update inputs

dssm/dssm_tractate_model.py

@@ -278,108 +278,108 @@ def tractate_dssm_model():
     device_sp2 = layers.Input(shape=(1, ), name="device_sp2")
     device_p2 = layers.Input(shape=(1, ), name="device_p2")
 
-    card_id = layers.Input(shape=(1, ), name="card_id"),
-    is_pure_author = layers.Input(shape=(1, ), name="is_pure_author"),
-    is_have_pure_reply = layers.Input(shape=(1, ), name="is_have_pure_reply"),
-    is_have_reply = layers.Input(shape=(1, ), name="is_have_reply"),
-    content_level = layers.Input(shape=(1, ), name="content_level"),
-    topic_seven_click_num = layers.Input(shape=(1, ), name="topic_seven_click_num"),
-    topic_thirty_click_num = layers.Input(shape=(1, ), name="topic_thirty_click_num"),
-    topic_num = layers.Input(shape=(1, ), name="topic_num"),
-    seven_transform_num = layers.Input(shape=(1, ), name="seven_transform_num"),
-    thirty_transform_num = layers.Input(shape=(1, ), name="thirty_transform_num"),
-    favor_num = layers.Input(shape=(1, ), name="favor_num"),
-    favor_pure_num = layers.Input(shape=(1, ), name="favor_pure_num"),
-    vote_num = layers.Input(shape=(1, ), name="vote_num"),
-    vote_display_num = layers.Input(shape=(1, ), name="vote_display_num"),
-    reply_num = layers.Input(shape=(1, ), name="reply_num"),
-    reply_pure_num = layers.Input(shape=(1, ), name="reply_pure_num"),
-    one_click_num = layers.Input(shape=(1, ), name="one_click_num"),
-    three_click_num = layers.Input(shape=(1, ), name="three_click_num"),
-    seven_click_num = layers.Input(shape=(1, ), name="seven_click_num"),
-    fifteen_click_num = layers.Input(shape=(1, ), name="fifteen_click_num"),
-    thirty_click_num = layers.Input(shape=(1, ), name="thirty_click_num"),
-    sixty_click_num = layers.Input(shape=(1, ), name="sixty_click_num"),
-    ninety_click_num = layers.Input(shape=(1, ), name="ninety_click_num"),
-    history_click_num = layers.Input(shape=(1, ), name="history_click_num"),
-    one_precise_exposure_num = layers.Input(shape=(1, ), name="one_precise_exposure_num"),
-    three_precise_exposure_num = layers.Input(shape=(1, ), name="three_precise_exposure_num"),
-    seven_precise_exposure_num = layers.Input(shape=(1, ), name="seven_precise_exposure_num"),
-    fifteen_precise_exposure_num = layers.Input(shape=(1, ), name="fifteen_precise_exposure_num"),
-    thirty_precise_exposure_num = layers.Input(shape=(1, ), name="thirty_precise_exposure_num"),
-    sixty_precise_exposure_num = layers.Input(shape=(1, ), name="sixty_precise_exposure_num"),
-    ninety_precise_exposure_num = layers.Input(shape=(1, ), name="ninety_precise_exposure_num"),
-    history_precise_exposure_num = layers.Input(shape=(1, ), name="history_precise_exposure_num"),
-    one_vote_user_num = layers.Input(shape=(1, ), name="one_vote_user_num"),
-    three_vote_user_num = layers.Input(shape=(1, ), name="three_vote_user_num"),
-    seven_vote_user_num = layers.Input(shape=(1, ), name="seven_vote_user_num"),
-    fifteen_vote_user_num = layers.Input(shape=(1, ), name="fifteen_vote_user_num"),
-    thirty_vote_user_num = layers.Input(shape=(1, ), name="thirty_vote_user_num"),
-    sixty_vote_user_num = layers.Input(shape=(1, ), name="sixty_vote_user_num"),
-    ninety_vote_user_num = layers.Input(shape=(1, ), name="ninety_vote_user_num"),
-    history_vote_user_num = layers.Input(shape=(1, ), name="history_vote_user_num"),
-    one_reply_user_num = layers.Input(shape=(1, ), name="one_reply_user_num"),
-    three_reply_user_num = layers.Input(shape=(1, ), name="three_reply_user_num"),
-    seven_reply_user_num = layers.Input(shape=(1, ), name="seven_reply_user_num"),
-    fifteen_reply_user_num = layers.Input(shape=(1, ), name="fifteen_reply_user_num"),
-    thirty_reply_user_num = layers.Input(shape=(1, ), name="thirty_reply_user_num"),
-    sixty_reply_user_num = layers.Input(shape=(1, ), name="sixty_reply_user_num"),
-    ninety_reply_user_num = layers.Input(shape=(1, ), name="ninety_reply_user_num"),
-    history_reply_user_num = layers.Input(shape=(1, ), name="history_reply_user_num"),
-    one_browse_user_num = layers.Input(shape=(1, ), name="one_browse_user_num"),
-    three_browse_user_num = layers.Input(shape=(1, ), name="three_browse_user_num"),
-    seven_browse_user_num = layers.Input(shape=(1, ), name="seven_browse_user_num"),
-    fifteen_browse_user_num = layers.Input(shape=(1, ), name="fifteen_browse_user_num"),
-    thirty_browse_user_num = layers.Input(shape=(1, ), name="thirty_browse_user_num"),
-    sixty_browse_user_num = layers.Input(shape=(1, ), name="sixty_browse_user_num"),
-    ninety_browse_user_num = layers.Input(shape=(1, ), name="ninety_browse_user_num"),
-    history_browse_user_num = layers.Input(shape=(1, ), name="history_browse_user_num"),
-    one_reply_num = layers.Input(shape=(1, ), name="one_reply_num"),
-    three_reply_num = layers.Input(shape=(1, ), name="three_reply_num"),
-    seven_reply_num = layers.Input(shape=(1, ), name="seven_reply_num"),
-    fifteen_reply_num = layers.Input(shape=(1, ), name="fifteen_reply_num"),
-    thirty_reply_num = layers.Input(shape=(1, ), name="thirty_reply_num"),
-    sixty_reply_num = layers.Input(shape=(1, ), name="sixty_reply_num"),
-    ninety_reply_num = layers.Input(shape=(1, ), name="ninety_reply_num"),
-    history_reply_num = layers.Input(shape=(1, ), name="history_reply_num"),
-    one_ctr = layers.Input(shape=(1, ), name="one_ctr"),
-    three_ctr = layers.Input(shape=(1, ), name="three_ctr"),
-    seven_ctr = layers.Input(shape=(1, ), name="seven_ctr"),
-    fifteen_ctr = layers.Input(shape=(1, ), name="fifteen_ctr"),
-    thirty_ctr = layers.Input(shape=(1, ), name="thirty_ctr"),
-    sixty_ctr = layers.Input(shape=(1, ), name="sixty_ctr"),
-    ninety_ctr = layers.Input(shape=(1, ), name="ninety_ctr"),
-    history_ctr = layers.Input(shape=(1, ), name="history_ctr"),
-    one_vote_pure_rate = layers.Input(shape=(1, ), name="one_vote_pure_rate"),
-    three_vote_pure_rate = layers.Input(shape=(1, ), name="three_vote_pure_rate"),
-    seven_vote_pure_rate = layers.Input(shape=(1, ), name="seven_vote_pure_rate"),
-    fifteen_vote_pure_rate = layers.Input(shape=(1, ), name="fifteen_vote_pure_rate"),
-    thirty_vote_pure_rate = layers.Input(shape=(1, ), name="thirty_vote_pure_rate"),
-    sixty_vote_pure_rate = layers.Input(shape=(1, ), name="sixty_vote_pure_rate"),
-    ninety_vote_pure_rate = layers.Input(shape=(1, ), name="ninety_vote_pure_rate"),
-    history_vote_pure_rate = layers.Input(shape=(1, ), name="history_vote_pure_rate"),
-    one_reply_pure_rate = layers.Input(shape=(1, ), name="one_reply_pure_rate"),
-    three_reply_pure_rate = layers.Input(shape=(1, ), name="three_reply_pure_rate"),
-    seven_reply_pure_rate = layers.Input(shape=(1, ), name="seven_reply_pure_rate"),
-    fifteen_reply_pure_rate = layers.Input(shape=(1, ), name="fifteen_reply_pure_rate"),
-    thirty_reply_pure_rate = layers.Input(shape=(1, ), name="thirty_reply_pure_rate"),
-    sixty_reply_pure_rate = layers.Input(shape=(1, ), name="sixty_reply_pure_rate"),
-    ninety_reply_pure_rate = layers.Input(shape=(1, ), name="ninety_reply_pure_rate"),
-    history_reply_pure_rate = layers.Input(shape=(1, ), name="history_reply_pure_rate"),
-    card_fd = layers.Input(shape=(1, ), name="card_fd"),
-    card_sd = layers.Input(shape=(1, ), name="card_sd"),
-    card_fs = layers.Input(shape=(1, ), name="card_fs"),
-    card_ss = layers.Input(shape=(1, ), name="card_ss"),
-    card_fp = layers.Input(shape=(1, ), name="card_fp"),
-    card_sp = layers.Input(shape=(1, ), name="card_sp"),
-    card_p = layers.Input(shape=(1, ), name="card_p"),
-    card_fd2 = layers.Input(shape=(1, ), name="card_fd2"),
-    card_sd2 = layers.Input(shape=(1, ), name="card_sd2"),
-    card_fs2 = layers.Input(shape=(1, ), name="card_fs2"),
-    card_ss2 = layers.Input(shape=(1, ), name="card_ss2"),
-    card_fp2 = layers.Input(shape=(1, ), name="card_fp2"),
-    card_sp2 = layers.Input(shape=(1, ), name="card_sp2"),
-    card_p2 = layers.Input(shape=(1, ), name="card_p2"),
+    card_id = layers.Input(shape=(1, ), name="card_id")
+    is_pure_author = layers.Input(shape=(1, ), name="is_pure_author")
+    is_have_pure_reply = layers.Input(shape=(1, ), name="is_have_pure_reply")
+    is_have_reply = layers.Input(shape=(1, ), name="is_have_reply")
+    content_level = layers.Input(shape=(1, ), name="content_level")
+    topic_seven_click_num = layers.Input(shape=(1, ), name="topic_seven_click_num")
+    topic_thirty_click_num = layers.Input(shape=(1, ), name="topic_thirty_click_num")
+    topic_num = layers.Input(shape=(1, ), name="topic_num")
+    seven_transform_num = layers.Input(shape=(1, ), name="seven_transform_num")
+    thirty_transform_num = layers.Input(shape=(1, ), name="thirty_transform_num")
+    favor_num = layers.Input(shape=(1, ), name="favor_num")
+    favor_pure_num = layers.Input(shape=(1, ), name="favor_pure_num")
+    vote_num = layers.Input(shape=(1, ), name="vote_num")
+    vote_display_num = layers.Input(shape=(1, ), name="vote_display_num")
+    reply_num = layers.Input(shape=(1, ), name="reply_num")
+    reply_pure_num = layers.Input(shape=(1, ), name="reply_pure_num")
+    one_click_num = layers.Input(shape=(1, ), name="one_click_num")
+    three_click_num = layers.Input(shape=(1, ), name="three_click_num")
+    seven_click_num = layers.Input(shape=(1, ), name="seven_click_num")
+    fifteen_click_num = layers.Input(shape=(1, ), name="fifteen_click_num")
+    thirty_click_num = layers.Input(shape=(1, ), name="thirty_click_num")
+    sixty_click_num = layers.Input(shape=(1, ), name="sixty_click_num")
+    ninety_click_num = layers.Input(shape=(1, ), name="ninety_click_num")
+    history_click_num = layers.Input(shape=(1, ), name="history_click_num")
+    one_precise_exposure_num = layers.Input(shape=(1, ), name="one_precise_exposure_num")
+    three_precise_exposure_num = layers.Input(shape=(1, ), name="three_precise_exposure_num")
+    seven_precise_exposure_num = layers.Input(shape=(1, ), name="seven_precise_exposure_num")
+    fifteen_precise_exposure_num = layers.Input(shape=(1, ), name="fifteen_precise_exposure_num")
+    thirty_precise_exposure_num = layers.Input(shape=(1, ), name="thirty_precise_exposure_num")
+    sixty_precise_exposure_num = layers.Input(shape=(1, ), name="sixty_precise_exposure_num")
+    ninety_precise_exposure_num = layers.Input(shape=(1, ), name="ninety_precise_exposure_num")
+    history_precise_exposure_num = layers.Input(shape=(1, ), name="history_precise_exposure_num")
+    one_vote_user_num = layers.Input(shape=(1, ), name="one_vote_user_num")
+    three_vote_user_num = layers.Input(shape=(1, ), name="three_vote_user_num")
+    seven_vote_user_num = layers.Input(shape=(1, ), name="seven_vote_user_num")
+    fifteen_vote_user_num = layers.Input(shape=(1, ), name="fifteen_vote_user_num")
+    thirty_vote_user_num = layers.Input(shape=(1, ), name="thirty_vote_user_num")
+    sixty_vote_user_num = layers.Input(shape=(1, ), name="sixty_vote_user_num")
+    ninety_vote_user_num = layers.Input(shape=(1, ), name="ninety_vote_user_num")
+    history_vote_user_num = layers.Input(shape=(1, ), name="history_vote_user_num")
+    one_reply_user_num = layers.Input(shape=(1, ), name="one_reply_user_num")
+    three_reply_user_num = layers.Input(shape=(1, ), name="three_reply_user_num")
+    seven_reply_user_num = layers.Input(shape=(1, ), name="seven_reply_user_num")
+    fifteen_reply_user_num = layers.Input(shape=(1, ), name="fifteen_reply_user_num")
+    thirty_reply_user_num = layers.Input(shape=(1, ), name="thirty_reply_user_num")
+    sixty_reply_user_num = layers.Input(shape=(1, ), name="sixty_reply_user_num")
+    ninety_reply_user_num = layers.Input(shape=(1, ), name="ninety_reply_user_num")
+    history_reply_user_num = layers.Input(shape=(1, ), name="history_reply_user_num")
+    one_browse_user_num = layers.Input(shape=(1, ), name="one_browse_user_num")
+    three_browse_user_num = layers.Input(shape=(1, ), name="three_browse_user_num")
+    seven_browse_user_num = layers.Input(shape=(1, ), name="seven_browse_user_num")
+    fifteen_browse_user_num = layers.Input(shape=(1, ), name="fifteen_browse_user_num")
+    thirty_browse_user_num = layers.Input(shape=(1, ), name="thirty_browse_user_num")
+    sixty_browse_user_num = layers.Input(shape=(1, ), name="sixty_browse_user_num")
+    ninety_browse_user_num = layers.Input(shape=(1, ), name="ninety_browse_user_num")
+    history_browse_user_num = layers.Input(shape=(1, ), name="history_browse_user_num")
+    one_reply_num = layers.Input(shape=(1, ), name="one_reply_num")
+    three_reply_num = layers.Input(shape=(1, ), name="three_reply_num")
+    seven_reply_num = layers.Input(shape=(1, ), name="seven_reply_num")
+    fifteen_reply_num = layers.Input(shape=(1, ), name="fifteen_reply_num")
+    thirty_reply_num = layers.Input(shape=(1, ), name="thirty_reply_num")
+    sixty_reply_num = layers.Input(shape=(1, ), name="sixty_reply_num")
+    ninety_reply_num = layers.Input(shape=(1, ), name="ninety_reply_num")
+    history_reply_num = layers.Input(shape=(1, ), name="history_reply_num")
+    one_ctr = layers.Input(shape=(1, ), name="one_ctr")
+    three_ctr = layers.Input(shape=(1, ), name="three_ctr")
+    seven_ctr = layers.Input(shape=(1, ), name="seven_ctr")
+    fifteen_ctr = layers.Input(shape=(1, ), name="fifteen_ctr")
+    thirty_ctr = layers.Input(shape=(1, ), name="thirty_ctr")
+    sixty_ctr = layers.Input(shape=(1, ), name="sixty_ctr")
+    ninety_ctr = layers.Input(shape=(1, ), name="ninety_ctr")
+    history_ctr = layers.Input(shape=(1, ), name="history_ctr")
+    one_vote_pure_rate = layers.Input(shape=(1, ), name="one_vote_pure_rate")
+    three_vote_pure_rate = layers.Input(shape=(1, ), name="three_vote_pure_rate")
+    seven_vote_pure_rate = layers.Input(shape=(1, ), name="seven_vote_pure_rate")
+    fifteen_vote_pure_rate = layers.Input(shape=(1, ), name="fifteen_vote_pure_rate")
+    thirty_vote_pure_rate = layers.Input(shape=(1, ), name="thirty_vote_pure_rate")
+    sixty_vote_pure_rate = layers.Input(shape=(1, ), name="sixty_vote_pure_rate")
+    ninety_vote_pure_rate = layers.Input(shape=(1, ), name="ninety_vote_pure_rate")
+    history_vote_pure_rate = layers.Input(shape=(1, ), name="history_vote_pure_rate")
+    one_reply_pure_rate = layers.Input(shape=(1, ), name="one_reply_pure_rate")
+    three_reply_pure_rate = layers.Input(shape=(1, ), name="three_reply_pure_rate")
+    seven_reply_pure_rate = layers.Input(shape=(1, ), name="seven_reply_pure_rate")
+    fifteen_reply_pure_rate = layers.Input(shape=(1, ), name="fifteen_reply_pure_rate")
+    thirty_reply_pure_rate = layers.Input(shape=(1, ), name="thirty_reply_pure_rate")
+    sixty_reply_pure_rate = layers.Input(shape=(1, ), name="sixty_reply_pure_rate")
+    ninety_reply_pure_rate = layers.Input(shape=(1, ), name="ninety_reply_pure_rate")
+    history_reply_pure_rate = layers.Input(shape=(1, ), name="history_reply_pure_rate")
+    card_fd = layers.Input(shape=(1, ), name="card_fd")
+    card_sd = layers.Input(shape=(1, ), name="card_sd")
+    card_fs = layers.Input(shape=(1, ), name="card_fs")
+    card_ss = layers.Input(shape=(1, ), name="card_ss")
+    card_fp = layers.Input(shape=(1, ), name="card_fp")
+    card_sp = layers.Input(shape=(1, ), name="card_sp")
+    card_p = layers.Input(shape=(1, ), name="card_p")
+    card_fd2 = layers.Input(shape=(1, ), name="card_fd2")
+    card_sd2 = layers.Input(shape=(1, ), name="card_sd2")
+    card_fs2 = layers.Input(shape=(1, ), name="card_fs2")
+    card_ss2 = layers.Input(shape=(1, ), name="card_ss2")
+    card_fp2 = layers.Input(shape=(1, ), name="card_fp2")
+    card_sp2 = layers.Input(shape=(1, ), name="card_sp2")
+    card_p2 = layers.Input(shape=(1, ), name="card_p2")
 
     # user tower
     device_vector = layers.concatenate([
@@ -397,7 +397,7 @@ def tractate_dssm_model():
         layers.Embedding(DEVICE_DIM_DICT.get("device_ss2"), int(DEVICE_DIM_DICT.get("device_ss2") / 10))(device_ss2),
         layers.Embedding(DEVICE_DIM_DICT.get("device_fp2"), int(DEVICE_DIM_DICT.get("device_fp2") / 10))(device_fp2),
         layers.Embedding(DEVICE_DIM_DICT.get("device_sp"), int(DEVICE_DIM_DICT.get("device_sp2") / 10))(device_sp2),
-        layers.Embedding(DEVICE_DIM_DICT.get("device_p2"), int(DEVICE_DIM_DICT.get("device_p2") / 10))(device_p2),
+        layers.Embedding(DEVICE_DIM_DICT.get("device_p2"), int(DEVICE_DIM_DICT.get("device_p2") / 10))(device_p2)
     ])
     device_vector = layers.Dense(3000, activation=activations.relu)(device_vector)
     device_vector = layers.Dense(
@@ -410,7 +410,7 @@ def tractate_dssm_model():
     # item tower
     tractate_vector = layers.concatenate(
         [
-            layers.Embedding(TRACTATE_DIM_DICT.get("card_id"), 3000)(card_id),
+            layers.Embedding(TRACTATE_DIM_DICT.get("card_id"), 300)(card_id),
             layers.Embedding(TRACTATE_DIM_DICT.get("is_pure_author"),
                              int(TRACTATE_DIM_DICT.get("is_pure_author") / 10))(is_pure_author),
             layers.Embedding(TRACTATE_DIM_DICT.get("is_have_pure_reply"),
@@ -586,7 +586,7 @@ def tractate_dssm_model():
             layers.Embedding(TRACTATE_DIM_DICT.get("card_ss2"), int(TRACTATE_DIM_DICT.get("card_ss2") / 10))(card_ss2),
             layers.Embedding(TRACTATE_DIM_DICT.get("card_fp2"), int(TRACTATE_DIM_DICT.get("card_fp2") / 10))(card_fp2),
             layers.Embedding(TRACTATE_DIM_DICT.get("card_sp2"), int(TRACTATE_DIM_DICT.get("card_sp2") / 10))(card_sp2),
-            layers.Embedding(TRACTATE_DIM_DICT.get("card_p2"), int(TRACTATE_DIM_DICT.get("card_p2") / 10))(card_p2),
+            layers.Embedding(TRACTATE_DIM_DICT.get("card_p2"), int(TRACTATE_DIM_DICT.get("card_p2") / 10))(card_p2)
         ])
 
     tractate_vector = layers.Dense(3000, activation=activations.relu)(tractate_vector)