Fix bug: patch to make hoc available

mindinsight/datavisual/data_transform/summary_watcher.py

@@ -14,6 +14,7 @@
 # ============================================================================
 """Summary watcher module."""
 
+import json
 import os
 import re
 import datetime
@@ -214,11 +215,18 @@ class SummaryWatcher:
 
             if relative_path not in summary_dict:
                 summary_dict[relative_path] = _new_entry(ctime, mtime)
+
+                job_dict = _get_explain_job_info(summary_base_dir, relative_path, timestamp)
+                summary_dict[relative_path].update(job_dict)
+
             if summary_dict[relative_path]['create_time'] < ctime:
                 summary_dict[relative_path].update({
                     'create_time': ctime,
                     'update_time': mtime,
                 })
+                job_dict = _get_explain_job_info(summary_base_dir, relative_path, timestamp)
+                summary_dict[relative_path].update(job_dict)
+
             if not summary_pattern:
                 summary_dict[relative_path]['graph_files'] += 1
             elif entry.name.endswith(LINEAGE_SUMMARY_SUFFIX):
@@ -476,3 +484,17 @@ def _new_entry(ctime, mtime, profiler=None):
         'graph_files': 0,
         'profiler': profiler
     }
+
+
+def _get_explain_job_info(summary_base_dir, relative_path, timestamp):
+    """Get explain job info."""
+    json_path = os.path.join(summary_base_dir, relative_path.lstrip("./"), f"_explain_{timestamp}",
+                             "manifest.json")
+    if os.path.exists(json_path):
+        with open(json_path, "r") as f:
+            job_dict = json.load(f)
+        return job_dict
+
+    # Set default value to make it compatible with previous version
+    job_dict = {"saliency_map": True, "hierarchical_occlusion": False}
+    return job_dict

mindinsight/datavisual/proto_files/mindinsight_summary_pb2.py

@@ -2,6 +2,8 @@
 # Generated by the protocol buffer compiler.  DO NOT EDIT!
 # source: mindinsight_summary.proto
 
+import sys
+_b=sys.version_info[0]<3 and (lambda x:x) or (lambda x:x.encode('latin1'))
 from google.protobuf import descriptor as _descriptor
 from google.protobuf import message as _message
 from google.protobuf import reflection as _reflection
@@ -18,8 +20,8 @@ DESCRIPTOR = _descriptor.FileDescriptor(
   name='mindinsight_summary.proto',
   package='mindinsight',
   syntax='proto2',
-  serialized_options=b'\370\001\001',
-  serialized_pb=b'\n\x19mindinsight_summary.proto\x12\x0bmindinsight\x1a\x18mindinsight_anf_ir.proto\"\xc3\x01\n\x05\x45vent\x12\x11\n\twall_time\x18\x01 \x02(\x01\x12\x0c\n\x04step\x18\x02 \x01(\x03\x12\x11\n\x07version\x18\x03 \x01(\tH\x00\x12,\n\tgraph_def\x18\x04 \x01(\x0b\x32\x17.mindinsight.GraphProtoH\x00\x12\'\n\x07summary\x18\x05 \x01(\x0b\x32\x14.mindinsight.SummaryH\x00\x12\'\n\x07\x65xplain\x18\x06 \x01(\x0b\x32\x14.mindinsight.ExplainH\x00\x42\x06\n\x04what\"\xc0\x04\n\x07Summary\x12)\n\x05value\x18\x01 \x03(\x0b\x32\x1a.mindinsight.Summary.Value\x1aQ\n\x05Image\x12\x0e\n\x06height\x18\x01 \x02(\x05\x12\r\n\x05width\x18\x02 \x02(\x05\x12\x12\n\ncolorspace\x18\x03 \x02(\x05\x12\x15\n\rencoded_image\x18\x04 \x02(\x0c\x1a\xf0\x01\n\tHistogram\x12\x36\n\x07\x62uckets\x18\x01 \x03(\x0b\x32%.mindinsight.Summary.Histogram.bucket\x12\x11\n\tnan_count\x18\x02 \x01(\x03\x12\x15\n\rpos_inf_count\x18\x03 \x01(\x03\x12\x15\n\rneg_inf_count\x18\x04 \x01(\x03\x12\x0b\n\x03max\x18\x05 \x01(\x01\x12\x0b\n\x03min\x18\x06 \x01(\x01\x12\x0b\n\x03sum\x18\x07 \x01(\x01\x12\r\n\x05\x63ount\x18\x08 \x01(\x03\x1a\x34\n\x06\x62ucket\x12\x0c\n\x04left\x18\x01 \x02(\x01\x12\r\n\x05width\x18\x02 \x02(\x01\x12\r\n\x05\x63ount\x18\x03 \x02(\x03\x1a\xc3\x01\n\x05Value\x12\x0b\n\x03tag\x18\x01 \x02(\t\x12\x16\n\x0cscalar_value\x18\x03 \x01(\x02H\x00\x12+\n\x05image\x18\x04 \x01(\x0b\x32\x1a.mindinsight.Summary.ImageH\x00\x12*\n\x06tensor\x18\x08 \x01(\x0b\x32\x18.mindinsight.TensorProtoH\x00\x12\x33\n\thistogram\x18\t \x01(\x0b\x32\x1e.mindinsight.Summary.HistogramH\x00\x42\x07\n\x05value\"\xcb\x06\n\x07\x45xplain\x12\x11\n\tsample_id\x18\x01 \x01(\x05\x12\x12\n\nimage_path\x18\x02 \x01(\t\x12\x1a\n\x12ground_truth_label\x18\x03 \x03(\x05\x12\x31\n\tinference\x18\x04 \x01(\x0b\x32\x1e.mindinsight.Explain.Inference\x12\x35\n\x0b\x65xplanation\x18\x05 \x03(\x0b\x32 .mindinsight.Explain.Explanation\x12\x31\n\tbenchmark\x18\x06 \x03(\x0b\x32\x1e.mindinsight.Explain.Benchmark\x12/\n\x08metadata\x18\x07 \x01(\x0b\x32\x1d.mindinsight.Explain.Metadata\x12\x0e\n\x06status\x18\x08 \x01(\t\x1a\x9c\x02\n\tInference\x12\x19\n\x11ground_truth_prob\x18\x01 \x03(\x02\x12\x17\n\x0fpredicted_label\x18\x02 \x03(\x05\x12\x16\n\x0epredicted_prob\x18\x03 \x03(\x02\x12\x1c\n\x14ground_truth_prob_sd\x18\x04 \x03(\x02\x12#\n\x1bground_truth_prob_itl95_low\x18\x05 \x03(\x02\x12\"\n\x1aground_truth_prob_itl95_hi\x18\x06 \x03(\x02\x12\x19\n\x11predicted_prob_sd\x18\x07 \x03(\x02\x12 \n\x18predicted_prob_itl95_low\x18\x08 \x03(\x02\x12\x1f\n\x17predicted_prob_itl95_hi\x18\t \x03(\x02\x1aJ\n\x0b\x45xplanation\x12\x16\n\x0e\x65xplain_method\x18\x01 \x01(\t\x12\r\n\x05label\x18\x02 \x01(\x05\x12\x14\n\x0cheatmap_path\x18\x03 \x01(\t\x1ag\n\tBenchmark\x12\x18\n\x10\x62\x65nchmark_method\x18\x01 \x01(\t\x12\x16\n\x0e\x65xplain_method\x18\x02 \x01(\t\x12\x13\n\x0btotal_score\x18\x03 \x01(\x02\x12\x13\n\x0blabel_score\x18\x04 \x03(\x02\x1aK\n\x08Metadata\x12\r\n\x05label\x18\x01 \x03(\t\x12\x16\n\x0e\x65xplain_method\x18\x02 \x03(\t\x12\x18\n\x10\x62\x65nchmark_method\x18\x03 \x03(\tB\x03\xf8\x01\x01'
+  serialized_options=_b('\370\001\001'),
+  serialized_pb=_b('\n\x19mindinsight_summary.proto\x12\x0bmindinsight\x1a\x18mindinsight_anf_ir.proto\"\xc3\x01\n\x05\x45vent\x12\x11\n\twall_time\x18\x01 \x02(\x01\x12\x0c\n\x04step\x18\x02 \x01(\x03\x12\x11\n\x07version\x18\x03 \x01(\tH\x00\x12,\n\tgraph_def\x18\x04 \x01(\x0b\x32\x17.mindinsight.GraphProtoH\x00\x12\'\n\x07summary\x18\x05 \x01(\x0b\x32\x14.mindinsight.SummaryH\x00\x12\'\n\x07\x65xplain\x18\x06 \x01(\x0b\x32\x14.mindinsight.ExplainH\x00\x42\x06\n\x04what\"\xc0\x04\n\x07Summary\x12)\n\x05value\x18\x01 \x03(\x0b\x32\x1a.mindinsight.Summary.Value\x1aQ\n\x05Image\x12\x0e\n\x06height\x18\x01 \x02(\x05\x12\r\n\x05width\x18\x02 \x02(\x05\x12\x12\n\ncolorspace\x18\x03 \x02(\x05\x12\x15\n\rencoded_image\x18\x04 \x02(\x0c\x1a\xf0\x01\n\tHistogram\x12\x36\n\x07\x62uckets\x18\x01 \x03(\x0b\x32%.mindinsight.Summary.Histogram.bucket\x12\x11\n\tnan_count\x18\x02 \x01(\x03\x12\x15\n\rpos_inf_count\x18\x03 \x01(\x03\x12\x15\n\rneg_inf_count\x18\x04 \x01(\x03\x12\x0b\n\x03max\x18\x05 \x01(\x01\x12\x0b\n\x03min\x18\x06 \x01(\x01\x12\x0b\n\x03sum\x18\x07 \x01(\x01\x12\r\n\x05\x63ount\x18\x08 \x01(\x03\x1a\x34\n\x06\x62ucket\x12\x0c\n\x04left\x18\x01 \x02(\x01\x12\r\n\x05width\x18\x02 \x02(\x01\x12\r\n\x05\x63ount\x18\x03 \x02(\x03\x1a\xc3\x01\n\x05Value\x12\x0b\n\x03tag\x18\x01 \x02(\t\x12\x16\n\x0cscalar_value\x18\x03 \x01(\x02H\x00\x12+\n\x05image\x18\x04 \x01(\x0b\x32\x1a.mindinsight.Summary.ImageH\x00\x12*\n\x06tensor\x18\x08 \x01(\x0b\x32\x18.mindinsight.TensorProtoH\x00\x12\x33\n\thistogram\x18\t \x01(\x0b\x32\x1e.mindinsight.Summary.HistogramH\x00\x42\x07\n\x05value\"\xeb\x07\n\x07\x45xplain\x12\x11\n\tsample_id\x18\x01 \x01(\x05\x12\x12\n\nimage_path\x18\x02 \x01(\t\x12\x1a\n\x12ground_truth_label\x18\x03 \x03(\x05\x12\x31\n\tinference\x18\x04 \x01(\x0b\x32\x1e.mindinsight.Explain.Inference\x12\x35\n\x0b\x65xplanation\x18\x05 \x03(\x0b\x32 .mindinsight.Explain.Explanation\x12\x31\n\tbenchmark\x18\x06 \x03(\x0b\x32\x1e.mindinsight.Explain.Benchmark\x12/\n\x08metadata\x18\x07 \x01(\x0b\x32\x1d.mindinsight.Explain.Metadata\x12\x0e\n\x06status\x18\x08 \x01(\t\x12%\n\x03hoc\x18\t \x03(\x0b\x32\x18.mindinsight.Explain.Hoc\x1a\x9c\x02\n\tInference\x12\x19\n\x11ground_truth_prob\x18\x01 \x03(\x02\x12\x17\n\x0fpredicted_label\x18\x02 \x03(\x05\x12\x16\n\x0epredicted_prob\x18\x03 \x03(\x02\x12\x1c\n\x14ground_truth_prob_sd\x18\x04 \x03(\x02\x12#\n\x1bground_truth_prob_itl95_low\x18\x05 \x03(\x02\x12\"\n\x1aground_truth_prob_itl95_hi\x18\x06 \x03(\x02\x12\x19\n\x11predicted_prob_sd\x18\x07 \x03(\x02\x12 \n\x18predicted_prob_itl95_low\x18\x08 \x03(\x02\x12\x1f\n\x17predicted_prob_itl95_hi\x18\t \x03(\x02\x1aJ\n\x0b\x45xplanation\x12\x16\n\x0e\x65xplain_method\x18\x01 \x01(\t\x12\r\n\x05label\x18\x02 \x01(\x05\x12\x14\n\x0cheatmap_path\x18\x03 \x01(\t\x1ag\n\tBenchmark\x12\x18\n\x10\x62\x65nchmark_method\x18\x01 \x01(\t\x12\x16\n\x0e\x65xplain_method\x18\x02 \x01(\t\x12\x13\n\x0btotal_score\x18\x03 \x01(\x02\x12\x13\n\x0blabel_score\x18\x04 \x03(\x02\x1aK\n\x08Metadata\x12\r\n\x05label\x18\x01 \x03(\t\x12\x16\n\x0e\x65xplain_method\x18\x02 \x03(\t\x12\x18\n\x10\x62\x65nchmark_method\x18\x03 \x03(\t\x1a%\n\x08HocLayer\x12\x0c\n\x04prob\x18\x01 \x01(\x02\x12\x0b\n\x03\x62ox\x18\x02 \x03(\x05\x1aP\n\x03Hoc\x12\r\n\x05label\x18\x01 \x01(\x05\x12\x0c\n\x04mask\x18\x02 \x01(\t\x12,\n\x05layer\x18\x03 \x03(\x0b\x32\x1d.mindinsight.Explain.HocLayerB\x03\xf8\x01\x01')
   ,
   dependencies=[mindinsight__anf__ir__pb2.DESCRIPTOR,])
 
@@ -50,7 +52,7 @@ _EVENT = _descriptor.Descriptor(
     _descriptor.FieldDescriptor(
       name='version', full_name='mindinsight.Event.version', index=2,
       number=3, type=9, cpp_type=9, label=1,
-      has_default_value=False, default_value=b"".decode('utf-8'),
+      has_default_value=False, default_value=_b("").decode('utf-8'),
       message_type=None, enum_type=None, containing_type=None,
       is_extension=False, extension_scope=None,
       serialized_options=None, file=DESCRIPTOR),
@@ -126,7 +128,7 @@ _SUMMARY_IMAGE = _descriptor.Descriptor(
     _descriptor.FieldDescriptor(
       name='encoded_image', full_name='mindinsight.Summary.Image.encoded_image', index=3,
       number=4, type=12, cpp_type=9, label=2,
-      has_default_value=False, default_value=b"",
+      has_default_value=False, default_value=_b(""),
       message_type=None, enum_type=None, containing_type=None,
       is_extension=False, extension_scope=None,
       serialized_options=None, file=DESCRIPTOR),
@@ -279,7 +281,7 @@ _SUMMARY_VALUE = _descriptor.Descriptor(
     _descriptor.FieldDescriptor(
       name='tag', full_name='mindinsight.Summary.Value.tag', index=0,
       number=1, type=9, cpp_type=9, label=2,
-      has_default_value=False, default_value=b"".decode('utf-8'),
+      has_default_value=False, default_value=_b("").decode('utf-8'),
       message_type=None, enum_type=None, containing_type=None,
       is_extension=False, extension_scope=None,
       serialized_options=None, file=DESCRIPTOR),
@@ -443,8 +445,8 @@ _EXPLAIN_INFERENCE = _descriptor.Descriptor(
   extension_ranges=[],
   oneofs=[
   ],
-  serialized_start=1147,
-  serialized_end=1431,
+  serialized_start=1186,
+  serialized_end=1470,
 )
 
 _EXPLAIN_EXPLANATION = _descriptor.Descriptor(
@@ -457,7 +459,7 @@ _EXPLAIN_EXPLANATION = _descriptor.Descriptor(
     _descriptor.FieldDescriptor(
       name='explain_method', full_name='mindinsight.Explain.Explanation.explain_method', index=0,
       number=1, type=9, cpp_type=9, label=1,
-      has_default_value=False, default_value=b"".decode('utf-8'),
+      has_default_value=False, default_value=_b("").decode('utf-8'),
       message_type=None, enum_type=None, containing_type=None,
       is_extension=False, extension_scope=None,
       serialized_options=None, file=DESCRIPTOR),
@@ -471,7 +473,7 @@ _EXPLAIN_EXPLANATION = _descriptor.Descriptor(
     _descriptor.FieldDescriptor(
       name='heatmap_path', full_name='mindinsight.Explain.Explanation.heatmap_path', index=2,
       number=3, type=9, cpp_type=9, label=1,
-      has_default_value=False, default_value=b"".decode('utf-8'),
+      has_default_value=False, default_value=_b("").decode('utf-8'),
       message_type=None, enum_type=None, containing_type=None,
       is_extension=False, extension_scope=None,
       serialized_options=None, file=DESCRIPTOR),
@@ -487,8 +489,8 @@ _EXPLAIN_EXPLANATION = _descriptor.Descriptor(
   extension_ranges=[],
   oneofs=[
   ],
-  serialized_start=1433,
-  serialized_end=1507,
+  serialized_start=1472,
+  serialized_end=1546,
 )
 
 _EXPLAIN_BENCHMARK = _descriptor.Descriptor(
@@ -501,14 +503,14 @@ _EXPLAIN_BENCHMARK = _descriptor.Descriptor(
     _descriptor.FieldDescriptor(
       name='benchmark_method', full_name='mindinsight.Explain.Benchmark.benchmark_method', index=0,
       number=1, type=9, cpp_type=9, label=1,
-      has_default_value=False, default_value=b"".decode('utf-8'),
+      has_default_value=False, default_value=_b("").decode('utf-8'),
       message_type=None, enum_type=None, containing_type=None,
       is_extension=False, extension_scope=None,
       serialized_options=None, file=DESCRIPTOR),
     _descriptor.FieldDescriptor(
       name='explain_method', full_name='mindinsight.Explain.Benchmark.explain_method', index=1,
       number=2, type=9, cpp_type=9, label=1,
-      has_default_value=False, default_value=b"".decode('utf-8'),
+      has_default_value=False, default_value=_b("").decode('utf-8'),
       message_type=None, enum_type=None, containing_type=None,
       is_extension=False, extension_scope=None,
       serialized_options=None, file=DESCRIPTOR),
@@ -538,8 +540,8 @@ _EXPLAIN_BENCHMARK = _descriptor.Descriptor(
   extension_ranges=[],
   oneofs=[
   ],
-  serialized_start=1509,
-  serialized_end=1612,
+  serialized_start=1548,
+  serialized_end=1651,
 )
 
 _EXPLAIN_METADATA = _descriptor.Descriptor(
@@ -582,8 +584,89 @@ _EXPLAIN_METADATA = _descriptor.Descriptor(
   extension_ranges=[],
   oneofs=[
   ],
-  serialized_start=1614,
-  serialized_end=1689,
+  serialized_start=1653,
+  serialized_end=1728,
+)
+
+_EXPLAIN_HOCLAYER = _descriptor.Descriptor(
+  name='HocLayer',
+  full_name='mindinsight.Explain.HocLayer',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='prob', full_name='mindinsight.Explain.HocLayer.prob', index=0,
+      number=1, type=2, cpp_type=6, label=1,
+      has_default_value=False, default_value=float(0),
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      serialized_options=None, file=DESCRIPTOR),
+    _descriptor.FieldDescriptor(
+      name='box', full_name='mindinsight.Explain.HocLayer.box', index=1,
+      number=2, type=5, cpp_type=1, label=3,
+      has_default_value=False, default_value=[],
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      serialized_options=None, file=DESCRIPTOR),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  serialized_options=None,
+  is_extendable=False,
+  syntax='proto2',
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=1730,
+  serialized_end=1767,
+)
+
+_EXPLAIN_HOC = _descriptor.Descriptor(
+  name='Hoc',
+  full_name='mindinsight.Explain.Hoc',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='label', full_name='mindinsight.Explain.Hoc.label', index=0,
+      number=1, type=5, cpp_type=1, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      serialized_options=None, file=DESCRIPTOR),
+    _descriptor.FieldDescriptor(
+      name='mask', full_name='mindinsight.Explain.Hoc.mask', index=1,
+      number=2, type=9, cpp_type=9, label=1,
+      has_default_value=False, default_value=_b("").decode('utf-8'),
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      serialized_options=None, file=DESCRIPTOR),
+    _descriptor.FieldDescriptor(
+      name='layer', full_name='mindinsight.Explain.Hoc.layer', index=2,
+      number=3, type=11, cpp_type=10, label=3,
+      has_default_value=False, default_value=[],
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      serialized_options=None, file=DESCRIPTOR),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  serialized_options=None,
+  is_extendable=False,
+  syntax='proto2',
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=1769,
+  serialized_end=1849,
 )
 
 _EXPLAIN = _descriptor.Descriptor(
@@ -603,7 +686,7 @@ _EXPLAIN = _descriptor.Descriptor(
     _descriptor.FieldDescriptor(
       name='image_path', full_name='mindinsight.Explain.image_path', index=1,
       number=2, type=9, cpp_type=9, label=1,
-      has_default_value=False, default_value=b"".decode('utf-8'),
+      has_default_value=False, default_value=_b("").decode('utf-8'),
       message_type=None, enum_type=None, containing_type=None,
       is_extension=False, extension_scope=None,
       serialized_options=None, file=DESCRIPTOR),
@@ -645,14 +728,21 @@ _EXPLAIN = _descriptor.Descriptor(
     _descriptor.FieldDescriptor(
       name='status', full_name='mindinsight.Explain.status', index=7,
       number=8, type=9, cpp_type=9, label=1,
-      has_default_value=False, default_value=b"".decode('utf-8'),
+      has_default_value=False, default_value=_b("").decode('utf-8'),
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      serialized_options=None, file=DESCRIPTOR),
+    _descriptor.FieldDescriptor(
+      name='hoc', full_name='mindinsight.Explain.hoc', index=8,
+      number=9, type=11, cpp_type=10, label=3,
+      has_default_value=False, default_value=[],
       message_type=None, enum_type=None, containing_type=None,
       is_extension=False, extension_scope=None,
       serialized_options=None, file=DESCRIPTOR),
   ],
   extensions=[
   ],
-  nested_types=[_EXPLAIN_INFERENCE, _EXPLAIN_EXPLANATION, _EXPLAIN_BENCHMARK, _EXPLAIN_METADATA, ],
+  nested_types=[_EXPLAIN_INFERENCE, _EXPLAIN_EXPLANATION, _EXPLAIN_BENCHMARK, _EXPLAIN_METADATA, _EXPLAIN_HOCLAYER, _EXPLAIN_HOC, ],
   enum_types=[
   ],
   serialized_options=None,
@@ -662,7 +752,7 @@ _EXPLAIN = _descriptor.Descriptor(
   oneofs=[
   ],
   serialized_start=846,
-  serialized_end=1689,
+  serialized_end=1849,
 )
 
 _EVENT.fields_by_name['graph_def'].message_type = mindinsight__anf__ir__pb2._GRAPHPROTO
@@ -705,10 +795,14 @@ _EXPLAIN_INFERENCE.containing_type = _EXPLAIN
 _EXPLAIN_EXPLANATION.containing_type = _EXPLAIN
 _EXPLAIN_BENCHMARK.containing_type = _EXPLAIN
 _EXPLAIN_METADATA.containing_type = _EXPLAIN
+_EXPLAIN_HOCLAYER.containing_type = _EXPLAIN
+_EXPLAIN_HOC.fields_by_name['layer'].message_type = _EXPLAIN_HOCLAYER
+_EXPLAIN_HOC.containing_type = _EXPLAIN
 _EXPLAIN.fields_by_name['inference'].message_type = _EXPLAIN_INFERENCE
 _EXPLAIN.fields_by_name['explanation'].message_type = _EXPLAIN_EXPLANATION
 _EXPLAIN.fields_by_name['benchmark'].message_type = _EXPLAIN_BENCHMARK
 _EXPLAIN.fields_by_name['metadata'].message_type = _EXPLAIN_METADATA
+_EXPLAIN.fields_by_name['hoc'].message_type = _EXPLAIN_HOC
 DESCRIPTOR.message_types_by_name['Event'] = _EVENT
 DESCRIPTOR.message_types_by_name['Summary'] = _SUMMARY
 DESCRIPTOR.message_types_by_name['Explain'] = _EXPLAIN
@@ -789,6 +883,20 @@ Explain = _reflection.GeneratedProtocolMessageType('Explain', (_message.Message,
     # @@protoc_insertion_point(class_scope:mindinsight.Explain.Metadata)
     })
   ,
+
+  'HocLayer' : _reflection.GeneratedProtocolMessageType('HocLayer', (_message.Message,), {
+    'DESCRIPTOR' : _EXPLAIN_HOCLAYER,
+    '__module__' : 'mindinsight_summary_pb2'
+    # @@protoc_insertion_point(class_scope:mindinsight.Explain.HocLayer)
+    })
+  ,
+
+  'Hoc' : _reflection.GeneratedProtocolMessageType('Hoc', (_message.Message,), {
+    'DESCRIPTOR' : _EXPLAIN_HOC,
+    '__module__' : 'mindinsight_summary_pb2'
+    # @@protoc_insertion_point(class_scope:mindinsight.Explain.Hoc)
+    })
+  ,
   'DESCRIPTOR' : _EXPLAIN,
   '__module__' : 'mindinsight_summary_pb2'
   # @@protoc_insertion_point(class_scope:mindinsight.Explain)
@@ -798,6 +906,8 @@ _sym_db.RegisterMessage(Explain.Inference)
 _sym_db.RegisterMessage(Explain.Explanation)
 _sym_db.RegisterMessage(Explain.Benchmark)
 _sym_db.RegisterMessage(Explain.Metadata)
+_sym_db.RegisterMessage(Explain.HocLayer)
+_sym_db.RegisterMessage(Explain.Hoc)
 
 
 DESCRIPTOR._options = None