{"action":"created","comment":{"url":"https://api.github.com/repos/apache/incubator-mxnet/pulls/comments/173613893","pull_request_review_id":102841950,"id":173613893,"diff_hunk":"@@ -0,0 +1,106 @@\n+/*\n+ * Licensed to the Apache Software Foundation (ASF) under one\n+ * or more contributor license agreements.  See the NOTICE file\n+ * distributed with this work for additional information\n+ * regarding copyright ownership.  The ASF licenses this file\n+ * to you under the Apache License, Version 2.0 (the\n+ * \"License\"); you may not use this file except in compliance\n+ * with the License.  You may obtain a copy of the License at\n+ *\n+ *   http://www.apache.org/licenses/LICENSE-2.0\n+ *\n+ * Unless required by applicable law or agreed to in writing,\n+ * software distributed under the License is distributed on an\n+ * \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY\n+ * KIND, either express or implied.  See the License for the\n+ * specific language governing permissions and limitations\n+ * under the License.\n+ */\n+\n+/*!\n+ * Copyright (c) 2018 by Contributors\n+ * \\file shuffle_op.cc\n+ * \\brief Operator to shuffle elements of an NDArray\n+ */\n+#include <mxnet/operator_util.h>\n+#include <algorithm>\n+#include <random>\n+#include <vector>\n+#include \"../elemwise_op_common.h\"\n+#include \"../tensor/init_op.h\"\n+\n+namespace mxnet {\n+namespace op {\n+\n+namespace {\n+\n+struct CopyForShuffle {\n+  template<typename DType>\n+  MSHADOW_XINLINE static void Map(int i, const DType* in, DType* out,\n+                                  const index_t* indices, index_t stride) {\n+    out[i] = in[indices[i / stride] * stride + i % stride];\n+  }\n+};\n+\n+}  // namespace\n+\n+void ShuffleForwardGPU(const nnvm::NodeAttrs& attrs,\n+                       const OpContext& ctx,\n+                       const std::vector<TBlob>& inputs,\n+                       const std::vector<OpReqType>& req,\n+                       const std::vector<TBlob>& outputs) {\n+  using namespace mxnet_op;\n+  if (req[0] == kNullOp) {\n+    return;\n+  }\n+  CHECK_NE(req[0], kAddTo) << \"Shuffle does not support AddTo\";\n+  const TShape input_shape = inputs[0].shape_;\n+  const index_t size = inputs[0].Size();\n+  const index_t first_axis_len = input_shape[0];\n+  const index_t stride = size / first_axis_len;\n+  Stream<gpu> *s = ctx.get_stream<gpu>();\n+  MSHADOW_REAL_TYPE_SWITCH(inputs[0].type_flag_, DType, {","path":"src/operator/random/shuffle_op.cu","position":62,"original_position":62,"commit_id":"2208b293fa5470efe62478e5c5c8d28be4e3452b","original_commit_id":"2208b293fa5470efe62478e5c5c8d28be4e3452b","user":{"login":"reminisce","id":4978794,"avatar_url":"https://avatars1.githubusercontent.com/u/4978794?v=4","gravatar_id":"","url":"https://api.github.com/users/reminisce","html_url":"https://github.com/reminisce","followers_url":"https://api.github.com/users/reminisce/followers","following_url":"https://api.github.com/users/reminisce/following{/other_user}","gists_url":"https://api.github.com/users/reminisce/gists{/gist_id}","starred_url":"https://api.github.com/users/reminisce/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/reminisce/subscriptions","organizations_url":"https://api.github.com/users/reminisce/orgs","repos_url":"https://api.github.com/users/reminisce/repos","events_url":"https://api.github.com/users/reminisce/events{/privacy}","received_events_url":"https://api.github.com/users/reminisce/received_events","type":"User","site_admin":false},"body":"Why are integers not supported?","created_at":"2018-03-10T06:43:21Z","updated_at":"2018-03-10T07:00:39Z","html_url":"https://github.com/apache/incubator-mxnet/pull/10048#discussion_r173613893","pull_request_url":"https://api.github.com/repos/apache/incubator-mxnet/pulls/10048","author_association":"CONTRIBUTOR","_links":{"self":{"href":"https://api.github.com/repos/apache/incubator-mxnet/pulls/comments/173613893"},"html":{"href":"https://github.com/apache/incubator-mxnet/pull/10048#discussion_r173613893"},"pull_request":{"href":"https://api.github.com/repos/apache/incubator-mxnet/pulls/10048"}}},"pull_request":{"url":"https://api.github.com/repos/apache/incubator-mxnet/pulls/10048","id":173919364,"html_url":"https://github.com/apache/incubator-mxnet/pull/10048","diff_url":"https://github.com/apache/incubator-mxnet/pull/10048.diff","patch_url":"https://github.com/apache/incubator-mxnet/pull/10048.patch","issue_url":"https://api.github.com/repos/apache/incubator-mxnet/issues/10048","number":10048,"state":"open","locked":false,"title":"[MXNET-68] Random shuffle implementation","user":{"login":"asitstands","id":36436141,"avatar_url":"https://avatars1.githubusercontent.com/u/36436141?v=4","gravatar_id":"","url":"https://api.github.com/users/asitstands","html_url":"https://github.com/asitstands","followers_url":"https://api.github.com/users/asitstands/followers","following_url":"https://api.github.com/users/asitstands/following{/other_user}","gists_url":"https://api.github.com/users/asitstands/gists{/gist_id}","starred_url":"https://api.github.com/users/asitstands/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/asitstands/subscriptions","organizations_url":"https://api.github.com/users/asitstands/orgs","repos_url":"https://api.github.com/users/asitstands/repos","events_url":"https://api.github.com/users/asitstands/events{/privacy}","received_events_url":"https://api.github.com/users/asitstands/received_events","type":"User","site_admin":false},"body":"## Description ##\r\n\r\nThis operator randomly shuffles an NDArray along the first axis. The order of the elements in each subarray does not change. For exmaple, if an NDArray `x` is shuffled, the order of the subarrays `x[i]` randomly changes but the order of the elements in each `x[i]` does not change. This PR is a revise of #9991.\r\n\r\n### Implementation\r\n\r\n1. In cpu, the shuffling of an 1D array is delegated to `__gnu_parallel::random_shuffle`, which utilizes openmp, for clang on linux and gcc on any OS and delegated to `std::shuffle` for other platforms. For an multidimensional array, the usual Fisher-Yates shuffling is implemented.\r\n2. In gpu, for a multidimensional array, it shuffles the array of indices representing the subarrays and then rearrange the elements of the data array according to the shuffled index array. To shuffle the index array, a random key is generated for each index and then the indices are sorted by the keys. If the given array is 1D, it sorts the array directly with random keys instead of sorting the indices. The sorting is delegated to mshadow's `SortByKey` which again delegates the call to thrust's `sort_by_key`. This implementation is essentially equivalent to `__gnu_parallel::random_shuffle` while the random key generation and sorting are fused in gnu's implementation.\r\n\r\n### Note\r\n\r\nThis operator is modeled on `numpy.random.shuffle`.\r\n\r\n## Checklist ##\r\n### Essentials ###\r\n- [x] Passed code style checking (`make lint`)\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- [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","created_at":"2018-03-09T04:58:54Z","updated_at":"2018-03-10T07:00:39Z","closed_at":null,"merged_at":null,"merge_commit_sha":"8a4ed9f85db36603e9b8b7396ff074451ddd3ce4","assignee":{"login":"reminisce","id":4978794,"avatar_url":"https://avatars1.githubusercontent.com/u/4978794?v=4","gravatar_id":"","url":"https://api.github.com/users/reminisce","html_url":"https://github.com/reminisce","followers_url":"https://api.github.com/users/reminisce/followers","following_url":"https://api.github.com/users/reminisce/following{/other_user}","gists_url":"https://api.github.com/users/reminisce/gists{/gist_id}","starred_url":"https://api.github.com/users/reminisce/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/reminisce/subscriptions","organizations_url":"https://api.github.com/users/reminisce/orgs","repos_url":"https://api.github.com/users/reminisce/repos","events_url":"https://api.github.com/users/reminisce/events{/privacy}","received_events_url":"https://api.github.com/users/reminisce/received_events","type":"User","site_admin":false},"assignees":[{"login":"reminisce","id":4978794,"avatar_url":"https://avatars1.githubusercontent.com/u/4978794?v=4","gravatar_id":"","url":"https://api.github.com/users/reminisce","html_url":"https://github.com/reminisce","followers_url":"https://api.github.com/users/reminisce/followers","following_url":"https://api.github.com/users/reminisce/following{/other_user}","gists_url":"https://api.github.com/users/reminisce/gists{/gist_id}","starred_url":"https://api.github.com/users/reminisce/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/reminisce/subscriptions","organizations_url":"https://api.github.com/users/reminisce/orgs","repos_url":"https://api.github.com/users/reminisce/repos","events_url":"https://api.github.com/users/reminisce/events{/privacy}","received_events_url":"https://api.github.com/users/reminisce/received_events","type":"User","site_admin":false}],"requested_reviewers":[{"login":"szha","id":2626883,"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},{"login":"cjolivier01","id":11234557,"avatar_url":"https://avatars1.githubusercontent.com/u/11234557?v=4","gravatar_id":"","url":"https://api.github.com/users/cjolivier01","html_url":"https://github.com/cjolivier01","followers_url":"https://api.github.com/users/cjolivier01/followers","following_url":"https://api.github.com/users/cjolivier01/following{/other_user}","gists_url":"https://api.github.com/users/cjolivier01/gists{/gist_id}","starred_url":"https://api.github.com/users/cjolivier01/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/cjolivier01/subscriptions","organizations_url":"https://api.github.com/users/cjolivier01/orgs","repos_url":"https://api.github.com/users/cjolivier01/repos","events_url":"https://api.github.com/users/cjolivier01/events{/privacy}","received_events_url":"https://api.github.com/users/cjolivier01/received_events","type":"User","site_admin":false}],"requested_teams":[],"labels":[],"milestone":null,"commits_url":"https://api.github.com/repos/apache/incubator-mxnet/pulls/10048/commits","review_comments_url":"https://api.github.com/repos/apache/incubator-mxnet/pulls/10048/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/10048/comments","statuses_url":"https://api.github.com/repos/apache/incubator-mxnet/statuses/2208b293fa5470efe62478e5c5c8d28be4e3452b","head":{"label":"asitstands:shuffle_op_np","ref":"shuffle_op_np","sha":"2208b293fa5470efe62478e5c5c8d28be4e3452b","user":{"login":"asitstands","id":36436141,"avatar_url":"https://avatars1.githubusercontent.com/u/36436141?v=4","gravatar_id":"","url":"https://api.github.com/users/asitstands","html_url":"https://github.com/asitstands","followers_url":"https://api.github.com/users/asitstands/followers","following_url":"https://api.github.com/users/asitstands/following{/other_user}","gists_url":"https://api.github.com/users/asitstands/gists{/gist_id}","starred_url":"https://api.github.com/users/asitstands/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/asitstands/subscriptions","organiza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