@tensorflow/tfjs-converter - npm Package Compare versions

Comparing version 0.0.3 to 0.1.0

.vscode/settings.json

@@ -26,3 +26,5 @@ // Place your settings in this file to overwrite default and user settings.
   "clang-format.executable": "${workspaceRoot}/node_modules/.bin/clang-format",
-  "python.formatting.provider": "yapf"
+  "python.formatting.provider": "autopep8",
+  "python.pythonPath": "python3",
+  "python.formatting.autopep8Args": ["--indent-size=2"]
 }

dist/executor/index.d.ts

 export * from './graph_executor';
-export * from './tf_model';
+export * from './frozen_model';

dist/executor/index.js

@@ -7,3 +7,3 @@ "use strict";
 __export(require("./graph_executor"));
-__export(require("./tf_model"));
+__export(require("./frozen_model"));
 //# sourceMappingURL=index.js.map

dist/index.d.ts

 export { NamedTensorMap } from './data/index';
-export { TFModel } from './executor/index';
+export { FrozenModel, loadFrozenModel } from './executor/index';
 export { version as version_converter } from './version';

dist/index.js

 "use strict";
 Object.defineProperty(exports, "__esModule", { value: true });
 var index_1 = require("./executor/index");
-exports.TFModel = index_1.TFModel;
+exports.FrozenModel = index_1.FrozenModel;
+exports.loadFrozenModel = index_1.loadFrozenModel;
 var version_1 = require("./version");
 exports.version_converter = version_1.version;
 //# sourceMappingURL=index.js.map

dist/operations/executors/graph_executor.js

@@ -17,2 +17,16 @@ "use strict";
             return [tfc.tensor1d(utils_1.getParamValue('x', node, tensorMap).shape, 'int32')];
+        case 'noop':
+            return [];
+        case 'print':
+            var input = utils_1.getParamValue('x', node, tensorMap);
+            var data = utils_1.getParamValue('data', node, tensorMap);
+            var message = utils_1.getParamValue('message', node, tensorMap);
+            var summarize = utils_1.getParamValue('summarize', node, tensorMap);
+            console.warn('The graph has a tf.print() operation,' +
+                'usually used for debugging, which slows down performance.');
+            console.log(message);
+            for (var i = 0; i < data.length; i++) {
+                console.log(Array.prototype.slice.call(data[0].dataSync()).slice(0, summarize));
+            }
+            return [input];
         default:
@@ -19,0 +33,0 @@ throw TypeError("Node type " + node.op + " is not implemented");

dist/operations/op_list/basic_math.json

@@ -103,3 +103,3 @@ [
       {
-        "tfInputIndex": "clip_value_min",
+        "tfParamName": "clip_value_min",
         "dlParamName": "clipValueMin",
@@ -109,3 +109,3 @@ "type": "number"
       {
-        "tfInputIndex": "clip_value_max",
+        "tfParamName": "clip_value_max",
         "dlParamName": "clipValueMax",
@@ -112,0 +112,0 @@ "type": "number"

dist/operations/op_list/creation.json

@@ -134,3 +134,3 @@ [
       {
-        "tfInputIndex": "0",
+        "tfInputIndex": 0,
         "dlParamName": "shape",
@@ -183,3 +183,3 @@ "type": "number[]"
       {
-        "tfInputIndex": "0",
+        "tfInputIndex": 0,
         "dlParamName": "start",
@@ -189,3 +189,3 @@ "type": "number"
       {
-        "tfInputIndex": "1",
+        "tfInputIndex": 1,
         "dlParamName": "stop",
@@ -195,3 +195,3 @@ "type": "number"
       {
-        "tfInputIndex": "2",
+        "tfInputIndex": 2,
         "dlParamName": "step",
@@ -214,3 +214,3 @@ "type": "number",
       {
-        "tfInputIndex": "0",
+        "tfInputIndex": 0,
         "dlParamName": "shape",
@@ -217,0 +217,0 @@ "type": "number[]"

dist/operations/op_list/graph.json

@@ -47,4 +47,44 @@ [
     ]
+  },
+  {
+    "tfOpName": "Print",
+    "dlOpName": "print",
+    "category": "graph",
+    "params": [
+      {
+        "tfInputIndex": 0,
+        "dlParamName": "x",
+        "type": "tensor"
+      },
+      {
+        "tfInputIndex": 1,
+        "tfInputParamLength": 1,
+        "dlParamName": "data",
+        "type": "tensors"
+      },
+      {
+        "tfParamName": "message",
+        "dlParamName": "message",
+        "type": "string"
+      },
+      {
+        "tfParamName": "first_n",
+        "dlParamName": "firstN",
+        "type": "number",
+        "notSupprted": true
+      },
+      {
+        "tfParamName": "summarize",
+        "dlParamName": "summarize",
+        "type": "number",
+        "defaultValue": 3
+      }
+    ]
+  },
+  {
+    "tfOpName": "NoOp",
+    "dlOpName": "noop",
+    "category": "graph",
+    "params": []
   }
-
 ]

dist/version.d.ts

@@ -1,2 +0,2 @@
-declare const version = "0.0.3";
+declare const version = "0.1.0";
 export { version };

dist/version.js

 "use strict";
 Object.defineProperty(exports, "__esModule", { value: true });
-var version = '0.0.3';
+var version = '0.1.0';
 exports.version = version;
 //# sourceMappingURL=version.js.map

package.json

 {
   "name": "@tensorflow/tfjs-converter",
-  "version": "0.0.3",
+  "version": "0.1.0",
   "description": "Tensorflow model converter for javascript",
@@ -21,2 +21,3 @@ "main": "dist/index.js",
     "@types/seedrandom": "~2.4.27",
+    "ajv": "~6.3.0",
     "browserify": "~16.1.0",
@@ -27,3 +28,2 @@ "browserify-shim": "~3.8.14",
     "cross-spawn": "~6.0.4",
-    "deeplearn-src": "git+https://github.com/PAIR-code/deeplearnjs.git#c24c1e6959faffac5b676bb5cee64f9745577bb0",
     "handlebars": "~4.0.11",
@@ -30,0 +30,0 @@ "http-server": "~0.11.1",

README.md

@@ -10,5 +10,3 @@ # Getting started
 
-1. [A python script](./scripts/convert.py) that converts from a TensorFlow
-SavedModel to a web friendly format. If you already have a converted model, or
-are using an already hosted model (e.g. MobileNet), skip this step.
+1. A python pip package to convert a TensorFlow SavedModel to a web friendly format. If you already have a converted model, or are using an already hosted model (e.g. MobileNet), skip this step.
 2. [Javascript API](./src/executor/tf_model.ts), for loading and running inference.
@@ -18,32 +16,33 @@
 
-1. Clone the github repo:
+1. Install the TensorFlow.js pip package:
 
 ```bash
-  $ git clone [e-mail]:tensorflow/tfjs-converter.git
+  $ pip install tensorflowjs
 ```
 
-2. Install following pip packages:
+2. Run converter script provided the pacakge
 
+Usage:
 ```bash
-  $ pip install tensorflow numpy absl-py protobuf
-```
-
-3. Run the `convert.py` script
-
-```bash
-$ cd tfjs-converter/
-$ python scripts/convert.py \
-    --saved_model_dir=/tmp/mobilenet/ \
+$ tensorflowjs_coverter \
+    --input_format=tf_saved_model \
     --output_node_names='MobilenetV1/Predictions/Reshape_1' \
-    --output_graph=/tmp/mobilenet/web_model.pb \
     --saved_model_tags=serve
+    /mobilenet/saved_model \
+    /mobilenet/web_model
 ```
 
+|Positional Arguments | Description |
+|---|---|
+|`input_path`  | Full path of the saved model directory.|
+|`output_dir`  | Path for all output artifacts.|
+
+
 | Options | Description
 |---|---|
-|`saved_model_dir`  | Full path of the saved model directory |
-|`output_node_names`| The names of the output nodes, comma separated |
-|`output_graph`     | Full path of the name for the output graph file|
-|`saved_model_tags` | Tags of the MetaGraphDef to load, in comma separated format. Defaults to `serve`.
+|`--input_format`     | The format of input model, use tf_saved_model for SavedModel. |
+|`--output_node_names`| he names of the output nodes, separated by commas.|
+|`--saved_model_tags` | Tags of the MetaGraphDef to load, in comma separated format. Defaults to `serve`.|
 
+
 ### Web-friendly format
@@ -74,7 +73,7 @@
 
-2. Instantiate the [TFModel class](./src/executor/tf_model.ts) and run inference.
+2. Instantiate the [FrozenModel class](./src/executor/frozen_model.ts) and run inference.
 
 ```typescript
 import * as tfc from '@tensorflow/tfjs-core';
-import {TFModel} from '@tensorflow/tfjs-converter';
+import {loadFrozenModel} from '@tensorflow/tfjs-converter';
 
@@ -84,5 +83,5 @@ const MODEL_URL = 'https://.../mobilenet/web_model.pb';
 
-const model = new TFModel(MODEL_URL, WEIGHTS_URL);
+const model = await loadFrozenModel(MODEL_URL, WEIGHTS_URL);
 const cat = document.getElementById('cat');
-model.predict({input: tfc.fromPixels(cat)});
+model.execute({input: tfc.fromPixels(cat)});
 ```
@@ -96,3 +95,3 @@
 [full list](./docs/supported_ops.md).
-If your model uses an unsupported ops, the `convert.py` script will fail and
+If your model uses an unsupported ops, the `tensorflowjs_coverter` script will fail and
 produce a list of the unsupported ops in your model. Please file issues to let us
@@ -106,3 +105,3 @@ know what ops you need support with.
 
-Image-based models (MobileNet, SqueezeNet, add more if you tested) are the most supported. Models with control flow ops (e.g. RNNs) are not yet supported. The convert.py script will validate the model you have and show a list of unsupported ops in your model. See [this list](./docs/supported_ops.md) for which ops are currently supported.
+Image-based models (MobileNet, SqueezeNet, add more if you tested) are the most supported. Models with control flow ops (e.g. RNNs) are not yet supported. The tensorflowjs_coverter script will validate the model you have and show a list of unsupported ops in your model. See [this list](./docs/supported_ops.md) for which ops are currently supported.
 
@@ -109,0 +108,0 @@ 2. Will model with large weights work?

result.txt

 Converted 0 variables to const ops.
 Unsupported Ops in the model
-StridedSlice, Assert
+StridedSlice
 Converted 0 variables to const ops.
@@ -12,107 +12,107 @@ Writing weight file /tmp/darwinn/InceptionV1L2PB/optimized_graph.pb...
 Unsupported Ops in the model
-FakeQuantWithMinMaxVars, Assert, StridedSlice
+FakeQuantWithMinMaxVars, StridedSlice
 Converted 0 variables to const ops.
 Unsupported Ops in the model
-Switch, NoOp, Assert, StridedSlice, FakeQuantWithMinMaxVars, All, Merge
+NoOp, FakeQuantWithMinMaxVars, Switch, All, StridedSlice, Merge
 Converted 0 variables to const ops.
 Unsupported Ops in the model
-StridedSlice, NoOp, Switch, All, Merge, FakeQuantWithMinMaxVars, Assert
+FakeQuantWithMinMaxVars, Switch, NoOp, Merge, StridedSlice, All
 Converted 0 variables to const ops.
 Unsupported Ops in the model
-NoOp, StridedSlice, FakeQuantWithMinMaxVars, Assert, All, Switch, Merge
-{'outputs': [{'name': 'normalize/UnitNorm/Div'}], 'inputs': [{'name': 'batch'}], 'model_name': 'Facenet8BitR11.1FrozenPB'}
-{'outputs': [{'name': 'normalize/UnitNorm/truediv'}], 'inputs': [{'name': 'batch'}], 'model_name': 'FacenetMobile8BitV1'}
-{'outputs': [{'name': 'BoxPredictor_0/BoxEncodingPredictor/BiasAdd'}, {'name': 'BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'BoxPredictor_1/BoxEncodingPredictor/BiasAdd'}, {'name': 'BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'BoxPredictor_2/BoxEncodingPredictor/BiasAdd'}, {'name': 'BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'BoxPredictor_3/BoxEncodingPredictor/BiasAdd'}, {'name': 'BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'BoxPredictor_4/BoxEncodingPredictor/BiasAdd'}, {'name': 'BoxPredictor_4/ClassPredictor/BiasAdd'}, {'name': 'BoxPredictor_5/BoxEncodingPredictor/BiasAdd'}, {'name': 'BoxPredictor_5/ClassPredictor/BiasAdd'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'GeoMobileSSDSpeedLimitUS500x500Depth100'}
-{'outputs': [{'name': 'InceptionV1/Logits/Conv2d_0c_1x1/BiasAdd'}], 'inputs': [{'name': 'input'}], 'model_name': 'InceptionV1L2PB'}
-{'outputs': [{'name': 'InceptionV2/Logits/Conv2d_1c_1x1/BiasAdd'}], 'inputs': [{'name': 'input'}], 'model_name': 'InceptionV2PB'}
-{'outputs': [{'name': 'InceptionResnetV2/Logits/AvgPool_1a_8x8/AvgPool'}], 'inputs': [{'name': 'ExpandDims'}], 'model_name': 'InceptionResnetV2PB'}
-{'outputs': [{'name': 'logistic_lm_pre_activation'}, {'name': 'logistic_txt_pre_activation'}, {'name': 'logistic_bc_pre_activation'}], 'inputs': [{'name': 'lm_txt_bc_train'}], 'model_name': 'LmDocBcMultiplier25MultilabelDbiUniformFloatPB'}
-{'outputs': [{'name': 'Sigmoid'}], 'inputs': [{'name': 'batch'}], 'model_name': 'MobileNetFloats224PB'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/BiasAdd'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileNetV1_320x180Depth100'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileSSDArash512QuantTry3'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'inputs': [{'name': 'concat_1'}], 'model_name': 'MobileSSDFace'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileSSDFaceKeypoints'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileSSDFaceKeypoints25'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileSSDFaceKeypoints50'}Converted 0 variables to const ops.
+Switch, FakeQuantWithMinMaxVars, Merge, StridedSlice, NoOp, All
+{'outputs': [{'name': 'normalize/UnitNorm/Div'}], 'model_name': 'Facenet8BitR11.1FrozenPB', 'inputs': [{'name': 'batch'}]}
+{'outputs': [{'name': 'normalize/UnitNorm/truediv'}], 'model_name': 'FacenetMobile8BitV1', 'inputs': [{'name': 'batch'}]}
+{'outputs': [{'name': 'BoxPredictor_0/BoxEncodingPredictor/BiasAdd'}, {'name': 'BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'BoxPredictor_1/BoxEncodingPredictor/BiasAdd'}, {'name': 'BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'BoxPredictor_2/BoxEncodingPredictor/BiasAdd'}, {'name': 'BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'BoxPredictor_3/BoxEncodingPredictor/BiasAdd'}, {'name': 'BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'BoxPredictor_4/BoxEncodingPredictor/BiasAdd'}, {'name': 'BoxPredictor_4/ClassPredictor/BiasAdd'}, {'name': 'BoxPredictor_5/BoxEncodingPredictor/BiasAdd'}, {'name': 'BoxPredictor_5/ClassPredictor/BiasAdd'}], 'model_name': 'GeoMobileSSDSpeedLimitUS500x500Depth100', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'InceptionV1/Logits/Conv2d_0c_1x1/BiasAdd'}], 'model_name': 'InceptionV1L2PB', 'inputs': [{'name': 'input'}]}
+{'outputs': [{'name': 'InceptionV2/Logits/Conv2d_1c_1x1/BiasAdd'}], 'model_name': 'InceptionV2PB', 'inputs': [{'name': 'input'}]}
+{'outputs': [{'name': 'InceptionResnetV2/Logits/AvgPool_1a_8x8/AvgPool'}], 'model_name': 'InceptionResnetV2PB', 'inputs': [{'name': 'ExpandDims'}]}
+{'outputs': [{'name': 'logistic_lm_pre_activation'}, {'name': 'logistic_txt_pre_activation'}, {'name': 'logistic_bc_pre_activation'}], 'model_name': 'LmDocBcMultiplier25MultilabelDbiUniformFloatPB', 'inputs': [{'name': 'lm_txt_bc_train'}]}
+{'outputs': [{'name': 'Sigmoid'}], 'model_name': 'MobileNetFloats224PB', 'inputs': [{'name': 'batch'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/BiasAdd'}], 'model_name': 'MobileNetV1_320x180Depth100', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'model_name': 'MobileSSDArash512QuantTry3', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'model_name': 'MobileSSDFace', 'inputs': [{'name': 'concat_1'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'model_name': 'MobileSSDFaceKeypoints', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'model_name': 'MobileSSDFaceKeypoints25', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'model_name': 'MobileSSDFaceKeypoints50', 'inputs': [{'name': 'normalized_input_image_tensor'}]}Converted 0 variables to const ops.
 Unsupported Ops in the model
-Assert, Switch, All, FakeQuantWithMinMaxVars, Merge, StridedSlice, NoOp
+NoOp, Switch, All, StridedSlice, Merge, FakeQuantWithMinMaxVars
 Converted 0 variables to const ops.
 Unsupported Ops in the model
-Assert, NoOp, FakeQuantWithMinMaxVars, Switch, All, Merge, StridedSlice
+FakeQuantWithMinMaxVars, StridedSlice, All, Merge, Switch, NoOp
 Converted 0 variables to const ops.
 Unsupported Ops in the model
-Switch, Merge, FakeQuantWithMinMaxVars, NoOp, Assert, StridedSlice, All
+All, NoOp, StridedSlice, Merge, FakeQuantWithMinMaxVars, Switch
 Converted 0 variables to const ops.
 Unsupported Ops in the model
-Assert, NoOp, Merge, FakeQuantWithMinMaxVars, All, StridedSlice, Switch
+Switch, Merge, StridedSlice, FakeQuantWithMinMaxVars, NoOp, All
 Converted 0 variables to const ops.
 Unsupported Ops in the model
-FakeQuantWithMinMaxVars, Assert, StridedSlice
+StridedSlice, FakeQuantWithMinMaxVars
 Converted 0 variables to const ops.
 Unsupported Ops in the model
-Assert, FakeQuantWithMinMaxVars, StridedSlice
+FakeQuantWithMinMaxVars, StridedSlice
 Converted 0 variables to const ops.
 Unsupported Ops in the model
-StridedSlice, FakeQuantWithMinMaxVars, NoOp, Switch, Assert, All, Merge
+Switch, StridedSlice, FakeQuantWithMinMaxVars, NoOp, All, Merge
 
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileSSDFaceKeypoints100'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileSSDFaceKeypoints569x320Depth25'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileSSDFaceKeypoints569x320Depth100'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileSSDFaceKeypoints960x540Depth25'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileSSDFaceKeypoints960x540Depth25Grayscale'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileSSDFaceKeypoints1280x736'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileSSDFaceKeypoints1280x736Depth100'}Converted 0 variables to const ops.
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'model_name': 'MobileSSDFaceKeypoints100', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'model_name': 'MobileSSDFaceKeypoints569x320Depth25', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'model_name': 'MobileSSDFaceKeypoints569x320Depth100', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'model_name': 'MobileSSDFaceKeypoints960x540Depth25', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'model_name': 'MobileSSDFaceKeypoints960x540Depth25Grayscale', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'model_name': 'MobileSSDFaceKeypoints1280x736', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'model_name': 'MobileSSDFaceKeypoints1280x736Depth100', 'inputs': [{'name': 'normalized_input_image_tensor'}]}Converted 0 variables to const ops.
 Unsupported Ops in the model
-All, NoOp, Switch, StridedSlice, Assert, FakeQuantWithMinMaxVars, Merge
+FakeQuantWithMinMaxVars, StridedSlice, All, Merge, Switch, NoOp
 Converted 0 variables to const ops.
 Unsupported Ops in the model
-StridedSlice, Assert
+StridedSlice
 Converted 0 variables to const ops.
 Unsupported Ops in the model
-StridedSlice, All, Assert, Merge, NoOp, FakeQuantWithMinMaxVars, Switch
+StridedSlice, NoOp, Merge, Switch, FakeQuantWithMinMaxVars, All
 Converted 0 variables to const ops.
 Unsupported Ops in the model
-StridedSlice, Assert
+StridedSlice
 
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/BiasAdd'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileSSDNestPerson'}
-{'outputs': [{'name': 'BoxPredictor_0/BoxEncodingPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'BoxPredictor_1/BoxEncodingPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'BoxPredictor_2/BoxEncodingPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'BoxPredictor_3/BoxEncodingPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'BoxPredictor_4/BoxEncodingPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'BoxPredictor_5/BoxEncodingPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileSSDNestV2Person320x180Stage1'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/BiasAdd'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileSSDNestPerson480x270Depth100'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/BiasAdd'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileSSDNestPerson480x270Depth150'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/BiasAdd'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileSSDNestPerson640x360Depth100'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/BiasAdd'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileSSDNestPerson640x360Depth150'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/BiasAdd'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileSSDNestPerson800x450Depth100'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/BiasAdd'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileSSDNestPerson800x450Depth150'}Converted 0 variables to const ops.
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/BiasAdd'}], 'model_name': 'MobileSSDNestPerson', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'BoxPredictor_0/BoxEncodingPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'BoxPredictor_1/BoxEncodingPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'BoxPredictor_2/BoxEncodingPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'BoxPredictor_3/BoxEncodingPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'BoxPredictor_4/BoxEncodingPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'BoxPredictor_5/BoxEncodingPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'model_name': 'MobileSSDNestV2Person320x180Stage1', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/BiasAdd'}], 'model_name': 'MobileSSDNestPerson480x270Depth100', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/BiasAdd'}], 'model_name': 'MobileSSDNestPerson480x270Depth150', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/BiasAdd'}], 'model_name': 'MobileSSDNestPerson640x360Depth100', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/BiasAdd'}], 'model_name': 'MobileSSDNestPerson640x360Depth150', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/BiasAdd'}], 'model_name': 'MobileSSDNestPerson800x450Depth100', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/BiasAdd'}], 'model_name': 'MobileSSDNestPerson800x450Depth150', 'inputs': [{'name': 'normalized_input_image_tensor'}]}Converted 0 variables to const ops.
 Unsupported Ops in the model
-NoOp, Switch, Merge, All, FakeQuantWithMinMaxVars, Assert, StridedSlice
+StridedSlice, Merge, All, Switch, NoOp, FakeQuantWithMinMaxVars
 Converted 0 variables to const ops.
 Unsupported Ops in the model
-Switch, FakeQuantWithMinMaxVars, NoOp, StridedSlice, Assert, Merge, All
+Switch, Merge, NoOp, All, FakeQuantWithMinMaxVars, StridedSlice
 Converted 0 variables to const ops.
 Unsupported Ops in the model
-Assert, Switch, NoOp, FakeQuantWithMinMaxVars, All, Merge, StridedSlice
+StridedSlice, Switch, FakeQuantWithMinMaxVars, Merge, All, NoOp
 Converted 0 variables to const ops.
 Unsupported Ops in the model
-Assert, Switch, NoOp, StridedSlice, Merge, All, FakeQuantWithMinMaxVars
+All, Switch, Merge, StridedSlice, FakeQuantWithMinMaxVars, NoOp
 
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/BiasAdd'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileSSDNestPerson1280x720Depth100'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/BiasAdd'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileSSDNestPerson1280x720Depth150'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileSSDNestPersonFace1280x720Depth25'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileSSDNestPersonFace1280x720Depth50'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileSSDNestPersonFace1280x720Depth100'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileSSDNestPersonFace1920x1080Depth25'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileSSDNestPersonFace1920x1080Depth50'}Converted 0 variables to const ops.
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/BiasAdd'}], 'model_name': 'MobileSSDNestPerson1280x720Depth100', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/BiasAdd'}], 'model_name': 'MobileSSDNestPerson1280x720Depth150', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'model_name': 'MobileSSDNestPersonFace1280x720Depth25', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'model_name': 'MobileSSDNestPersonFace1280x720Depth50', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'model_name': 'MobileSSDNestPersonFace1280x720Depth100', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'model_name': 'MobileSSDNestPersonFace1920x1080Depth25', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'model_name': 'MobileSSDNestPersonFace1920x1080Depth50', 'inputs': [{'name': 'normalized_input_image_tensor'}]}Converted 0 variables to const ops.
 Unsupported Ops in the model
-StridedSlice, All, Merge, Switch, FakeQuantWithMinMaxVars, NoOp, Assert
+Merge, Switch, FakeQuantWithMinMaxVars, StridedSlice, NoOp, All
 Converted 0 variables to const ops.
 Unsupported Ops in the model
-NoOp, All, Switch, StridedSlice, Assert, Merge, FakeQuantWithMinMaxVars
+StridedSlice, All, NoOp, Switch, FakeQuantWithMinMaxVars, Merge
 Converted 0 variables to const ops.
 Unsupported Ops in the model
-StridedSlice, Assert
+StridedSlice
 Converted 0 variables to const ops.
 Unsupported Ops in the model
-StridedSlice, Assert
+StridedSlice
 Converted 0 variables to const ops.
 Unsupported Ops in the model
-StridedSlice, Assert
+StridedSlice
 Converted 0 variables to const ops.
@@ -125,3 +125,3 @@ Writing weight file /tmp/darwinn/NestAudioTalkingBarkingCrying/optimized_graph.pb...
 Unsupported Ops in the model
-Unpack, Split
+Split, Unpack
 Converted 0 variables to const ops.
@@ -135,3 +135,3 @@ Unsupported Ops in the model
 Unsupported Ops in the model
-NoOp, Split
+Split, NoOp
 Converted 0 variables to const ops.
@@ -167,38 +167,38 @@ Writing weight file /tmp/darwinn/Resnet50PB/optimized_graph.pb...
 Unsupported Ops in the model
-Assert, StridedSlice
+StridedSlice
 Converted 0 variables to const ops.
 Writing weight file /tmp/darwinn/StellarGazenet120/optimized_graph.pb...
 
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileSSDNestPersonFace1920x1080Depth100'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/BiasAdd'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileSSDProduct'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/BiasAdd'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileSSDJFT602Classes'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/BiasAdd'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'MobileVisionDetector38Cls'}
-{'outputs': [{'name': 'Sigmoid'}], 'inputs': [{'name': 'input'}], 'model_name': 'NestAudioTalkingBarkingCrying'}
-{'outputs': [{'name': 'predictions'}], 'inputs': [{'name': 'seq/input_0'}], 'model_name': 'NestDoorKnockLstm'}
-{'outputs': [{'name': 'FINAL_FC_gleason/BiasAdd'}], 'inputs': [{'name': 'strided_slice'}], 'model_name': 'PathologyProstate'}
-{'outputs': [{'name': 'out'}], 'inputs': [{'name': 'unstack'}], 'model_name': 'PhotoOcrRecognizerLatinLstm'}
-{'outputs': [{'name': 'conv_sep/proj_6/Relu6'}], 'inputs': [{'name': 'ExpandDims'}], 'model_name': 'PhotoOcrRecognizerLatinConvQuantized'}
-{'outputs': [{'name': 'predictions/BiasAdd'}], 'inputs': [{'name': 'Image'}], 'model_name': 'PhotoOcrTextDetection'}
-{'outputs': [{'name': 'predictions/BiasAdd'}], 'inputs': [{'name': 'Image'}], 'model_name': 'PhotoOcrTextDetectionRpnDetectorGraySpaceToDepthQuantized'}
-{'outputs': [{'name': 'predictions'}], 'inputs': [{'name': 'Reshape'}], 'model_name': 'RajeevLstm'}
-{'outputs': [{'name': 'resnet_v1_50/logits/BiasAdd'}], 'inputs': [{'name': 'input/Const'}], 'model_name': 'Resnet50PB'}
-{'outputs': [{'name': 'fc_bypass_0/Fc/add_fold'}], 'inputs': [{'name': 'batch'}], 'model_name': 'SpaceparkFaceRecognition'}
-{'outputs': [{'name': 'koru8b-attribute_logits-MatMul'}], 'inputs': [{'name': 'LegacyInput'}], 'model_name': 'SpaceparkFaceAttribute'}
-{'outputs': [{'name': 'softmax0'}], 'inputs': [{'name': 'imageinput0'}], 'model_name': 'SpaceparkFaceDetection13Net'}
-{'outputs': [{'name': 'softmax0'}], 'inputs': [{'name': 'imageinput0'}], 'model_name': 'SpaceparkFaceDetection27Net'}
-{'outputs': [{'name': 'softmax0'}], 'inputs': [{'name': 'imageinput0'}], 'model_name': 'SpaceparkFaceDetection51Net'}
-{'outputs': [{'name': 'MobilenetV1/Predictions/Reshape_1'}], 'inputs': [{'name': 'input'}], 'model_name': 'SparklightMobileSSD'}
-{'outputs': [{'name': 'occlusion-output-MatMul'}], 'inputs': [{'name': 'Input'}], 'model_name': 'SpaceparkOcclusion'}
-{'outputs': [{'name': 'icm_v6-pool_feat-AvgPool'}], 'inputs': [{'name': 'Input'}], 'model_name': 'SpaceparkPLPamir'}
-{'outputs': [{'name': 'BoxPredictor_4/BoxEncodingPredictor/BiasAdd'}], 'inputs': [{'name': 'Preprocessor/sub'}], 'model_name': 'SpaceparkObjectDetection'}
-{'outputs': [{'name': 'MobilenetV1/Predictions/Softmax'}], 'inputs': [{'name': 'input'}], 'model_name': 'SpaceparkMobileNet160ResDepth50'}
-{'outputs': [{'name': 'MobilenetV1/Predictions/Softmax'}], 'inputs': [{'name': 'input'}], 'model_name': 'SpaceparkMobileNet224ResDepth100'}
-{'outputs': [{'name': 'Squeezenet/Logits/AvgPool_10/AvgPool'}], 'inputs': [{'name': 'input'}], 'model_name': 'SpaceparkSqueezeNet160Res5x5Depth75'}
-{'outputs': [{'name': 'MobilenetV1/Logits/Conv2d_1c_1x1/BiasAdd'}], 'inputs': [{'name': 'input'}], 'model_name': 'Spacepark192ResSeefood'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'SpaceparkSSD192ResSeefood'}
-{'outputs': [{'name': 'normalize/UnitNorm/Div'}], 'inputs': [{'name': 'batch'}], 'model_name': 'StellarFacenet8BitR12'}
-{'outputs': [{'name': 'normalize/UnitNorm/div'}], 'inputs': [{'name': 'batch_1'}], 'model_name': 'StellarFacenetL71_128x128'}
-{'outputs': [{'name': 'normalize/UnitNorm/div'}], 'inputs': [{'name': 'batch_1'}], 'model_name': 'StellarFacenetL71_64x64'}
-{'outputs': [{'name': 'l2_normalize'}], 'inputs': [{'name': 'Placeholder'}], 'model_name': 'StellarGazenet120'}
-{'outputs': [{'name': 'l2_normalize'}], 'inputs': [{'name': 'Placeholder'}], 'model_name': 'StellarGazenet80'}Converted 0 variables to const ops.
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'model_name': 'MobileSSDNestPersonFace1920x1080Depth100', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/BiasAdd'}], 'model_name': 'MobileSSDProduct', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/BiasAdd'}], 'model_name': 'MobileSSDJFT602Classes', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/BiasAdd'}], 'model_name': 'MobileVisionDetector38Cls', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'Sigmoid'}], 'model_name': 'NestAudioTalkingBarkingCrying', 'inputs': [{'name': 'input'}]}
+{'outputs': [{'name': 'predictions'}], 'model_name': 'NestDoorKnockLstm', 'inputs': [{'name': 'seq/input_0'}]}
+{'outputs': [{'name': 'FINAL_FC_gleason/BiasAdd'}], 'model_name': 'PathologyProstate', 'inputs': [{'name': 'strided_slice'}]}
+{'outputs': [{'name': 'out'}], 'model_name': 'PhotoOcrRecognizerLatinLstm', 'inputs': [{'name': 'unstack'}]}
+{'outputs': [{'name': 'conv_sep/proj_6/Relu6'}], 'model_name': 'PhotoOcrRecognizerLatinConvQuantized', 'inputs': [{'name': 'ExpandDims'}]}
+{'outputs': [{'name': 'predictions/BiasAdd'}], 'model_name': 'PhotoOcrTextDetection', 'inputs': [{'name': 'Image'}]}
+{'outputs': [{'name': 'predictions/BiasAdd'}], 'model_name': 'PhotoOcrTextDetectionRpnDetectorGraySpaceToDepthQuantized', 'inputs': [{'name': 'Image'}]}
+{'outputs': [{'name': 'predictions'}], 'model_name': 'RajeevLstm', 'inputs': [{'name': 'Reshape'}]}
+{'outputs': [{'name': 'resnet_v1_50/logits/BiasAdd'}], 'model_name': 'Resnet50PB', 'inputs': [{'name': 'input/Const'}]}
+{'outputs': [{'name': 'fc_bypass_0/Fc/add_fold'}], 'model_name': 'SpaceparkFaceRecognition', 'inputs': [{'name': 'batch'}]}
+{'outputs': [{'name': 'koru8b-attribute_logits-MatMul'}], 'model_name': 'SpaceparkFaceAttribute', 'inputs': [{'name': 'LegacyInput'}]}
+{'outputs': [{'name': 'softmax0'}], 'model_name': 'SpaceparkFaceDetection13Net', 'inputs': [{'name': 'imageinput0'}]}
+{'outputs': [{'name': 'softmax0'}], 'model_name': 'SpaceparkFaceDetection27Net', 'inputs': [{'name': 'imageinput0'}]}
+{'outputs': [{'name': 'softmax0'}], 'model_name': 'SpaceparkFaceDetection51Net', 'inputs': [{'name': 'imageinput0'}]}
+{'outputs': [{'name': 'MobilenetV1/Predictions/Reshape_1'}], 'model_name': 'SparklightMobileSSD', 'inputs': [{'name': 'input'}]}
+{'outputs': [{'name': 'occlusion-output-MatMul'}], 'model_name': 'SpaceparkOcclusion', 'inputs': [{'name': 'Input'}]}
+{'outputs': [{'name': 'icm_v6-pool_feat-AvgPool'}], 'model_name': 'SpaceparkPLPamir', 'inputs': [{'name': 'Input'}]}
+{'outputs': [{'name': 'BoxPredictor_4/BoxEncodingPredictor/BiasAdd'}], 'model_name': 'SpaceparkObjectDetection', 'inputs': [{'name': 'Preprocessor/sub'}]}
+{'outputs': [{'name': 'MobilenetV1/Predictions/Softmax'}], 'model_name': 'SpaceparkMobileNet160ResDepth50', 'inputs': [{'name': 'input'}]}
+{'outputs': [{'name': 'MobilenetV1/Predictions/Softmax'}], 'model_name': 'SpaceparkMobileNet224ResDepth100', 'inputs': [{'name': 'input'}]}
+{'outputs': [{'name': 'Squeezenet/Logits/AvgPool_10/AvgPool'}], 'model_name': 'SpaceparkSqueezeNet160Res5x5Depth75', 'inputs': [{'name': 'input'}]}
+{'outputs': [{'name': 'MobilenetV1/Logits/Conv2d_1c_1x1/BiasAdd'}], 'model_name': 'Spacepark192ResSeefood', 'inputs': [{'name': 'input'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}], 'model_name': 'SpaceparkSSD192ResSeefood', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'normalize/UnitNorm/Div'}], 'model_name': 'StellarFacenet8BitR12', 'inputs': [{'name': 'batch'}]}
+{'outputs': [{'name': 'normalize/UnitNorm/div'}], 'model_name': 'StellarFacenetL71_128x128', 'inputs': [{'name': 'batch_1'}]}
+{'outputs': [{'name': 'normalize/UnitNorm/div'}], 'model_name': 'StellarFacenetL71_64x64', 'inputs': [{'name': 'batch_1'}]}
+{'outputs': [{'name': 'l2_normalize'}], 'model_name': 'StellarGazenet120', 'inputs': [{'name': 'Placeholder'}]}
+{'outputs': [{'name': 'l2_normalize'}], 'model_name': 'StellarGazenet80', 'inputs': [{'name': 'Placeholder'}]}Converted 0 variables to const ops.
 Writing weight file /tmp/darwinn/StellarGazenet80/optimized_graph.pb...
@@ -209,6 +209,6 @@ Converted 0 variables to const ops.
 Unsupported Ops in the model
-Assert, StridedSlice
+StridedSlice
 Converted 0 variables to const ops.
 Unsupported Ops in the model
-Switch, All, Merge, NoOp, StridedSlice, Assert, FakeQuantWithMinMaxVars
+FakeQuantWithMinMaxVars, Merge, NoOp, All, Switch, StridedSlice
 Converted 0 variables to const ops.
@@ -227,15 +227,15 @@ Writing weight file /tmp/darwinn/StellarVscMobilizedF1/optimized_graph.pb...
 Unsupported Ops in the model
-NoOp, FakeQuantWithMinMaxVars, Switch, Merge, Assert, All
+NoOp, All, Merge, Switch, FakeQuantWithMinMaxVars
 
-{'outputs': [{'name': 'l2_normalize'}], 'inputs': [{'name': 'Placeholder'}], 'model_name': 'StellarGazenet80_16K_273032'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/BiasAdd'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'StellarMobileSSDGesture'}
-{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'inputs': [{'name': 'normalized_input_image_tensor'}], 'model_name': 'StellarMobileSSDGesture320x320'}
-{'outputs': [{'name': 'probabilities'}], 'inputs': [{'name': 'images'}], 'model_name': 'StellarVscMobilizedF1'}
-{'outputs': [{'name': 'probabilities'}], 'inputs': [{'name': 'images'}], 'model_name': 'StellarVscMobilizedF3'}
-{'outputs': [{'name': 'probabilities'}], 'inputs': [{'name': 'images'}], 'model_name': 'StellarVscMobilizedF7'}
-{'outputs': [{'name': 'Softmax'}], 'inputs': [{'name': 'batch'}], 'model_name': 'QuantizedMobileNetAgesPB'}
-{'outputs': [{'name': 'softmax2'}], 'inputs': [{'name': 'input'}], 'model_name': 'TensorFlowInception5GraphPB'}
-{'outputs': [{'name': 'vgg_19/fc8/BiasAdd'}], 'inputs': [{'name': 'input'}], 'model_name': 'Vgg19'}
-{'outputs': [{'name': 'LogLikelihood'}], 'inputs': [{'name': 'Input'}], 'model_name': 'WordlensGraphPB'}
-{'outputs': [{'name': 'Logits/Conv2d_1c_1x1/act_quant/FakeQuantWithMinMaxVars'}], 'inputs': [{'name': 'batch_1'}], 'model_name': 'FeelnetLiteV0a224'}
-{'outputs': [{'name': 'Logits/basic_tensor'}, {'name': 'Logits/age_tensor/act_quant/FakeQuantWithMinMaxVars'}], 'inputs': [{'name': 'batch_1'}], 'model_name': 'MobileFaceAttributesV1Acc'}
+{'outputs': [{'name': 'l2_normalize'}], 'model_name': 'StellarGazenet80_16K_273032', 'inputs': [{'name': 'Placeholder'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/BiasAdd'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/BiasAdd'}], 'model_name': 'StellarMobileSSDGesture', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'ProposalEncodingsGenerator/BoxPredictor_0/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_0/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_1/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_2/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_3/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_4/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/BoxEncoder/act_quant/FakeQuantWithMinMaxVars'}, {'name': 'ProposalEncodingsGenerator/BoxPredictor_5/ClassPredictor/act_quant/FakeQuantWithMinMaxVars'}], 'model_name': 'StellarMobileSSDGesture320x320', 'inputs': [{'name': 'normalized_input_image_tensor'}]}
+{'outputs': [{'name': 'probabilities'}], 'model_name': 'StellarVscMobilizedF1', 'inputs': [{'name': 'images'}]}
+{'outputs': [{'name': 'probabilities'}], 'model_name': 'StellarVscMobilizedF3', 'inputs': [{'name': 'images'}]}
+{'outputs': [{'name': 'probabilities'}], 'model_name': 'StellarVscMobilizedF7', 'inputs': [{'name': 'images'}]}
+{'outputs': [{'name': 'Softmax'}], 'model_name': 'QuantizedMobileNetAgesPB', 'inputs': [{'name': 'batch'}]}
+{'outputs': [{'name': 'softmax2'}], 'model_name': 'TensorFlowInception5GraphPB', 'inputs': [{'name': 'input'}]}
+{'outputs': [{'name': 'vgg_19/fc8/BiasAdd'}], 'model_name': 'Vgg19', 'inputs': [{'name': 'input'}]}
+{'outputs': [{'name': 'LogLikelihood'}], 'model_name': 'WordlensGraphPB', 'inputs': [{'name': 'Input'}]}
+{'outputs': [{'name': 'Logits/Conv2d_1c_1x1/act_quant/FakeQuantWithMinMaxVars'}], 'model_name': 'FeelnetLiteV0a224', 'inputs': [{'name': 'batch_1'}]}
+{'outputs': [{'name': 'Logits/basic_tensor'}, {'name': 'Logits/age_tensor/act_quant/FakeQuantWithMinMaxVars'}], 'model_name': 'MobileFaceAttributesV1Acc', 'inputs': [{'name': 'batch_1'}]}

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