add exposure click

src/models/esmm/diary_model.py

@@ -9,7 +9,12 @@ _int_columns = [
     "active_type", "active_days", "card_id", "is_pure_author", "is_have_reply", "is_have_pure_reply", "content_level",
     "topic_num", "favor_num", "favor_pure_num", "vote_num", "reply_num", "reply_pure_num", "one_reply_user_num",
     "three_reply_user_num", "seven_reply_user_num", "fifteen_reply_user_num", "thirty_reply_user_num", "sixty_reply_user_num",
-    "ninety_reply_user_num", "history_reply_user_num", "topic_seven_click_num", "topic_thirty_click_num", "seven_transform_num",
+    "ninety_reply_user_num", "history_reply_user_num", "one_click_num", "three_click_num", "seven_click_num", "fifteen_click_num",
+    "thirty_click_num", "sixty_click_num", "ninety_click_num", "history_click_num", "one_precise_exposure_num",
+    "three_precise_exposure_num", "seven_precise_exposure_num", "fifteen_precise_exposure_num", "thirty_precise_exposure_num",
+    "sixty_precise_exposure_num", "ninety_precise_exposure_num", "history_precise_exposure_num", "one_vote_user_num",
+    "three_vote_user_num", "seven_vote_user_num", "fifteen_vote_user_num", "thirty_vote_user_num", "sixty_vote_user_num",
+    "ninety_vote_user_num", "history_vote_user_num", "topic_seven_click_num", "topic_thirty_click_num", "seven_transform_num",
     "thirty_transform_num"
 ]
 _float_columns = ["one_ctr", "three_ctr", "seven_ctr", "fifteen_ctr", "thirty_ctr", "sixty_ctr", "ninety_ctr", "history_ctr"]

src/models/esmm/fe/diary_fe.py

@@ -9,14 +9,24 @@ DIARY_COLUMNS = [
     "card_id", "is_pure_author", "is_have_reply", "is_have_pure_reply", "content_level", "topic_num", "topic_seven_click_num",
     "topic_thirty_click_num", "seven_transform_num", "thirty_transform_num", "favor_num", "favor_pure_num", "vote_num",
     "reply_num", "reply_pure_num", "one_reply_user_num", "three_reply_user_num", "seven_reply_user_num", "fifteen_reply_user_num",
-    "thirty_reply_user_num", "sixty_reply_user_num", "ninety_reply_user_num", "history_reply_user_num", "one_ctr", "three_ctr",
+    "thirty_reply_user_num", "sixty_reply_user_num", "ninety_reply_user_num", "history_reply_user_num", "one_click_num",
+    "three_click_num", "seven_click_num", "fifteen_click_num", "thirty_click_num", "sixty_click_num", "ninety_click_num",
+    "history_click_num", "one_precise_exposure_num", "three_precise_exposure_num", "seven_precise_exposure_num",
+    "fifteen_precise_exposure_num", "thirty_precise_exposure_num", "sixty_precise_exposure_num", "ninety_precise_exposure_num",
+    "history_precise_exposure_num", "one_vote_user_num", "three_vote_user_num", "seven_vote_user_num", "fifteen_vote_user_num",
+    "thirty_vote_user_num", "sixty_vote_user_num", "ninety_vote_user_num", "history_vote_user_num", "one_ctr", "three_ctr",
     "seven_ctr", "fifteen_ctr", "thirty_ctr", "sixty_ctr", "ninety_ctr", "history_ctr", "first_demands", "second_demands",
     "first_solutions", "second_solutions", "first_positions", "second_positions", "projects"
 ]
 INT_COLUMNS = [
     "active_days", "topic_num", "favor_num", "favor_pure_num", "vote_num", "reply_num", "reply_pure_num", "one_reply_user_num",
     "three_reply_user_num", "seven_reply_user_num", "fifteen_reply_user_num", "thirty_reply_user_num", "sixty_reply_user_num",
-    "ninety_reply_user_num", "history_reply_user_num", "topic_seven_click_num", "topic_thirty_click_num", "seven_transform_num",
+    "ninety_reply_user_num", "history_reply_user_num", "one_click_num", "three_click_num", "seven_click_num", "fifteen_click_num",
+    "thirty_click_num", "sixty_click_num", "ninety_click_num", "history_click_num", "topic_seven_click_num",
+    "topic_thirty_click_num", "one_precise_exposure_num", "three_precise_exposure_num", "seven_precise_exposure_num",
+    "fifteen_precise_exposure_num", "thirty_precise_exposure_num", "sixty_precise_exposure_num", "ninety_precise_exposure_num",
+    "history_precise_exposure_num", "one_vote_user_num", "three_vote_user_num", "seven_vote_user_num", "fifteen_vote_user_num",
+    "thirty_vote_user_num", "sixty_vote_user_num", "ninety_vote_user_num", "history_vote_user_num", "seven_transform_num",
     "thirty_transform_num"
 ]
 FLOAT_COLUMNS = ["one_ctr", "three_ctr", "seven_ctr", "fifteen_ctr", "thirty_ctr", "sixty_ctr", "ninety_ctr", "history_ctr"]

src/train_diary.py

@@ -24,6 +24,7 @@ def main():
     # os.environ["CUDA_VISIBLE_DEVICES"] = "-1"
 
     diary_train_columns = set(diary_fe.INT_COLUMNS + diary_fe.FLOAT_COLUMNS + diary_fe.CATEGORICAL_COLUMNS)
+    print("features: " + str(len(diary_train_columns)))
     diary_predict_columns = set(PREDICTION_ALL_COLUMNS)
     print(diary_predict_columns.difference(diary_train_columns))
     print(diary_train_columns.difference(diary_predict_columns))

src/train_tractate.py

@@ -22,6 +22,7 @@ def main():
     tf.compat.v1.logging.set_verbosity(tf.compat.v1.logging.INFO)
 
     tractate_train_columns = set(tractate_fe.INT_COLUMNS + tractate_fe.FLOAT_COLUMNS + tractate_fe.CATEGORICAL_COLUMNS)
+    print("features: " + str(len(tractate_train_columns)))
     tractate_predict_columns = set(PREDICTION_ALL_COLUMNS)
     print(tractate_predict_columns.difference(tractate_train_columns))
     print(tractate_train_columns.difference(tractate_predict_columns))