{"action":"created","comment":{"url":"https://api.github.com/repos/apache/incubator-mxnet/pulls/comments/241998495","pull_request_review_id":185406214,"id":241998495,"node_id":"MDI0OlB1bGxSZXF1ZXN0UmV2aWV3Q29tbWVudDI0MTk5ODQ5NQ==","diff_hunk":"@@ -137,4 +137,94 @@ to gluon with `SymbolBlock`:\n net2 = gluon.SymbolBlock.imports('model-symbol.json', ['data'], 'model-0001.params')\n ```\n \n+## Operators that does not work with hybridize\n+\n+While most APIs are the same in NDArray and Symbol, there are some differences. Writting `F.operator` and call `hybridize` may not work all the time.\n+Here we list all the APIs that do not work and provide you the work arounds.\n+\n+### Element-wise Operators\n+\n+The following arithmetic and comparison APIs are automatically broadcasted if the input NDArrays have different shapes.\n+However, that's not the case in Symbol API, it's not automatically broadcasted and you have to manually specify whether to use element-wise operator or broadcast operators.\n+\n+\n+| NDArray APIs  | Description  |\n+|---|---|\n+| [*NDArray.__add__*](https://mxnet.incubator.apache.org/api/python/ndarray/ndarray.html#mxnet.ndarray.NDArray.__add__) | x.__add__(y) <=> x+y <=> mx.nd.add(x, y)  |\n+| [*NDArray.__sub__*](https://mxnet.incubator.apache.org/api/python/ndarray/ndarray.html#mxnet.ndarray.NDArray.__sub__) | x.__sub__(y) <=> x-y <=> mx.nd.subtract(x, y)  |\n+| [*NDArray.__mul__*](https://mxnet.incubator.apache.org/api/python/ndarray/ndarray.html#mxnet.ndarray.NDArray.__mul__) | x.__mul__(y) <=> x*y <=> mx.nd.multiply(x, y)  |\n+| [*NDArray.__div__*](https://mxnet.incubator.apache.org/api/python/ndarray/ndarray.html#mxnet.ndarray.NDArray.__div__) | x.__div__(y) <=> x/y <=> mx.nd.divide(x, y)  |\n+| [*NDArray.__mod__*](https://mxnet.incubator.apache.org/api/python/ndarray/ndarray.html#mxnet.ndarray.NDArray.__mod__) | x.__mod__(y) <=> x%y <=> mx.nd.modulo(x, y)  |\n+| [*NDArray.__lt__*](https://mxnet.incubator.apache.org/api/python/ndarray/ndarray.html#mxnet.ndarray.NDArray.__lt__) |  x.__lt__(y) <=> x mx.nd.lesser(x, y) |\n+| [*NDArray.__le__*](https://mxnet.incubator.apache.org/api/python/ndarray/ndarray.html#mxnet.ndarray.NDArray.__le__) |  x.__le__(y) <=> x<=y <=> mx.nd.less_equal(x, y) |\n+| [*NDArray.__gt__*](https://mxnet.incubator.apache.org/api/python/ndarray/ndarray.html#mxnet.ndarray.NDArray.__gt__) |  x.__gt__(y) <=> x>y <=> mx.nd.greater(x, y) |\n+| [*NDArray.__ge__*](https://mxnet.incubator.apache.org/api/python/ndarray/ndarray.html#mxnet.ndarray.NDArray.__ge__) |  x.__ge__(y) <=> x>=y <=> mx.nd.greater_equal(x, y)|\n+| [*NDArray.__eq__*](https://mxnet.incubator.apache.org/api/python/ndarray/ndarray.html#mxnet.ndarray.NDArray.__eq__) |  x.__eq__(y) <=> x==y <=> mx.nd.equal(x, y) |\n+| [*NDArray.__ne__*](https://mxnet.incubator.apache.org/api/python/ndarray/ndarray.html#mxnet.ndarray.NDArray.__ne__) |  x.__ne__(y) <=> x!=y <=> mx.nd.not_equal(x, y) |\n+\n+The current workaround is to use corecponding broadcast operators for arithmetic and comparison to avoid potential hybridization failure when input shapes are different.\n+\n+| Symbol APIs  | Description  |\n+|---|---|\n+|[*broadcast_add*](https://mxnet.incubator.apache.org/api/python/symbol/symbol.html#mxnet.symbol.broadcast_add) | Returns element-wise sum of the input arrays with broadcasting. |\n+|[*broadcast_sub*](https://mxnet.incubator.apache.org/api/python/symbol/symbol.html#mxnet.symbol.broadcast_sub) | Returns element-wise difference of the input arrays with broadcasting. |\n+|[*broadcast_mul*](https://mxnet.incubator.apache.org/api/python/symbol/symbol.html#mxnet.symbol.broadcast_mul) | Returns element-wise product of the input arrays with broadcasting. |\n+|[*broadcast_div*](https://mxnet.incubator.apache.org/api/python/symbol/symbol.html#mxnet.symbol.broadcast_div) | Returns element-wise division of the input arrays with broadcasting. |\n+|[*broadcast_mod*](https://mxnet.incubator.apache.org/api/python/symbol/symbol.html#mxnet.symbol.broadcast_mod) | Returns element-wise modulo of the input arrays with broadcasting. |\n+|[*broadcast_equal*](https://mxnet.incubator.apache.org/api/python/symbol/symbol.html#mxnet.symbol.broadcast_equal) | Returns the result of element-wise *equal to* (==) comparison operation with broadcasting. |\n+|[*broadcast_not_equal*](https://mxnet.incubator.apache.org/api/python/symbol/symbol.html#mxnet.symbol.broadcast_not_equal) | Returns the result of element-wise *not equal to* (!=) comparison operation with broadcasting. |\n+|[*broadcast_greater*](https://mxnet.incubator.apache.org/api/python/symbol/symbol.html#mxnet.symbol.broadcast_greater) | Returns the result of element-wise *greater than* (>) comparison operation with broadcasting. |\n+|[*broadcast_greater_equal*](https://mxnet.incubator.apache.org/api/python/symbol/symbol.html#mxnet.symbol.broadcast_greater_equal) | Returns the result of element-wise *greater than or equal to* (>=) comparison operation with broadcasting. |\n+|[*broadcast_lesser*](https://mxnet.incubator.apache.org/api/python/symbol/symbol.html#mxnet.symbol.broadcast_lesser) |\tReturns the result of element-wise *lesser than* (<) comparison operation with broadcasting. |\n+|[*broadcast_lesser_equal*](https://mxnet.incubator.apache.org/api/python/symbol/symbol.html#mxnet.symbol.broadcast_lesser_equal) | Returns the result of element-wise *lesser than or equal to* (<=) comparison operation with broadcasting. |\n+\n+For example, if you wan to add a NDarray to your input x, use `broadcast_add` instead of `+`:\n+\n+```python\n+def hybrid_forward(self, F, x):\n+    # avoid writting: return x + F.ones((1, 1))\n+    return F.broadcast_add(x, F.ones((1, 1)))\n+```\n+\n+### Shape\n+\n+Gluon's imperative interface is very flexible and allows you to print shape of the NDArray. However, Symbol does not have shape attributes. As a result, you need to avoid printing shapes in `hybrid_forward`.\n+Otherwise, you will get the following error:\n+```bash\n+AttributeError: 'Symbol' object has no attribute 'shape'\n+```\n+\n+### Slice\n+[] in NDArray is to get a slice from the array. [] in Symbol is to get an output from a grouped symbol.","path":"docs/tutorials/gluon/hybrid.md","position":62,"original_position":62,"commit_id":"aee809effa264976fb469e24ed2c4bdde1a9a6bc","original_commit_id":"aee809effa264976fb469e24ed2c4bdde1a9a6bc","user":{"login":"ChaiBapchya","id":10992635,"node_id":"MDQ6VXNlcjEwOTkyNjM1","avatar_url":"https://avatars3.githubusercontent.com/u/10992635?v=4","gravatar_id":"","url":"https://api.github.com/users/ChaiBapchya","html_url":"https://github.com/ChaiBapchya","followers_url":"https://api.github.com/users/ChaiBapchya/followers","following_url":"https://api.github.com/users/ChaiBapchya/following{/other_user}","gists_url":"https://api.github.com/users/ChaiBapchya/gists{/gist_id}","starred_url":"https://api.github.com/users/ChaiBapchya/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/ChaiBapchya/subscriptions","organizations_url":"https://api.github.com/users/ChaiBapchya/orgs","repos_url":"https://api.github.com/users/ChaiBapchya/repos","events_url":"https://api.github.com/users/ChaiBapchya/events{/privacy}","received_events_url":"https://api.github.com/users/ChaiBapchya/received_events","type":"User","site_admin":false},"body":"nit : how about \r\n`[]` in NDArray is used to get a slice from the array. However, `[]` in Symbol is used to get an output from a grouped symbol.","created_at":"2018-12-16T22:12:40Z","updated_at":"2018-12-16T22:15:16Z","html_url":"https://github.com/apache/incubator-mxnet/pull/13597#discussion_r241998495","pull_request_url":"https://api.github.com/repos/apache/incubator-mxnet/pulls/13597","author_association":"CONTRIBUTOR","_links":{"self":{"href":"https://api.github.com/repos/apache/incubator-mxnet/pulls/comments/241998495"},"html":{"href":"https://github.com/apache/incubator-mxnet/pull/13597#discussion_r241998495"},"pull_request":{"href":"https://api.github.com/repos/apache/incubator-mxnet/pulls/13597"}}},"pull_request":{"url":"https://api.github.com/repos/apache/incubator-mxnet/pulls/13597","id":237198036,"node_id":"MDExOlB1bGxSZXF1ZXN0MjM3MTk4MDM2","html_url":"https://github.com/apache/incubator-mxnet/pull/13597","diff_url":"https://github.com/apache/incubator-mxnet/pull/13597.diff","patch_url":"https://github.com/apache/incubator-mxnet/pull/13597.patch","issue_url":"https://api.github.com/repos/apache/incubator-mxnet/issues/13597","number":13597,"state":"open","locked":false,"title":"[MXNET-1255] update hybridize documentation","user":{"login":"roywei","id":8022184,"node_id":"MDQ6VXNlcjgwMjIxODQ=","avatar_url":"https://avatars0.githubusercontent.com/u/8022184?v=4","gravatar_id":"","url":"https://api.github.com/users/roywei","html_url":"https://github.com/roywei","followers_url":"https://api.github.com/users/roywei/followers","following_url":"https://api.github.com/users/roywei/following{/other_user}","gists_url":"https://api.github.com/users/roywei/gists{/gist_id}","starred_url":"https://api.github.com/users/roywei/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/roywei/subscriptions","organizations_url":"https://api.github.com/users/roywei/orgs","repos_url":"https://api.github.com/users/roywei/repos","events_url":"https://api.github.com/users/roywei/events{/privacy}","received_events_url":"https://api.github.com/users/roywei/received_events","type":"User","site_admin":false},"body":"## Description ##\r\nThis is the first step to address issues in:\r\nhttps://github.com/apache/incubator-mxnet/issues/10875\r\nhttps://github.com/apache/incubator-mxnet/issues/12100 \r\nhttps://github.com/apache/incubator-mxnet/issues/12109 \r\n\r\nFirst provide documentation and current work around.\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 $JIRA_ID refers to the relevant [JIRA issue](https://issues.apache.org/jira/projects/MXNET/issues) created (except PRs with tiny changes)\r\n- [x] Changes are complete (i.e. I finished coding on this PR)\r\n- [x] All changes have test coverage:\r\n- Unit tests are added for small changes to verify correctness (e.g. adding a new operator)\r\n- Nightly tests are added for complicated/long-running ones (e.g. changing distributed kvstore)\r\n- Build tests will be added for build configuration changes (e.g. adding a new build option with NCCL)\r\n- [ ] Code is well-documented: \r\n- For user-facing API changes, API doc string has been updated. \r\n- For new C++ functions in header files, their functionalities and arguments are documented. \r\n- For new examples, README.md is added to explain the what the example does, the source of the dataset, expected performance on test set and reference to the original paper if applicable\r\n- Check the API doc at http://mxnet-ci-doc.s3-accelerate.dualstack.amazonaws.com/PR-$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\nAdd documentations for operators does not work with hybridization\r\n\r\n## Comments ##\r\n- If this change is a backward incompatible change, why must this change be made.\r\n- Interesting edge cases to note here\r\n","created_at":"2018-12-10T04:57:05Z","updated_at":"2018-12-16T22:15:16Z","closed_at":null,"merged_at":null,"merge_commit_sha":"bdf907f67baf02671991a1fb0f06088ffabe2180","assignee":null,"assignees":[],"requested_reviewers":[{"login":"szha","id":2626883,"node_id":"MDQ6VXNlcjI2MjY4ODM=","avatar_url":"https://avatars2.githubusercontent.com/u/2626883?v=4","gravatar_id":"","url":"https://api.github.com/users/szha","html_url":"https://github.com/szha","followers_url":"https://api.github.com/users/szha/followers","following_url":"https://api.github.com/users/szha/following{/other_user}","gists_url":"https://api.github.com/users/szha/gists{/gist_id}","starred_url":"https://api.github.com/users/szha/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/szha/subscriptions","organizations_url":"https://api.github.com/users/szha/orgs","repos_url":"https://api.github.com/users/szha/repos","events_url":"https://api.github.com/users/szha/events{/privacy}","received_events_url":"https://api.github.com/users/szha/received_events","type":"User","site_admin":false}],"requested_teams":[],"labels":[{"id":588394144,"node_id":"MDU6TGFiZWw1ODgzOTQxNDQ=","url":"https://api.github.com/repos/apache/incubator-mxnet/labels/Doc","name":"Doc","color":"5319e7","default":false},{"id":1018798522,"node_id":"MDU6TGFiZWwxMDE4Nzk4NTIy","url":"https://api.github.com/repos/apache/incubator-mxnet/labels/pr-awaiting-review","name":"pr-awaiting-review","color":"d93f0b","default":false}],"milestone":null,"commits_url":"https://api.github.com/repos/apache/incubator-mxnet/pulls/13597/commits","review_comments_url":"https://api.github.com/repos/apache/incubator-mxnet/pulls/13597/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/13597/comments","statuses_url":"https://api.github.com/repos/apache/incubator-mxnet/statuses/aee809effa264976fb469e24ed2c4bdde1a9a6bc","head":{"label":"roywei:hybridize_doc","ref":"hybridize_doc","sha":"aee809effa264976fb469e24ed2c4bdde1a9a6bc","user":{"login":"roywei","id":8022184,"node_id":"MDQ6VXNlcjgwMjIxODQ=","avatar_url":"https://avatars0.githubusercontent.com/u/8022184?v=4","gravatar_id":"","url":"https://api.github.com/users/roywei","html_url":"https://github.com/roywei","followers_url":"https://api.github.com/users/roywei/followers","following_url":"https://api.github.com/users/roywei/following{/other_user}","gists_url":"https://api.github.com/users/roywei/gists{/gist_id}","starred_url":"https://api.github.com/users/roywei/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/roywei/subscriptions","organizations_url":"https://api.github.com/users/roywei/orgs","repos_url":"https://api.github.com/users/roywei/repos","events_url":"https://api.github.com/users/roywei/events{/privacy}","received_events_url":"https://api.github.com/users/roywei/received_events","type":"User","site_admin":false},"repo":{"id":121693282,"node_id":"MDEwOlJlcG9zaXRvcnkxMjE2OTMyODI=","name":"incubator-mxnet","full_name":"roywei/incubator-mxnet","private":false,"owner":{"login":"roywei","id":8022184,"node_id":"MDQ6VXNlcjgwMjIxODQ=","avatar_url":"https://avatars0.githubusercontent.com/u/8022184?v=4","gravatar_id":"","url":"https://api.github.com/users/roywei","html_url":"https://github.com/roywei","followers_url":"https://api.github.com/users/roywei/followers","following_url":"https://api.github.com/users/roywei/following{/other_user}","gists_url":"https://api.github.com/users/roywei/gists{/gist_id}","starred_url":"https://api.github.com/users/roywei/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/roywei/subscriptions","organizations_url":"https://api.github.com/users/roywei/orgs","repos_url":"https://api.github.com/users/roywei/repos","events_url":"https://api.github.com/users/roywei/events{/privacy}","received_events_url":"https://api.github.com/users/roywei/received_events","type":"User","site_admin":false},"html_url":"https://github.com/roywei/incubator-mxnet","description":"Lightweight, 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