Add example config.pbtxt for ONNX, fix preprocessing data

Signed-off-by: Adam Wawrzyński <adam.wawrzynski@reasonfieldlab.com>

Author: Adam Wawrzyński

Quick_Deploy/ONNX/client.py

@@ -39,7 +39,7 @@ def rn50_preprocess(img_path="img1.jpg"):
         transforms.ToTensor(),
         transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]),
     ])
-    return np.expand_dims(preprocess(img).numpy(),axis=0)
+    return np.expand_dims(preprocess(img).numpy(), axis=0).squeeze()
 
 transformed_img = rn50_preprocess()
 

Quick_Deploy/ONNX/model_repository/densenet_onnx/config.pbtxt

@@ -0,0 +1,44 @@
+# Copyright 2023, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+#
+# Redistribution and use in source and binary forms, with or without
+# modification, are permitted provided that the following conditions
+# are met:
+#  * Redistributions of source code must retain the above copyright
+#    notice, this list of conditions and the following disclaimer.
+#  * Redistributions in binary form must reproduce the above copyright
+#    notice, this list of conditions and the following disclaimer in the
+#    documentation and/or other materials provided with the distribution.
+#  * Neither the name of NVIDIA CORPORATION nor the names of its
+#    contributors may be used to endorse or promote products derived
+#    from this software without specific prior written permission.
+#
+# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS ``AS IS'' AND ANY
+# EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+# IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
+# PURPOSE ARE DISCLAIMED.  IN NO EVENT SHALL THE COPYRIGHT OWNER OR
+# CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
+# EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
+# PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
+# PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY
+# OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+# (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+# OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+
+name: "densenet_onnx"
+platform: "onnxruntime_onnx"
+max_batch_size : 0
+input [
+  {
+    name: "data_0"
+    data_type: TYPE_FP32
+    dims: [ 3, 224, 224 ]
+    reshape { shape: [ 1, 3, 224, 224 ] }
+  }
+]
+output [
+  {
+    name: "fc6_1"
+    data_type: TYPE_FP32
+    dims: [ 1, 1000 ,1, 1]
+  }
+]