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gm_mab
Commits
27522627
Commit
27522627
authored
Apr 22, 2020
by
段英荣
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parent
0be843a1
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2 changed files
with
51 additions
and
51 deletions
+51
-51
Linucb.py
linucb/core/Linucb.py
+2
-2
generate_content_user_feature.py
tools/generate_content_user_feature.py
+49
-49
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linucb/core/Linucb.py
View file @
27522627
...
@@ -22,8 +22,8 @@ import time
...
@@ -22,8 +22,8 @@ import time
class
LinUCB
:
class
LinUCB
:
d
=
2
d
=
2
alpha
=
10
alpha
=
2
r1
=
10
r1
=
0.1
r0
=
-
0.1
r0
=
-
0.1
default_tag_list
=
list
()
default_tag_list
=
list
()
...
...
tools/generate_content_user_feature.py
View file @
27522627
...
@@ -224,60 +224,60 @@ if __name__ == "__main__":
...
@@ -224,60 +224,60 @@ if __name__ == "__main__":
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_click_file
=
"/data/log/duan_test/feed_query_data/feed_click_info.txt"
#
diary_fd = open(diary_click_file,"r")
diary_fd
=
open
(
diary_click_file
,
"r"
)
#
#
for line in diary_fd.readlines():
for
line
in
diary_fd
.
readlines
():
#
line = line.strip()
line
=
line
.
strip
()
#
line = line.strip("\n")
line
=
line
.
strip
(
"
\n
"
)
#
line = line.strip("\r")
line
=
line
.
strip
(
"
\r
"
)
#
line = line.strip(" ")
line
=
line
.
strip
(
" "
)
#
#
item_list = line.split(",")
item_list
=
line
.
split
(
","
)
#
device_id = item_list[3]
device_id
=
item_list
[
3
]
#
diary_id = item_list[4]
diary_id
=
item_list
[
4
]
# Generate_Feature_Info.generate_user_feature_to_redis(device_id, label_encoder,onehot_encoder)
# 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
])
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
)
diary_fd
.
close
()
# duan_device_id="868771031984211"
# user_feature_list = Generate_Feature_Info.get_user_feature_by_device_id(duan_device_id)
#
#
# user_feature_list = Generate_Feature_Info.get_user_feature_by_device_id(device_id)
# test_count = 50
# content_feature_list = Generate_Feature_Info.get_content_feature(diary_id)
# 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)
#
#
# 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:
# update_feature_list.append(content_feature_list[0])
# print(update_feature_list)
# LinUCB.update_linucb_info(user_features=update_feature_list,reward=1,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)
# 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
=
1
,
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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