{"action":"created","issue":{"url":"https://api.github.com/repos/tensorflow/tensorflow/issues/21039","repository_url":"https://api.github.com/repos/tensorflow/tensorflow","labels_url":"https://api.github.com/repos/tensorflow/tensorflow/issues/21039/labels{/name}","comments_url":"https://api.github.com/repos/tensorflow/tensorflow/issues/21039/comments","events_url":"https://api.github.com/repos/tensorflow/tensorflow/issues/21039/events","html_url":"https://github.com/tensorflow/tensorflow/pull/21039","id":343475005,"node_id":"MDExOlB1bGxSZXF1ZXN0MjAzMTAwMTAx","number":21039,"title":"Multiplicative LSTM Cell","user":{"login":"jonnykira","id":30087818,"node_id":"MDQ6VXNlcjMwMDg3ODE4","avatar_url":"https://avatars2.githubusercontent.com/u/30087818?v=4","gravatar_id":"","url":"https://api.github.com/users/jonnykira","html_url":"https://github.com/jonnykira","followers_url":"https://api.github.com/users/jonnykira/followers","following_url":"https://api.github.com/users/jonnykira/following{/other_user}","gists_url":"https://api.github.com/users/jonnykira/gists{/gist_id}","starred_url":"https://api.github.com/users/jonnykira/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/jonnykira/subscriptions","organizations_url":"https://api.github.com/users/jonnykira/orgs","repos_url":"https://api.github.com/users/jonnykira/repos","events_url":"https://api.github.com/users/jonnykira/events{/privacy}","received_events_url":"https://api.github.com/users/jonnykira/received_events","type":"User","site_admin":false},"labels":[{"id":390482148,"node_id":"MDU6TGFiZWwzOTA0ODIxNDg=","url":"https://api.github.com/repos/tensorflow/tensorflow/labels/awaiting%20review","name":"awaiting review","color":"fef2c0","default":false},{"id":300136587,"node_id":"MDU6TGFiZWwzMDAxMzY1ODc=","url":"https://api.github.com/repos/tensorflow/tensorflow/labels/cla:%20yes","name":"cla: yes","color":"009800","default":false}],"state":"open","locked":false,"assignee":{"login":"caisq","id":16824702,"node_id":"MDQ6VXNlcjE2ODI0NzAy","avatar_url":"https://avatars2.githubusercontent.com/u/16824702?v=4","gravatar_id":"","url":"https://api.github.com/users/caisq","html_url":"https://github.com/caisq","followers_url":"https://api.github.com/users/caisq/followers","following_url":"https://api.github.com/users/caisq/following{/other_user}","gists_url":"https://api.github.com/users/caisq/gists{/gist_id}","starred_url":"https://api.github.com/users/caisq/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/caisq/subscriptions","organizations_url":"https://api.github.com/users/caisq/orgs","repos_url":"https://api.github.com/users/caisq/repos","events_url":"https://api.github.com/users/caisq/events{/privacy}","received_events_url":"https://api.github.com/users/caisq/received_events","type":"User","site_admin":false},"assignees":[{"login":"caisq","id":16824702,"node_id":"MDQ6VXNlcjE2ODI0NzAy","avatar_url":"https://avatars2.githubusercontent.com/u/16824702?v=4","gravatar_id":"","url":"https://api.github.com/users/caisq","html_url":"https://github.com/caisq","followers_url":"https://api.github.com/users/caisq/followers","following_url":"https://api.github.com/users/caisq/following{/other_user}","gists_url":"https://api.github.com/users/caisq/gists{/gist_id}","starred_url":"https://api.github.com/users/caisq/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/caisq/subscriptions","organizations_url":"https://api.github.com/users/caisq/orgs","repos_url":"https://api.github.com/users/caisq/repos","events_url":"https://api.github.com/users/caisq/events{/privacy}","received_events_url":"https://api.github.com/users/caisq/received_events","type":"User","site_admin":false}],"milestone":null,"comments":0,"created_at":"2018-07-23T03:24:22Z","updated_at":"2018-08-07T19:06:00Z","closed_at":null,"author_association":"NONE","pull_request":{"url":"https://api.github.com/repos/tensorflow/tensorflow/pulls/21039","html_url":"https://github.com/tensorflow/tensorflow/pull/21039","diff_url":"https://github.com/tensorflow/tensorflow/pull/21039.diff","patch_url":"https://github.com/tensorflow/tensorflow/pull/21039.patch"},"body":"Added Multiplicative LSTM cell based on:\r\nhttps://arxiv.org/pdf/1609.07959.pdf\r\n\r\nThe cell also has the option to implement weight normalization, based on:\r\nhttps://arxiv.org/abs/1602.07868\r\n\r\nThe Multiplicative LSTM with weight normalization is used is this paper by OpenAI:\r\nhttps://arxiv.org/pdf/1704.01444.pdf\r\n\r\nI have also tested the MLSTMCell as a drop in replacement for the BasicLSTMCell in models/tutorials/rnn/ptb/ptb_word_lm.py, and achieved comparable results. "},"comment":{"url":"https://api.github.com/repos/tensorflow/tensorflow/issues/comments/411167347","html_url":"https://github.com/tensorflow/tensorflow/pull/21039#issuecomment-411167347","issue_url":"https://api.github.com/repos/tensorflow/tensorflow/issues/21039","id":411167347,"node_id":"MDEyOklzc3VlQ29tbWVudDQxMTE2NzM0Nw==","user":{"login":"tensorflowbutler","id":28546240,"node_id":"MDQ6VXNlcjI4NTQ2MjQw","avatar_url":"https://avatars2.githubusercontent.com/u/28546240?v=4","gravatar_id":"","url":"https://api.github.com/users/tensorflowbutler","html_url":"https://github.com/tensorflowbutler","followers_url":"https://api.github.com/users/tensorflowbutler/followers","following_url":"https://api.github.com/users/tensorflowbutler/following{/other_user}","gists_url":"https://api.github.com/users/tensorflowbutler/gists{/gist_id}","starred_url":"https://api.github.com/users/tensorflowbutler/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/tensorflowbutler/subscriptions","organizations_url":"https://api.github.com/users/tensorflowbutler/orgs","repos_url":"https://api.github.com/users/tensorflowbutler/repos","events_url":"https://api.github.com/users/tensorflowbutler/events{/privacy}","received_events_url":"https://api.github.com/users/tensorflowbutler/received_events","type":"User","site_admin":false},"created_at":"2018-08-07T19:06:00Z","updated_at":"2018-08-07T19:06:00Z","author_association":"MEMBER","body":"Nagging Reviewer @ebrevdo: You have been added as a reviewer to this pull request. Please add your review or reassign. It has been 14 days with no activity and the `awaiting review` label has been applied."}}
{"actor":{"display_login":"tensorflowbutler"}}