{"action":"created","comment":{"url":"https://api.github.com/repos/NTMC-Community/MatchZoo/pulls/comments/244633654","pull_request_review_id":188552962,"id":244633654,"node_id":"MDI0OlB1bGxSZXF1ZXN0UmV2aWV3Q29tbWVudDI0NDYzMzY1NA==","diff_hunk":"@@ -0,0 +1,135 @@\n+\"\"\"An implementation of Attention Layer for Bimpm model.\"\"\"\n+\n+from keras import backend as K\n+from keras.engine import Layer\n+\n+\n+class AttentionLayer(Layer):\n+    \"\"\"\n+    Layer that compute attention for Bimpm model.\n+\n+    For detailed information, see Bilateral Multi-Perspective Matching for\n+    Natural Language Sentences, section 3.2.\n+\n+    Reference:\n+    https://github.com/zhiguowang/BiMPM/blob/master/src/layer_utils.py#L145-L196\n+\n+    Examples:\n+        >>> import matchzoo as mz\n+        >>> layer = mz.layers.AttentionLayer(att_dim=50)\n+\n+    \"\"\"\n+\n+    def __init__(self,\n+                 att_dim: int,\n+                 att_type: str = 'default',\n+                 remove_diagnoal: bool = False,\n+                 **kwargs):\n+        \"\"\"\n+        class: `AttentionLayer` constructor.\n+\n+        :param att_dim: int\n+        :param att_type: int\n+        :param remove_diagnoal: bool\n+        \"\"\"\n+        self.att_dim = att_dim\n+        self.att_type = att_type\n+        self.remove_diagnoal = remove_diagnoal\n+        super(AttentionLayer, self).__init__(**kwargs)","path":"matchzoo/layers/attention_layer.py","position":38,"original_position":38,"commit_id":"2fb6cefb51d4e0a0d0c8dd5153a72dffffd2ee06","original_commit_id":"2fb6cefb51d4e0a0d0c8dd5153a72dffffd2ee06","user":{"login":"rgtjf","id":10681979,"node_id":"MDQ6VXNlcjEwNjgxOTc5","avatar_url":"https://avatars0.githubusercontent.com/u/10681979?v=4","gravatar_id":"","url":"https://api.github.com/users/rgtjf","html_url":"https://github.com/rgtjf","followers_url":"https://api.github.com/users/rgtjf/followers","following_url":"https://api.github.com/users/rgtjf/following{/other_user}","gists_url":"https://api.github.com/users/rgtjf/gists{/gist_id}","starred_url":"https://api.github.com/users/rgtjf/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/rgtjf/subscriptions","organizations_url":"https://api.github.com/users/rgtjf/orgs","repos_url":"https://api.github.com/users/rgtjf/repos","events_url":"https://api.github.com/users/rgtjf/events{/privacy}","received_events_url":"https://api.github.com/users/rgtjf/received_events","type":"User","site_admin":false},"body":"> style: use private attr (`self._att_dim`) unless you have a good reason. \r\n\r\nOK.\r\n\r\n> Also, call `super` before everything else unless you have a good reason.\r\n\r\nI referred to  https://keras.io/layers/writing-your-own-keras-layers. 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Not done yet.","created_at":"2018-10-19T11:58:59Z","updated_at":"2019-01-01T10:45:13Z","closed_at":null,"merged_at":null,"merge_commit_sha":"0a9b4ba95fb4fc5ab645e0e56de6f03602f7aa95","assignee":{"login":"bwanglzu","id":9794489,"node_id":"MDQ6VXNlcjk3OTQ0ODk=","avatar_url":"https://avatars1.githubusercontent.com/u/9794489?v=4","gravatar_id":"","url":"https://api.github.com/users/bwanglzu","html_url":"https://github.com/bwanglzu","followers_url":"https://api.github.com/users/bwanglzu/followers","following_url":"https://api.github.com/users/bwanglzu/following{/other_user}","gists_url":"https://api.github.com/users/bwanglzu/gists{/gist_id}","starred_url":"https://api.github.com/users/bwanglzu/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/bwanglzu/subscriptions","organizations_url":"https://api.github.com/users/bwanglzu/orgs","repos_url":"https://api.github.com/users/bwanglzu/repos","events_url":"https://api.github.com/users/bwanglzu/events{/privacy}","received_events_url":"https://api.github.com/users/bwanglzu/received_events","type":"User","site_admin":false},"assignees":[{"login":"bwanglzu","id":9794489,"node_id":"MDQ6VXNlcjk3OTQ0ODk=","avatar_url":"https://avatars1.githubusercontent.com/u/9794489?v=4","gravatar_id":"","url":"https://api.github.com/users/bwanglzu","html_url":"https://github.com/bwanglzu","followers_url":"https://api.github.com/users/bwanglzu/followers","following_url":"https://api.github.com/users/bwanglzu/following{/other_user}","gists_url":"https://api.github.com/users/bwanglzu/gists{/gist_id}","starred_url":"https://api.github.com/users/bwanglzu/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/bwanglzu/subscriptions","organizations_url":"https://api.github.com/users/bwanglzu/orgs","repos_url":"https://api.github.com/users/bwanglzu/repos","events_url":"https://api.github.com/users/bwanglzu/events{/privacy}","received_events_url":"https://api.github.com/users/bwanglzu/received_events","type":"User","site_admin":false},{"login":"rgtjf","id":10681979,"node_id":"MDQ6VXNlcjEwNjgxOTc5","avatar_url":"https://avatars0.githubusercontent.com/u/10681979?v=4","gravatar_id":"","url":"https://api.github.com/users/rgtjf","html_url":"https://github.com/rgtjf","followers_url":"https://api.github.com/users/rgtjf/followers","following_url":"https://api.github.com/users/rgtjf/following{/other_user}","gists_url":"https://api.github.com/users/rgtjf/gists{/gist_id}","starred_url":"https://api.github.com/users/rgtjf/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/rgtjf/subscriptions","organizations_url":"https://api.github.com/users/rgtjf/orgs","repos_url":"https://api.github.com/users/rgtjf/repos","events_url":"https://api.github.com/users/rgtjf/events{/privacy}","received_events_url":"https://api.github.com/users/rgtjf/received_events","type":"User","site_admin":false}],"requested_reviewers":[{"login":"lixinsu","id":15691697,"node_id":"MDQ6VXNlcjE1NjkxNjk3","avatar_url":"https://avatars1.githubusercontent.com/u/15691697?v=4","gravatar_id":"","url":"https://api.github.com/users/lixinsu","html_url":"https://github.com/lixinsu","followers_url":"https://api.github.com/users/lixinsu/followers","following_url":"https://api.github.com/users/lixinsu/following{/other_user}","gists_url":"https://api.github.com/users/lixinsu/gists{/gist_id}","starred_url":"https://api.github.com/users/lixinsu/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/lixinsu/subscriptions","organizations_url":"https://api.github.com/users/lixinsu/orgs","repos_url":"https://api.github.com/users/lixinsu/repos","events_url":"https://api.github.com/users/lixinsu/events{/privacy}","received_events_url":"https://api.github.com/users/lixinsu/received_events","type":"User","site_admin":false}],"requested_teams":[],"labels":[{"id":946398538,"node_id":"MDU6TGFiZWw5NDYzOTg1Mzg=","url":"https://api.github.com/repos/NTMC-Community/MatchZoo/labels/2.0","name":"2.0","color":"0ebff9","default":false}],"milestone":null,"commits_url":"https://api.github.com/repos/NTMC-Community/MatchZoo/pulls/423/commits","review_comments_url":"https://api.github.com/repos/NTMC-Community/MatchZoo/pulls/423/comments","review_comment_url":"https://api.github.com/repos/NTMC-Community/MatchZoo/pulls/comments{/number}","comments_url":"https://api.github.com/repos/NTMC-Community/MatchZoo/issues/423/comments","statuses_url":"https://api.github.com/repos/NTMC-Community/MatchZoo/statuses/2fb6cefb51d4e0a0d0c8dd5153a72dffffd2ee06","head":{"label":"NTMC-Community:feature/bimpm","ref":"feature/bimpm","sha":"2fb6cefb51d4e0a0d0c8dd5153a72dffffd2ee06","user":{"login":"NTMC-Community","id":37836806,"node_id":"MDEyOk9yZ2FuaXphdGlvbjM3ODM2ODA2","avatar_url":"https://avatars2.githubusercontent.com/u/37836806?v=4","gravatar_id":"","url":"https://api.github.com/users/NTMC-Community","html_url":"https://github.com/NTMC-Community","followers_url":"https://api.github.com/users/NTMC-Community/followers","following_u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