""32,84""}}"
tests/utils/resource/profiler/step_trace_raw_0_detail_time.csv 0 → 100644
浏览文件 @ 3ac9a48c
step_num,start_point,end_point,total,fp_point,bp_point,iteration_interval,fp_and_bp,tail,stream_10_parallel_0_start_point,stream_10_parallel_0_end_point,stream_10_parallel_0,stream_10_parallel_1_start_point,stream_10_parallel_1_end_point,stream_10_parallel_1,stream_10_parallel_2_start_point,stream_10_parallel_2_end_point,stream_10_parallel_2,stream_11_parallel_0_start_point,stream_11_parallel_0_end_point,stream_11_parallel_0
1,45020526465,45041052609,20526144,45020538467,45032339821,12002,11801354,8712788,45020548731,45020574730,25999,45021556176,45021851790,295614,45032850758,45033055282,204524,45020553834,45020586153,32319
2,45041052609,45061577413,20524804,45041066169,45052867211,13560,11801042,8710202,45041077109,45041096998,19889,45042082149,45042383040,300891,45053384374,45053578836,194462,45041083492,45041111560,28068
3,45061577413,45082110285,20532872,45061590044,45073390989,12631,11800945,8719296,45061602230,45061625204,22974,45062605143,45062902171,297028,45073902745,45074101879,199134,45061603383,45061630503,27120
4,45082110285,45102643335,20533050,45082123831,45093925011,13546,11801180,8718324,45082137141,45082154700,17559,45083140904,45083440914,300010,45094442436,45094636568,194132,45082140632,45082172845,32213
5,45102643335,45123173197,20529862,45102656269,45114458162,12934,11801893,8715035,45102673781,45102695619,21838,45103675921,45103971688,295767,45114969344,45115173035,203691,45102675482,45102700807,25325
6,45123173197,45143698550,20525353,45123186047,45134986923,12850,11800876,8711627,45123206016,45123217888,11872,45124199293,45124505427,306134,45135499961,45135703946,203985,45123196109,45123230354,34245
7,45143698550,45164229070,20530520,45143712101,45155513651,13551,11801550,8715419,45143730950,45143750926,19976,45144731691,45145023183,291492,45156025144,45156224720,199576,45143728385,45143758571,30186
8,45164229070,45184754878,20525808,45164241588,45176043051,12518,11801463,8711827,45164257233,45164281239,24006,45165258707,45165559029,300322,45176561050,45176755753,194703,45164251768,45164285836,34068
9,45184754878,45205281328,20526450,45184767651,45196569566,12773,11801915,8711762,45184782578,45184799434,16856,45185780544,45186083913,303369,45197086694,45197282669,195975,45184787508,45184816578,29070
10,45205281328,45225808076,20526748,45205295181,45217096699,13853,11801518,8711377,45205312140,45205328049,15909,45206305285,45206614349,309064,45217611452,45217807480,196028,45205312068,45205339808,27740
11,45225808076,45246336247,20528171,45225820613,45237622360,12537,11801747,8713887,45225830974,45225860234,29260,45226834268,45227135750,301482,45238137612,45238341621,204009,45225833955,45225870064,36109
12,45246336247,45266862873,20526626,45246348376,45258149958,12129,11801582,8712915,45246362139,45246380039,17900,45247364231,45247660677,296446,45258666251,45258864967,198716,45246361528,45246394861,33333
13,45266862873,45287394213,20531340,45266875977,45278677761,13104,11801784,8716452,45266894199,45266909080,14881,45267890915,45268191344,300429,45279191183,45279391317,200134,45266888701,45266917000,28299
14,45287394213,45307923664,20529451,45287407755,45299209636,13542,11801881,8714028,45287427610,45287441066,13456,45288421386,45288719901,298515,45299722571,45299927585,205014,45287425310,45287449279,23969
15,45307923664,45328450904,20527240,45307935831,45319737272,12167,11801441,8713632,45307950324,45307974692,24368,45308952601,45309249485,296884,45320250207,45320450146,199939,45307946748,45307977430,30682
16,45328450904,45348980394,20529490,45328463014,45340264339,12110,11801325,8716055,45328476038,45328500997,24959,45329481974,45329782090,300116,45340777279,45340982640,205361,45328474691,45328507939,33248
17,45348980394,45369507222,20526828,45348994014,45360794759,13620,11800745,8712463,45349011746,45349029629,17883,45350010381,45350305839,295458,45361314636,45361505942,191306,45349006330,45349041259,34929
18,45369507222,45390033964,20526742,45369520766,45381322000,13544,11801234,8711964,45369533695,45369553091,19396,45370539131,45370831270,292139,45381839638,45382037802,198164,45369537705,45369568029,30324
19,45390033964,45410562185,20528221,45390046293,45401847702,12329,11801409,8714483,45390059837,45390080765,20928,45391059730,45391357314,297584,45402361677,45402562220,200543,45390060524,45390092731,32207
-,45215545457,45236073767,20528310,45215558418,45227359836,12961,11801418,8713930,45215573652,45215593314,19662,45216574125,45216873188,299063,45227874681,45228073840,199160,45215573018,45215603636,30619
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