{"action":"created","comment":{"url":"https://api.github.com/repos/PaddlePaddle/Paddle/pulls/comments/90163932","pull_request_review_id":10686555,"id":90163932,"diff_hunk":"@@ -0,0 +1,218 @@\n+..  _algo_hrnn_rnn_api_compare:\n+\n+#####################\n+单双层RNN API对比介绍\n+#####################\n+\n+这篇教程主要介绍了\\ :ref:`glossary_双层RNN`\\ 的API接口。本文以PaddlePaddle的\\ :ref:`glossary_双层RNN`\\ 单元测试为示例，用多对效果完全相同的、分别使用单双层RNN作为网络配置的模型，来讲解如何使用\\ :ref:`glossary_双层RNN`\\ 。本文中所有的例子，都只是介绍\\ :ref:`glossary_双层RNN`\\ 的API接口，并不是使用\\ :ref:`glossary_双层RNN`\\ 解决实际的问题。如果想要了解\\ :ref:`glossary_双层RNN`\\ 在具体问题中的使用，请参考\\ :ref:`algo_hrnn_demo`\\ 。本文中示例所使用的单元测试文件是\\ `test_RecurrentGradientMachine.cpp <https://github.com/reyoung/Paddle/blob/develop/paddle/gserver/tests/test_RecurrentGradientMachine.cpp>`_\\ 。\n+\n+示例1：双层RNN，子序列间无Memory\n+================================\n+\n+在\\ :ref:`glossary_双层RNN`\\ 中的经典情况是将内层的每一个\\ :ref:`glossary_sequence`\\ 数据，分别进行序列操作。并且内层的序列操作之间是独立没有依赖的，即不需要使用\\ :ref:`glossary_Memory`\\ 的。\n+\n+在本示例中，单层\\ :ref:`glossary_RNN`\\ 和\\ :ref:`glossary_双层RNN`\\ 的网络配置，都是将每一句分好词后的句子，使用LSTM作为encoder，压缩成一个向量。区别是\\ :ref:`glossary_RNN`\\ 使用两层序列模型，将多句话看成一个整体，同时使用encoder压缩，二者语意上完全一致。这组语意相同的示例配置如下\n+\n+* 单层\\ :ref:`glossary_RNN`\\: `sequence_layer_group.conf <https://github.com/PaddlePaddle/Paddle/blob/develop/paddle/gserver/tests/sequence_layer_group.conf>`_\n+* :ref:`glossary_双层RNN`\\: `sequence_nest_layer_group.conf <https://github.com/PaddlePaddle/Paddle/blob/develop/paddle/gserver/tests/sequence_nest_layer_group.conf>`_\n+\n+\n+读取双层序列数据\n+----------------\n+\n+首先，本示例中使用的原始数据如下\\:\n+\n+- 本例中的原始数据一共有10个样本。每个样本由两部分组成，一个label（此处都为2）和一个已经分词后的句子。这个数据也被单层\\ :ref:`glossary_RNN`\\ 网络直接使用。\n+\n+..  literalinclude:: ../../../paddle/gserver/tests/Sequence/tour_train_wdseg\n+    :language: text\n+\n+\n+- 双层序列数据一共有4个样本。 每个样本间用空行分开，整体数据和原始数据完全一样。而对于双层序列的LSTM来说，第一条数据同时encode两条数据成两个向量。这四条数据同时处理的句子为\\ :code:`[2, 3, 2, 3]`\\ 。\n+\n+..  literalinclude:: ../../../paddle/gserver/tests/Sequence/tour_train_wdseg.nest\n+    :language: text\n+\n+其次，对于两种不同的输入数据类型，不同\\ :ref:`glossary_DataProvider`\\ 对比如下(`sequenceGen.py <https://github.com/PaddlePaddle/Paddle/blob/develop/paddle/gserver/tests/sequenceGen.py>`_)\\：\n+\n+..  literalinclude:: ../../../paddle/gserver/tests/sequenceGen.py\n+    :language: python\n+    :lines: 21-39\n+    :linenos:\n+\n+- 这是普通的单层\\ :ref:`glossary_sequence`\\ 的\\ :ref:`glossary_DataProvider`\\ 代码，其说明如下：\n+  \n+  * :ref:`glossary_DataProvider`\\ 共返回两个数据，分别是words和label。即上述代码中的第19行。\n+  - words是原始数据中的每一句话，所对应的词表index数组。它是integer_value_sequence类型的，即整数数组。words即为这个数据中的单层\\ :ref:`glossary_sequence`\\ 。\n+  - label是原始数据中对于每一句话的分类标签，它是integer_value类型的。\n+\n+..  literalinclude:: ../../../paddle/gserver/tests/sequenceGen.py\n+    :language: python\n+    :lines: 42-71\n+    :linenos:\n+\n+- 这是对于同样的数据，本示例中双层\\ :ref:`glossary_sequence`\\ 的\\ :ref:`glossary_DataProvider`\\ 代码，其说明如下：\n+\n+  - :ref:`glossary_DataProvider`\\ 共返回两组数据，分别是sentences和labels。即在双层序列的原始数据中，每一组内的所有句子和labels\n+  - sentences是双层\\ :ref:`glossary_sequence`\\ 的数据。他内部包括了每组数据中的所有句子，又使用句子中每一个单词的词表index表示每一个句子，故为双层\\ :ref:`glossary_sequence`\\ 。类型为 integer_value_sub_sequence 。\n+  - labels是每组内每一个句子的标签，故而是一个单层\\ :ref:`glossary_sequence`\\ 。\n+\n+\n+:ref:`glossary_trainer_config`\\ 的模型配置\n+------------------------------------------\n+\n+首先，我们看一下单层\\ :ref:`glossary_RNN`\\ 的配置。代码中9-15行即为单层RNN序列的使用代码。这里使用了PaddlePaddle预定义好的\\ :ref:`glossary_RNN`\\ 处理函数。在这个函数中，\\ :ref:`glossary_RNN`\\ 对于每一个\\ :ref:`glossary_timestep`\\ 通过了一个LSTM网络。\n+\n+..  literalinclude:: ../../../paddle/gserver/tests/sequence_layer_group.conf\n+    :language: python\n+    :lines: 38-63\n+    :linenos:\n+    :emphasize-lines:  9-15\n+\n+\n+其次，我们看一下语义相同的\\ :ref:`glossary_双层RNN`\\ 的网络配置。\n+\n+* PaddlePaddle中的许多layer并不在意输入是否是\\ :ref:`glossary_sequence`\\ ，例如\\ :code:`embedding_layer`\\ 。在这些layer中，所有的操作都是针对每一个\\ :ref:`glossary_timestep`\\ 来进行的。","path":"doc_cn/algorithm/rnn/hrnn_rnn_api_compare.rst","position":75,"original_position":75,"commit_id":"18645134bd07d7a1658c08102d51af8a5d0195cd","original_commit_id":"18645134bd07d7a1658c08102d51af8a5d0195cd","user":{"login":"reyoung","id":728699,"avatar_url":"https://avatars.githubusercontent.com/u/728699?v=3","gravatar_id":"","url":"https://api.github.com/users/reyoung","html_url":"https://github.com/reyoung","followers_url":"https://api.github.com/users/reyoung/followers","following_url":"https://api.github.com/users/reyoung/following{/other_user}","gists_url":"https://api.github.com/users/reyoung/gists{/gist_id}","starred_url":"https://api.github.com/users/reyoung/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/reyoung/subscriptions","organizations_url":"https://api.github.com/users/reyoung/orgs","repos_url":"https://api.github.com/users/reyoung/repos","events_url":"https://api.github.com/users/reyoung/events{/privacy}","received_events_url":"https://api.github.com/users/reyoung/received_events","type":"User","site_admin":false},"body":"没必要换掉，我们用的就是rst，rst里面支持的inline code写法是 :code:","created_at":"2016-11-30T03:39:14Z","updated_at":"2016-11-30T03:40:07Z","html_url":"https://github.com/PaddlePaddle/Paddle/pull/508#discussion_r90163932","pull_request_url":"https://api.github.com/repos/PaddlePaddle/Paddle/pulls/508","_links":{"self":{"href":"https://api.github.com/repos/PaddlePaddle/Paddle/pulls/comments/90163932"},"html":{"href":"https://github.com/PaddlePaddle/Paddle/pull/508#discussion_r90163932"},"pull_request":{"href":"https://api.github.com/repos/PaddlePaddle/Paddle/pulls/508"}}},"pull_request":{"url":"https://api.github.com/repos/PaddlePaddle/Paddle/pulls/508","id":94117533,"html_url":"https://github.com/PaddlePaddle/Paddle/pull/508","diff_url":"https://github.com/PaddlePaddle/Paddle/pull/508.diff","patch_url":"https://github.com/PaddlePaddle/Paddle/pull/508.patch","issue_url":"https://api.github.com/repos/PaddlePaddle/Paddle/issues/508","number":508,"state":"open","locked":false,"title":"Refine documentation of hierarchical-rnn.rst","user":{"login":"reyoung","id":728699,"avatar_url":"https://avatars.githubusercontent.com/u/728699?v=3","gravatar_id":"","url":"https://api.github.com/users/reyoung","html_url":"https://github.com/reyoung","followers_url":"https://api.github.com/users/reyoung/followers","following_url":"https://api.github.com/users/reyoung/following{/other_user}","gists_url":"https://api.github.com/users/reyoung/gists{/gist_id}","starred_url":"https://api.github.com/users/reyoung/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/reyoung/subscriptions","organizations_url":"https://api.github.com/users/reyoung/orgs","repos_url":"https://api.github.com/users/reyoung/repos","events_url":"https://api.github.com/users/reyoung/events{/privacy}","received_events_url":"https://api.github.com/users/reyoung/received_events","type":"User","site_admin":false},"body":"- [x] 将markdown转换成rst文件\r\n- [x] 将源文件中的复制粘贴代码去除\r\n- [x] 重新构思这个文档结构 @luotao1 @Zrachel @lcy-seso @qingqing01 @gangliao @hedaoyuan  NEED Discuess\r\n- [x] ~~写一份整体的说明，将双层rnn的整体思路介绍一下，或者给出介绍文档~~ (由于第三点决定新弄一个文档解决，所以这个到时候再做)\r\n- [x] ~~对每一种demo详细说明一下在做什么~~ (由于第三点决定新弄一个文档解决，所以这个到时候再做)\r\n- [x] 优化文档遣词造句\r\n","created_at":"2016-11-17T07:50:58Z","updated_at":"2016-11-30T03:40:07Z","closed_at":null,"merged_at":null,"merge_commit_sha":"63b724471e295faef21b34c5c6f07bd08c712b8b","assignee":{"login":"luotao1","id":6836917,"avatar_url":"https://avatars.githubusercontent.com/u/6836917?v=3","gravatar_id":"","url":"https://api.github.com/users/luotao1","html_url":"https://github.com/luotao1","followers_url":"https://api.github.com/users/luotao1/followers","following_url":"https://api.github.com/users/luotao1/following{/other_user}","gists_url":"https://api.github.com/users/luotao1/gists{/gist_id}","starred_url":"https://api.github.com/users/luotao1/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/luotao1/subscriptions","organizations_url":"https://api.github.com/users/luotao1/orgs","repos_url":"https://api.github.com/users/luotao1/repos","events_url":"https://api.github.com/users/luotao1/events{/privacy}","received_events_url":"https://api.github.com/users/luotao1/received_events","type":"User","site_admin":false},"assignees":[{"login":"luotao1","id":6836917,"avatar_url":"https://avatars.githubusercontent.com/u/6836917?v=3","gravatar_id":"","url":"https://api.github.com/users/luotao1","html_url":"https://github.com/luotao1","followers_url":"https://api.github.com/users/luotao1/followers","following_url":"https://api.github.com/users/luotao1/following{/other_user}","gists_url":"https://api.github.com/users/luotao1/gists{/gist_id}","starred_url":"https://api.github.com/users/luotao1/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/luotao1/subscriptions","organizations_url":"https://api.github.com/users/luotao1/orgs","repos_url":"https://api.github.com/users/luotao1/repos","events_url":"https://api.github.com/users/luotao1/events{/privacy}","received_events_url":"https://api.github.com/users/luotao1/received_events","type":"User","site_admin":false},{"login":"qingqing01","id":7845005,"avatar_url":"https://avatars.githubusercontent.com/u/7845005?v=3","gravatar_id":"","url":"https://api.github.com/users/qingqing01","html_url":"https://github.com/qingqing01","followers_url":"https://api.github.com/users/qingqing01/followers","following_url":"https://api.github.com/users/qingqing01/following{/other_user}","gists_url":"https://api.github.com/users/qingqing01/gists{/gist_id}","starred_url":"https://api.github.com/users/qingqing01/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/qingqing01/subscriptions","organizations_url":"https://api.github.com/users/qingqing01/orgs","repos_url":"https://api.github.com/users/qingqing01/repos","events_url":"https://api.github.com/users/qingqing01/events{/privacy}","received_events_url":"https://api.github.com/users/qingqing01/received_events","type":"User","site_admin":false}],"milestone":{"url":"https://api.github.com/repos/PaddlePaddle/Paddle/milestones/2","html_url":"https://github.com/PaddlePaddle/Paddle/milestones/0.10.0","labels_url":"https://api.github.com/repos/PaddlePaddle/Paddle/milestones/2/labels","id":2094118,"number":2,"title":"0.10.0","description":"","creator":{"login":"llxxxll","id":1908992,"avatar_url":"https://avatars.githubusercontent.com/u/1908992?v=3","gravatar_id":"","url":"https://api.github.com/users/llxxxll","html_url":"https://github.com/llxxxll","followers_url":"https://api.github.com/users/llxxxll/followers","following_url":"https://api.github.com/users/llxxxll/following{/other_user}","gists_url":"https://api.github.com/users/llxxxll/gists{/gist_id}","starred_url":"https://api.github.com/users/llxxxll/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/llxxxll/subscriptions","organizations_url":"https://api.github.com/users/llxxxll/orgs","repos_url":"https://api.github.com/users/llxxxll/repos","events_url":"https://api.github.com/users/llxxxll/events{/privacy}","received_events_url":"https://api.github.com/users/llxxxll/received_events","type":"User","site_admin":false},"open_issues":39,"closed_issues":12,"state":"open","created_at":"2016-10-26T06:58:13Z","updated_at":"2016-11-30T02:30:12Z","due_on":"2016-12-01T00:00:00Z","closed_at":null},"commits_url":"https://api.github.com/repos/PaddlePaddle/Paddle/pulls/508/commits","review_comments_url":"https://api.github.com/repos/PaddlePaddle/Paddle/pulls/508/comments","review_comment_url":"https://api.github.com/repos/PaddlePaddle/Paddle/pulls/comments{/number}","comments_url":"https://api.github.com/repos/PaddlePaddle/Paddle/issues/508/comments","statuses_url":"https://api.github.com/repos/PaddlePaddle/Paddle/statuses/18645134bd07d7a1658c08102d51af8a5d0195cd","head":{"label":"reyoung:feature/refine_doc_drnn","ref":"feature/refine_doc_drnn","sha":"18645134bd07d7a1658c08102d51af8a5d0195cd","user":{"login":"reyoung","id":728699,"avatar_url":"https://avatars.githubusercontent.com/u/728699?v=3","gravatar_id":"","url":"https://api.github.com/users/reyoung","html_url":"https://github.com/reyoung","followers_url":"https://api.github.com/users/reyoung/followers","following_url":"https://api.github.com/users/reyoung/following{/other_user}","gists_url":"https://api.github.com/users/reyoung/gists{/gist_id}","starred_url":"https://api.github.com/users/reyoung/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/reyoung/subscriptions","organizations_url":"https://api.github.com/users/reyoung/orgs","repos_url":"https://api.github.com/users/reyoung/repos","events_url":"https://api.github.com/users/reyoung/events{/privacy}","received_events_url":"https://api.github.com/users/reyoung/received_events","type":"User","site_admin":false},"repo":{"id":67185903,"name":"Paddle","full_name":"reyoung/Paddle","owner":{"login":"reyoung","id":728699,"avatar_url":"https://avatars.githubusercontent.com/u/728699?v=3","gravatar_id":"","url":"https://api.github.com/users/reyoung","html_url":"https://github.com/reyoung","followers_url":"https://api.github.com/users/reyoung/followers","following_url":"https://api.github.com/users/reyoung/following{/other_user}","gists_url":"https://api.github.com/users/reyoung/gists{/gist_id}","starred_url":"https://api.github.com/users/reyoung/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/reyoung/subscriptions","organizations_url":"https://api.github.com/users/reyoung/orgs","repos_url":"https://api.github.com/users/reyoung/repos","events_url":"https://api.github.com/users/reyoung/events{/privacy}","received_events_url":"https://api.github.com/users/reyoung/received_events","type":"User","site_admin":false},"private":false,"html_url":"https://github.com/reyoung/Paddle","description":"PArallel Distributed Deep LEarning","fork":true,"url":"https://api.github.com/repos/reyoung/Paddle","forks_url":"https://api.github.com/repos/reyoung/Paddle/forks","keys_url":"https://api.github.com/repos/reyoung/Paddle/keys{/key_id}","collaborators_url":"https://api.github.com/repos/reyoung/Paddle/collaborators{/collaborator}","teams_url":"https://api.github.com/repos/reyoung/Paddle/teams","hooks_url":"https://api.github.com/repos/reyoung/Paddle/hooks","issue_events_url":"https://api.github.com/repos/reyoung/Paddle/issues/events{/number}","events_url":"https://api.github.com/repos/reyoung/Paddle/events","assignees_url":"https://api.github.com/repos/reyoung/Paddle/assignees{/user}","branches_url":"https://api.github.com/repos/reyoung/Paddle/branches{/branch}","tags_url":"https://api.github.com/repos/reyoung/Paddle/tags","blobs_url":"https://api.github.com/repos/reyoung/Paddle/git/blobs{/sha}","git_tags_url":"https://api.github.com/repos/reyoung/Paddle/git/tags{/sha}","git_refs_url":"https://api.github.com/repos/reyoung/Paddle/git/refs{/sha}","trees_url":"https://api.github.com/repos/reyoung/Paddle/git/trees{/sha}","statuses_url":"https://api.github.com/repos/reyoung/Paddle/statuses/{sha}","languages_url":"https://api.github.com/repos/reyoung/Paddle/languages","stargazers_url":"https://api.github.com/repos/reyoung/Paddle/stargazers","contributors_url":"https://api.github.com/repos/reyoung/Paddle/contributors","subscribers_url":"https://api.github.com/repos/reyoung/Paddle/subscribers","subscription_url":"https://api.github.com/repos/reyoung/Paddle/subscription","commits_url":"https://api.github.com/repos/reyoung/Paddle/commits{/sha}","git_commits_url":"https://api.github.com/repos/reyoung/Paddle/git/commits{/sha}","comments_url":"https://api.github.com/repos/reyoung/Paddle/comments{/number}","issue_comment_url":"https://api.github.com/repos/reyoung/Paddle/issues/comments{/number}","contents_url":"https://api.github.com/repos/reyoung/Paddle/contents/{+path}","compare_url":"https://api.github.com/repos/reyoung/Paddle/compare/{base}...{head}","merges_url":"https://api.github.com/repos/reyoung/Paddle/merges","archive_url":"https://api.github.com/repos/reyoung/Paddle/{archive_format}{/ref}","downloads_url":"https://api.github.com/repos/reyoung/Paddle/downloads","issues_url":"https://api.github.com/repos/reyoung/Paddle/issues{/number}","pulls_url":"https://api.github.com/repos/reyoung/Paddle/pulls{/number}","milestones_url":"https://api.github.com/repos/reyoung/Paddle/milestones{/number}","notifications_url":"https://api.github.com/repos/reyoung/Paddle/notifications{?since,all,participating}","labels_url":"https://api.github.com/repos/reyoung/Paddle/labels{/name}","releases_url":"https://api.github.com/repos/reyoung/Paddle/releases{/id}","deployments_url":"https://api.github.com/repos/reyoung/Paddle/deployments","created_at":"2016-09-02T03:14:43Z","updated_at":"2016-09-02T03:14:46Z","pushed_at":"2016-11-30T03:25:43Z","git_url":"git://github.com/reyoung/Paddle.git","ssh_url":"git@github.com:reyoung/Paddle.git","clone_url":"https://github.com/reyoung/Paddle.git","svn_url":"https://github.com/reyoung/Paddle","homepage":"http://www.paddlepaddle.org/","size":14908,"stargazers_count":0,"watchers_count":0,"language":"C++","has_issues":false,"has_downloads":true,"has_wiki":true,"has_pages":true,"forks_count":0,"mirror_url":null,"open_issues_count":0,"forks":0,"open_issues":0,"watchers":0,"default_branch":"develop"}},"base":{"label":"PaddlePaddle:develop","ref":"develop","sha":"f8ec510a63461c78b7caa48a5bd267d3a07e10cd","user":{"login":"PaddlePaddle","id":23534030,"avatar_url":"https://avatars.githubusercontent.com/u/23534030?v=3","gravatar_id":"","url":"https://api.github.com/users/PaddlePaddle","html_url":"https://github.com/PaddlePaddle","followers_url":"https://api.github.com/users/PaddlePaddle/followers","following_url":"https://api.github.com/users/PaddlePaddle/following{/other_user}","gists_url":"https://api.github.com/users/PaddlePaddle/gists{/gist_id}","starred_url":"https://api.github.com/users/PaddlePaddle/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/PaddlePaddle/subscriptions","organizations_url":"https://api.github.com/users/PaddlePaddle/orgs","repos_url":"https://api.github.com/users/PaddlePaddle/repos","events_url":"https://api.github.com/users/PaddlePaddle/events{/privacy}","received_events_url":"https://api.github.com/users/PaddlePaddle/received_events","type":"Organization","site_admin":false},"repo":{"id":65711522,"name":"Paddle","full_name":"PaddlePaddle/Paddle","owner":{"login":"PaddlePaddle","id":23534030,"avatar_url":"https://avatars.githubusercontent.com/u/23534030?v=3","gravatar_id":"","url":"https://api.github.com/users/PaddlePaddle","html_url":"https://github.com/PaddlePaddle","followers_url":"https://api.github.com/users/PaddlePaddle/followers","following_url":"https://api.github.com/users/PaddlePaddle/following{/other_user}","gists_url":"https://api.github.com/users/PaddlePaddle/gists{/gist_id}","starred_url":"https://api.github.com/users/PaddlePaddle/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/PaddlePaddle/subscriptions","organizations_url":"https://api.github.com/users/PaddlePaddle/orgs","repos_url":"https://api.github.com/users/PaddlePaddle/repos","events_url":"https://api.github.com/users/PaddlePaddle/events{/privacy}","received_events_url":"https://api.github.com/users/PaddlePaddle/received_events","type":"Organization","site_admin":false},"private":false,"html_url":"https://github.com/PaddlePaddle/Paddle","description":"PArallel Distributed Deep LEarning","fork":false,"url":"https://api.github.com/repos/PaddlePaddle/Paddle","forks_url":"https://api.github.com/repos/PaddlePaddle/Paddle/forks","keys_url":"https://api.github.com/repos/PaddlePaddle/Paddle/keys{/key_id}","collaborators_url":"https://api.github.com/repos/PaddlePaddle/Paddle/collaborators{/collaborator}","teams_url":"https://api.github.com/repos/PaddlePaddle/Paddle/teams","hooks_url":"https://api.github.com/repos/PaddlePaddle/Paddle/hooks","issue_events_url":"https://api.github.com/repos/PaddlePaddle/Paddle/issues/events{/number}","events_url":"https://api.github.com/repos/PaddlePaddle/Paddle/events","assignees_url":"https://api.github.com/repos/PaddlePaddle/Paddle/assignees{/user}","branches_url":"https://api.github.com/repos/PaddlePaddle/Paddle/branches{/branch}","tags_url":"https://api.github.com/repos/PaddlePaddle/Paddle/tags","blobs_url":"https://api.github.com/repos/PaddlePaddle/Paddle/git/blobs{/sha}","git_tags_url":"https://api.github.com/repos/PaddlePaddle/Paddle/git/tags{/sha}","git_refs_url":"https://api.github.com/repos/PaddlePaddle/Paddle/git/refs{/sha}","trees_url":"https://api.github.com/repos/PaddlePaddle/Paddle/git/trees{/sha}","statuses_url":"https://api.github.com/repos/PaddlePaddle/Paddle/statuses/{sha}","languages_url":"https://api.github.com/repos/PaddlePaddle/Paddle/languages","stargazers_url":"https://api.github.com/repos/PaddlePaddle/Paddle/stargazers","contributors_url":"https://api.github.com/repos/PaddlePaddle/Paddle/contributors","subscribers_url":"https://api.github.com/repos/PaddlePaddle/Paddle/subscribers","subscription_url":"https://api.github.com/repos/PaddlePaddle/Paddle/subscription","commits_url":"https://api.github.com/repos/PaddlePaddle/Paddle/commits{/sha}","git_commits_url":"https://api.github.com/repos/PaddlePaddle/Paddle/git/commits{/sha}","comments_url":"https://api.github.com/repos/PaddlePaddle/Paddle/comments{/number}","issue_comment_url":"https://api.github.com/repos/PaddlePaddle/Paddle/issues/comments{/number}","contents_url":"https://api.github.com/repos/PaddlePaddle/Paddle/contents/{+path}","compare_url":"https://api.github.com/repos/PaddlePaddle/Paddle/compare/{base}...{head}","merges_url":"https://api.github.com/repos/PaddlePaddle/Paddle/merges","archive_url":"https://api.github.com/repos/PaddlePaddle/Paddle/{archive_format}{/ref}","downloads_url":"https://api.github.com/repos/PaddlePaddle/Paddle/downloads","issues_url":"https://api.github.com/repos/PaddlePaddle/Paddle/issues{/number}","pulls_url":"https://api.github.com/repos/PaddlePaddle/Paddle/pulls{/number}","milestones_url":"https://api.github.com/repos/PaddlePaddle/Paddle/milestones{/number}","notifications_url":"https://api.github.com/repos/PaddlePaddle/Paddle/notifications{?since,all,participating}","labels_url":"https://api.github.com/repos/PaddlePaddle/Paddle/labels{/name}","releases_url":"https://api.github.com/repos/PaddlePaddle/Paddle/releases{/id}","deployments_url":"https://api.github.com/repos/PaddlePaddle/Paddle/deployments","created_at":"2016-08-15T06:59:08Z","updated_at":"2016-11-29T18:54:17Z","pushed_at":"2016-11-29T18:37:31Z","git_url":"git://github.com/PaddlePaddle/Paddle.git","ssh_url":"git@github.com:PaddlePaddle/Paddle.git","clone_url":"https://github.com/PaddlePaddle/Paddle.git","svn_url":"https://github.com/PaddlePaddle/Paddle","homepage":"http://www.paddlepaddle.org/","size":21954,"stargazers_count":3888,"watchers_count":3888,"language":"C++","has_issues":true,"has_downloads":true,"has_wiki":true,"has_pages":true,"forks_count":918,"mirror_url":null,"open_issues_count":124,"forks":918,"open_issues":124,"watchers":3888,"default_branch":"develop"}},"_links":{"self":{"href":"https://api.github.com/repos/PaddlePaddle/Paddle/pulls/508"},"html":{"href":"https://github.com/PaddlePaddle/Paddle/pull/508"},"issue":{"href":"https://api.github.com/repos/PaddlePaddle/Paddle/issues/508"},"comments":{"href":"https://api.github.com/repos/PaddlePaddle/Paddle/issues/508/comments"},"review_comments":{"href":"https://api.github.com/repos/PaddlePaddle/Paddle/pulls/508/comments"},"review_comment":{"href":"https://api.github.com/repos/PaddlePaddle/Paddle/pulls/comments{/number}"},"commits":{"href":"https://api.github.com/repos/PaddlePaddle/Paddle/pulls/508/commits"},"statuses":{"href":"https://api.github.com/repos/PaddlePaddle/Paddle/statuses/18645134bd07d7a1658c08102d51af8a5d0195cd"}}}}
{"actor":{"display_login":"reyoung"}}