{"action":"created","comment":{"url":"https://api.github.com/repos/apache/incubator-mxnet/pulls/comments/196629699","pull_request_review_id":130218556,"id":196629699,"node_id":"MDI0OlB1bGxSZXF1ZXN0UmV2aWV3Q29tbWVudDE5NjYyOTY5OQ==","diff_hunk":"@@ -0,0 +1,267 @@\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+# Based on\n+# https://github.com/NVIDIA/mxnet_to_onnx/blob/master/mx2onnx_converter/mx2onnx_converter.py#\n+#  Copyright (c) 2017, NVIDIA CORPORATION. All rights reserved.\n+#\n+#  Redistribution and use in source and binary forms, with or without\n+#  modification, are permitted provided that the following conditions\n+#  are met:\n+#  * Redistributions of source code must retain the above copyright\n+#    notice, this list of conditions and the following disclaimer.\n+#  * Redistributions in binary form must reproduce the above copyright\n+#    notice, this list of conditions and the following disclaimer in the\n+#    documentation and/or other materials provided with the distribution.\n+#  * Neither the name of NVIDIA CORPORATION nor the names of its\n+#    contributors may be used to endorse or promote products derived\n+#    from this software without specific prior written permission.\n+#\n+#  THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS ``AS IS'' AND ANY\n+#  EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE\n+#  IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR\n+#  PURPOSE ARE DISCLAIMED.  IN NO EVENT SHALL THE COPYRIGHT OWNER OR\n+#  CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,\n+#  EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,\n+#  PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR\n+#  PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY\n+#  OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT\n+#  (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE\n+#  OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.\n+\n+# coding: utf-8\n+# pylint: disable=invalid-name,too-many-locals,no-self-use,too-many-arguments,\n+# pylint: disable=maybe-no-member,too-many-nested-blocks\n+\"\"\"MXNet to ONNX graph converter functions\"\"\"\n+from __future__ import absolute_import\n+from __future__ import division\n+from __future__ import print_function\n+from __future__ import unicode_literals\n+\n+import json\n+import numpy as np\n+\n+from onnx import (checker, helper, onnx_pb2)\n+from onnx.helper import make_tensor_value_info\n+\n+from .... import context\n+from .... import ndarray as nd\n+from .... import io\n+from .... import module as mod\n+\n+\n+class MXNetGraph(object):\n+    \"\"\"Class to convert MXNet to ONNX graph\"\"\"\n+    registry_ = {}\n+    input_output_maps_ = {}\n+\n+    def __init__(self):\n+        # topologically sorted nodes\n+        self.nodes = []\n+        self.input_tensors = []\n+        self.output_tensors = []\n+\n+    @staticmethod\n+    def register(op_name):\n+        \"\"\"Register operator\"\"\"\n+        def wrapper(func):\n+            \"\"\"Helper function to map functions\"\"\"\n+            MXNetGraph.registry_[op_name] = func\n+            return func\n+\n+        return wrapper\n+\n+    @staticmethod\n+    def convert_layer(node, **kwargs):\n+        \"\"\"Convert MXNet layer to ONNX\"\"\"\n+        op = str(node[\"op\"])\n+        if op not in MXNetGraph.registry_:\n+            raise AttributeError(\"No conversion function registered for op type %s yet.\" % op)\n+        convert_fun = 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","created_at":"2018-06-20T02:03:36Z","updated_at":"2018-06-20T02:03:37Z","html_url":"https://github.com/apache/incubator-mxnet/pull/11213#discussion_r196629699","pull_request_url":"https://api.github.com/repos/apache/incubator-mxnet/pulls/11213","author_association":"CONTRIBUTOR","_links":{"self":{"href":"https://api.github.com/repos/apache/incubator-mxnet/pulls/comments/196629699"},"html":{"href":"https://github.com/apache/incubator-mxnet/pull/11213#discussion_r196629699"},"pull_request":{"href":"https://api.github.com/repos/apache/incubator-mxnet/pulls/11213"}},"in_reply_to_id":194521430},"pull_request":{"url":"https://api.github.com/repos/apache/incubator-mxnet/pulls/11213","id":193741219,"node_id":"MDExOlB1bGxSZXF1ZXN0MTkzNzQxMjE5","html_url":"https://github.com/apache/incubator-mxnet/pull/11213","diff_url":"https://github.com/apache/incubator-mxnet/pull/11213.diff","patch_url":"https://github.com/apache/incubator-mxnet/pull/11213.patch","issue_url":"https://api.github.com/repos/apache/incubator-mxnet/issues/11213","number":11213,"state":"open","locked":false,"title":"[MXNET-533] MXNet-ONNX export","user":{"login":"Roshrini","id":8004078,"node_id":"MDQ6VXNlcjgwMDQwNzg=","avatar_url":"https://avatars1.githubusercontent.com/u/8004078?v=4","gravatar_id":"","url":"https://api.github.com/users/Roshrini","html_url":"https://github.com/Roshrini","followers_url":"https://api.github.com/users/Roshrini/followers","following_url":"https://api.github.com/users/Roshrini/following{/other_user}","gists_url":"https://api.github.com/users/Roshrini/gists{/gist_id}","starred_url":"https://api.github.com/users/Roshrini/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/Roshrini/subscriptions","organizations_url":"https://api.github.com/users/Roshrini/orgs","repos_url":"https://api.github.com/users/Roshrini/repos","events_url":"https://api.github.com/users/Roshrini/events{/privacy}","received_events_url":"https://api.github.com/users/Roshrini/received_events","type":"User","site_admin":false},"body":"## Description ##\r\nThis PR has MXNet to ONNX exporter APIs to export MXNet trained models to ONNX protobuf so that those models can be imported in other frameworks for inference.\r\n\r\nTest framework:\r\nCurrently, we import ONNX models in MXNet, then export them to ONNX, import it in MXNet again to verify inference results.\r\n\r\nWorking models:\r\n- Alexnet, Densenet, resnet50, squeezenet, vgg16, vgg19, inception_v1, inception_v2, Googlenet, caffenet, R-CNN\r\n\r\n@spidyDev @anirudhacharya @piiswrong @sandeep-krishnamurthy @nswamy @anirudh2290 \r\n\r\n## Checklist ##\r\n### Essentials ###\r\nPlease feel free to remove inapplicable items for your PR.\r\n- [ ] Changes are complete (i.e. I finished coding on this PR)\r\n- [ ] 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- [ ] 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- [ ] Feature1, tests, (and when applicable, API doc)\r\n- [ ] Feature2, tests, (and when applicable, API doc)\r\n\r\n","created_at":"2018-06-08T23:05:53Z","updated_at":"2018-06-20T02:03:37Z","closed_at":null,"merged_at":null,"merge_commit_sha":"13ec5bfd0eeea96fb12d478e9bf996628f73321d","assignee":null,"assignees":[],"requested_reviewers":[{"login":"piiswrong","id":568948,"node_id":"MDQ6VXNlcjU2ODk0OA==","avatar_url":"https://avatars0.githubusercontent.com/u/568948?v=4","gravatar_id":"","url":"https://api.github.com/users/piiswrong","html_url":"https://github.com/piiswrong","followers_url":"https://api.github.com/users/piiswrong/followers","following_url":"https://api.github.com/users/piiswrong/following{/other_user}","gists_url":"https://api.github.com/users/piiswrong/gists{/gist_id}","starred_url":"https://api.github.com/users/piiswrong/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/piiswrong/subscriptions","organizations_url":"https://api.github.com/users/piiswrong/orgs","repos_url":"https://api.github.com/users/piiswrong/repos","events_url":"https://api.github.com/users/piiswrong/events{/privacy}","received_events_url":"https://api.github.com/users/piiswrong/received_events","type":"User","site_admin":false}],"requested_teams":[],"labels":[],"milestone":null,"commits_url":"https://api.github.com/repos/apache/incubator-mxnet/pulls/11213/commits","review_comments_url":"https://api.github.com/repos/apache/incubator-mxnet/pulls/11213/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/11213/comments","statuses_url":"https://api.github.com/repos/apache/incubator-mxnet/statuses/83d798cfc92d0679e5a7766fd36dcab833199618","head":{"label":"Roshrini:onnx_export","ref":"onnx_export","sha":"83d798cfc92d0679e5a7766fd36dcab833199618","user":{"login":"Roshrini","id":8004078,"node_id":"MDQ6VXNlcjgwMDQwNzg=","avatar_url":"https://avatars1.githubusercontent.com/u/8004078?v=4","gravatar_id":"","url":"https://api.github.com/users/Roshrini","html_url":"https://github.com/Roshrini","followers_url":"https://api.github.com/users/Roshrini/followers","following_url":"https://api.github.com/users/Roshrini/following{/other_user}","gists_url":"https://api.github.com/users/Roshrini/gists{/gist_id}","starred_url":"https://api.github.com/users/Roshrini/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/Roshrini/subscriptions","organizations_url":"https://api.github.com/users/Roshrini/orgs","repos_url":"https://api.github.com/users/Roshrini/repos","events_url":"https://api.github.com/users/Roshrini/events{/privacy}","received_events_url":"https://api.github.com/users/Roshrini/received_events","type":"User","site_admin":false},"repo":{"id":77476204,"node_id":"MDEwOlJlcG9zaXRvcnk3NzQ3NjIwNA==","name":"mxnet","full_name":"Roshrini/mxnet","owner":{"login":"Roshrini","id":8004078,"node_id":"MDQ6VXNlcjgwMDQwNzg=","avatar_url":"https://avatars1.githubusercontent.com/u/8004078?v=4","gravatar_id":"","url":"https://api.github.com/users/Roshrini","html_url":"https://github.com/Roshrini","followers_url":"https://api.github.com/users/Roshrini/followers","following_url":"https://api.github.com/users/Roshrini/following{/other_user}","gists_url":"https://api.github.com/users/Roshrini/gists{/gist_id}","starred_url":"https://api.github.com/users/Roshrini/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/Roshrini/subscriptions","organizations_url":"https://api.github.com/users/Roshrini/orgs","repos_url":"https://api.github.com/users/Roshrini/repos","events_url":"https://api.github.com/users/Roshrini/events{/privacy}","received_events_url":"https://api.github.com/users/Roshrini/received_events","type":"User","site_admin":false},"private":false,"html_url":"https://github.com/Roshrini/mxnet","description":"Lightweight, 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