update ut, st and validation.

mindinsight/backend/profiler/profile_api.py

@@ -121,7 +121,7 @@ def get_training_trace_graph():
         >>> GET http://xxxx/v1/mindinsight/profile/training-trace/graph
     """
     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 = to_int(graph_type, 'graph_type')
     device_id = request.args.get("device_id", default='0')
@@ -150,7 +150,7 @@ def get_target_time_info():
         >>> GET http://xxxx/v1/mindinsight/profile/training-trace/target-time-info
     """
     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")
     validate_ui_proc(proc_name)
     device_id = request.args.get("device_id", default='0')

mindinsight/profiler/analyser/step_trace_analyser.py

@@ -226,7 +226,9 @@ class StepTraceAnalyser(BaseAnalyser):
             time_type (str): The value type. `systime` keeps the original value.
                 `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:
             rows_info = self._data[:-1]
         else:
@@ -241,7 +243,7 @@ class StepTraceAnalyser(BaseAnalyser):
         mode = filter_condition.get('mode', 'step')
         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)
 
         proc_name = filter_condition.get('proc_name')
@@ -252,7 +254,7 @@ class StepTraceAnalyser(BaseAnalyser):
 
     def _validate_step_id(self, 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
         log.error("Invalid step_id in request. step_id should be in [0, %d].", self._size)
         raise StepNumNotSupportedException([0, self._size])

mindinsight/profiler/common/util.py

@@ -135,6 +135,6 @@ def get_field_value(row_info, field_name, header, time_type='realtime'):
     value = row_info[field_index]
     value = to_int(value, field_name)
     if time_type == 'realtime':
-        value = value / per_ms_syscnt
+        value = round(value / per_ms_syscnt, 4)
 
     return value

mindinsight/profiler/common/validator/validate_path.py

@@ -125,28 +125,28 @@ def validate_and_normalize_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.
 
     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:
         str, normalized path of profiler directory.
     """
-    if not path:
+    if not summary_dir:
         raise ProfilerParamValueErrorException('The file dir does not exist.')
     try:
-        unquote_path = unquote(path, errors='strict')
+        unquote_path = unquote(summary_dir, errors='strict')
     except UnicodeDecodeError:
         raise ProfilerParamValueErrorException('Unquote error with strict mode')
-
-    profiler_dir = os.path.join(unquote_path, 'profiler')
+    profiler_dir = os.path.join(summary_base_dir, unquote_path, 'profiler')
     try:
         profiler_dir = validate_and_normalize_path(profiler_dir, 'profiler')
     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.')
 
     return profiler_dir

mindinsight/profiler/parser/hwts_log_parser.py

@@ -43,8 +43,8 @@ class HWTSLogParser:
 
         file_name = get_file_join_name(self._input_path, self._source_file_target)
         if not file_name:
-            msg = ("Fail to find hwts log file, under directory %s" \
-                   %self._input_path)
+            msg = ("Fail to find hwts log file, under directory %s"
+                   % self._input_path)
             raise RuntimeError(msg)
 
         return file_name

mindinsight/profiler/parser/step_trace_parser.py

@@ -55,7 +55,7 @@ class StepTraceParser:
     def output_file(self):
         """The property of step trace header."""
         file_name = self._output_path.rsplit('/', 2)
-        return file_name
+        return file_name[-1] if len(file_name) == 3 else ''
 
     def show(self):
         """The property of step trace info."""
@@ -65,7 +65,7 @@ class StepTraceParser:
             summary_info['total_steps'] = len(self._result) - 1
         print('\nStep trace summary info (unit: syscnt):')
         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):
         """Parse step trace files and save the result."""
@@ -76,7 +76,8 @@ class StepTraceParser:
         except MindInsightException as err:
             log.error("Failed to parse and save step trace files.")
             log.exception(err)
-        log.info("Finish to save intermediate result for step trace file.")
+        else:
+            log.info("Finish to save intermediate result for step trace file.")
 
     def _get_step_trace_file(self):
         """Get step trace file."""

tests/ut/profiler/__init__.py

@@ -12,3 +12,9 @@
 # See the License for the specific language governing permissions and
 # 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

@@ -20,6 +20,7 @@ from unittest import TestCase
 
 from mindinsight.profiler.analyser.analyser import AicoreDetailAnalyser
 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):
@@ -34,9 +35,8 @@ def get_detail_infos(indexes=None, sort_name=None, sort_type=True):
     Returns:
         list[list], the AICORE operator detail information.
     """
-    profiling_dir = os.path.join(os.path.dirname(__file__), 'resource')
-    framework_path = os.path.join(profiling_dir, 'framework_raw_0.csv')
-    detail_path = os.path.join(profiling_dir, 'aicore_intermediate_0_detail.csv')
+    framework_path = os.path.join(PROFILER_DIR, 'framework_raw_1.csv')
+    detail_path = os.path.join(PROFILER_DIR, 'aicore_intermediate_1_detail.csv')
 
     with open(framework_path, 'r') as fm_file, open(detail_path, 'r') as detail_file:
         fm_csv_reader = csv.reader(fm_file)
@@ -66,9 +66,8 @@ class TestAicoreDetailAnalyser(TestCase):
     """Test the class of `AicoreDetailAnalyser`."""
     def setUp(self) -> None:
         """Initialization before test case execution."""
-        profiling_dir = os.path.join(os.path.dirname(__file__), 'resource')
         self._analyser = AnalyserFactory.instance().get_analyser(
-            'aicore_detail', profiling_dir, '0'
+            'aicore_detail', PROFILER_DIR, '1'
         )
 
     def test_query_success_1(self):

tests/ut/profiler/analyser/test_analyser_aicore_type.py

@@ -19,6 +19,7 @@ from unittest import TestCase
 
 from mindinsight.profiler.analyser.analyser import AicoreTypeAnalyser
 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):
@@ -33,9 +34,8 @@ def get_type_infos(indexes=None, sort_name=None, sort_type=True):
     Returns:
         list[list], the AICORE operator type information.
     """
-    profiling_dir = os.path.join(os.path.dirname(__file__), 'resource')
     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:
@@ -64,9 +64,8 @@ class TestAicoreTypeAnalyser(TestCase):
     """Test the class of `AicoreTypeAnalyser`."""
     def setUp(self) -> None:
         """Initialization before test case execution."""
-        profiling_dir = os.path.join(os.path.dirname(__file__), 'resource')
         self._analyser = AnalyserFactory.instance().get_analyser(
-            'aicore_type', profiling_dir, '0'
+            'aicore_type', PROFILER_DIR, '1'
         )
 
     def test_query_success_1(self):

tests/ut/profiler/parser/test_framework_parser.py

@@ -26,6 +26,7 @@ from mindinsight.profiler.common.exceptions.exceptions import \
     ProfilerPathErrorException, ProfilerDirNotFoundException, \
     ProfilerFileNotFoundException
 from mindinsight.profiler.parser.framework_parser import FrameworkParser
+from tests.ut.profiler import PROFILER_DIR, RAW_DATA_BASE
 
 
 def get_framework_result(file_path):
@@ -50,7 +51,7 @@ class TestFrameworkParser:
     """Test the class of `FrameworkParser`."""
     def setup_method(self):
         """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
 
         self._output_path_1 = tempfile.mkdtemp(prefix='test_framework_parser_')
@@ -88,9 +89,8 @@ class TestFrameworkParser:
 
     def test_parse(self):
         """Test the parse function."""
-        expect_framework_file = os.path.join(
-            os.path.dirname(__file__), 'resource', 'framework_raw_0.csv'
-        )
+        expect_framework_file = os.path.join(PROFILER_DIR, 'framework_raw_0.csv')
+        expect_framework_file = os.path.realpath(expect_framework_file)
         expect_result = get_framework_result(expect_framework_file)
 
         self._parser_1.parse()

tests/utils/mindspore/context.py

@@ -19,3 +19,10 @@ def get_context(key):
     """Get key in context."""
     context = {"device_id": 1}
     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

@@ -0,0 +1,199 @@
+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"
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+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"
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+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"
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+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"
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+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"
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+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:""
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+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

@@ -0,0 +1,199 @@
+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
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+Default/AtomicAddrClean-op429 1 31864 21
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+Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_3-DenseLayer/gradRealDiv/RealDiv-op148 32 31866 21
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+Default/TransData-op247 32 31868 21
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+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
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+Gradients/Default/network-TrainStepWrap/network-VirtualDatasetCellTriple/_backbone-NetWithLossClass/network-WideDeepModel/dense_layer_3-DenseLayer/gradReLU/ReluGrad-op158 32 31873 21
+Default/AtomicAddrClean-op430 1 31874 21
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+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
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+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

@@ -0,0 +1,3 @@
+[Device0]
+clock_realtime: 1591183963784568740
+clock_monotonic_raw: 261003032627

tests/utils/resource/profiler/aicore_intermediate_1_detail.csv

@@ -0,0 +1,11 @@
+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

@@ -0,0 +1,6 @@
+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

@@ -0,0 +1,11 @@
+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""}}"
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+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

@@ -0,0 +1,21 @@
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