中小企业RBM结合VRRP组网

article/2025/11/7 0:21:58

组网拓扑图

 

FW-A配置:

 sysname FW1090-A

#

track 1 interface GigabitEthernet1/0/1 physical   ///检测上行口

#

track 2 interface GigabitEthernet1/0/2 physical    ///检测下行口

#

ospf 1 router-id 192.168.10.254     ///OSPF发布于核心互联路由

 default-route-advertise always

 area 0.0.0.0

  network 10.0.0.0 0.0.0.3

  network 192.168.10.254 0.0.0.0

#

 ip unreachables enable

 ip ttl-expires enable

#

nat address-group 1    ///创建NAT地址池,否则VRRP对接方式下默认以接口地址NAT

 address 117.1.1.2 117.1.1.2

#

 lldp global enable

#

interface Route-Aggregation1   ///创建RBM控制与管理通道互联地址。

 description to-FW1090-B

 ip address 192.168.10.1 255.255.255.252   ///IP地址30为地址,不要和现网冲突以及打通路由

 link-aggregation mode dynamic

#

interface LoopBack0

 description to-OSPF_ID

 ip address 192.168.10.254 255.255.255.255

#

interface GigabitEthernet1/0/1

 port link-mode route

 description to-ZhuanXianSW;GE1/0/1

 combo enable copper

 ip address 192.168.9.1 255.255.255.248

 vrrp vrid 1 virtual-ip 117.1.1.2 255.255.255.252 active  RBM+VRRP对接一定要配置虚地址掩码,否则ARP学习会受到影响。M9K不支持

 nat outbound 3000 address-group 1     ///NAT配置一定要加NAT地址池,否则会以接口地址NAT

 nat server protocol tcp global 117.1.1.2 1123 inside 192.168.10.252 23 rule ServerRule_1

#

interface GigabitEthernet1/0/2

 port link-mode route

 description to-HeXinSW-6850;ge1/0/1

 combo enable copper

 ip address 10.0.0.1 255.255.255.252

 ospf network-type p2p

#

interface GigabitEthernet1/0/22   ///防火墙互联端口

 port link-mode route

 description to-FW1090-B;GE1/0/22

 combo enable copper

 port link-aggregation group 1

#

interface GigabitEthernet1/0/23   ///防火墙互联端口

 port link-mode route

 description to-FW1090-B;GE1/0/23

 combo enable copper

 port link-aggregation group 1

#

ip route-static 0.0.0.0 0 117.1.1.1 description CMCC  ///配置默认路由指向公网

#

security-zone name RMB     ///创建RBM安全域并将控制端口与管理通道端口加入到RBM安全域中

 import interface Route-Aggregation1

#

remote-backup group             ///RBM组配置

 data-channel interface Route-Aggregation1         ///指定通道端口(ABRBM通信)

 adjust-cost ospf enable absolute 10000

 adjust-cost ospfv3 enable absolute 10000

 track 1       ///联动上行口检测

 track 2       ///联动下行口检测

 local-ip 192.168.10.1         指定本端地址

 remote-ip 192.168.10.2     ///指定对端地址

 device-role primary             ///配置本端防火墙为主墙

#

security-policy ip   配置安全策略,根据需求放通相关策略。

 rule 1 name RBM->Local

  action pass

  source-zone RMB

  destination-zone Local

 rule 2 name Local->RBM

  action pass

  source-zone Local

  destination-zone RMB

 rule 3 name Untrust->Local

  action pass

  source-zone Untrust

  destination-zone Local

  service ping

 rule 4 name Local->any

  action pass

  source-zone Local

 rule 5 name Trust->Untrust

  action pass

  source-zone Trust

  destination-zone Untrust

 rule 6 name Trust->Local

  action pass

  source-zone Trust

  destination-zone Local

 rule 7 name Untrust->Trust

  action pass

  source-zone Untrust

  destination-zone Trust

  service ssh

  service telnet

#

补充:RBM组网中AB墙安全策略、对象组、ACL等配置会自动同步,所以只需要在某一个墙上配置即可。

------------------------------------------------------------------

FW-B配置(无注释)

#

 sysname FW1090-B

#

track 1 interface GigabitEthernet1/0/1 physical

#

track 2 interface GigabitEthernet1/0/2 physical

#

ospf 1 router-id 192.168.10.253

 default-route-advertise always

 area 0.0.0.0

  network 10.0.0.4 0.0.0.3

  network 192.168.10.253 0.0.0.0

#

 ip unreachables enable

 ip ttl-expires enable

#

nat address-group 1

 address 117.1.1.2 117.1.1.2

#

interface Route-Aggregation1

 description to-FW1090-A

 ip address 192.168.10.2 255.255.255.252

 link-aggregation mode dynamic

#

interface NULL0

#

interface LoopBack0

 description to-OSPF_ID

 ip address 192.168.10.253 255.255.255.255

#

interface GigabitEthernet1/0/1

 port link-mode route

 description to-ZhuanXianSW;GE1/0/2

 combo enable copper

 ip address 192.168.9.2 255.255.255.248

 vrrp vrid 1 virtual-ip 117.1.1.2 255.255.255.252 standby

 nat outbound 3000 address-group 1

 nat server protocol tcp global 117.1.1.2 1123 inside 192.168.10.252 23 rule ServerRule_1

#

interface GigabitEthernet1/0/2

 port link-mode route

 description to-HeXinSW-6850;ge1/0/2

 combo enable copper

 ip address 10.0.0.5 255.255.240.0

 ospf network-type p2p

#

interface GigabitEthernet1/0/22

 port link-mode route

 description to-FW1090-A;GE1/0/22

 combo enable copper

 port link-aggregation group 1

#

interface GigabitEthernet1/0/23

 port link-mode route

 description to-FW1090-A;GE1/0/23

 combo enable copper

 port link-aggregation group 1

#

security-zone name Local

#

security-zone name Trust

 import interface GigabitEthernet1/0/2

#

security-zone name DMZ

#

security-zone name Untrust

 import interface GigabitEthernet1/0/1

#

security-zone name Management

#

security-zone name RMB

 import interface Route-Aggregation1

#

line con 0

 authentication-mode scheme

 user-role network-admin

#

line vty 0 4

 authentication-mode scheme

 user-role network-admin

#

line vty 5 63

 user-role network-operator

#

 ip route-static 0.0.0.0 0 117.1.1.1 description CMCC

#

 local-user admin class manage

 password hash $h$6$1lV85eqd3VE2FO4s$YC5FfjbtcB+YBRORZVKzynr2oAJm0nJp3yW8FHduhPr5U9LseomZ/SxxYcmJiFB4s0+2ubo3Ocxeb/GCvTVGPQ==

 service-type ssh telnet terminal http

 authorization-attribute user-role level-3

 authorization-attribute user-role network-admin

 authorization-attribute user-role network-operator

#

 ip http enable

 ip https enable

#

security-policy ip

 rule 1 name RBM->Local

  action pass

  source-zone RMB

  destination-zone Local

 rule 2 name Local->RBM

  action pass

  source-zone Local

  destination-zone RMB

 rule 3 name Untrust->Local

  action pass

  source-zone Untrust

  destination-zone Local

  service ping

 rule 4 name Local->any

  action pass

  source-zone Local

 rule 5 name Trust->Untrust

  action pass

  source-zone Trust

  destination-zone Untrust

 rule 6 name Trust->Local

  action pass

  source-zone Trust

  destination-zone Local

 rule 7 name Untrust->Trust

  action pass

  source-zone Untrust

  destination-zone Trust

  service ssh

  service telnet

#

remote-backup group

 data-channel interface Route-Aggregation1

 delay-time 1

 adjust-cost ospf enable absolute 10000

 adjust-cost ospfv3 enable absolute 10000

 track 1

 track 2

 local-ip 192.168.10.2

 remote-ip 192.168.10.1

 device-role secondary

----------------------

核心交换机配置:

#

 version 7.1.070, Alpha 7170

#

 sysname HeXinSW

#

 telnet server enable

#

ospf 1 router-id 192.168.10.252

 area 0.0.0.0

  network 10.0.0.0 0.0.0.3

  network 10.0.0.4 0.0.0.3

  network 10.202.1.0 0.0.0.255

  network 192.168.10.252 0.0.0.0

#

 ip unreachables enable

 ip ttl-expires enable

#

 lldp global enable

#

vlan 10

 description to-PC

#

interface LoopBack0

 description OSPF_ID

 ip address 192.168.10.252 255.255.255.255

#

interface Vlan-interface10

 description to-PC

 ip address 10.202.1.1 255.255.255.0

#

interface FortyGigE1/0/53

 port link-mode bridge

#

interface FortyGigE1/0/54

 port link-mode bridge

#

interface GigabitEthernet1/0/1

 port link-mode route

 description to-FW1090-A;GE1/0/1

 combo enable fiber

 ip address 10.0.0.2 255.255.255.252

 ospf network-type p2p

#

interface GigabitEthernet1/0/2

 port link-mode route

 description to-FW1090-B;GE1/0/1

 combo enable fiber

 ip address 10.0.0.6 255.255.255.252

 ospf network-type p2p

#

interface GigabitEthernet1/0/3

 port link-mode bridge

 description to-PC

 port access vlan 10

 combo enable fiber

#

专线交换机配置:

#

vlan 10

 description to-CMCC-1G

#

interface GigabitEthernet1/0/1

 port link-mode bridge

 description TO-FW1090-A;1/0/1

 port access vlan 10

 combo enable fiber

#

interface GigabitEthernet1/0/2

 port link-mode bridge

 description FW1090-B;GE1/0/1

 port access vlan 10

 combo enable fiber

#

interface GigabitEthernet1/0/3

 port link-mode bridge

 description TO-CMCC-1G

 port access vlan 10

 combo enable fiber

---------------------------------

测试:

查看RBM组建立情况。

RBM_P<FW1090-A>display remote-backup-group status

Remote backup group information:

  Backup mode: Active/standby

  Device management role: Primary

  Device running status: Standby

  Data channel interface: Route-Aggregation1

  Local IP: 192.168.10.1

  Remote IP: 192.168.10.2    Destination port: 60064

  Control channel status: Connected

  Keepalive interval: 1s

  Keepalive count: 10

  Configuration consistency check interval: 24 hour

  Configuration consistency check result: Not Performed

  Configuration backup status: Auto sync enabled

  Session backup status: Hot backup enabled

  Uptime since last switchover: 0 days, 0 hours, 25 minutes

  Switchover records:

    Time                  Status change        Cause

2022-10-21 09:23:13   Active to Standby    Track entries changed

    2022-10-21 09:22:46   Standby to Active    Track entries changed

    2022-10-21 09:22:21   Active to Standby    Track entries changed

    2022-10-20 16:13:21   Standby to Active    Track entries changed

    2022-10-20 16:08:46   Active to Standby    Track entries changed

    2022-10-20 15:53:07   Standby to Active    Interface status changed

    2022-10-20 15:38:20   Active to Standby    Track entries changed

    2022-10-20 15:35:29   Active to Active     Keepalive link established

    2022-10-20 15:30:00   Initial to Active    The local device quits the remote backup group

    2022-10-20 15:09:57   Active to Active     Keepalive link established

down掉核心与防火墙A的链路,业务切换情况。

查看主墙上VRRP状态为Backup

测试PC上tracert路径,业务切换至备墙。

恢复核心与防火墙A的链路,业务切换情况。

此时业务还在防火墙B上运行,查看防火墙A上的VRRP状态为Backup

一分钟后:

主墙VRRP状态恢复Master

PS:如果对业务要求比较高的,可以在RBM组中修改切换时间。

配置关键:VRRP虚地址要配置掩码,否则无法正常学习ARP。

FW-A配置:

 sysname FW1090-A

#

track 1 interface GigabitEthernet1/0/1 physical   ///检测上行口

#

track 2 interface GigabitEthernet1/0/2 physical    ///检测下行口

#

ospf 1 router-id 192.168.10.254     ///OSPF发布于核心互联路由

 default-route-advertise always

 area 0.0.0.0

  network 10.0.0.0 0.0.0.3

  network 192.168.10.254 0.0.0.0

#

 ip unreachables enable

 ip ttl-expires enable

#

nat address-group 1    ///创建NAT地址池,否则VRRP对接方式下默认以接口地址NAT

 address 117.1.1.2 117.1.1.2

#

 lldp global enable

#

interface Route-Aggregation1   ///创建RBM控制与管理通道互联地址。

 description to-FW1090-B

 ip address 192.168.10.1 255.255.255.252   ///IP地址30为地址,不要和现网冲突以及打通路由

 link-aggregation mode dynamic

#

interface LoopBack0

 description to-OSPF_ID

 ip address 192.168.10.254 255.255.255.255

#

interface GigabitEthernet1/0/1

 port link-mode route

 description to-ZhuanXianSW;GE1/0/1

 combo enable copper

 ip address 192.168.9.1 255.255.255.248

 vrrp vrid 1 virtual-ip 117.1.1.2 255.255.255.252 active  RBM+VRRP对接一定要配置虚地址掩码,否则ARP学习会受到影响。M9K不支持

 nat outbound 3000 address-group 1     ///NAT配置一定要加NAT地址池,否则会以接口地址NAT

 nat server protocol tcp global 117.1.1.2 1123 inside 192.168.10.252 23 rule ServerRule_1

#

interface GigabitEthernet1/0/2

 port link-mode route

 description to-HeXinSW-6850;ge1/0/1

 combo enable copper

 ip address 10.0.0.1 255.255.255.252

 ospf network-type p2p

#

interface GigabitEthernet1/0/22   ///防火墙互联端口

 port link-mode route

 description to-FW1090-B;GE1/0/22

 combo enable copper

 port link-aggregation group 1

#

interface GigabitEthernet1/0/23   ///防火墙互联端口

 port link-mode route

 description to-FW1090-B;GE1/0/23

 combo enable copper

 port link-aggregation group 1

#

ip route-static 0.0.0.0 0 117.1.1.1 description CMCC  ///配置默认路由指向公网

#

security-zone name RMB     ///创建RBM安全域并将控制端口与管理通道端口加入到RBM安全域中

 import interface Route-Aggregation1

#

remote-backup group             ///RBM组配置

 data-channel interface Route-Aggregation1         ///指定通道端口(ABRBM通信)

 adjust-cost ospf enable absolute 10000

 adjust-cost ospfv3 enable absolute 10000

 track 1       ///联动上行口检测

 track 2       ///联动下行口检测

 local-ip 192.168.10.1         指定本端地址

 remote-ip 192.168.10.2     ///指定对端地址

 device-role primary             ///配置本端防火墙为主墙

#

security-policy ip   配置安全策略,根据需求放通相关策略。

 rule 1 name RBM->Local

  action pass

  source-zone RMB

  destination-zone Local

 rule 2 name Local->RBM

  action pass

  source-zone Local

  destination-zone RMB

 rule 3 name Untrust->Local

  action pass

  source-zone Untrust

  destination-zone Local

  service ping

 rule 4 name Local->any

  action pass

  source-zone Local

 rule 5 name Trust->Untrust

  action pass

  source-zone Trust

  destination-zone Untrust

 rule 6 name Trust->Local

  action pass

  source-zone Trust

  destination-zone Local

 rule 7 name Untrust->Trust

  action pass

  source-zone Untrust

  destination-zone Trust

  service ssh

  service telnet

#

补充:RBM组网中AB墙安全策略、对象组、ACL等配置会自动同步,所以只需要在某一个墙上配置即可。

------------------------------------------------------------------

FW-B配置(无注释)

#

 sysname FW1090-B

#

track 1 interface GigabitEthernet1/0/1 physical

#

track 2 interface GigabitEthernet1/0/2 physical

#

ospf 1 router-id 192.168.10.253

 default-route-advertise always

 area 0.0.0.0

  network 10.0.0.4 0.0.0.3

  network 192.168.10.253 0.0.0.0

#

 ip unreachables enable

 ip ttl-expires enable

#

nat address-group 1

 address 117.1.1.2 117.1.1.2

#

interface Route-Aggregation1

 description to-FW1090-A

 ip address 192.168.10.2 255.255.255.252

 link-aggregation mode dynamic

#

interface NULL0

#

interface LoopBack0

 description to-OSPF_ID

 ip address 192.168.10.253 255.255.255.255

#

interface GigabitEthernet1/0/1

 port link-mode route

 description to-ZhuanXianSW;GE1/0/2

 combo enable copper

 ip address 192.168.9.2 255.255.255.248

 vrrp vrid 1 virtual-ip 117.1.1.2 255.255.255.252 standby

 nat outbound 3000 address-group 1

 nat server protocol tcp global 117.1.1.2 1123 inside 192.168.10.252 23 rule ServerRule_1

#

interface GigabitEthernet1/0/2

 port link-mode route

 description to-HeXinSW-6850;ge1/0/2

 combo enable copper

 ip address 10.0.0.5 255.255.240.0

 ospf network-type p2p

#

interface GigabitEthernet1/0/22

 port link-mode route

 description to-FW1090-A;GE1/0/22

 combo enable copper

 port link-aggregation group 1

#

interface GigabitEthernet1/0/23

 port link-mode route

 description to-FW1090-A;GE1/0/23

 combo enable copper

 port link-aggregation group 1

#

security-zone name Local

#

security-zone name Trust

 import interface GigabitEthernet1/0/2

#

security-zone name DMZ

#

security-zone name Untrust

 import interface GigabitEthernet1/0/1

#

security-zone name Management

#

security-zone name RMB

 import interface Route-Aggregation1

#

line con 0

 authentication-mode scheme

 user-role network-admin

#

line vty 0 4

 authentication-mode scheme

 user-role network-admin

#

line vty 5 63

 user-role network-operator

#

 ip route-static 0.0.0.0 0 117.1.1.1 description CMCC

#

 local-user admin class manage

 password hash $h$6$1lV85eqd3VE2FO4s$YC5FfjbtcB+YBRORZVKzynr2oAJm0nJp3yW8FHduhPr5U9LseomZ/SxxYcmJiFB4s0+2ubo3Ocxeb/GCvTVGPQ==

 service-type ssh telnet terminal http

 authorization-attribute user-role level-3

 authorization-attribute user-role network-admin

 authorization-attribute user-role network-operator

#

 ip http enable

 ip https enable

#

security-policy ip

 rule 1 name RBM->Local

  action pass

  source-zone RMB

  destination-zone Local

 rule 2 name Local->RBM

  action pass

  source-zone Local

  destination-zone RMB

 rule 3 name Untrust->Local

  action pass

  source-zone Untrust

  destination-zone Local

  service ping

 rule 4 name Local->any

  action pass

  source-zone Local

 rule 5 name Trust->Untrust

  action pass

  source-zone Trust

  destination-zone Untrust

 rule 6 name Trust->Local

  action pass

  source-zone Trust

  destination-zone Local

 rule 7 name Untrust->Trust

  action pass

  source-zone Untrust

  destination-zone Trust

  service ssh

  service telnet

#

remote-backup group

 data-channel interface Route-Aggregation1

 delay-time 1

 adjust-cost ospf enable absolute 10000

 adjust-cost ospfv3 enable absolute 10000

 track 1

 track 2

 local-ip 192.168.10.2

 remote-ip 192.168.10.1

 device-role secondary

----------------------

核心交换机配置:

#

 version 7.1.070, Alpha 7170

#

 sysname HeXinSW

#

 telnet server enable

#

ospf 1 router-id 192.168.10.252

 area 0.0.0.0

  network 10.0.0.0 0.0.0.3

  network 10.0.0.4 0.0.0.3

  network 10.202.1.0 0.0.0.255

  network 192.168.10.252 0.0.0.0

#

 ip unreachables enable

 ip ttl-expires enable

#

 lldp global enable

#

vlan 10

 description to-PC

#

interface LoopBack0

 description OSPF_ID

 ip address 192.168.10.252 255.255.255.255

#

interface Vlan-interface10

 description to-PC

 ip address 10.202.1.1 255.255.255.0

#

interface FortyGigE1/0/53

 port link-mode bridge

#

interface FortyGigE1/0/54

 port link-mode bridge

#

interface GigabitEthernet1/0/1

 port link-mode route

 description to-FW1090-A;GE1/0/1

 combo enable fiber

 ip address 10.0.0.2 255.255.255.252

 ospf network-type p2p

#

interface GigabitEthernet1/0/2

 port link-mode route

 description to-FW1090-B;GE1/0/1

 combo enable fiber

 ip address 10.0.0.6 255.255.255.252

 ospf network-type p2p

#

interface GigabitEthernet1/0/3

 port link-mode bridge

 description to-PC

 port access vlan 10

 combo enable fiber

#

专线交换机配置:

保持每一个运营商接口与防火墙互联接口属于同一个vlan即可

#

vlan 10

 description to-CMCC-1G

#

interface GigabitEthernet1/0/1

 port link-mode bridge

 description TO-FW1090-A;1/0/1

 port access vlan 10

 combo enable fiber

#

interface GigabitEthernet1/0/2

 port link-mode bridge

 description FW1090-B;GE1/0/1

 port access vlan 10

 combo enable fiber

#

interface GigabitEthernet1/0/3

 port link-mode bridge

 description TO-CMCC-1G

 port access vlan 10

 combo enable fiber

---------------------------------

测试:

查看RBM组建立情况。

RBM_P<FW1090-A>display remote-backup-group status

Remote backup group information:

  Backup mode: Active/standby

  Device management role: Primary

  Device running status: Standby

  Data channel interface: Route-Aggregation1

  Local IP: 192.168.10.1

  Remote IP: 192.168.10.2    Destination port: 60064

  Control channel status: Connected

  Keepalive interval: 1s

  Keepalive count: 10

  Configuration consistency check interval: 24 hour

  Configuration consistency check result: Not Performed

  Configuration backup status: Auto sync enabled

  Session backup status: Hot backup enabled

  Uptime since last switchover: 0 days, 0 hours, 25 minutes

  Switchover records:

    Time                  Status change        Cause

2022-10-21 09:23:13   Active to Standby    Track entries changed

    2022-10-21 09:22:46   Standby to Active    Track entries changed

    2022-10-21 09:22:21   Active to Standby    Track entries changed

    2022-10-20 16:13:21   Standby to Active    Track entries changed

    2022-10-20 16:08:46   Active to Standby    Track entries changed

    2022-10-20 15:53:07   Standby to Active    Interface status changed

    2022-10-20 15:38:20   Active to Standby    Track entries changed

    2022-10-20 15:35:29   Active to Active     Keepalive link established

    2022-10-20 15:30:00   Initial to Active    The local device quits the remote backup group

    2022-10-20 15:09:57   Active to Active     Keepalive link established

down掉核心与防火墙A的链路,业务切换情况。

查看主墙上VRRP状态为Backup

测试PC上tracert路径,业务切换至备墙。

恢复核心与防火墙A的链路,业务切换情况。

此时业务还在防火墙B上运行,查看防火墙A上的VRRP状态为Backup

一分钟后:

主墙VRRP状态恢复Master

PS:如果对业务要求比较高的,可以在RBM组中修改切换时间。

配置关键:VRRP虚地址要配置掩码,否则无法正常学习ARP。


http://chatgpt.dhexx.cn/article/JpwJVYlE.shtml

相关文章

RBM受限玻尔兹曼机

受限玻尔兹曼机(RBM) 一、RBM的网络结构 RBM的网络结构如下图所示&#xff1a; RBM中包括两层&#xff0c;即&#xff1a; 可见层(visible layer)&#xff0c;图上的___v___隐藏层(hidden layer)&#xff0c;图上的___h___ 由上图可知&#xff0c;在同一层中&#xff0c;如…

RBM

目录 总结&#xff1a; 伯努利-伯努利RBM 概念&#xff1a; 公式定义 训练过程 高斯-伯努利RBM 概念&#xff1a; 总结&#xff1a; RBM是基于能量函数假设的&#xff0c;优化目标是使能量函数最小化&#xff0c;也设定为重构的可见层等于真实值的概率最大化。在利用极…

DL:RBM 简介、网络结构

在学习Hinton的stack autoencoder算法&#xff08;论文 Reducing the Dimensionality of Data with Neural Networks&#xff09;之前需要了解什么是RBM&#xff0c;现在就我学习的情况&#xff0c;查找的资料&#xff08;大部分来自博客、论文&#xff09;&#xff0c;简单介绍…

RBM的理解

前言 对RBM(Restricted Boltzmann Machine)的理解进行简单的总结。   主要涉及RBM的图结构&#xff0c;为什么场能E(v,h)要如此定义&#xff0c;优化的思路到底是怎么来的&#xff0c;MRF与MC在优化时起到怎么样的作用&#xff0c;CD的意义&#xff0c;RBM的实现。 RBM RB…

受限玻尔兹曼机(RBM)理解

受限玻尔兹曼机&#xff08;RBM&#xff09;多见深度学习&#xff0c;不过笔者发现推荐系统也有相关专家开始应用RBM。实际上&#xff0c;作为一种概率图模型&#xff0c;用在那&#xff0c;只要场景和数据合适都可以。有必要就RBM做一个初步了解。 1、 RBM定义 RBM记住三个要…

RBM(受限玻尔兹曼机)解析

1.RBM结构 RBM包括隐层、可见层和偏置层。 与前馈神经网络不一样&#xff0c;RBM在可见层和隐层间的链接方向不定的&#xff08;即可以双向传播&#xff1a;隐层—>可见层和可见层—>隐层&#xff09;和完全链接的。如下图表示了一个微型的RBM 如上图所示&#xff0c;…

深度学习 --- 受限玻尔兹曼机详解(RBM)

本节终于来到了重头戏受限玻尔兹曼机&#xff0c;为了能深入理解本节&#xff0c;我们深入讲了很多基础知识&#xff0c;这些基础知识很重要&#xff0c;是理解本节的基础&#xff0c;同时也是你学习其他算法的基础如强化学习、自然语言处理等。本节的安排是先对比一下受限玻尔…

超市进销存管理系统软件(JFrame简版)

出于对桌面软件的爱好&#xff0c;学习过程中使用swing做了一个简单系统&#xff0c;所有布局代码自己手写&#xff0c;未使用swing构建工具&#xff0c;swing构建工具会产生的代码非常糟糕 想要快速构建好看的UI组件,可以使用NetBeans&#xff0c;或者idea等相关插件 有兴趣…

基于javaweb的超市进销存管理系统(java+ssm+jsp+bootstrap+jquery+mysql)

基于javaweb的超市进销存管理系统(javassmjspbootstrapjquerymysql) 运行环境 Java≥8、MySQL≥5.7、Tomcat≥8 开发工具 eclipse/idea/myeclipse/sts等均可配置运行 适用 课程设计&#xff0c;大作业&#xff0c;毕业设计&#xff0c;项目练习&#xff0c;学习演示等 功…

Java项目:ssm超市进销存管理系统

作者主页&#xff1a;夜未央5788 简介&#xff1a;Java领域优质创作者、Java项目、学习资料、技术互助 文末获取源码 ssm超市进销存管理系统 项目介绍 超市进销存管理系统&#xff0c;主要分为管理员与员工两种角色&#xff1a;管理员主要功能模块有&#xff1a; 进货管理:进…

基于Spring+SpringMVC+MyBatis超市进销存管理系统

基于SSM超市进销存管理系统 一、系统介绍二、功能展示1.进货信息2.退货信息3.商品信息4.商品类别5.库存信息6.库存预警7.临期商品8.销售信息9.客户退货信息10.客户信息11.供应商信12.用户信息管理&#xff08;管理员&#xff09; 三、获取源码 一、系统介绍 系统主要功能&…

Java编写的超市进销存管理系统 功能非常齐全,代码可直接运行

今天为大家分享一个java语言的超市进销存管理系统&#xff0c;目前系统已经完成了初步功能&#xff0c;后续会进一步完善。整个系统界面漂亮&#xff0c;有完整得源码&#xff0c;希望大家可以喜欢。喜欢的帮忙点赞和关注。一起编程、一起进步 开发环境 开发语言为Java&#xf…

基于ThinkPHP5+MySQL的超市进销存管理系统

目 录 摘 要 I Abstract II 1 前 言 1 1.1 项目开发背景 1 1.2 项目开发意义 1 1.3 主要工作 1 2 系统分析 2 2. 1 需求分析 2 2. 2 可行性分析 2 2.2.1 经济可行性 2 2.2.2 技术可行性 2 2.2.3 操作可行性 2 2.2.4 社会可行性 2 3 开发环境 3 3.1 开发工具 3 3.1.1 操作系统 3…

计算机毕业设计系列基于SSM的超市进销存管理系统

目录 一、项目介绍 二、开题报告 三、项目截图 四、源码获取 一、项目介绍 计算机毕业设计系列基于SSM的超市进销存管理系统 本项目是一款基于SSM的超市进销存管理系统&#xff0c;主要针对计算机相关专业的正在做毕设的学生与需要项目实战练习的 Java 学习者。 1. 包含&…

毕设-基于SpringBoot超市进销存管理系统

环境&#xff1a;开发工具&#xff1a;idea&#xff0c;数据库&#xff1a;MySQL5.7 jdk1.8 架构&#xff1a;SpringBoot&#xff0c;前端html 主要功能 货物管理员&#xff1a;进货管理、退货管理等&#xff1b; 商品管理员&#xff1a;管理商品、商品类别、供应商、客户、商品…

【附源码】Java计算机毕业设计小超市进销存管理系统(程序+LW+部署)

项目运行 环境配置&#xff1a; Jdk1.8 Tomcat7.0 Mysql HBuilderX&#xff08;Webstorm也行&#xff09; Eclispe&#xff08;IntelliJ IDEA,Eclispe,MyEclispe,Sts都支持&#xff09;。 项目技术&#xff1a; java mybatis Maven等等组成&#xff0c;B/S模式 Maven管理等…

【java毕业设计】基于B/S结构+mysql的超市进销存管理系统设计与实现(程序源码)-超市进销存管理系统

基于B/S结构mysql的超市进销存管理系统设计与实现&#xff08;程序源码毕业论文&#xff09; 大家好&#xff0c;今天给大家介绍基于B/S结构mysql的超市进销存管理系统设计与实现&#xff0c;本论文只截取部分文章重点&#xff0c;文章末尾附有本毕业设计完整源码及论文的获取方…

基于PHP的超市进销存管理系统

一 项目介绍 此超市进销存管理系统比较基础&#xff0c;系统分为前后台&#xff0c;前台商品展示及下单&#xff0c;后台为商品的进销存管理。可搭建在phpstudy下快速部署&#xff01;(附带系统说明书和PPT介绍) 技术栈&#xff1a; 原生phpmysqlvscode 二 主要功能 前台 1 …

java毕业设计基于ssm框架的生鲜超市进销存管理系统

目前超市越来越多,越来越普及,如何高效的管理经营超市才是成功的关键,其中对于中小型超市来说,在降低成本的前提下使用最有效的管理方式是非常重要的,所以开发中小型超市管理系统既考虑了成本相对较低又非常实用的特点。中小型超市管理系统主要包含以下几个模块&#xff1a;商品…

基于SSM框架的超市进销存管理系统

开发语言&#xff1a;Java 开发工具:IDEA 数据库:MYSQL5.7 应用服务:Tomcat8 使用框架:spring、springmvc、mybatis JDK版本&#xff1a;jdk1.8 系统功能: 管理员&#xff1a;进货管理模块、商品管理模块、库存管理模块、销售管理模块、客户管理模块、供应商模块、员工管…