{"action":"created","comment":{"url":"https://api.github.com/repos/apache/incubator-mxnet/pulls/comments/241117049","pull_request_review_id":184306078,"id":241117049,"node_id":"MDI0OlB1bGxSZXF1ZXN0UmV2aWV3Q29tbWVudDI0MTExNzA0OQ==","diff_hunk":"@@ -70,19 +92,23 @@ void ToTensor(const nnvm::NodeAttrs &attrs,\n   CHECK_EQ(req[0], kWriteTo)\n     << \"`to_tensor` does not support inplace\";\n \n-  int length = inputs[0].shape_[0] * inputs[0].shape_[1];\n-  int channel = inputs[0].shape_[2];\n-\n-  MSHADOW_TYPE_SWITCH(inputs[0].type_flag_, DType, {\n-    float* output = outputs[0].dptr<float>();\n-    DType* input = inputs[0].dptr<DType>();\n-\n-    for (int l = 0; l < length; ++l) {\n-      for (int c = 0; c < channel; ++c) {\n-        output[c*length + l] = static_cast<float>(input[l*channel + c]) / 255.0f;\n-      }\n+  // 3D Input - 1 image\n+  if (inputs[0].ndim() == 3) {\n+    const int length = inputs[0].shape_[0] * inputs[0].shape_[1];\n+    const int channel = inputs[0].shape_[2];\n+    ToTensorImpl(inputs, outputs, length, channel);\n+  } else if (inputs[0].ndim() == 4) {\n+    // 4D input batch of images\n+    const int batch_size = inputs[0].shape_[0];\n+    const int length = inputs[0].shape_[1] * inputs[0].shape_[2];\n+    const int channel = inputs[0].shape_[3];\n+    const int step = channel * length;\n+\n+    #pragma omp parallel for\n+    for (auto n = 0; n < batch_size; ++n) {\n+      ToTensorImpl(inputs, outputs, length, channel, n*step);","path":"src/operator/image/image_random-inl.h","position":71,"original_position":71,"commit_id":"270ce27747b9631bc77f8f0878c1c45254cbdb06","original_commit_id":"270ce27747b9631bc77f8f0878c1c45254cbdb06","user":{"login":"apeforest","id":6807113,"node_id":"MDQ6VXNlcjY4MDcxMTM=","avatar_url":"https://avatars0.githubusercontent.com/u/6807113?v=4","gravatar_id":"","url":"https://api.github.com/users/apeforest","html_url":"https://github.com/apeforest","followers_url":"https://api.github.com/users/apeforest/followers","following_url":"https://api.github.com/users/apeforest/following{/other_user}","gists_url":"https://api.github.com/users/apeforest/gists{/gist_id}","starred_url":"https://api.github.com/users/apeforest/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/apeforest/subscriptions","organizations_url":"https://api.github.com/users/apeforest/orgs","repos_url":"https://api.github.com/users/apeforest/repos","events_url":"https://api.github.com/users/apeforest/events{/privacy}","received_events_url":"https://api.github.com/users/apeforest/received_events","type":"User","site_admin":false},"body":"Good change!","created_at":"2018-12-12T17:45:20Z","updated_at":"2018-12-12T17:56:57Z","html_url":"https://github.com/apache/incubator-mxnet/pull/13614#discussion_r241117049","pull_request_url":"https://api.github.com/repos/apache/incubator-mxnet/pulls/13614","author_association":"CONTRIBUTOR","_links":{"self":{"href":"https://api.github.com/repos/apache/incubator-mxnet/pulls/comments/241117049"},"html":{"href":"https://github.com/apache/incubator-mxnet/pull/13614#discussion_r241117049"},"pull_request":{"href":"https://api.github.com/repos/apache/incubator-mxnet/pulls/13614"}}},"pull_request":{"url":"https://api.github.com/repos/apache/incubator-mxnet/pulls/13614","id":237596753,"node_id":"MDExOlB1bGxSZXF1ZXN0MjM3NTk2NzUz","html_url":"https://github.com/apache/incubator-mxnet/pull/13614","diff_url":"https://github.com/apache/incubator-mxnet/pull/13614.diff","patch_url":"https://github.com/apache/incubator-mxnet/pull/13614.patch","issue_url":"https://api.github.com/repos/apache/incubator-mxnet/issues/13614","number":13614,"state":"open","locked":false,"title":"Make to_tensor and normalize to accept 3D or 4D tensor inputs","user":{"login":"sandeep-krishnamurthy","id":3403674,"node_id":"MDQ6VXNlcjM0MDM2NzQ=","avatar_url":"https://avatars1.githubusercontent.com/u/3403674?v=4","gravatar_id":"","url":"https://api.github.com/users/sandeep-krishnamurthy","html_url":"https://github.com/sandeep-krishnamurthy","followers_url":"https://api.github.com/users/sandeep-krishnamurthy/followers","following_url":"https://api.github.com/users/sandeep-krishnamurthy/following{/other_user}","gists_url":"https://api.github.com/users/sandeep-krishnamurthy/gists{/gist_id}","starred_url":"https://api.github.com/users/sandeep-krishnamurthy/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/sandeep-krishnamurthy/subscriptions","organizations_url":"https://api.github.com/users/sandeep-krishnamurthy/orgs","repos_url":"https://api.github.com/users/sandeep-krishnamurthy/repos","events_url":"https://api.github.com/users/sandeep-krishnamurthy/events{/privacy}","received_events_url":"https://api.github.com/users/sandeep-krishnamurthy/received_events","type":"User","site_admin":false},"body":"## Description ##\r\nWith this change:\r\n- `ToTensor` transformation operator can take 3D (h, w, c) or 4D (n, h, w, c) at once.\r\n- `Normalize` transformation operator can take 3D (c, h, w) or 4D (n, c, h, w) at once.\r\n- Also parallelized the operator with omp\r\n- This change will be required to fuse transformation pipeline with network graph during inference. Where inputs are usually 4D inputs (n, c, h, w).\r\n- This is backward compatible change, this do not change any existing behavior.\r\n\r\nIn another PR, I will work on to support list of 3D tensors (list of images) as input for different shape image tensors use case.\r\n\r\n## Checklist ##\r\n### Essentials ###\r\nPlease feel free to remove inapplicable items for your PR.\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- [X] 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\n- Support 3D or 4D input tensors to to_tensor and normalize transformation operator.\r\n\r\n### TODO ###\r\n- API documentation updates. (WIP)\r\n\r\n@stu1130 @zhreshold @apeforest \r\n","created_at":"2018-12-11T08:59:56Z","updated_at":"2018-12-12T17:56:56Z","closed_at":null,"merged_at":null,"merge_commit_sha":"e0a86cda653954d1907af4e9b4022307de271d57","assignee":null,"assignees":[],"requested_reviewers":[{"login":"anirudh2290","id":1522319,"node_id":"MDQ6VXNlcjE1MjIzMTk=","avatar_url":"https://avatars1.githubusercontent.com/u/1522319?v=4","gravatar_id":"","url":"https://api.github.com/users/anirudh2290","html_url":"https://github.com/anirudh2290","followers_url":"https://api.github.com/users/anirudh2290/followers","following_url":"https://api.github.com/users/anirudh2290/following{/other_user}","gists_url":"https://api.github.com/users/anirudh2290/gists{/gist_id}","starred_url":"https://api.github.com/users/anirudh2290/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/anirudh2290/subscriptions","organizations_url":"https://api.github.com/users/anirudh2290/orgs","repos_url":"https://api.github.com/users/anirudh2290/repos","events_url":"https://api.github.com/users/anirudh2290/events{/privacy}","received_events_url":"https://api.github.com/users/anirudh2290/received_events","type":"User","site_admin":false},{"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":355414483,"node_id":"MDU6TGFiZWwzNTU0MTQ0ODM=","url":"https://api.github.com/repos/apache/incubator-mxnet/labels/Data-loading","name":"Data-loading","color":"fbca04","default":false},{"id":708228884,"node_id":"MDU6TGFiZWw3MDgyMjg4ODQ=","url":"https://api.github.com/repos/apache/incubator-mxnet/labels/Gluon","name":"Gluon","color":"fbca04","default":false},{"id":707556574,"node_id":"MDU6TGFiZWw3MDc1NTY1NzQ=","url":"https://api.github.com/repos/apache/incubator-mxnet/labels/Operator","name":"Operator","color":"fbca04","default":false}],"milestone":null,"commits_url":"https://api.github.com/repos/apache/incubator-mxnet/pulls/13614/commits","review_comments_url":"https://api.github.com/repos/apache/incubator-mxnet/pulls/13614/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/13614/comments","statuses_url":"https://api.github.com/repos/apache/incubator-mxnet/statuses/270ce27747b9631bc77f8f0878c1c45254cbdb06","head":{"label":"sandeep-krishnamurthy:normalize_as_operator","ref":"normalize_as_operator","sha":"270ce27747b9631bc77f8f0878c1c45254cbdb06","user":{"login":"sandeep-krishnamurthy","id":3403674,"node_id":"MDQ6VXNlcjM0MDM2NzQ=","avatar_url":"https://avatars1.githubusercontent.com/u/3403674?v=4","gravatar_id":"","url":"https://api.github.com/users/sandeep-krishnamurthy","html_url":"https://github.com/sandeep-krishnamurthy","followers_url":"https://api.github.com/users/sandeep-krishnamurthy/followers","following_url":"https://api.github.com/users/sandeep-krishnamurthy/following{/other_user}","gists_url":"https://api.github.com/users/sandeep-krishnamurthy/gists{/gist_id}","starred_url":"https://api.github.com/users/sandeep-krishnamurthy/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/sandeep-krishnamurthy/subscriptions","organizations_url":"https://api.github.com/users/sandeep-krishnamurthy/orgs","repos_url":"https://api.github.com/users/sandeep-krishnamurthy/repos","events_url":"https://api.github.com/users/sandeep-krishnamurthy/events{/privacy}","received_events_url":"https://api.github.com/users/sandeep-krishnamurthy/received_events","type":"User","site_admin":false},"repo":{"id":100398734,"node_id":"MDEwOlJlcG9zaXRvcnkxMDAzOTg3MzQ=","name":"incubator-mxnet","full_name":"sandeep-krishnamurthy/incubator-mxnet","private":false,"owner":{"login":"sandeep-krishnamurthy","id":3403674,"node_id":"MDQ6VXNlcjM0MDM2NzQ=","avatar_url":"https://avatars1.githubusercontent.com/u/3403674?v=4","gravatar_id":"","url":"https://api.github.com/users/sandeep-krishnamurthy","html_url":"https://github.com/sandeep-krishnamurthy","followers_url":"https://api.github.com/users/sandeep-krishnamurthy/followers","following_url":"https://api.github.com/users/sandeep-krishnamurthy/following{/other_user}","gists_url":"https://api.github.com/users/sandeep-kri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