{"action":"created","issue":{"url":"https://api.github.com/repos/aikupoker/deeper-stacker/issues/4","repository_url":"https://api.github.com/repos/aikupoker/deeper-stacker","labels_url":"https://api.github.com/repos/aikupoker/deeper-stacker/issues/4/labels{/name}","comments_url":"https://api.github.com/repos/aikupoker/deeper-stacker/issues/4/comments","events_url":"https://api.github.com/repos/aikupoker/deeper-stacker/issues/4/events","html_url":"https://github.com/aikupoker/deeper-stacker/issues/4","id":372717049,"node_id":"MDU6SXNzdWUzNzI3MTcwNDk=","number":4,"title":"data generation and running","user":{"login":"light3317","id":3059074,"node_id":"MDQ6VXNlcjMwNTkwNzQ=","avatar_url":"https://avatars2.githubusercontent.com/u/3059074?v=4","gravatar_id":"","url":"https://api.github.com/users/light3317","html_url":"https://github.com/light3317","followers_url":"https://api.github.com/users/light3317/followers","following_url":"https://api.github.com/users/light3317/following{/other_user}","gists_url":"https://api.github.com/users/light3317/gists{/gist_id}","starred_url":"https://api.github.com/users/light3317/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/light3317/subscriptions","organizations_url":"https://api.github.com/users/light3317/orgs","repos_url":"https://api.github.com/users/light3317/repos","events_url":"https://api.github.com/users/light3317/events{/privacy}","received_events_url":"https://api.github.com/users/light3317/received_events","type":"User","site_admin":false},"labels":[],"state":"open","locked":false,"assignee":null,"assignees":[],"milestone":null,"comments":3,"created_at":"2018-10-22T21:54:31Z","updated_at":"2018-10-23T02:19:15Z","closed_at":null,"author_association":"NONE","body":"Hi, @aikupoker \r\nA few nice modifications of the original fork. Just wondering what machines/settings do you use to generate data? And how long it's going to take? For it to run with reasonable speed, what hardwares are needed?"},"comment":{"url":"https://api.github.com/repos/aikupoker/deeper-stacker/issues/comments/432062230","html_url":"https://github.com/aikupoker/deeper-stacker/issues/4#issuecomment-432062230","issue_url":"https://api.github.com/repos/aikupoker/deeper-stacker/issues/4","id":432062230,"node_id":"MDEyOklzc3VlQ29tbWVudDQzMjA2MjIzMA==","user":{"login":"aikupoker","id":43425329,"node_id":"MDQ6VXNlcjQzNDI1MzI5","avatar_url":"https://avatars1.githubusercontent.com/u/43425329?v=4","gravatar_id":"","url":"https://api.github.com/users/aikupoker","html_url":"https://github.com/aikupoker","followers_url":"https://api.github.com/users/aikupoker/followers","following_url":"https://api.github.com/users/aikupoker/following{/other_user}","gists_url":"https://api.github.com/users/aikupoker/gists{/gist_id}","starred_url":"https://api.github.com/users/aikupoker/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/aikupoker/subscriptions","organizations_url":"https://api.github.com/users/aikupoker/orgs","repos_url":"https://api.github.com/users/aikupoker/repos","events_url":"https://api.github.com/users/aikupoker/events{/privacy}","received_events_url":"https://api.github.com/users/aikupoker/received_events","type":"User","site_admin":false},"created_at":"2018-10-23T02:19:15Z","updated_at":"2018-10-23T02:19:15Z","author_association":"OWNER","body":"> Hi, @aikupoker\r\n> A few nice modifications of the original fork. Just wondering what machines/settings do you use to generate data? And how long it's going to take? For it to run with reasonable speed, what hardwares are needed?\r\n\r\nHi @light3317 \r\n\r\nmost of this modifications are taken from other developer called @HonyZahy . I just make a few improvements to make it a bit faster.\r\n\r\nI added in `README.md` file a important section talking about Samples and how you can calculate what you need to have the same trained network:\r\n\r\nhttps://github.com/aikupoker/deeper-stacker#samples-math\r\n\r\nThe question is not easy to answer because:\r\n- What # of samples are you going to generate?\r\n- What Huber loss for each neuronal network do you feel that it is acceptable?\r\n\r\nWith the same # of samples, you will have different results because they are randomly generated.\r\n\r\nYou can have a trained NN in just one day (or in hours) but it will take more wrong decisions.\r\n\r\nJust to give you a simple rule of thumb, you can use Amazon AWS or Google Cloud Platform and it will cost you around 3,000-1,500$.\r\n\r\n@herrefirh has give you an average of samples generation per second. You can scale linearly, just adding a new GPU. Also, it is not the same to generate river samples than turn samples, because to generate turn samples you need to generate them using river network. I'll recommend you to read `README.md` file and estimate costs doing simple maths.\r\n\r\nGood luck!"}}
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