{"action":"created","comment":{"url":"https://api.github.com/repos/tensorlayer/tensorlayer/pulls/comments/192579448","pull_request_review_id":125385721,"id":192579448,"node_id":"MDI0OlB1bGxSZXF1ZXN0UmV2aWV3Q29tbWVudDE5MjU3OTQ0OA==","diff_hunk":"@@ -1153,6 +1154,82 @@ def __init__(\n             self.all_params.append(filters)\n \n \n+class AtrousConv2dTransLayer(Layer):\n+    \"\"\"The :class:`AtrousConv2dTransLayer` class is 2D atrous convolution transpose, see `tf.nn.atrous_conv2d_transpose <https://www.tensorflow.org/versions/master/api_docs/python/nn.html#atrous_conv2d_transpose>`__.\n+\n+    Parameters\n+    ----------\n+    prev_layer : :class:`Layer`\n+        Previous layer with a 4D output tensor in the shape of (batch, height, width, channels).\n+    shape : tuple of int\n+        The shape of the filters: (filter_height, filter_width, out_channels, in_channels).\n+    output_shape : tuple of int\n+        Output shape of the deconvolution.\n+    rate : int\n+        The stride that we sample input values in the height and width dimensions.\n+        This equals the rate that we up-sample the filters by inserting zeros across the height and width dimensions.\n+        In the literature, this parameter is sometimes mentioned as input stride or dilation.\n+    act : activation function\n+        The activation function of this layer.\n+    padding : str\n+        The padding algorithm type: \"SAME\" or \"VALID\".\n+    W_init : initializer\n+        The initializer for the weight matrix.\n+    b_init : initializer or None\n+        The initializer for the bias vector. If None, skip biases.\n+    W_init_args : dictionary\n+        The arguments for the weight matrix initializer.\n+    b_init_args : dictionary\n+        The arguments for the bias vector initializer.\n+    name : str\n+        A unique layer name.\n+\n+    \"\"\"\n+\n+    @deprecated_alias(layer='prev_layer', end_support_version=1.9)  # TODO remove this line for the 1.9 release\n+    def __init__(\n+            self, prev_layer, shape=(3, 3, 128, 256), output_shape=(1, 64, 64, 128), rate=2, act=tf.identity,\n+            padding='SAME', W_init=tf.truncated_normal_initializer(stddev=0.02),\n+            b_init=tf.constant_initializer(value=0.0), W_init_args=None, b_init_args=None, name='atrou2dtrans'\n+    ):\n+\n+        super(AtrousConv2dTransLayer, self).__init__(prev_layer=prev_layer, name=name)\n+        logging.info(\n+            \"AtrousConv2dTransLayer %s: shape:%s output_shape:%s rate:%d pad:%s act:%s\" %\n+            (name, shape, output_shape, rate, padding, act.__name__)\n+        )\n+\n+        self.inputs = prev_layer.outputs\n+\n+        if W_init_args is None:\n+            W_init_args = {}\n+        if b_init_args is None:\n+            b_init_args = {}\n+        if act is None:\n+            act = tf.identity\n+\n+        with tf.variable_scope(name):\n+            filters = tf.get_variable(\n+                name='filter', shape=shape, initializer=W_init, dtype=LayersConfig.tf_dtype, **W_init_args\n+            )\n+            if b_init:\n+                b = tf.get_variable(\n+                    name='b', shape=(shape[-2]), initializer=b_init, dtype=LayersConfig.tf_dtype, **b_init_args\n+                )\n+                self.outputs = act(tf.nn.atrous_conv2d_transpose(self.inputs, filters, output_shape, rate, padding) + b)\n+            else:\n+                self.outputs = act(tf.nn.atrous_conv2d_transpose(self.inputs, filters, output_shape, rate, padding))\n+\n+        # self.all_layers = list(layer.all_layers)\n+        # self.all_params = list(layer.all_params)","path":"tensorlayer/layers/convolution.py","position":79,"original_position":79,"commit_id":"d53cc299aa4f9b1a3e382871234bdf284dec914c","original_commit_id":"d53cc299aa4f9b1a3e382871234bdf284dec914c","user":{"login":"luomai","id":1136455,"node_id":"MDQ6VXNlcjExMzY0NTU=","avatar_url":"https://avatars3.githubusercontent.com/u/1136455?v=4","gravatar_id":"","url":"https://api.github.com/users/luomai","html_url":"https://github.com/luomai","followers_url":"https://api.github.com/users/luomai/followers","following_url":"https://api.github.com/users/luomai/following{/other_user}","gists_url":"https://api.github.com/users/luomai/gists{/gist_id}","starred_url":"https://api.github.com/users/luomai/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/luomai/subscriptions","organizations_url":"https://api.github.com/users/luomai/orgs","repos_url":"https://api.github.com/users/luomai/repos","events_url":"https://api.github.com/users/luomai/events{/privacy}","received_events_url":"https://api.github.com/users/luomai/received_events","type":"User","site_admin":false},"body":"@2wins yes, that lines were kept only for reference. Feel free to remove that lines. :)","created_at":"2018-06-03T07:06:30Z","updated_at":"2018-06-03T07:06:30Z","html_url":"https://github.com/tensorlayer/tensorlayer/pull/662#discussion_r192579448","pull_request_url":"https://api.github.com/repos/tensorlayer/tensorlayer/pulls/662","author_association":"MEMBER","_links":{"self":{"href":"https://api.github.com/repos/tensorlayer/tensorlayer/pulls/comments/192579448"},"html":{"href":"https://github.com/tensorlayer/tensorlayer/pull/662#discussion_r192579448"},"pull_request":{"href":"https://api.github.com/repos/tensorlayer/tensorlayer/pulls/662"}},"in_reply_to_id":192381646},"pull_request":{"url":"https://api.github.com/repos/tensorlayer/tensorlayer/pulls/662","id":191625120,"node_id":"MDExOlB1bGxSZXF1ZXN0MTkxNjI1MTIw","html_url":"https://github.com/tensorlayer/tensorlayer/pull/662","diff_url":"https://github.com/tensorlayer/tensorlayer/pull/662.diff","patch_url":"https://github.com/tensorlayer/tensorlayer/pull/662.patch","issue_url":"https://api.github.com/repos/tensorlayer/tensorlayer/issues/662","number":662,"state":"open","locked":false,"title":"[WIP] Issue #642 - Add `AtrousConv2dTransLayer`","user":{"login":"2wins","id":12285405,"node_id":"MDQ6VXNlcjEyMjg1NDA1","avatar_url":"https://avatars0.githubusercontent.com/u/12285405?v=4","gravatar_id":"","url":"https://api.github.com/users/2wins","html_url":"https://github.com/2wins","followers_url":"https://api.github.com/users/2wins/followers","following_url":"https://api.github.com/users/2wins/following{/other_user}","gists_url":"https://api.github.com/users/2wins/gists{/gist_id}","starred_url":"https://api.github.com/users/2wins/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/2wins/subscriptions","organizations_url":"https://api.github.com/users/2wins/orgs","repos_url":"https://api.github.com/users/2wins/repos","events_url":"https://api.github.com/users/2wins/events{/privacy}","received_events_url":"https://api.github.com/users/2wins/received_events","type":"User","site_admin":false},"body":"<!-- ============================================================================================================\r\nThanks for contributing to _TensorLayer_! We really appreciate your help !\r\nBefore you submit your pull request, please make sure to check the following boxes by putting an x in the [ ] \r\n============================================================================================================= -->\r\n\r\n### Checklist\r\n- [x] I've tested that my changes are compatible with the latest version of Tensorflow.\r\n- [x] I've read the [Contribution Guidelines](https://github.com/tensorlayer/tensorlayer/blob/master/CONTRIBUTING.md)\r\n- [ ] I've updated the documentation if necessary.\r\n\r\n### Motivation and Context\r\n<!--- Why is this change required? What problem does it solve? -->\r\n<!--- If it fixes an open issue, please link to the issue here. -->\r\n<!--- Please describe in detail how you tested your changes. --->\r\nReflect feature request #642\r\n\r\n### Description\r\n<!--- Describe your changes in detail -->\r\nAdd AtrousConv2dTransLayer","created_at":"2018-05-31T02:03:10Z","updated_at":"2018-06-03T07:06:30Z","closed_at":null,"merged_at":null,"merge_commit_sha":"9711bf95a95c7e1177607fe0b7b7a51586ec7b40","assignee":{"login":"DEKHTIARJonathan","id":10923599,"node_id":"MDQ6VXNlcjEwOTIzNTk5","avatar_url":"https://avatars2.githubusercontent.com/u/10923599?v=4","gravatar_id":"","url":"https://api.github.com/users/DEKHTIARJonathan","html_url":"https://github.com/DEKHTIARJonathan","followers_url":"https://api.github.com/users/DEKHTIARJonathan/followers","following_url":"https://api.github.com/users/DEKHTIARJonathan/following{/other_user}","gists_url":"https://api.github.com/users/DEKHTIARJonathan/gists{/gist_id}","starred_url":"https://api.github.com/users/DEKHTIARJonathan/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/DEKHTIARJonathan/subscriptions","organizations_url":"https://api.github.com/users/DEKHTIARJonathan/orgs","repos_url":"https://api.github.com/users/DEKHTIARJonathan/repos","events_url":"https://api.github.com/users/DEKHTIARJonathan/events{/privacy}","received_events_url":"https://api.github.com/users/DEKHTIARJonathan/received_events","type":"User","site_admin":false},"assignees":[{"login":"DEKHTIARJonathan","id":10923599,"node_id":"MDQ6VXNlcjEwOTIzNTk5","avatar_url":"https://avatars2.githubusercontent.com/u/10923599?v=4","gravatar_id":"","url":"https://api.github.com/users/DEKHTIARJonathan","html_url":"https://github.com/DEKHTIARJonathan","followers_url":"https://api.github.com/users/DEKHTIARJonathan/followers","following_url":"https://api.github.com/users/DEKHTIARJonathan/following{/other_user}","gists_url":"https://api.github.com/users/DEKHTIARJonathan/gists{/gist_id}","starred_url":"https://api.github.com/users/DEKHTIARJonathan/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/DEKHTIARJonathan/subscriptions","organizations_url":"https://api.github.com/users/DEKHTIARJonathan/orgs","repos_url":"https://api.github.com/users/DEKHTIARJonathan/repos","events_url":"https://api.github.com/users/DEKHTIARJonathan/events{/privacy}","received_events_url":"https://api.github.com/users/DEKHTIARJonathan/received_events","type":"User","site_admin":false}],"requested_reviewers":[],"requested_teams":[],"labels":[{"id":389085656,"node_id":"MDU6TGFiZWwzODkwODU2NTY=","url":"https://api.github.com/repos/tensorlayer/tensorlayer/labels/enhancement","name":"enhancement","color":"84b6eb","default":true},{"id":927920186,"node_id":"MDU6TGFiZWw5Mjc5MjAxODY=","url":"https://api.github.com/repos/tensorlayer/tensorlayer/labels/feature_request","name":"feature_request","color":"e6d747","default":false}],"milestone":null,"commits_url":"https://api.github.com/repos/tensorlayer/tensorlayer/pulls/662/commits","review_comments_url":"https://api.github.com/repos/tensorlayer/tensorlayer/pulls/662/comments","review_comment_url":"https://api.github.com/repos/tensorlayer/tensorlayer/pulls/comments{/number}","comments_url":"https://api.github.com/repos/tensorlayer/tensorlayer/issues/662/comments","statuses_url":"https://api.github.com/repos/tensorlayer/tensorlayer/statuses/d53cc299aa4f9b1a3e382871234bdf284dec914c","head":{"label":"2wins:patch-4","ref":"patch-4","sha":"d53cc299aa4f9b1a3e382871234bdf284dec914c","user":{"login":"2wins","id":12285405,"node_id":"MDQ6VXNlcjEyMjg1NDA1","avatar_url":"https://avatars0.githubusercontent.com/u/12285405?v=4","gravatar_id":"","url":"https://api.github.com/users/2wins","html_url":"https://github.com/2wins","followers_url":"https://api.github.com/users/2wins/followers","following_url":"https://api.github.com/users/2wins/following{/other_user}","gists_url":"https://api.github.com/users/2wins/gists{/gist_id}","starred_url":"https://api.github.com/users/2wins/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/2wins/subscriptions","organizations_url":"https://api.github.com/users/2wins/orgs","repos_url":"https://api.github.com/users/2wins/repos","events_url":"https://api.github.com/users/2wins/events{/privacy}","received_events_url":"https://api.github.com/users/2wins/received_events","type":"User","site_admin":false},"repo":{"id":132110494,"node_id":"MDEwOlJlcG9zaXRvcnkxMzIxMTA0OTQ=","name":"tensorlayer","full_name":"2wins/tensorlayer","owner":{"login":"2wins","id":12285405,"node_id":"MDQ6VXNlcjEyMjg1NDA1","avatar_url":"https://avatars0.githubusercontent.com/u/12285405?v=4","gravatar_id":"","url":"https://api.github.com/users/2wins","html_url":"https://github.com/2wins","followers_url":"https://api.github.com/users/2wins/followers","following_url":"https://api.github.com/users/2wins/following{/other_user}","gists_url":"https://api.github.com/users/2wins/gists{/gist_id}","starred_url":"https://api.github.com/users/2wins/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/2wins/subscriptions","organizations_url":"https://api.github.com/users/2wins/orgs","repos_url":"https://api.github.com/users/2wins/repos","events_url":"https: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