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gm_mab
Commits
67a8202f
Commit
67a8202f
authored
Apr 25, 2020
by
段英荣
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56 additions
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56 deletions
+56
-56
Linucb.py
linucb/core/Linucb.py
+1
-1
generate_content_user_feature.py
tools/generate_content_user_feature.py
+55
-55
No files found.
linucb/core/Linucb.py
View file @
67a8202f
...
@@ -14,7 +14,7 @@ from libs.cache import redis_client
...
@@ -14,7 +14,7 @@ from libs.cache import redis_client
import
logging
import
logging
import
traceback
import
traceback
import
json
import
json
import
pickle
import
cPickle
as
pickle
import
pymysql
import
pymysql
import
random
import
random
import
time
import
time
...
...
tools/generate_content_user_feature.py
View file @
67a8202f
...
@@ -14,7 +14,7 @@ from linucb.core.Linucb import *
...
@@ -14,7 +14,7 @@ from linucb.core.Linucb import *
import
logging
import
logging
import
traceback
import
traceback
import
json
import
json
import
pickle
import
cPickle
as
pickle
import
pymysql
import
pymysql
import
random
import
random
import
time
import
time
...
@@ -220,66 +220,66 @@ if __name__ == "__main__":
...
@@ -220,66 +220,66 @@ if __name__ == "__main__":
onehot_encoder
=
Generate_Feature_Info
.
get_tagv3_label_onehot
(
label_encoder
=
label_encoder
,
tagv3_name_list
=
list
(
tagv3_name_set
))
onehot_encoder
=
Generate_Feature_Info
.
get_tagv3_label_onehot
(
label_encoder
=
label_encoder
,
tagv3_name_list
=
list
(
tagv3_name_set
))
#
Generate_Feature_Info.generate_content_feature_to_redis(label_encoder,onehot_encoder)
Generate_Feature_Info
.
generate_content_feature_to_redis
(
label_encoder
,
onehot_encoder
)
linucb_matrix_redis_name
=
"strategy:linucb:matrix:content_type:diary"
linucb_matrix_redis_name
=
"strategy:linucb:matrix:content_type:diary"
diary_click_file
=
"/data/log/duan_test/feed_query_data/feed_click_info.txt"
diary_fd
=
open
(
diary_click_file
,
"r"
)
for
line
in
diary_fd
.
readlines
():
line
=
line
.
strip
()
line
=
line
.
strip
(
"
\n
"
)
line
=
line
.
strip
(
"
\r
"
)
line
=
line
.
strip
(
" "
)
item_list
=
line
.
split
(
","
)
device_id
=
item_list
[
3
]
diary_id
=
item_list
[
4
]
Generate_Feature_Info
.
generate_user_feature_to_redis
(
device_id
,
label_encoder
,
onehot_encoder
)
user_feature_list
=
Generate_Feature_Info
.
get_user_feature_by_device_id
(
device_id
)
content_feature_list
=
Generate_Feature_Info
.
get_content_feature
(
diary_id
)
offi_context_feature_list
=
[]
if
len
(
user_feature_list
)
>
0
and
len
(
content_feature_list
)
>
0
:
offi_context_feature_list
.
append
(
user_feature_list
[
0
])
offi_context_feature_list
.
append
(
content_feature_list
[
0
])
diary_content_level
=
str
(
content_feature_list
[
1
])
print
(
offi_context_feature_list
)
print
(
"*"
*
50
)
LinUCB
.
update_linucb_info
(
user_features
=
offi_context_feature_list
,
reward
=
1
,
content_id
=
diary_id
,
redis_name_linucb_matrix
=
linucb_matrix_redis_name
,
redis_cli
=
redis_client
,
content_level_str
=
diary_content_level
)
diary_fd
.
close
()
# duan_device_id="868771031984211"
# user_feature_list = Generate_Feature_Info.get_user_feature_by_device_id(duan_device_id)
#
#
# diary_click_file = "/data/log/duan_test/feed_query_data/feed_click_info.txt"
# test_count = 50
# diary_fd = open(diary_click_file,"r")
# while test_count:
#
# begin=time.time()
# for line in diary_fd.readlines():
# test_feature = [user_feature_list[0],user_feature_list[0]]
# line = line.strip()
# print(test_feature)
# line = line.strip("\n")
# all_diary_content_redis_dict = redis_client.hgetall("strategy:linucb:matrix:content_type:diary")
# line = line.strip("\r")
# top_tag_dict, top_tag_set = LinUCB.linucb_recommend_tag(all_diary_content_redis_dict,test_feature,list(all_diary_content_redis_dict.keys()))
# line = line.strip(" ")
# print(time.time()-begin)
#
# print(top_tag_dict)
# item_list = line.split(",")
# device_id = item_list[3]
# diary_id = item_list[4]
# Generate_Feature_Info.generate_user_feature_to_redis(device_id, label_encoder,onehot_encoder)
#
# user_feature_list = Generate_Feature_Info.get_user_feature_by_device_id(device_id)
# content_feature_list = Generate_Feature_Info.get_content_feature(diary_id)
#
#
# offi_context_feature_list = []
# for diary_id in top_tag_set:
# if len(user_feature_list)>0 and len(content_feature_list)>0:
# update_feature_list = [user_feature_list[0]]
# offi_context_feature_list.append(user_feature_list[0])
# content_feature_list = Generate_Feature_Info.get_content_feature(diary_id)
# offi_context_feature_list.append(content_feature_list[0])
# if len(content_feature_list)>0:
# diary_content_level = str(content_feature_list[1])
# update_feature_list.append(content_feature_list[0])
# print(update_feature_list)
# LinUCB.update_linucb_info(user_features=update_feature_list,reward=0,content_id=diary_id,redis_name_linucb_matrix=linucb_matrix_redis_name,redis_cli=redis_client)
#
#
# print(offi_context_feature_list)
# test_count -= 1
# print("*"*50)
# print("*"*50)
# LinUCB.update_linucb_info(user_features=offi_context_feature_list,reward=1,content_id=diary_id,
# time.sleep(2)
# redis_name_linucb_matrix=linucb_matrix_redis_name,redis_cli=redis_client,
# content_level_str=diary_content_level)
# diary_fd.close()
duan_device_id
=
"868771031984211"
user_feature_list
=
Generate_Feature_Info
.
get_user_feature_by_device_id
(
duan_device_id
)
test_count
=
50
while
test_count
:
begin
=
time
.
time
()
test_feature
=
[
user_feature_list
[
0
],
user_feature_list
[
0
]]
print
(
test_feature
)
all_diary_content_redis_dict
=
redis_client
.
hgetall
(
"strategy:linucb:matrix:content_type:diary"
)
top_tag_dict
,
top_tag_set
=
LinUCB
.
linucb_recommend_tag
(
all_diary_content_redis_dict
,
test_feature
,
list
(
all_diary_content_redis_dict
.
keys
()))
print
(
time
.
time
()
-
begin
)
print
(
top_tag_dict
)
for
diary_id
in
top_tag_set
:
update_feature_list
=
[
user_feature_list
[
0
]]
content_feature_list
=
Generate_Feature_Info
.
get_content_feature
(
diary_id
)
if
len
(
content_feature_list
)
>
0
:
update_feature_list
.
append
(
content_feature_list
[
0
])
print
(
update_feature_list
)
LinUCB
.
update_linucb_info
(
user_features
=
update_feature_list
,
reward
=
0
,
content_id
=
diary_id
,
redis_name_linucb_matrix
=
linucb_matrix_redis_name
,
redis_cli
=
redis_client
)
test_count
-=
1
print
(
"*"
*
50
)
time
.
sleep
(
2
)
# begin=time.time()
# begin=time.time()
# test_feature = [1,2]
# test_feature = [1,2]
...
...
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