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The following commit(s) were added to refs/heads/master by this push:
     new 384b736  Prep script and Fixes for single shot detector (SSD) (#9480)
384b736 is described below

commit 384b736b4f4f518d23e31065b0800f350cdcac69
Author: Pedro Larroy <928489+lar...@users.noreply.github.com>
AuthorDate: Sat Jan 20 05:31:09 2018 +0100

    Prep script and Fixes for single shot detector (SSD) (#9480)
    
    * data, model and demo download script for ssd example
    
    * add __launch_bounds__ to multibox_detection kernel to prevent launch 
failure on volta
---
 example/ssd/data/demo/download_demo_images.py |  3 ++
 example/ssd/dataset/testdb.py                 |  2 +-
 example/ssd/demo.py                           |  3 ++
 example/ssd/init.sh                           | 58 +++++++++++++++++++++++++++
 src/operator/contrib/multibox_detection.cu    |  4 +-
 5 files changed, 68 insertions(+), 2 deletions(-)

diff --git a/example/ssd/data/demo/download_demo_images.py 
b/example/ssd/data/demo/download_demo_images.py
index 554ba7e..425f713 100755
--- a/example/ssd/data/demo/download_demo_images.py
+++ b/example/ssd/data/demo/download_demo_images.py
@@ -1,3 +1,6 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+
 # Licensed to the Apache Software Foundation (ASF) under one
 # or more contributor license agreements.  See the NOTICE file
 # distributed with this work for additional information
diff --git a/example/ssd/dataset/testdb.py b/example/ssd/dataset/testdb.py
index 9a4b985..2f982a4 100644
--- a/example/ssd/dataset/testdb.py
+++ b/example/ssd/dataset/testdb.py
@@ -16,7 +16,7 @@
 # under the License.
 
 import os
-from imdb import Imdb
+from .imdb import Imdb
 
 
 class TestDB(Imdb):
diff --git a/example/ssd/demo.py b/example/ssd/demo.py
old mode 100644
new mode 100755
index 8106eb5..0480bdd
--- a/example/ssd/demo.py
+++ b/example/ssd/demo.py
@@ -1,3 +1,6 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+
 # Licensed to the Apache Software Foundation (ASF) under one
 # or more contributor license agreements.  See the NOTICE file
 # distributed with this work for additional information
diff --git a/example/ssd/init.sh b/example/ssd/init.sh
new file mode 100755
index 0000000..53104bb
--- /dev/null
+++ b/example/ssd/init.sh
@@ -0,0 +1,58 @@
+#!/bin/bash
+
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+#
+# Train SSD with Pascal VOC
+#
+set -e
+set -x
+
+
+function download_pascal_voc() {
+    pushd .
+    cd data
+    wget -c --show-progress 
http://host.robots.ox.ac.uk/pascal/VOC/voc2012/VOCtrainval_11-May-2012.tar
+    wget -c --show-progress 
http://host.robots.ox.ac.uk/pascal/VOC/voc2007/VOCtrainval_06-Nov-2007.tar
+    wget -c --show-progress 
http://host.robots.ox.ac.uk/pascal/VOC/voc2007/VOCtest_06-Nov-2007.tar
+    tar -xvf VOCtrainval_11-May-2012.tar
+    tar -xvf VOCtrainval_06-Nov-2007.tar
+    tar -xvf VOCtest_06-Nov-2007.tar
+    popd
+}
+
+function download_model() {
+    pushd .
+    
MODELFILEURL="https://github.com/zhreshold/mxnet-ssd/releases/download/v0.6/resnet50_ssd_512_voc0712_trainval.zip";
+    MODELFILE="resnet50_ssd_512_voc0712_trainval.zip"
+    cd model
+    wget -c $MODELFILEURL
+    unzip $MODELFILE
+    popd
+}
+
+function download_demo_images() {
+    pushd .
+    cd data/demo
+    ./download_demo_images.py
+    popd
+}
+
+download_pascal_voc
+download_model
+download_demo_images
diff --git a/src/operator/contrib/multibox_detection.cu 
b/src/operator/contrib/multibox_detection.cu
index 6db8c55..98151f8 100644
--- a/src/operator/contrib/multibox_detection.cu
+++ b/src/operator/contrib/multibox_detection.cu
@@ -51,7 +51,9 @@ __device__ void CalculateOverlap(const DType *a, const DType 
*b, DType *iou) {
 }
 
 template<typename DType>
-__global__ void DetectionForwardKernel(DType *out, const DType *cls_prob,
+__global__
+__launch_bounds__(cuda::kMaxThreadsPerBlock)
+void DetectionForwardKernel(DType *out, const DType *cls_prob,
                                        const DType *loc_pred, const DType 
*anchors,
                                        DType *temp_space, const int 
num_classes,
                                        const int num_anchors, const float 
threshold,

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