Merge branch 'docker_aarch' of https://github.com/pytorch/serve into …

…docker_aarch

docs/Troubleshooting.md

@@ -76,8 +76,8 @@ Relevant issues: [[#566](https://github.com/pytorch/serve/issues/566)]
 #### How can I resolve model specific python dependency?
 You can provide a requirements.txt while creating a mar file using "--requirements-file/ -r" flag. You can refer to the [waveglow text-to-speech-synthesizer](https://github.com/pytorch/serve/tree/master/examples/text_to_speech_synthesizer) example
 
--   [waveglow mar creation script](https://github.com/pytorch/serve/blob/master/examples/text_to_speech_synthesizer/create_mar.sh)
--   [waveglow handler](https://github.com/pytorch/serve/blob/2d9c7ccc316f592374943a1963c1057bbe232c9e/examples/text_to_speech_synthesizer/waveglow_handler.py#L49)
+-   [waveglow mar creation script](https://github.com/pytorch/serve/blob/master/examples/text_to_speech_synthesizer/WaveGlow/create_mar.sh)
+-   [waveglow handler](https://github.com/pytorch/serve/blob/2d9c7ccc316f592374943a1963c1057bbe232c9e/examples/text_to_speech_synthesizer/WaveGlow/waveglow_handler.py#L49)
 
 Relevant issues: [[#566](https://github.com/pytorch/serve/issues/566)]
 Refer [Torch model archiver cli](https://github.com/pytorch/serve/blob/master/model-archiver/README.md#torch-model-archiver-command-line-interface) for more details.

docs/custom_service.md

@@ -250,7 +250,7 @@ class ModelHandler(BaseHandler):
 
 ```
 
-Refer [waveglow_handler](https://github.com/pytorch/serve/blob/master/examples/text_to_speech_synthesizer/waveglow_handler.py) for more details.
+Refer [waveglow_handler](https://github.com/pytorch/serve/blob/master/examples/text_to_speech_synthesizer/WaveGlow/waveglow_handler.py) for more details.
 
 #### Captum explanations for custom handler
 
@@ -362,7 +362,7 @@ class CustomImageClassifier(ImageClassifier):
 For more details refer following examples :
 - [mnist digit classifier handler](https://github.com/pytorch/serve/tree/master/examples/image_classifier)
 - [Huggingface transformer generalized handler](https://github.com/pytorch/serve/blob/master/examples/Huggingface_Transformers/Transformer_handler_generalized.py)
-- [Waveglow text to speech synthesizer](https://github.com/pytorch/serve/blob/master/examples/text_to_speech_synthesizer/waveglow_handler.py)
+- [Waveglow text to speech synthesizer](https://github.com/pytorch/serve/blob/master/examples/text_to_speech_synthesizer/WaveGlow/waveglow_handler.py)
 
 ## Creating a model archive with an entry point
 

frontend/server/src/main/java/org/pytorch/serve/openapi/OpenApiUtils.java

@@ -350,8 +350,8 @@ private static Operation getUnRegisterOperation(boolean version) {
             operationId = "version_unregisterModel";
         } else {
             operationDescription =
-                    "Unregister the default version of a model from TorchServe if it is the only version available."
-                            + "This is a asynchronous call by default. Caller can call listModels to confirm model is unregistered";
+                    "Unregister the default version of a model from TorchServe if it is the only version available. "
+                            + "This is an asynchronous call by default. Caller can call listModels to confirm model is unregistered.";
             operationId = "unregisterModel";
         }
         Operation operation = new Operation(operationId, operationDescription);
@@ -482,12 +482,12 @@ private static Operation getScaleOperation(boolean version) {
         if (version) {
             operationDescription =
                     "Configure number of workers for a specified version of a model. "
-                            + "This is a asynchronous call by default. Caller need to call describeModel to check if the model workers has been changed.";
+                            + "This is an asynchronous call by default. Caller need to call describeModel to check if the model workers has been changed.";
             operationId = "version_setAutoScale";
         } else {
             operationDescription =
-                    "Configure number of workers for a default version of a model."
-                            + "This is a asynchronous call by default. Caller need to call describeModel to check if the model workers has been changed.";
+                    "Configure number of workers for a default version of a model. "
+                            + "This is an asynchronous call by default. Caller need to call describeModel to check if the model workers has been changed.";
             operationId = "setAutoScale";
         }
 

frontend/server/src/main/resources/proto/management.proto

@@ -111,12 +111,12 @@ service ManagementAPIsService {
     // Register a new model in TorchServe.
     rpc RegisterModel(RegisterModelRequest) returns (ManagementResponse) {}
 
-    // Configure number of workers for a default version of a model.This is a asynchronous call by default. Caller need to call describeModel to check if the model workers has been changed.
+    // Configure number of workers for a default version of a model. This is an asynchronous call by default. Caller need to call describeModel to check if the model workers has been changed.
     rpc ScaleWorker(ScaleWorkerRequest) returns (ManagementResponse) {}
 
     // Set default version of a model
     rpc SetDefault(SetDefaultRequest) returns (ManagementResponse) {}
 
-    // Unregister the default version of a model from TorchServe if it is the only version available.This is a asynchronous call by default. Caller can call listModels to confirm model is unregistered
+    // Unregister the default version of a model from TorchServe if it is the only version available. This is an asynchronous call by default. Caller can call listModels to confirm model is unregistered.
     rpc UnregisterModel(UnregisterModelRequest) returns (ManagementResponse) {}
-}
+}

frontend/server/src/test/resources/management_open_api.json

@@ -666,7 +666,7 @@
         }
       },
       "put": {
-        "description": "Configure number of workers for a default version of a model.This is a asynchronous call by default. Caller need to call describeModel to check if the model workers has been changed.",
+        "description": "Configure number of workers for a default version of a model. This is an asynchronous call by default. Caller need to call describeModel to check if the model workers has been changed.",
         "operationId": "setAutoScale",
         "parameters": [
           {
@@ -877,7 +877,7 @@
         }
       },
       "delete": {
-        "description": "Unregister the default version of a model from TorchServe if it is the only version available.This is a asynchronous call by default. Caller can call listModels to confirm model is unregistered",
+        "description": "Unregister the default version of a model from TorchServe if it is the only version available. This is an asynchronous call by default. Caller can call listModels to confirm model is unregistered.",
         "operationId": "unregisterModel",
         "parameters": [
           {
@@ -1254,7 +1254,7 @@
         }
       },
       "put": {
-        "description": "Configure number of workers for a specified version of a model. This is a asynchronous call by default. Caller need to call describeModel to check if the model workers has been changed.",
+        "description": "Configure number of workers for a specified version of a model. This is an asynchronous call by default. Caller need to call describeModel to check if the model workers has been changed.",
         "operationId": "version_setAutoScale",
         "parameters": [
           {

frontend/server/src/test/resources/model_management_api.json

@@ -211,7 +211,7 @@
         }
       },
       "put": {
-        "description": "Configure number of workers for a default version of a model.This is a asynchronous call by default. Caller need to call describeModel to check if the model workers has been changed.",
+        "description": "Configure number of workers for a default version of a model. This is an asynchronous call by default. Caller need to call describeModel to check if the model workers has been changed.",
         "operationId": "setAutoScale",
         "parameters": [
           {
@@ -422,7 +422,7 @@
         }
       },
       "delete": {
-        "description": "Unregister the default version of a model from TorchServe if it is the only version available.This is a asynchronous call by default. Caller can call listModels to confirm model is unregistered",
+        "description": "Unregister the default version of a model from TorchServe if it is the only version available. This is an asynchronous call by default. Caller can call listModels to confirm model is unregistered.",
         "operationId": "unregisterModel",
         "parameters": [
           {
@@ -799,7 +799,7 @@
         }
       },
       "put": {
-        "description": "Configure number of workers for a specified version of a model. This is a asynchronous call by default. Caller need to call describeModel to check if the model workers has been changed.",
+        "description": "Configure number of workers for a specified version of a model. This is an asynchronous call by default. Caller need to call describeModel to check if the model workers has been changed.",
         "operationId": "version_setAutoScale",
         "parameters": [
           {