{"action":"created","comment":{"url":"https://api.github.com/repos/apache/incubator-mxnet/pulls/comments/192206073","pull_request_review_id":124937379,"id":192206073,"node_id":"MDI0OlB1bGxSZXF1ZXN0UmV2aWV3Q29tbWVudDE5MjIwNjA3Mw==","diff_hunk":"@@ -43,32 +43,42 @@ def add(attrs, inputs, cls):\n     \"\"\"Adding two tensors\"\"\"\n     new_attr = {}\n     if 'broadcast' in attrs and attrs['broadcast'] == 1:\n-        op_value = translation_utils._fix_bias_shape('broadcast_add', inputs, cls)\n+        broadcast_axis = attrs['axis']\n+        op_value = translation_utils._fix_broadcast('broadcast_add', inputs,\n+                                                    broadcast_axis, cls)\n         return op_value, new_attr, inputs\n-    return 'elemwise_add', new_attr, inputs\n+    return 'broadcast_add', new_attr, inputs\n \n def subtract(attrs, inputs, cls):\n     \"\"\"Subtracting two tensors\"\"\"\n     new_attr = {}\n     if 'broadcast' in attrs and attrs['broadcast'] == 1:\n-        return 'broadcast_sub', new_attr, inputs\n-    return 'elemwise_sub', new_attr, inputs\n+        broadcast_axis = attrs['axis']\n+        op_value = translation_utils._fix_broadcast('broadcast_sub', inputs,\n+                                                    broadcast_axis, cls)\n+        return op_value, new_attr, inputs\n+    return 'broadcast_sub', new_attr, inputs\n \n \n def multiply(attrs, inputs, cls):\n     \"\"\"Multiply two tensors\"\"\"\n     new_attr = {}\n     if 'broadcast' in attrs and attrs['broadcast'] == 1:\n-        op_value = translation_utils._fix_bias_shape('broadcast_mul', inputs, cls)\n+        broadcast_axis = attrs['axis']\n+        op_value = translation_utils._fix_broadcast('broadcast_mul', inputs,\n+                                                    broadcast_axis, cls)\n         return op_value, new_attr, inputs\n-    return 'elemwise_mul', new_attr, inputs\n+    return 'broadcast_mul', new_attr, inputs\n \n def divide(attrs, inputs, cls):\n     \"\"\"Divide two tensors\"\"\"\n     new_attr = {}\n     if 'broadcast' in attrs and attrs['broadcast'] == 1:\n-        return 'broadcast_div', new_attr, inputs\n-    return 'elemwise_div', new_attr, inputs\n+        broadcast_axis = attrs['axis']\n+        op_value = translation_utils._fix_broadcast('broadcast_div', inputs,\n+                                                    broadcast_axis, cls)","path":"python/mxnet/contrib/onnx/_import/op_translations.py","position":45,"original_position":45,"commit_id":"ed7ab27cdb95adb2eb7e672eb944188d79b0017d","original_commit_id":"ed7ab27cdb95adb2eb7e672eb944188d79b0017d","user":{"login":"anirudhacharya","id":2778341,"node_id":"MDQ6VXNlcjI3NzgzNDE=","avatar_url":"https://avatars0.githubusercontent.com/u/2778341?v=4","gravatar_id":"","url":"https://api.github.com/users/anirudhacharya","html_url":"https://github.com/anirudhacharya","followers_url":"https://api.github.com/users/anirudhacharya/followers","following_url":"https://api.github.com/users/anirudhacharya/following{/other_user}","gists_url":"https://api.github.com/users/anirudhacharya/gists{/gist_id}","starred_url":"https://api.github.com/users/anirudhacharya/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/anirudhacharya/subscriptions","organizations_url":"https://api.github.com/users/anirudhacharya/orgs","repos_url":"https://api.github.com/users/anirudhacharya/repos","events_url":"https://api.github.com/users/anirudhacharya/events{/privacy}","received_events_url":"https://api.github.com/users/anirudhacharya/received_events","type":"User","site_admin":false},"body":"broadcast_axis comes from the ONNX's axis attribute in operators that support broadcasting - https://github.com/onnx/onnx/blob/master/docs/Changelog.md#attributes-103\r\n\r\nWith OP_SET version 6 broadcasting (1,1) on (4,5) would not be permissible. If we are broadcasting (5,) on (4,5) the broadcast_axis will be equal to 1. On the other hand if we broadcast (4,) on (4,5) broadcast axis will be equal to 0.\r\n\r\nONNX with their OP_SET version 7 are updating the broadcast rules to be aligned with numpy broadcasting rules. When that gets consistently updated in ONNX repo we will also update the translation code in mxnet.","created_at":"2018-05-31T19:08:39Z","updated_at":"2018-05-31T19:08:39Z","html_url":"https://github.com/apache/incubator-mxnet/pull/10605#discussion_r192206073","pull_request_url":"https://api.github.com/repos/apache/incubator-mxnet/pulls/10605","author_association":"CONTRIBUTOR","_links":{"self":{"href":"https://api.github.com/repos/apache/incubator-mxnet/pulls/comments/192206073"},"html":{"href":"https://github.com/apache/incubator-mxnet/pull/10605#discussion_r192206073"},"pull_request":{"href":"https://api.github.com/repos/apache/incubator-mxnet/pulls/10605"}},"in_reply_to_id":192196478},"pull_request":{"url":"https://api.github.com/repos/apache/incubator-mxnet/pulls/10605","id":182545486,"node_id":"MDExOlB1bGxSZXF1ZXN0MTgyNTQ1NDg2","html_url":"https://github.com/apache/incubator-mxnet/pull/10605","diff_url":"https://github.com/apache/incubator-mxnet/pull/10605.diff","patch_url":"https://github.com/apache/incubator-mxnet/pull/10605.patch","issue_url":"https://api.github.com/repos/apache/incubator-mxnet/issues/10605","number":10605,"state":"open","locked":false,"title":"[MXNET-310] [ONNX-MXNet] API to import ONNX models into Gluon.","user":{"login":"anirudhacharya","id":2778341,"node_id":"MDQ6VXNlcjI3NzgzNDE=","avatar_url":"https://avatars0.githubusercontent.com/u/2778341?v=4","gravatar_id":"","url":"https://api.github.com/users/anirudhacharya","html_url":"https://github.com/anirudhacharya","followers_url":"https://api.github.com/users/anirudhacharya/followers","following_url":"https://api.github.com/users/anirudhacharya/following{/other_user}","gists_url":"https://api.github.com/users/anirudhacharya/gists{/gist_id}","starred_url":"https://api.github.com/users/anirudhacharya/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/anirudhacharya/subscriptions","organizations_url":"https://api.github.com/users/anirudhacharya/orgs","repos_url":"https://api.github.com/users/anirudhacharya/repos","events_url":"https://api.github.com/users/anirudhacharya/events{/privacy}","received_events_url":"https://api.github.com/users/anirudhacharya/received_events","type":"User","site_admin":false},"body":"## Description ##\r\nAPI and corresponding tests to import ONNX models into Gluon. And changes to match ONNX's op set 7.\r\n\r\n## Checklist ##\r\n### Essentials ###\r\nPlease feel free to remove inapplicable items for your PR.\r\n- [x] The PR title starts with [MXNET-$JIRA_ID], where $JIRA_ID refers to the relevant [JIRA issue](https://issues.apache.org/jira/projects/MXNET/issues) created (except PRs with tiny changes)\r\n- [x] Changes are complete (i.e. I finished coding on this PR)\r\n- [x] All changes have test coverage:\r\n- Unit tests are added for small changes to verify correctness (e.g. adding a new operator)\r\n- Build tests will be added for build configuration changes (e.g. adding a new build option with NCCL)\r\n- [x] Code is well-documented: \r\n- For user-facing API changes, API doc string has been updated. \r\n- Check the API doc at http://mxnet-ci-doc.s3-accelerate.dualstack.amazonaws.com/PR-$PR_ID/$BUILD_ID/index.html\r\n- [x] To the my best knowledge, examples are either not affected by this change, or have been fixed to be compatible with this change\r\n\r\n### Changes ###\r\n- [x] New import to gluon API\r\n- [x] changes to match ONNX's op set 7.\r\n\r\n## Comments ##\r\n@spidyDev @Roshrini @anirudh2290","created_at":"2018-04-18T17:10:27Z","updated_at":"2018-05-31T19:08:39Z","closed_at":null,"merged_at":null,"merge_commit_sha":"87baab916f89e735621ce2f78e9bd70eb6139fa8","assignee":null,"assignees":[],"requested_reviewers":[{"login":"yzhliu","id":631860,"node_id":"MDQ6VXNlcjYzMTg2MA==","avatar_url":"https://avatars1.githubusercontent.com/u/631860?v=4","gravatar_id":"","url":"https://api.github.com/users/yzhliu","html_url":"https://github.com/yzhliu","followers_url":"https://api.github.com/users/yzhliu/followers","following_url":"https://api.github.com/users/yzhliu/following{/other_user}","gists_url":"https://api.github.com/users/yzhliu/gists{/gist_id}","starred_url":"https://api.github.com/users/yzhliu/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/yzhliu/subscriptions","organizations_url":"https://api.github.com/users/yzhliu/orgs","repos_url":"https://api.github.com/users/yzhliu/repos","events_url":"https://api.github.com/users/yzhliu/events{/privacy}","received_events_url":"https://api.github.com/users/yzhliu/received_events","type":"User","site_admin":false},{"login":"zhreshold","id":3307514,"node_id":"MDQ6VXNlcjMzMDc1MTQ=","avatar_url":"https://avatars2.githubusercontent.com/u/3307514?v=4","gravatar_id":"","url":"https://api.github.com/users/zhreshold","html_url":"https://github.com/zhreshold","followers_url":"https://api.github.com/users/zhreshold/followers","following_url":"https://api.github.com/users/zhreshold/following{/other_user}","gists_url":"https://api.github.com/users/zhreshold/gists{/gist_id}","starred_url":"https://api.github.com/users/zhreshold/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/zhreshold/subscriptions","organizations_url":"https://api.github.com/users/zhreshold/orgs","repos_url":"https://api.github.com/users/zhreshold/repos","events_url":"https://api.github.com/users/zhreshold/events{/privacy}","received_events_url":"https://api.github.com/users/zhreshold/received_events","type":"User","site_admin":false}],"requested_teams":[],"labels":[],"milestone":null,"commits_url":"https://api.github.com/repos/apache/incubator-mxnet/pulls/10605/commits","review_comments_url":"https://api.github.com/repos/apache/incubator-mxnet/pulls/10605/comments","review_comment_url":"https://api.github.com/repos/apache/incubator-mxnet/pulls/comments{/number}","comments_url":"https://api.github.com/repos/apache/incubator-mxnet/issues/10605/comments","statuses_url":"https://api.github.com/repos/apache/incubator-mxnet/statuses/ed7ab27cdb95adb2eb7e672eb944188d79b0017d","head":{"label":"anirudhacharya:gluonImport","ref":"gluonImport","sha":"ed7ab27cdb95adb2eb7e672eb944188d79b0017d","user":{"login":"anirudhacharya","id":2778341,"node_id":"MDQ6VXNlcjI3NzgzNDE=","avatar_url":"https://avatars0.githubusercontent.com/u/2778341?v=4","gravatar_id":"","url":"https://api.github.com/users/anirudhacharya","html_url":"https://github.com/anirudhacharya","followers_url":"https://api.github.com/users/anirudhacharya/followers","following_url":"https://api.github.com/users/anirudhacharya/following{/other_user}","gists_url":"https://api.github.com/users/anirudhacharya/gists{/gist_id}","starred_url":"https://api.github.com/users/anirudhacharya/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/anirudhacharya/subscriptions","organizations_url":"https://api.github.com/users/anirudhacharya/orgs","repos_url":"https://api.github.com/users/anirudhacharya/repos","events_url":"https://api.github.com/users/anirudhacharya/events{/privacy}","received_events_url":"https://api.github.com/users/anirudhacharya/received_events","type":"User","site_admin":false},"repo":{"id":117884006,"node_id":"MDEwOlJlcG9zaXRvcnkxMTc4ODQwMDY=","name":"incubator-mxnet","full_name":"anirudhacharya/incubator-mxnet","owner":{"login":"anirudhacharya","id":2778341,"node_id":"MDQ6VXNlcjI3NzgzNDE=","avatar_url":"https://avatars0.githubusercontent.com/u/2778341?v=4","gravatar_id":"","url":"https://api.github.com/users/anirudhacharya","html_url":"https://github.com/anirudhacharya","followers_url":"https://api.github.com/users/anirudhacharya/followers","following_url":"https://api.github.com/users/anirudhacharya/following{/other_user}","gists_url":"https://api.github.com/users/anirudhacharya/gists{/gist_id}","starred_url":"https://api.github.com/users/anirudhacharya/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/anirudhacharya/subscriptions","organizations_url":"https://api.github.com/users/anirudhacharya/orgs","repos_url":"https://api.github.com/users/anirudhacharya/repos","events_url":"https://api.github.com/users/anirudhacharya/events{/privacy}","received_events_url":"https://api.github.com/users/anirudhacharya/received_events","type":"User","site_admin":false},"private":false,"html_url":"https://github.com/anirudhacharya/incubator-mxnet","description":"Lightweight, 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