{"action":"created","comment":{"url":"https://api.github.com/repos/intel-analytics/BigDL/pulls/comments/130510168","pull_request_review_id":53391895,"id":130510168,"diff_hunk":"@@ -2969,6 +2969,99 @@ def set_init_method(self, weight_init_method = None, bias_init_method = None):\n                       weight_init_method, bias_init_method)\n         return self\n \n+class VolumetricFullConvolution(Layer):\n+    '''\n+    Apply a 3D full convolution over an 3D input image, a sequence of images, or a video etc.\n+    The input tensor is expected to be a 4D or 5D(with batch) tensor. Note that instead\n+    of setting adjT, adjW and adjH, `VolumetricFullConvolution` also accepts a table input\n+    with two tensors: T(convInput, sizeTensor) where convInput is the standard input tensor,\n+    and the size of sizeTensor is used to set the size of the output (will ignore the adjT, adjW and\n+    adjH values used to construct the module). This module can be used without a bias by setting\n+    parameter noBias = true while constructing the module.\n+\n+\n+    If input is a 4D tensor nInputPlane x depth x height x width,\n+    odepth = (depth  - 1) * dT - 2*padt + kT + adjT\n+    owidth  = (width  - 1) * dW - 2*padW + kW + adjW\n+    oheight = (height - 1) * dH - 2*padH + kH + adjH\n+\n+\n+    Other frameworks call this operation \"In-network Upsampling\", \"Fractionally-strided convolution\",\n+    \"Backwards Convolution,\" \"Deconvolution\", or \"Upconvolution.\"\n+\n+\n+    Reference Paper: Long J, Shelhamer E, Darrell T. Fully convolutional networks for semantic\n+    segmentation[C]//Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition.\n+    2015: 3431-3440.\n+\n+    :param nInputPlane The number of expected input planes in the image given into forward()\n+    :param nOutputPlane The number of output planes the convolution layer will produce.\n+    :param kT The kernel width of the convolution.\n+    :param kW The kernel width of the convolution.\n+    :param kH The kernel height of the convolution.\n+    :param dT The step of the convolution in the width dimension. Default is 1.","path":"pyspark/bigdl/nn/layer.py","position":34,"original_position":34,"commit_id":"67c474ccf38c9c4cfe8004a4eee06fe8dc2a24af","original_commit_id":"67c474ccf38c9c4cfe8004a4eee06fe8dc2a24af","user":{"login":"SeaOfOcean","id":10606312,"avatar_url":"https://avatars3.githubusercontent.com/u/10606312?v=4","gravatar_id":"","url":"https://api.github.com/users/SeaOfOcean","html_url":"https://github.com/SeaOfOcean","followers_url":"https://api.github.com/users/SeaOfOcean/followers","following_url":"https://api.github.com/users/SeaOfOcean/following{/other_user}","gists_url":"https://api.github.com/users/SeaOfOcean/gists{/gist_id}","starred_url":"https://api.github.com/users/SeaOfOcean/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/SeaOfOcean/subscriptions","organizations_url":"https://api.github.com/users/SeaOfOcean/orgs","repos_url":"https://api.github.com/users/SeaOfOcean/repos","events_url":"https://api.github.com/users/SeaOfOcean/events{/privacy}","received_events_url":"https://api.github.com/users/SeaOfOcean/received_events","type":"User","site_admin":false},"body":"time","created_at":"2017-08-01T02:57:01Z","updated_at":"2017-08-01T02:57:01Z","html_url":"https://github.com/intel-analytics/BigDL/pull/1401#discussion_r130510168","pull_request_url":"https://api.github.com/repos/intel-analytics/BigDL/pulls/1401","_links":{"self":{"href":"https://api.github.com/repos/intel-analytics/BigDL/pulls/comments/130510168"},"html":{"href":"https://github.com/intel-analytics/BigDL/pull/1401#discussion_r130510168"},"pull_request":{"href":"https://api.github.com/repos/intel-analytics/BigDL/pulls/1401"}}},"pull_request":{"url":"https://api.github.com/repos/intel-analytics/BigDL/pulls/1401","id":132902215,"html_url":"https://github.com/intel-analytics/BigDL/pull/1401","diff_url":"https://github.com/intel-analytics/BigDL/pull/1401.diff","patch_url":"https://github.com/intel-analytics/BigDL/pull/1401.patch","issue_url":"https://api.github.com/repos/intel-analytics/BigDL/issues/1401","number":1401,"state":"open","locked":false,"title":"Add 3D de-convolution","user":{"login":"psyyz10","id":7493169,"avatar_url":"https://avatars2.githubusercontent.com/u/7493169?v=4","gravatar_id":"","url":"https://api.github.com/users/psyyz10","html_url":"https://github.com/psyyz10","followers_url":"https://api.github.com/users/psyyz10/followers","following_url":"https://api.github.com/users/psyyz10/following{/other_user}","gists_url":"https://api.github.com/users/psyyz10/gists{/gist_id}","starred_url":"https://api.github.com/users/psyyz10/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/psyyz10/subscriptions","organizations_url":"https://api.github.com/users/psyyz10/orgs","repos_url":"https://api.github.com/users/psyyz10/repos","events_url":"https://api.github.com/users/psyyz10/events{/privacy}","received_events_url":"https://api.github.com/users/psyyz10/received_events","type":"User","site_admin":false},"body":"## What changes were proposed in this pull request?\r\n3D de-convolution for UCSF support.\r\n\r\n## How was this patch tested?\r\nUnit test\r\n\r\n","created_at":"2017-07-28T06:23:10Z","updated_at":"2017-08-01T02:57:01Z","closed_at":null,"merged_at":null,"merge_commit_sha":"6c5e1d5886b2414cdd2749a2e6ec1786b566e096","assignee":null,"assignees":[],"requested_reviewers":[{"login":"qiuxin2012","id":4495653,"avatar_url":"https://avatars1.githubusercontent.com/u/4495653?v=4","gravatar_id":"","url":"https://api.github.com/users/qiuxin2012","html_url":"https://github.com/qiuxin2012","followers_url":"https://api.github.com/users/qiuxin2012/followers","following_url":"https://api.github.com/users/qiuxin2012/following{/other_user}","gists_url":"https://api.github.com/users/qiuxin2012/gists{/gist_id}","starred_url":"https://api.github.com/users/qiuxin2012/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/qiuxin2012/subscriptions","organizations_url":"https://api.github.com/users/qiuxin2012/orgs","repos_url":"https://api.github.com/users/qiuxin2012/repos","events_url":"https://api.github.com/users/qiuxin2012/events{/privacy}","received_events_url":"https://api.github.com/users/qiuxin2012/received_events","type":"User","site_admin":false},{"login":"jenniew","id":8434507,"avatar_url":"https://avatars0.githubusercontent.com/u/8434507?v=4","gravatar_id":"","url":"https://api.github.com/users/jenniew","html_url":"https://github.com/jenniew","followers_url":"https://api.github.com/users/jenniew/followers","following_url":"https://api.github.com/users/jenniew/following{/other_user}","gists_url":"https://api.github.com/users/jenniew/gists{/gist_id}","starred_url":"https://api.github.com/users/jenniew/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/jenniew/subscriptions","organizations_url":"https://api.github.com/users/jenniew/orgs","repos_url":"https://api.github.com/users/jenniew/repos","events_url":"https://api.github.com/users/jenniew/events{/privacy}","received_events_url":"https://api.github.com/users/jenniew/received_events","type":"User","site_admin":false}],"milestone":null,"commits_url":"https://api.github.com/repos/intel-analytics/BigDL/pulls/1401/commits","review_comments_url":"https://api.github.com/repos/intel-analytics/BigDL/pulls/1401/comments","review_comment_url":"https://api.github.com/repos/intel-analytics/BigDL/pulls/comments{/number}","comments_url":"https://api.github.com/repos/intel-analytics/BigDL/issues/1401/comments","statuses_url":"https://api.github.com/repos/intel-analytics/BigDL/statuses/67c474ccf38c9c4cfe8004a4eee06fe8dc2a24af","head":{"label":"psyyz10:3dDeconv","ref":"3dDeconv","sha":"67c474ccf38c9c4cfe8004a4eee06fe8dc2a24af","user":{"login":"psyyz10","id":7493169,"avatar_url":"https://avatars2.githubusercontent.com/u/7493169?v=4","gravatar_id":"","url":"https://api.github.com/users/psyyz10","html_url":"https://github.com/psyyz10","followers_url":"https://api.github.com/users/psyyz10/followers","following_url":"https://api.github.com/users/psyyz10/following{/other_user}","gists_url":"https://api.github.com/users/psyyz10/gists{/gist_id}","starred_url":"https://api.github.com/users/psyyz10/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/psyyz10/subscriptions","organizations_url":"https://api.github.com/users/psyyz10/orgs","repos_url":"https://api.github.com/users/psyyz10/repos","events_url":"https://api.github.com/users/psyyz10/events{/privacy}","received_events_url":"https://api.github.com/users/psyyz10/received_events","type":"User","site_admin":false},"repo":{"id":77892892,"name":"BigDL","full_name":"psyyz10/BigDL","owner":{"login":"psyyz10","id":7493169,"avatar_url":"https://avatars2.githubusercontent.com/u/7493169?v=4","gravatar_id":"","url":"https://api.github.com/users/psyyz10","html_url":"https://github.com/psyyz10","followers_url":"https://api.github.com/users/psyyz10/followers","following_url":"https://api.github.com/users/psyyz10/following{/other_user}","gists_url":"https://api.github.com/users/psyyz10/gists{/gist_id}","starred_url":"https://api.github.com/users/psyyz10/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/psyyz10/subscriptions","organizations_url":"https://api.github.com/users/psyyz10/orgs","repos_url":"https://api.github.com/users/psyyz10/repos","events_url":"https://api.github.com/users/psyyz10/events{/privacy}","received_events_url":"https://api.github.com/users/psyyz10/received_events","type":"User","site_admin":false},"private":false,"html_url":"https://github.com/psyyz10/BigDL","description":"BigDL: Distributed Deep learning Library for Apache Spark. I played as a main contributor of this high star project.","fork":true,"url":"https://api.github.com/repos/psyyz10/BigDL","forks_url":"https://api.github.com/repos/psyyz10/BigDL/forks","keys_url":"https://api.github.com/repos/psyyz10/BigDL/keys{/key_id}","collaborators_url":"https://api.github.com/repos/psyyz10/BigDL/collaborators{/collaborator}","teams_url":"https://api.github.com/repos/psyyz10/BigDL/teams","hooks_url":"https://api.github.com/repos/psyyz10/BigDL/hooks","issue_events_url":"https://api.github.com/repos/psyyz10/BigDL/issues/events{/number}","events_url":"https://api.github.com/repos/psyyz10/BigDL/events","assignees_url":"https://api.github.com/repos/psyyz10/BigDL/assignees{/user}","branches_url":"https://api.github.com/repos/psyyz10/BigDL/branches{/branch}","tags_url":"https://api.github.com/repos/psyyz10/BigDL/tags","blobs_url":"https://api.github.com/repos/psyyz10/BigDL/git/blobs{/sha}","git_tags_url":"https://api.github.com/repos/psyyz10/BigDL/git/tags{/sha}","git_refs_url":"https://api.github.com/repos/psyyz10/BigDL/git/refs{/sha}","trees_url":"https://api.github.com/repos/psyyz10/BigDL/git/trees{/sha}","statuses_url":"https://api.github.com/repos/psyyz10/BigDL/statuses/{sha}","languages_url":"https://api.github.com/repos/psyyz10/BigDL/languages","stargazers_url":"https://api.github.com/repos/psyyz10/BigDL/stargazers","contributors_url":"https://api.github.com/repos/psyyz10/BigDL/contributors","subscribers_url":"https://api.github.com/repos/psyyz10/BigDL/subscribers","subscription_url":"https://api.github.com/repos/psyyz10/BigDL/subscription","commits_url":"https://api.github.com/repos/psyyz10/BigDL/commits{/sha}","git_commits_url":"https://api.github.com/repos/psyyz10/BigDL/git/commits{/sha}","comments_url":"https://api.github.com/repos/psyyz10/BigDL/comments{/number}","issue_comment_url":"https://api.github.com/repos/psyyz10/BigDL/issues/comments{/number}","contents_url":"https://api.github.com/repos/psyyz10/BigDL/contents/{+path}","compare_url":"https://api.github.com/repos/psyyz10/BigDL/compare/{base}...{head}","merges_url":"https://api.github.com/repos/psyyz10/BigDL/merges","archive_url":"https://api.github.com/repos/psyyz10/BigDL/{archive_format}{/ref}","downloads_url":"https://api.github.com/repos/psyyz10/BigDL/downloads","issues_url":"https://api.github.com/repos/psyyz10/BigDL/issues{/number}","pulls_url":"https://api.github.com/repos/psyyz10/BigDL/pulls{/number}","milestones_url":"https://api.github.com/repos/psyyz10/BigDL/milestones{/number}","notifications_url":"https://api.github.com/repos/psyyz10/BigDL/notifications{?since,all,participating}","labels_url":"https://api.github.com/repos/psyyz10/BigDL/labels{/name}","releases_url":"https://api.github.com/repos/psyyz10/BigDL/releases{/id}","deployments_url":"https://api.github.com/repos/psyyz10/BigDL/deployments","created_at":"2017-01-03T07:11:15Z","updated_at":"2017-04-27T03:12:26Z","pushed_at":"2017-07-31T01:12:24Z","git_url":"git://github.com/psyyz10/BigDL.git","ssh_url":"git@github.com:psyyz10/BigDL.git","clone_url":"https://github.com/psyyz10/BigDL.git","svn_url":"https://github.com/psyyz10/BigDL","homepage":"","size":13871,"stargazers_count":0,"watchers_count":0,"language":"Scala","has_issues":false,"has_projects":true,"has_downloads":true,"has_wiki":true,"has_pages":false,"forks_count":0,"mirror_url":null,"open_issues_count":0,"forks":0,"open_issues":0,"watchers":0,"default_branch":"master"}},"base":{"label":"intel-analytics:master","ref":"master","sha":"a4f13c99f7091fda84a437562ec8e7eb260bfde5","user":{"login":"intel-analytics","id":10941215,"avatar_url":"https://avatars3.githubusercontent.com/u/10941215?v=4","gravatar_id":"","url":"https://api.github.com/users/intel-analytics","html_url":"https://github.com/intel-analytics","followers_url":"https://api.github.com/users/intel-analytics/followers","following_url":"https://api.github.com/users/intel-analytics/following{/other_user}","gists_url":"https://api.github.com/users/intel-analytics/gists{/gist_id}","starred_url":"https://api.github.com/users/intel-analytics/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/intel-analytics/subscriptions","organizations_url":"https://api.github.com/users/intel-analytics/orgs","repos_url":"https://api.github.com/users/intel-analytics/repos","events_url":"https://api.github.com/users/intel-analytics/events{/privacy}","received_events_url":"https://api.github.com/users/intel-analytics/received_events","type":"Organization","site_admin":false},"repo":{"id":66823715,"name":"BigDL","full_name":"intel-analytics/BigDL","owner":{"login":"intel-analytics","id":10941215,"avatar_url":"https://avatars3.githubusercontent.com/u/10941215?v=4","gravatar_id":"","url":"https://api.github.com/users/intel-analytics","html_url":"https://github.com/intel-analytics","followers_url":"https://api.github.com/users/intel-analytics/followers","following_url":"https://api.github.com/users/intel-analytics/following{/other_user}","gists_url":"https://api.github.com/users/intel-analytics/gists{/gist_id}","starred_url":"https://api.github.com/users/intel-analytics/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/intel-analytics/subscriptions","organizations_url":"https://api.github.com/users/intel-analytics/orgs","repos_url":"https://api.github.com/users/intel-analytics/repos","events_url":"https://api.github.com/users/intel-analytics/events{/privacy}","received_events_url":"https://api.github.com/users/intel-analytics/received_events","type":"Organization","site_admin":false},"private":false,"html_url":"https://github.com/intel-analytics/BigDL","description":"BigDL: Distributed Deep Learning Library for Apache Spark","fork":false,"url":"https://api.github.com/repos/intel-analytics/BigDL","forks_url":"https://api.github.com/repos/intel-analytics/BigDL/forks","keys_url":"https://api.github.com/repos/intel-analytics/BigDL/keys{/key_id}","collaborators_url":"https://api.github.com/repos/intel-analytics/BigDL/collaborators{/collaborator}","teams_url":"https://api.github.com/repos/intel-analytics/BigDL/teams","hooks_url":"https://api.github.com/repos/intel-analytics/BigDL/hooks","issue_events_url":"https://api.github.com/repos/intel-analytics/BigDL/issues/events{/number}","events_url":"https://api.github.com/repos/intel-analytics/BigDL/events","assignees_url":"https://api.github.com/repos/intel-analytics/BigDL/assignees{/user}","branches_url":"https://api.github.com/repos/intel-analytics/BigDL/branches{/branch}","tags_url":"https://api.github.com/repos/intel-analytics/BigDL/tags","blobs_url":"https://api.github.com/repos/intel-analytics/BigDL/git/blobs{/sha}","git_tags_url":"https://api.github.com/repos/intel-analytics/BigDL/git/tags{/sha}","git_refs_url":"https://api.github.com/repos/intel-analytics/BigDL/git/refs{/sha}","trees_url":"https://api.github.com/repos/intel-analytics/BigDL/git/trees{/sha}","statuses_url":"https://api.github.com/repos/intel-analytics/BigDL/statuses/{sha}","languages_url":"https://api.github.com/repos/intel-analytics/BigDL/languages","stargazers_url":"https://api.github.com/repos/intel-analytics/BigDL/stargazers","contributors_url":"https://api.github.com/repos/intel-analytics/BigDL/contributors","subscribers_url":"https://api.github.com/repos/intel-analytics/BigDL/subscribers","subscription_url":"https://api.github.com/repos/intel-analytics/BigDL/subscription","commits_url":"https://api.github.com/repos/intel-analytics/BigDL/commits{/sha}","git_commits_url":"https://api.github.com/repos/intel-analytics/BigDL/git/commits{/sha}","comments_url":"https://api.github.com/repos/intel-analytics/BigDL/comments{/number}","issue_comment_url":"https://api.github.com/repos/intel-analytics/BigDL/issues/comments{/number}","contents_url":"https://api.github.com/repos/intel-analytics/BigDL/contents/{+path}","compare_url":"https://api.github.com/repos/intel-analytics/BigDL/compare/{base}...{head}","merges_url":"https://api.github.com/repos/intel-analytics/BigDL/merges","archive_url":"https://api.github.com/repos/intel-analytics/BigDL/{archive_format}{/ref}","downloads_url":"https://api.github.com/repos/intel-analytics/BigDL/downloads","issues_url":"https://api.github.com/repos/intel-analytics/BigDL/issues{/number}","pulls_url":"https://api.github.com/repos/intel-analytics/BigDL/pulls{/number}","milestones_url":"https://api.github.com/repos/intel-analytics/BigDL/milestones{/number}","notifications_url":"https://api.github.com/repos/intel-analytics/BigDL/notifications{?since,all,participating}","labels_url":"https://api.github.com/repos/intel-analytics/BigDL/labels{/name}","releases_url":"https://api.github.com/repos/intel-analytics/BigDL/releases{/id}","deployments_url":"https://api.github.com/repos/intel-analytics/BigDL/deployments","created_at":"2016-08-29T07:59:50Z","updated_at":"2017-07-31T13:58:12Z","pushed_at":"2017-08-01T01:16:46Z","git_url":"git://github.com/intel-analytics/BigDL.git","ssh_url":"git@github.com:intel-analytics/BigDL.git","clone_url":"https://github.com/intel-analytics/BigDL.git","svn_url":"https://github.com/intel-analytics/BigDL","homepage":"https://bigdl-project.github.io/","size":14015,"stargazers_count":1890,"watchers_count":1890,"language":"Scala","has_issues":true,"has_projects":true,"has_downloads":true,"has_wiki":true,"has_pages":false,"forks_count":379,"mirror_url":null,"open_issues_count":113,"forks":379,"open_issues":113,"watchers":1890,"default_branch":"master"}},"_links":{"self":{"href":"https://api.github.com/repos/intel-analytics/BigDL/pulls/1401"},"html":{"href":"https://github.com/intel-analytics/BigDL/pull/1401"},"issue":{"href":"https://api.github.com/repos/intel-analytics/BigDL/issues/1401"},"comments":{"href":"https://api.github.com/repos/intel-analytics/BigDL/issues/1401/comments"},"review_comments":{"href":"https://api.github.com/repos/intel-analytics/BigDL/pulls/1401/comments"},"review_comment":{"href":"https://api.github.com/repos/intel-analytics/BigDL/pulls/comments{/number}"},"commits":{"href":"https://api.github.com/repos/intel-analytics/BigDL/pulls/1401/commits"},"statuses":{"href":"https://api.github.com/repos/intel-analytics/BigDL/statuses/67c474ccf38c9c4cfe8004a4eee06fe8dc2a24af"}}}}
{"actor":{"display_login":"SeaOfOcean"}}