{"action":"created","issue":{"url":"https://api.github.com/repos/tensorflow/models/issues/5741","repository_url":"https://api.github.com/repos/tensorflow/models","labels_url":"https://api.github.com/repos/tensorflow/models/issues/5741/labels{/name}","comments_url":"https://api.github.com/repos/tensorflow/models/issues/5741/comments","events_url":"https://api.github.com/repos/tensorflow/models/issues/5741/events","html_url":"https://github.com/tensorflow/models/issues/5741","id":379807732,"node_id":"MDU6SXNzdWUzNzk4MDc3MzI=","number":5741,"title":"Asking for Controller Code of AutoAugment","user":{"login":"WolfNiu","id":23713088,"node_id":"MDQ6VXNlcjIzNzEzMDg4","avatar_url":"https://avatars3.githubusercontent.com/u/23713088?v=4","gravatar_id":"","url":"https://api.github.com/users/WolfNiu","html_url":"https://github.com/WolfNiu","followers_url":"https://api.github.com/users/WolfNiu/followers","following_url":"https://api.github.com/users/WolfNiu/following{/other_user}","gists_url":"https://api.github.com/users/WolfNiu/gists{/gist_id}","starred_url":"https://api.github.com/users/WolfNiu/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/WolfNiu/subscriptions","organizations_url":"https://api.github.com/users/WolfNiu/orgs","repos_url":"https://api.github.com/users/WolfNiu/repos","events_url":"https://api.github.com/users/WolfNiu/events{/privacy}","received_events_url":"https://api.github.com/users/WolfNiu/received_events","type":"User","site_admin":false},"labels":[],"state":"open","locked":false,"assignee":{"login":"robieta","id":13089297,"node_id":"MDQ6VXNlcjEzMDg5Mjk3","avatar_url":"https://avatars0.githubusercontent.com/u/13089297?v=4","gravatar_id":"","url":"https://api.github.com/users/robieta","html_url":"https://github.com/robieta","followers_url":"https://api.github.com/users/robieta/followers","following_url":"https://api.github.com/users/robieta/following{/other_user}","gists_url":"https://api.github.com/users/robieta/gists{/gist_id}","starred_url":"https://api.github.com/users/robieta/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/robieta/subscriptions","organizations_url":"https://api.github.com/users/robieta/orgs","repos_url":"https://api.github.com/users/robieta/repos","events_url":"https://api.github.com/users/robieta/events{/privacy}","received_events_url":"https://api.github.com/users/robieta/received_events","type":"User","site_admin":false},"assignees":[{"login":"robieta","id":13089297,"node_id":"MDQ6VXNlcjEzMDg5Mjk3","avatar_url":"https://avatars0.githubusercontent.com/u/13089297?v=4","gravatar_id":"","url":"https://api.github.com/users/robieta","html_url":"https://github.com/robieta","followers_url":"https://api.github.com/users/robieta/followers","following_url":"https://api.github.com/users/robieta/following{/other_user}","gists_url":"https://api.github.com/users/robieta/gists{/gist_id}","starred_url":"https://api.github.com/users/robieta/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/robieta/subscriptions","organizations_url":"https://api.github.com/users/robieta/orgs","repos_url":"https://api.github.com/users/robieta/repos","events_url":"https://api.github.com/users/robieta/events{/privacy}","received_events_url":"https://api.github.com/users/robieta/received_events","type":"User","site_admin":false}],"milestone":null,"comments":6,"created_at":"2018-11-12T14:43:12Z","updated_at":"2018-11-14T15:29:53Z","closed_at":null,"author_association":"NONE","body":"Could someone let me know whether the controller part of the code is released? By inspecting the autoaugment folder, I only found an already trained policy. Thank you."},"comment":{"url":"https://api.github.com/repos/tensorflow/models/issues/comments/438703082","html_url":"https://github.com/tensorflow/models/issues/5741#issuecomment-438703082","issue_url":"https://api.github.com/repos/tensorflow/models/issues/5741","id":438703082,"node_id":"MDEyOklzc3VlQ29tbWVudDQzODcwMzA4Mg==","user":{"login":"JaspreetSambee","id":25541764,"node_id":"MDQ6VXNlcjI1NTQxNzY0","avatar_url":"https://avatars0.githubusercontent.com/u/25541764?v=4","gravatar_id":"","url":"https://api.github.com/users/JaspreetSambee","html_url":"https://github.com/JaspreetSambee","followers_url":"https://api.github.com/users/JaspreetSambee/followers","following_url":"https://api.github.com/users/JaspreetSambee/following{/other_user}","gists_url":"https://api.github.com/users/JaspreetSambee/gists{/gist_id}","starred_url":"https://api.github.com/users/JaspreetSambee/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/JaspreetSambee/subscriptions","organizations_url":"https://api.github.com/users/JaspreetSambee/orgs","repos_url":"https://api.github.com/users/JaspreetSambee/repos","events_url":"https://api.github.com/users/JaspreetSambee/events{/privacy}","received_events_url":"https://api.github.com/users/JaspreetSambee/received_events","type":"User","site_admin":false},"created_at":"2018-11-14T15:29:53Z","updated_at":"2018-11-14T15:29:53Z","author_association":"NONE","body":"I tried training the ResNet50 with Cifar10, the original TF repo achieves ~93% validation accuracy, but with the AutoAugment policies acting as the augmentation, it can reach only 91.5% validation accuracy after all the hyperparameter tuning. I was expecting the AutoAugment policy to perform better generally and get even higher accuracy than the traditional methods but couldn't in this case. Maybe I am missing something here."}}
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