{"action":"created","issue":{"url":"https://api.github.com/repos/rhiever/tpot/issues/452","repository_url":"https://api.github.com/repos/rhiever/tpot","labels_url":"https://api.github.com/repos/rhiever/tpot/issues/452/labels{/name}","comments_url":"https://api.github.com/repos/rhiever/tpot/issues/452/comments","events_url":"https://api.github.com/repos/rhiever/tpot/issues/452/events","html_url":"https://github.com/rhiever/tpot/issues/452","id":229785539,"number":452,"title":"Porting TPOT over to TensorFlow?","user":{"login":"rhiever","id":1719223,"avatar_url":"https://avatars3.githubusercontent.com/u/1719223?v=3","gravatar_id":"","url":"https://api.github.com/users/rhiever","html_url":"https://github.com/rhiever","followers_url":"https://api.github.com/users/rhiever/followers","following_url":"https://api.github.com/users/rhiever/following{/other_user}","gists_url":"https://api.github.com/users/rhiever/gists{/gist_id}","starred_url":"https://api.github.com/users/rhiever/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/rhiever/subscriptions","organizations_url":"https://api.github.com/users/rhiever/orgs","repos_url":"https://api.github.com/users/rhiever/repos","events_url":"https://api.github.com/users/rhiever/events{/privacy}","received_events_url":"https://api.github.com/users/rhiever/received_events","type":"User","site_admin":false},"labels":[{"id":281818164,"url":"https://api.github.com/repos/rhiever/tpot/labels/enhancement","name":"enhancement","color":"84b6eb","default":true},{"id":281818165,"url":"https://api.github.com/repos/rhiever/tpot/labels/help%20wanted","name":"help wanted","color":"159818","default":true}],"state":"open","locked":false,"assignee":null,"assignees":[],"milestone":null,"comments":7,"created_at":"2017-05-18T19:51:11Z","updated_at":"2017-05-25T19:12:32Z","closed_at":null,"body":"Please use this issue to discuss the possibility of porting TPOT over to TensorFlow.\r\n\r\nTensorFlow seems promising for speeding up the pipeline optimization procedure of TPOT. I've heard reports of 800-fold speedup on a single core. If this is true, we could probably drop multiprocessing support (which has been problematic) and move over to TensorFlow.\r\n\r\nHere's an example of TensorFlow for sklearn: https://github.com/tensorflow/tensorflow/blob/fa4ba830f437fdb9dc1085b4d68a3bab41a16e20/tensorflow/examples/learn/iris_with_pipeline.py"},"comment":{"url":"https://api.github.com/repos/rhiever/tpot/issues/comments/304097570","html_url":"https://github.com/rhiever/tpot/issues/452#issuecomment-304097570","issue_url":"https://api.github.com/repos/rhiever/tpot/issues/452","id":304097570,"user":{"login":"terrytangyuan","id":4269898,"avatar_url":"https://avatars0.githubusercontent.com/u/4269898?v=3","gravatar_id":"","url":"https://api.github.com/users/terrytangyuan","html_url":"https://github.com/terrytangyuan","followers_url":"https://api.github.com/users/terrytangyuan/followers","following_url":"https://api.github.com/users/terrytangyuan/following{/other_user}","gists_url":"https://api.github.com/users/terrytangyuan/gists{/gist_id}","starred_url":"https://api.github.com/users/terrytangyuan/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/terrytangyuan/subscriptions","organizations_url":"https://api.github.com/users/terrytangyuan/orgs","repos_url":"https://api.github.com/users/terrytangyuan/repos","events_url":"https://api.github.com/users/terrytangyuan/events{/privacy}","received_events_url":"https://api.github.com/users/terrytangyuan/received_events","type":"User","site_admin":false},"created_at":"2017-05-25T19:12:32Z","updated_at":"2017-05-25T19:12:32Z","body":"There has been a lot of changes to TF Estimator (many of them are now in core so they are more stable now) so I am not sure if it's still working with sklearn's pipeline. I'll take a look at the codebase for TPOT soon and hopefully propose a better solution (my last comment assumes no knowledge in TPOT but hopefully could help move this discussion along from TF perspective)."}}
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