当前位置：网站首页>Loki, the "open source star picking program", realizes the efficient management of harbor logs
Loki, the "open source star picking program", realizes the efficient management of harbor logs
2022-07-07 22:36:00 【51CTO】
This article has participated in 「 Open source star picking program 」, Welcome to join us .
Preface
stay Harbor Of
Use Loki Realization Harbor Log management , stay Grafana Page query Harbor Log .
Environmental Science ：
Passed Helm stay Kubernetes Install in cluster Harbor,Harbor The service is deployed in Harbor In the namespace .
Helm Deploy Harbor Please read the document of ：
Helm Deploy Harbor, Realize highly available image warehouse （ Super detailed sharing ）~ The pit record is attached
https://blog.51cto.com/lidabai/5195706
[[email protected] harbor]
# kubectl -n harbor get pods
N
A
M
E
R
E
A
D
Y
S
T
A
T
U
S
R
E
S
T
A
R
T
S
A
G
E
h
a
r
b
o
r
-
c
h
a
r
t
m
u
s
e
u
m
-
6
8
f
6
8
d
8
8
f
f
-
n
q
9
7
s
1
/
1
R
u
n
n
i
n
g
0
2
m
5
2
s
h
a
r
b
o
r
-
c
o
r
e
-
7
5
6
5
b
f
b
9
c
c
-
w
5
k
2
9
1
/
1
R
u
n
n
i
n
g
0
2
m
5
2
s
h
a
r
b
o
r
-
d
a
t
a
b
a
s
e
-
0
1
/
1
R
u
n
n
i
n
g
0
2
m
5
2
s
h
a
r
b
o
r
-
j
o
b
s
e
r
v
i
c
e
-
6
7
4
7
b
4
8
6
d
f
-
v
m
9
z
s
1
/
1
R
u
n
n
i
n
g
0
2
m
5
2
s
h
a
r
b
o
r
-
n
g
i
n
x
-
9
5
6
f
f
f
9
8
8
-
r
8
d
p
x
1
/
1
R
u
n
n
i
n
g
0
2
m
5
2
s
h
a
r
b
o
r
-
n
o
t
a
r
y
-
s
e
r
v
e
r
-
7
7
6
f
8
5
f
9
c
6
-
4
n
l
s
n
1
/
1
R
u
n
n
i
n
g
0
2
m
5
2
s
h
a
r
b
o
r
-
n
o
t
a
r
y
-
s
i
g
n
e
r
-
7
f
8
9
5
d
5
9
d
6
-
k
5
9
5
7
1
/
1
R
u
n
n
i
n
g
0
2
m
5
2
s
h
a
r
b
o
r
-
p
o
r
t
a
l
-
5
7
6
6
b
7
8
4
c
7
-
s
n
d
m
z
1
/
1
R
u
n
n
i
n
g
0
2
m
5
2
s
h
a
r
b
o
r
-
r
e
d
i
s
-
0
1
/
1
R
u
n
n
i
n
g
0
2
m
5
2
s
h
a
r
b
o
r
-
r
e
g
i
s
t
r
y
-
6
b
8
8
c
f
b
4
6
5
-
f
c
x
v
n
2
/
2
R
u
n
n
i
n
g
0
2
m
5
2
s
h
a
r
b
o
r
-
t
r
i
v
y
-
0
1
/
1
R
u
n
n
i
n
g
0
2
m
5
2
s
[[email protected] harbor]
# kubectl -n harbor get svc
N
A
M
E
T
Y
P
E
C
L
U
S
T
E
R
-
I
P
E
X
T
E
R
N
A
L
-
I
P
P
O
R
T
(
S
)
A
G
E
h
a
r
b
o
r
N
o
d
e
P
o
r
t
1
0
.
9
8
.
7
1
.
1
3
7
<
n
o
n
e
>
8
0:
3
0
0
0
2
/
T
C
P
,
4
4
4
3:
3
0
0
0
4
/
T
C
P
3
m
5
s
h
a
r
b
o
r
-
c
h
a
r
t
m
u
s
e
u
m
C
l
u
s
t
e
r
I
P
1
0
.
1
0
2
.
1
9
4
.
1
4
8
<
n
o
n
e
>
8
0
/
T
C
P
3
m
5
s
h
a
r
b
o
r
-
c
o
r
e
C
l
u
s
t
e
r
I
P
1
0
.
1
0
0
.
8
7
.
1
7
4
<
n
o
n
e
>
8
0
/
T
C
P
3
m
5
s
h
a
r
b
o
r
-
d
a
t
a
b
a
s
e
C
l
u
s
t
e
r
I
P
1
0
.
1
0
0
.
7
9
.
7
2
<
n
o
n
e
>
5
4
3
2
/
T
C
P
3
m
5
s
h
a
r
b
o
r
-
j
o
b
s
e
r
v
i
c
e
C
l
u
s
t
e
r
I
P
1
0
.
1
1
1
.
3
3
.
2
3
0
<
n
o
n
e
>
8
0
/
T
C
P
3
m
5
s
h
a
r
b
o
r
-
n
o
t
a
r
y
-
s
e
r
v
e
r
C
l
u
s
t
e
r
I
P
1
0
.
9
7
.
1
4
4
.
2
2
2
<
n
o
n
e
>
4
4
4
3
/
T
C
P
3
m
5
s
h
a
r
b
o
r
-
n
o
t
a
r
y
-
s
i
g
n
e
r
C
l
u
s
t
e
r
I
P
1
0
.
1
1
0
.
1
3
1
.
6
2
<
n
o
n
e
>
7
8
9
9
/
T
C
P
3
m
5
s
h
a
r
b
o
r
-
p
o
r
t
a
l
C
l
u
s
t
e
r
I
P
1
0
.
1
0
5
.
2
1
3
.
1
4
5
<
n
o
n
e
>
8
0
/
T
C
P
3
m
5
s
h
a
r
b
o
r
-
r
e
d
i
s
C
l
u
s
t
e
r
I
P
1
0
.
1
1
0
.
1
8
.
2
1
0
<
n
o
n
e
>
6
3
7
9
/
T
C
P
3
m
5
s
h
a
r
b
o
r
-
r
e
g
i
s
t
r
y
C
l
u
s
t
e
r
I
P
1
0
.
1
1
0
.
1
2
9
.
1
6
<
n
o
n
e
>
5
0
0
0
/
T
C
P
,
8
0
8
0
/
T
C
P
3
m
5
s
h
a
r
b
o
r
-
t
r
i
v
y
C
l
u
s
t
e
r
I
P
1
0
.
1
0
9
.
0
.
1
5
5
<
n
o
n
e
>
8
0
8
0
/
T
C
P
3
m
5
s
- 1.
- 2.
- 3.
- 4.
- 5.
- 6.
- 7.
- 8.
- 9.
- 10.
- 11.
- 12.
- 13.
- 14.
- 15.
- 16.
- 17.
- 18.
- 19.
- 20.
- 21.
- 22.
- 23.
- 24.
- 25.
- 26.
Loki brief introduction
Loki yes Grafana Labs The team's latest open source project , It's a level of scalability , High availability , Multi tenant log aggregation system . It's designed to be very cost-effective and easy to operate , Because it does not index log content , Instead, label each log stream .
Unlike other logging systems ,Loki It is built around the idea of indexing only metadata about logs ： label （ It's like Prometheus The label is the same ）. then , The log data itself will be compressed and stored in object storage in the form of blocks （ for example S3 or GCS） in , Even stored locally in the file system . Small indexes and highly compressed blocks simplify operations and significantly reduce Loki Cost of .
Use Helm Deploy Loki Log platform
Environmental preparation
1) Create a namespace
2） install Helm
If you have installed it helm 了 , You can ignore this step .
[[email protected] ~]
# wget https://get.helm.sh/helm-v3.7.2-linux-amd64.tar.gz
[[email protected] ~]
# tar zxvf helm-v3.7.2-linux-amd64.tar.gz
[[email protected] ~]
# cp linux-amd64/helm /usr/local/bin/
[[email protected] ~]
# helm versio
v
e
r
s
i
o
n
.
B
u
i
l
d
I
n
f
o
{
V
e
r
s
i
o
n:
"
v
3
.
7
.
2
"
,
G
i
t
C
o
m
m
i
t:
"
6
6
3
a
8
9
6
f
4
a
8
1
5
0
5
3
4
4
5
e
e
c
4
1
5
3
6
7
7
d
d
c
2
4
a
0
a
3
6
1
"
,
G
i
t
T
r
e
e
S
t
a
t
e:
"
c
l
e
a
n
"
,
G
o
V
e
r
s
i
o
n:
"
g
o
1
.
1
6
.
1
0
"
}
- 1.
- 2.
- 3.
- 4.
- 5.
- 6.
3） add to Chart Warehouse
[[email protected] ~]
# helm repo add grafana https://grafana.github.io/helm-charts
[[email protected] ~]
# helm repo list
N
A
M
E
U
R
L
g
r
a
f
a
n
a
h
t
t
p
s:
/
/
g
r
a
f
a
n
a
.
g
i
t
h
u
b
.
i
o
/
h
e
l
m
-
c
h
a
r
t
s
[[email protected] ~]
# helm repo update
- 1.
- 2.
- 3.
- 4.
- 5.
4) Search for chart
[[email protected] ~]
# helm search repo grafana
N
A
M
E
C
H
A
R
T
V
E
R
S
I
O
N
A
P
P
V
E
R
S
I
O
N
D
E
S
C
R
I
P
T
I
O
N
g
r
a
f
a
n
a
/
g
r
a
f
a
n
a
6
.
3
2
.
1
9
.
0
.
2
T
h
e
l
e
a
d
i
n
g
t
o
o
l
f
o
r
q
u
e
r
y
i
n
g
a
n
d
v
i
s
u
a
l
i
z
i
n
g
t
.
.
.
g
r
a
f
a
n
a
/
g
r
a
f
a
n
a
-
a
g
e
n
t
-
o
p
e
r
a
t
o
r
0
.
2
.
2
0
.
2
5
.
1
A
H
e
l
m
c
h
a
r
t
f
o
r
G
r
a
f
a
n
a
A
g
e
n
t
O
p
e
r
a
t
o
r
g
r
a
f
a
n
a
/
e
n
t
e
r
p
r
i
s
e
-
l
o
g
s
2
.
2
.
2
v
1
.
4
.
1
G
r
a
f
a
n
a
E
n
t
e
r
p
r
i
s
e
L
o
g
s
g
r
a
f
a
n
a
/
e
n
t
e
r
p
r
i
s
e
-
l
o
g
s
-
s
i
m
p
l
e
1
.
2
.
0
v
1
.
4
.
0
D
E
P
R
E
C
A
T
E
D
G
r
a
f
a
n
a
E
n
t
e
r
p
r
i
s
e
L
o
g
s
(
S
i
m
p
l
e
S
c
a
l
.
.
.
g
r
a
f
a
n
a
/
e
n
t
e
r
p
r
i
s
e
-
m
e
t
r
i
c
s
1
.
9
.
0
v
1
.
7
.
0
D
E
P
R
E
C
A
T
E
D
G
r
a
f
a
n
a
E
n
t
e
r
p
r
i
s
e
M
e
t
r
i
c
s
g
r
a
f
a
n
a
/
f
l
u
e
n
t
-
b
i
t
2
.
3
.
1
v
2
.
1
.
0
U
s
e
s
f
l
u
e
n
t
-
b
i
t
L
o
k
i
g
o
p
l
u
g
i
n
f
o
r
g
a
t
h
e
r
i
n
g
l
o
.
.
.
g
r
a
f
a
n
a
/
l
o
k
i
2
.
1
2
.
2
v
2
.
5
.
0
L
o
k
i:
l
i
k
e
P
r
o
m
e
t
h
e
u
s
,
b
u
t
f
o
r
l
o
g
s
.
g
r
a
f
a
n
a
/
l
o
k
i
-
c
a
n
a
r
y
0
.
8
.
1
2
.
5
.
0
H
e
l
m
c
h
a
r
t
f
o
r
G
r
a
f
a
n
a
L
o
k
i
C
a
n
a
r
y
g
r
a
f
a
n
a
/
l
o
k
i
-
d
i
s
t
r
i
b
u
t
e
d
0
.
5
0
.
0
2
.
5
.
0
H
e
l
m
c
h
a
r
t
f
o
r
G
r
a
f
a
n
a
L
o
k
i
i
n
m
i
c
r
o
s
e
r
v
i
c
e
s
m
o
d
e
g
r
a
f
a
n
a
/
l
o
k
i
-
s
i
m
p
l
e
-
s
c
a
l
a
b
l
e
1
.
6
.
1
2
.
5
.
0
H
e
l
m
c
h
a
r
t
f
o
r
G
r
a
f
a
n
a
L
o
k
i
i
n
s
i
m
p
l
e
,
s
c
a
l
a
b
l
e
.
.
.
g
r
a
f
a
n
a
/
l
o
k
i
-
s
t
a
c
k
2
.
6
.
5
v
2
.
4
.
2
L
o
k
i:
l
i
k
e
P
r
o
m
e
t
h
e
u
s
,
b
u
t
f
o
r
l
o
g
s
.
g
r
a
f
a
n
a
/
m
i
m
i
r
-
d
i
s
t
r
i
b
u
t
e
d
2
.
1
.
0
2
.
1
.
0
G
r
a
f
a
n
a
M
i
m
i
r
g
r
a
f
a
n
a
/
m
i
m
i
r
-
o
p
e
n
s
h
i
f
t
-
e
x
p
e
r
i
m
e
n
t
a
l
2
.
1
.
0
2
.
0
.
0
G
r
a
f
a
n
a
M
i
m
i
r
o
n
O
p
e
n
S
h
i
f
t
E
x
p
e
r
i
m
e
n
t
g
r
a
f
a
n
a
/
o
n
c
a
l
l
1
.
0
.
2
v
1
.
0
.
3
D
e
v
e
l
o
p
e
r
-
f
r
i
e
n
d
l
y
i
n
c
i
d
e
n
t
r
e
s
p
o
n
s
e
w
i
t
h
b
r
i
l
l
.
.
.
g
r
a
f
a
n
a
/
p
r
o
m
t
a
i
l
6
.
0
.
2
2
.
5
.
0
P
r
o
m
t
a
i
l
i
s
a
n
a
g
e
n
t
w
h
i
c
h
s
h
i
p
s
t
h
e
c
o
n
t
e
n
t
s
o
.
.
.
g
r
a
f
a
n
a
/
r
o
l
l
o
u
t
-
o
p
e
r
a
t
o
r
0
.
1
.
2
v
0
.
1
.
1
G
r
a
f
a
n
a
r
o
l
l
o
u
t
-
o
p
e
r
a
t
o
r
g
r
a
f
a
n
a
/
t
e
m
p
o
0
.
1
5
.
4
1
.
4
.
1
G
r
a
f
a
n
a
T
e
m
p
o
S
i
n
g
l
e
B
i
n
a
r
y
M
o
d
e
g
r
a
f
a
n
a
/
t
e
m
p
o
-
d
i
s
t
r
i
b
u
t
e
d
0
.
2
0
.
3
1
.
4
.
1
G
r
a
f
a
n
a
T
e
m
p
o
i
n
M
i
c
r
o
S
e
r
v
i
c
e
m
o
d
e
g
r
a
f
a
n
a
/
t
e
m
p
o
-
v
u
l
t
u
r
e
0
.
2
.
0
1
.
3
.
0
G
r
a
f
a
n
a
T
e
m
p
o
V
u
l
t
u
r
e
-
A
t
o
o
l
t
o
m
o
n
i
t
o
r
T
e
m
p
o
.
.
.
- 1.
- 2.
- 3.
- 4.
- 5.
- 6.
- 7.
- 8.
- 9.
- 10.
- 11.
- 12.
- 13.
- 14.
- 15.
- 16.
- 17.
- 18.
- 19.
- 20.
- 21.
grafana/loki-stack: Encapsulate multiple processes into one Pod Inside , No data persistence , For test environments , Monomer mode .
grafana/loki-canary: Canary update mode ;
grafana/loki-distributed: Microservice model , Suitable for large-scale production ;
grafana/loki-simple-scalable: Read write separation mode , Simple and scalable ;
Download and install Loki Chart
- Download decompression chart
[[email protected] ~]
# helm pull grafana/loki-stack --untar
[[email protected] ~]
# cd loki-stack/
[[email protected] loki-stack]
# ls
c
h
a
r
t
s
C
h
a
r
t
.
y
a
m
l
R
E
A
D
M
E
.
m
d
r
e
q
u
i
r
e
m
e
n
t
s
.
l
o
c
k
r
e
q
u
i
r
e
m
e
n
t
s
.
y
a
m
l
t
e
m
p
l
a
t
e
s
v
a
l
u
e
s
.
y
a
m
l
- 1.
- 2.
- 3.
- 4.
--untar： Download and unzip Chart package ;
- modify values.yaml To configure
[[email protected] loki-stack]
# vim values.yaml
g
r
a
f
a
n
a:
e
n
a
b
l
e
d:
t
r
u
e
#
Qi
use
G
r
a
f
a
n
a
Group
Pieces of
s
i
d
e
c
a
r:
d
a
t
a
s
o
u
r
c
e
s:
e
n
a
b
l
e
d:
t
r
u
e
m
a
x
L
i
n
e
s:
1
0
0
0
i
m
a
g
e:
t
a
g:
8
.
3
.
5
- 1.
- 2.
- 3.
- 4.
- 5.
- 6.
- 7.
- 8.
- 9.
- install
[[email protected] loki-stack]
# helm install loki-stack . -n loki
N
A
M
E:
l
o
k
i
-
s
t
a
c
k
L
A
S
T
D
E
P
L
O
Y
E
D:
T
h
u
J
u
l
7
1
3:
3
1:
0
2
2
0
2
2
N
A
M
E
S
P
A
C
E:
l
o
k
i
S
T
A
T
U
S:
d
e
p
l
o
y
e
d
R
E
V
I
S
I
O
N:
1
N
O
T
E
S:
T
h
e
L
o
k
i
s
t
a
c
k
h
a
s
b
e
e
n
d
e
p
l
o
y
e
d
t
o
y
o
u
r
c
l
u
s
t
e
r
.
L
o
k
i
c
a
n
n
o
w
b
e
a
d
d
e
d
a
s
a
d
a
t
a
s
o
u
r
c
e
i
n
G
r
a
f
a
n
a
.
S
e
e
h
t
t
p:
/
/
d
o
c
s
.
g
r
a
f
a
n
a
.
o
r
g
/
f
e
a
t
u
r
e
s
/
d
a
t
a
s
o
u
r
c
e
s
/
l
o
k
i
/
f
o
r
m
o
r
e
d
e
t
a
i
l
.
[[email protected] loki-stack]
# helm -n loki ls
- 1.
- 2.
- 3.
- 4.
- 5.
- 6.
- 7.
- 8.
- 9.
- 10.
- 11.
View authentication services
[[email protected] loki-stack]
# kubectl -n loki get pods
N
A
M
E
R
E
A
D
Y
S
T
A
T
U
S
R
E
S
T
A
R
T
S
A
G
E
l
o
k
i
-
s
t
a
c
k
-
0
1
/
1
R
u
n
n
i
n
g
0
7
4
s
l
o
k
i
-
s
t
a
c
k
-
g
r
a
f
a
n
a
-
6
9
9
6
6
b
c
f
9
4
-
l
p
4
z
5
2
/
2
R
u
n
n
i
n
g
0
7
4
s
l
o
k
i
-
s
t
a
c
k
-
p
r
o
m
t
a
i
l
-
c
k
p
s
h
1
/
1
R
u
n
n
i
n
g
0
7
4
s
l
o
k
i
-
s
t
a
c
k
-
p
r
o
m
t
a
i
l
-
g
7
k
f
t
1
/
1
R
u
n
n
i
n
g
0
7
4
s
l
o
k
i
-
s
t
a
c
k
-
p
r
o
m
t
a
i
l
-
g
f
8
6
b
1
/
1
R
u
n
n
i
n
g
0
7
4
s
l
o
k
i
-
s
t
a
c
k
-
p
r
o
m
t
a
i
l
-
j
n
z
n
c
1
/
1
R
u
n
n
i
n
g
0
7
4
s
n
f
s
-
p
r
o
v
i
s
i
o
n
e
r
-
5
6
f
d
4
7
f
c
9
c
-
l
k
t
r
v
1
/
1
R
u
n
n
i
n
g
3
2
3
h
[[email protected] loki-stack]
# kubectl -n loki get svc
N
A
M
E
T
Y
P
E
C
L
U
S
T
E
R
-
I
P
E
X
T
E
R
N
A
L
-
I
P
P
O
R
T
(
S
)
A
G
E
l
o
k
i
-
s
t
a
c
k
C
l
u
s
t
e
r
I
P
1
0
.
1
0
2
.
8
1
.
2
5
0
<
n
o
n
e
>
3
1
0
0
/
T
C
P
7
6
s
l
o
k
i
-
s
t
a
c
k
-
g
r
a
f
a
n
a
C
l
u
s
t
e
r
I
P
1
0
.
1
0
3
.
6
2
.
3
1
<
n
o
n
e
>
8
0
/
T
C
P
7
6
s
l
o
k
i
-
s
t
a
c
k
-
h
e
a
d
l
e
s
s
C
l
u
s
t
e
r
I
P
N
o
n
e
<
n
o
n
e
>
3
1
0
0
/
T
C
P
7
6
s
l
o
k
i
-
s
t
a
c
k
-
m
e
m
b
e
r
l
i
s
t
C
l
u
s
t
e
r
I
P
N
o
n
e
<
n
o
n
e
>
7
9
4
6
/
T
C
P
7
6
s
- 1.
- 2.
- 3.
- 4.
- 5.
- 6.
- 7.
- 8.
- 9.
- 10.
- 11.
- 12.
- 13.
- 14.
- 15.
Pod All deployed successfully ！
- modify Grafana The service access method is NodePort
[[email protected] loki-stack]
# kubectl -n loki edit svc loki-stack-grafana
s
p
e
c:
t
y
p
e:
N
o
d
e
P
o
r
t
- 1.
- 2.
- 3.
Grafana To configure
Sign in Grafana
[[email protected] loki-stack]
# kubectl -n loki get svc loki-stack-grafana
N
A
M
E
T
Y
P
E
C
L
U
S
T
E
R
-
I
P
E
X
T
E
R
N
A
L
-
I
P
P
O
R
T
(
S
)
A
G
E
l
o
k
i
-
s
t
a
c
k
-
g
r
a
f
a
n
a
N
o
d
e
P
o
r
t
1
0
.
1
0
3
.
6
2
.
3
1
<
n
o
n
e
>
8
0:
3
2
5
5
5
/
T
C
P
4
m
9
s
- 1.
- 2.
- 3.
see Grafana password
Browser login Grafana
- The login address ： k8s node IP:NodePort
- user name ：admin
- password ： What I just saw secret Analytic string
Grafana see Loki journal
And then input ： {namespace="harbor"} You can view it Harbor All logs of namespace .
边栏推荐
- SAR影像质量评估
- Px4 autonomous flight
- 0-5VAC转4-20mA交流电流隔离变送器/转换模块
- OpenGL jobs - shaders
- 如何选择合适的自动化测试工具？
- Revit secondary development - get the project file path
- The function is really powerful!
- ByteDance Android interview, summary of knowledge points + analysis of interview questions
- ByteDance senior engineer interview, easy to get started, fluent
- 苹果在iOS 16中通过'虚拟卡'安全功能进一步进军金融领域
猜你喜欢
双塔模型的最强出装，谷歌又开始玩起“老古董”了？
ByteDance senior engineer interview, easy to get started, fluent
Ternary expressions, generative expressions, anonymous functions
Time convolution Network + soft threshold + attention mechanism to realize residual life prediction of mechanical equipment
【Azure微服务 Service Fabric 】如何转移Service Fabric集群中的种子节点(Seed Node)
Robot autonomous exploration series papers environment code
Gazebo import the mapping model created by blender
PKPM 2020 software installation package download and installation tutorial
Form组件常用校验规则-2（持续更新中~）
苹果在iOS 16中通过'虚拟卡'安全功能进一步进军金融领域
随机推荐
Ren Qian code compilation error modification
php 记录完整对接腾讯云直播以及im直播群聊 所遇到的坑
How pyGame rotates pictures
The difference between NPM uninstall and RM direct deletion
Failed to initialize rosdep after installing ROS
Xcode modifies the default background image of launchscreen and still displays the original image
How to judge whether the input content is "number"
Revit secondary development - get the thickness / length / height of the beam
Revit secondary development - shielding warning prompt window
The function is really powerful!
[interview arrangement] 0211 game engine server
OpenGL job - texture
Revit secondary development - wall opening
Revit secondary development - cut view
What if the win11u disk does not display? Solution to failure of win11 plug-in USB flash disk
Redis official ORM framework is more elegant than redistemplate
Ternary expressions, generative expressions, anonymous functions
[problem] pytorch installation
Details of the open source framework of microservice architecture
Pyqt GUI interface and logic separation