{"action":"created","comment":{"url":"https://api.github.com/repos/deepmipt/DeepPavlov/pulls/comments/188548355","pull_request_review_id":120546122,"id":188548355,"diff_hunk":"@@ -184,10 +210,9 @@ def _add_placeholders(self):\n \n     def _build_body(self):\n         # input projection\n-        _units = tf.nn.dropout(self._features, self._dropout)\n-        _units = tf.layers.dense(_units, self.dense_size,\n-                                 kernel_initializer=xav(), name='units')\n-\n+        _units = tf.layers.dense(self._features, 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be some activation function here?","created_at":"2018-05-16T08:50:11Z","updated_at":"2018-05-16T08:50:23Z","html_url":"https://github.com/deepmipt/DeepPavlov/pull/230#discussion_r188548355","pull_request_url":"https://api.github.com/repos/deepmipt/DeepPavlov/pulls/230","author_association":"CONTRIBUTOR","_links":{"self":{"href":"https://api.github.com/repos/deepmipt/DeepPavlov/pulls/comments/188548355"},"html":{"href":"https://github.com/deepmipt/DeepPavlov/pull/230#discussion_r188548355"},"pull_request":{"href":"https://api.github.com/repos/deepmipt/DeepPavlov/pulls/230"}}},"pull_request":{"url":"https://api.github.com/repos/deepmipt/DeepPavlov/pulls/230","id":187869362,"html_url":"https://github.com/deepmipt/DeepPavlov/pull/230","diff_url":"https://github.com/deepmipt/DeepPavlov/pull/230.diff","patch_url":"https://github.com/deepmipt/DeepPavlov/pull/230.patch","issue_url":"https://api.github.com/repos/deepmipt/DeepPavlov/issues/230","number":230,"state":"open","locked":false,"title":"Feature/simple slot filler and go_bot database","user":{"login":"vikmary","id":17520043,"avatar_url":"https://avatars0.githubusercontent.com/u/17520043?v=4","gravatar_id":"","url":"https://api.github.com/users/vikmary","html_url":"https://github.com/vikmary","followers_url":"https://api.github.com/users/vikmary/followers","following_url":"https://api.github.com/users/vikmary/following{/other_user}","gists_url":"https://api.github.com/users/vikmary/gists{/gist_id}","starred_url":"https://api.github.com/users/vikmary/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/vikmary/subscriptions","organizations_url":"https://api.github.com/users/vikmary/orgs","repos_url":"https://api.github.com/users/vikmary/repos","events_url":"https://api.github.com/users/vikmary/events{/privacy}","received_events_url":"https://api.github.com/users/vikmary/received_events","type":"User","site_admin":false},"body":"- [x] modified simple slot filler from aCombray and docs\r\n- [x] add database api calls to DSTC2 dataset -> new dataset `dstc2_v2`\r\n- [x] add SqliteDatabase component + docs\r\n- [x] add confident threshold to slotfiller\r\n- [x] add `intents_dstc2_big.json` that rely on `wiki.en.bin` embeddings\r\n- [x] minor upgrades of `go_bot` (variational dropout and l2 regularization)\r\n- [ ] retrain `gobot_dstc2.json` and `gobot_dstc2_best.json`, upload on share and update 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