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Thanks","created_at":"2018-06-26T08:35:30Z","updated_at":"2018-06-26T08:35:30Z","html_url":"https://github.com/awslabs/sockeye/pull/361#discussion_r198057466","pull_request_url":"https://api.github.com/repos/awslabs/sockeye/pulls/361","author_association":"NONE","_links":{"self":{"href":"https://api.github.com/repos/awslabs/sockeye/pulls/comments/198057466"},"html":{"href":"https://github.com/awslabs/sockeye/pull/361#discussion_r198057466"},"pull_request":{"href":"https://api.github.com/repos/awslabs/sockeye/pulls/361"}},"in_reply_to_id":197848821},"pull_request":{"url":"https://api.github.com/repos/awslabs/sockeye/pulls/361","id":182696649,"node_id":"MDExOlB1bGxSZXF1ZXN0MTgyNjk2NjQ5","html_url":"https://github.com/awslabs/sockeye/pull/361","diff_url":"https://github.com/awslabs/sockeye/pull/361.diff","patch_url":"https://github.com/awslabs/sockeye/pull/361.patch","issue_url":"https://api.github.com/repos/awslabs/sockeye/issues/361","number":361,"state":"open","locked":false,"title":"add Multi-instance translate chapter in README and its script example ","user":{"login":"rongzha1","id":28431214,"node_id":"MDQ6VXNlcjI4NDMxMjE0","avatar_url":"https://avatars3.githubusercontent.com/u/28431214?v=4","gravatar_id":"","url":"https://api.github.com/users/rongzha1","html_url":"https://github.com/rongzha1","followers_url":"https://api.github.com/users/rongzha1/followers","following_url":"https://api.github.com/users/rongzha1/following{/other_user}","gists_url":"https://api.github.com/users/rongzha1/gists{/gist_id}","starred_url":"https://api.github.com/users/rongzha1/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/rongzha1/subscriptions","organizations_url":"https://api.github.com/users/rongzha1/orgs","repos_url":"https://api.github.com/users/rongzha1/repos","events_url":"https://api.github.com/users/rongzha1/events{/privacy}","received_events_url":"https://api.github.com/users/rongzha1/received_events","type":"User","site_admin":false},"body":"(description of the change)\r\nAdd Multi-instance translate in README.md and its script example.\r\nUsing Multi-instance translate  will have 10+ times speed up.\r\nHere is some data:\r\nAWS EC2 C5.18xlarge:\r\n\r\n| Batch | 1 Instance (sent/sec)| 36 Instance (sent/sec)|\r\n| --- | --- | --- |\r\n|   1 |7.50  | 77.172  |           \r\n|   2 |11.30 | 78.46   |                        \r\n|   8 |16.30 | 183.93  |            \r\n|  16 |19.70 | 194.88  |            \r\n|  32 |21.40 | 200.30  |            \r\n|  64 |22.50 | 199.563 |\r\n\r\n\r\n#### Pull Request Checklist ##\r\n- [] Changes are complete (if posting work-in-progress code, prefix your pull request title with '[WIP]'\r\nuntil you can check this box.\r\n done\r\n- [] Unit tests pass (`pytest`)\r\ndidn't change any code.\r\n- [ ] Were system tests modified? If so did you run these at least 5 times to account for the variation across runs?\r\nno tests modified\r\n- [ ] System tests pass (`pytest test/system`)\r\n didn't change any code.     \r\n- [ ] Passed code style checking (`./style-check.sh`)\r\ndone, no error in README.md and mlt-trans.sh\r\n- [ ] You have considered writing a test\r\nno, didn't change any code.\r\n- [ ] Updated major/minor version in `sockeye/__init__.py`. Major version bump if this is a backwards incompatible change.\r\nnot a incompatible change\r\n- [ ] Updated CHANGELOG.md\r\nseems no need to.\r\n\r\n\r\nBy submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.\r\n\r\n@pengzhao-intel 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