{"action":"created","issue":{"url":"https://api.github.com/repos/tobegit3hub/advisor/issues/7","repository_url":"https://api.github.com/repos/tobegit3hub/advisor","labels_url":"https://api.github.com/repos/tobegit3hub/advisor/issues/7/labels{/name}","comments_url":"https://api.github.com/repos/tobegit3hub/advisor/issues/7/comments","events_url":"https://api.github.com/repos/tobegit3hub/advisor/issues/7/events","html_url":"https://github.com/tobegit3hub/advisor/pull/7","id":312414697,"number":7,"title":"return multiple trials per suggestion for bayesian optimization","user":{"login":"zrcahyx","id":25071726,"avatar_url":"https://avatars3.githubusercontent.com/u/25071726?v=4","gravatar_id":"","url":"https://api.github.com/users/zrcahyx","html_url":"https://github.com/zrcahyx","followers_url":"https://api.github.com/users/zrcahyx/followers","following_url":"https://api.github.com/users/zrcahyx/following{/other_user}","gists_url":"https://api.github.com/users/zrcahyx/gists{/gist_id}","starred_url":"https://api.github.com/users/zrcahyx/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/zrcahyx/subscriptions","organizations_url":"https://api.github.com/users/zrcahyx/orgs","repos_url":"https://api.github.com/users/zrcahyx/repos","events_url":"https://api.github.com/users/zrcahyx/events{/privacy}","received_events_url":"https://api.github.com/users/zrcahyx/received_events","type":"User","site_admin":false},"labels":[],"state":"open","locked":false,"assignee":null,"assignees":[],"milestone":null,"comments":7,"created_at":"2018-04-09T06:54:13Z","updated_at":"2018-04-11T11:29:14Z","closed_at":null,"author_association":"NONE","pull_request":{"url":"https://api.github.com/repos/tobegit3hub/advisor/pulls/7","html_url":"https://github.com/tobegit3hub/advisor/pull/7","diff_url":"https://github.com/tobegit3hub/advisor/pull/7.diff","patch_url":"https://github.com/tobegit3hub/advisor/pull/7.patch"},"body":"Since training a neural network can be time-consuming, so it's efficient to train multiple model simultaneously. However `Advisor`'s bayesian optimization currently returns only one trial per suggestion, hence we cannot do multiple trials at the same time. Due to this reason, I made a few changes to bayesian_optimization.py, so that it can return more than one trial per suggestion."},"comment":{"url":"https://api.github.com/repos/tobegit3hub/advisor/issues/comments/380419383","html_url":"https://github.com/tobegit3hub/advisor/pull/7#issuecomment-380419383","issue_url":"https://api.github.com/repos/tobegit3hub/advisor/issues/7","id":380419383,"user":{"login":"zrcahyx","id":25071726,"avatar_url":"https://avatars3.githubusercontent.com/u/25071726?v=4","gravatar_id":"","url":"https://api.github.com/users/zrcahyx","html_url":"https://github.com/zrcahyx","followers_url":"https://api.github.com/users/zrcahyx/followers","following_url":"https://api.github.com/users/zrcahyx/following{/other_user}","gists_url":"https://api.github.com/users/zrcahyx/gists{/gist_id}","starred_url":"https://api.github.com/users/zrcahyx/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/zrcahyx/subscriptions","organizations_url":"https://api.github.com/users/zrcahyx/orgs","repos_url":"https://api.github.com/users/zrcahyx/repos","events_url":"https://api.github.com/users/zrcahyx/events{/privacy}","received_events_url":"https://api.github.com/users/zrcahyx/received_events","type":"User","site_admin":false},"created_at":"2018-04-11T11:29:14Z","updated_at":"2018-04-11T11:29:14Z","author_association":"NONE","body":"Yes, that's the problem! @tobegit3hub \r\n\r\nSo that's why I asked you whether it's better to mix random search with bayesian optimization?  Or other better solutions maybe. But it's sure that iterate over `dict` is dangerous."}}
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