开发个人Ollama-Chat--5 模型管理 (二)

开发个人Ollama-Chat–5 模型管理 (二)

ChatGPT

这是该项目的最终效果，使用ollama的open-webui进行人与机器的对话功能，对话的后端服务则完全对接自己开发的Go项目。
chatgpt
如何实现呢？则通过这篇文章，一一给大家剖析后端的原理及功能实现。

ollama-go

请添加图片描述

根据上图结果，生成的stream响应，就可与open-webUI进行对话，实现ChatGPT的功能效果。

正片开始

文件目录:

├── chat
│   ├── api
│   │   ├── chat.api
│   │   ├── chat.go
│   │   ├── etc
│   │   │   └── chat.yaml
│   │   ├── go.mod
│   │   ├── go.sum
│   │   ├── internal
│   │   │   ├── config
│   │   │   ├── handler
│   │   │   ├── logic
│   │   │   ├── svc
│   │   │   └── types
│   │   ├── logs
│   │   │   ├── access.log
│   │   │   ├── error.log
│   │   │   ├── severe.log
│   │   │   ├── slow.log
│   │   │   └── stat.log
│   │   └── web
│   │       └── static
│   └── rpc
│       ├── chat
│       │   ├── chat_grpc.pb.go
│       │   └── chat.pb.go
│       ├── chatclient
│       │   └── chat.go
│       ├── chat.go
│       ├── chat.proto
│       ├── etc
│       │   └── chat.yaml
│       ├── go.mod
│       ├── go.sum
│       ├── internal
│       │   ├── config
│       │   ├── logic
│       │   ├── server
│       │   └── svc
│       └── logs
│           ├── access.log
│           ├── error.log
│           ├── severe.log
│           ├── slow.log
│           └── stat.log

5.1 生成 chat model 模型

创建 chat.sql，生成chat相关数据表。字段不可缺少任意一个，否则open-webui无法正常展示

CREATE TABLE `chat` (
	`id` bigint unsigned NOT NULL AUTO_INCREMENT,
    `user_id` varchar(255)  NOT NULL DEFAULT '' COMMENT '用户ID',
    `title` varchar(255)  NOT NULL DEFAULT '' COMMENT '标题',
	`chat` longtext  NOT NULL COMMENT '',
	`archived` tinyint(1) unsigned NOT NULL DEFAULT '0' COMMENT '',
    `share_id` varchar(255)  NOT NULL DEFAULT '' COMMENT '分享用户ID',
	`create_time` timestamp NULL DEFAULT CURRENT_TIMESTAMP,
	`update_time` timestamp NULL DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP,
	PRIMARY KEY (`id`)
) ENGINE=InnoDB  DEFAULT CHARSET=utf8mb4;

创建prompt.sql，生成prompt相关数据表。字段不可缺少任意一个，否则open-webui无法正常展示

drop table if exists prompt;
CREATE TABLE `prompt` (
                          `id` bigint unsigned NOT NULL AUTO_INCREMENT,
                          `command` varchar(255)  NOT NULL DEFAULT '' COMMENT '命令',
                          `user_id` varchar(255)  NOT NULL DEFAULT '' COMMENT '用户ID',
                          `title` varchar(255)  NOT NULL DEFAULT '' COMMENT '标题',
                          `content` longtext  NOT NULL COMMENT '文本',
                          `create_time` timestamp NULL DEFAULT CURRENT_TIMESTAMP,
                          `update_time` timestamp NULL DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP,
                          PRIMARY KEY (`id`),
                          UNIQUE KEY `command` (`command`)
) ENGINE=InnoDB  DEFAULT CHARSET=utf8mb4;

运行模板生成命令 model文件放置在通用目录，和go-zero官方案例不同

# chat model
goctl model mysql ddl -src ./model/chat.sql -dir ./model -c

# prompt model
goctl model mysql ddl -src ./model/prompt.sql -dir ./model -c

5.2 生成 chat api 服务

前缀，路由，传参，响应不可变，否则 openui调用失败

创建 chat.api 文件

type (
	// 产品创建
	CreateRequest {
		UserId   string `json:"userId"`
		Title    string `json:"title"`
		Chat     string `json:"chat"`
		ShareId  string `json:"shareId"`
		Archived int64  `json:"archived"`
	}
	CreateResponse {
		Id int64 `json:"id"`
	}
	// 产品创建
	// 产品修改
	UpdateRequest {
		Chat string `json:"chat"`
	}
	UpdateResponse  {}
	// 产品修改
	// 产品删除
	RemoveRequest {
		Id int64 `json:"id, optional"`
	}
	RemoveResponse  {}
	// 产品删除
	// 产品详情
	DetailRequest {
		Id int64 `json:"id, optional"`
	}
	DetailResponse {
		Id       int64  `json:"id"`
		UserId   string `json:"userId"`
		Title    string `json:"title"`
		Chat     string `json:"chat"`
		ShareId  string `json:"shareId"`
		Archived int64  `json:"archived"`
	}
	// 产品详情
	ListRequest  {}
	// 数组 产品详情
	ListResponse {
		Data []DetailResponse `json:"data"`
	}
	VersionResponse {
		Version string `json:"version"`
	}
	ChangelogResponse {
		Changelog string `json:"changelog"`
	}
	ConfigResponse {
		Status                   bool                       `json:"status"`
		Name                     string                     `json:"name"`
		Version                  string                     `json:"version"`
		DefaultLocale            string                     `json:"default_locale"`
		Images                   bool                       `json:"images"`
		DefaultModels            interface{}                `json:"default_models"`
		DefaultPromptSuggestions []DefaultPromptSuggestions `json:"default_prompt_suggestions"`
		TrustedHeaderAuth        bool                       `json:"trusted_header_auth"`
	}
	DefaultPromptSuggestions {
		Title   []string `json:"title"`
		Content string   `json:"content"`
	}
	ModelReponse {
		Models []ModelDetail `json:"models"`
	}
	ModelDetail {
		Id         string  `json:"id"`
		Name       string  `json:"name"`
		Model      string  `json:"model"`
		ModifiedAt string  `json:"modified_at"`
		Size       int64   `json:"size"`
		Digest     string  `json:"digest"`
		Details    Details `json:"details"`
	}
	Details {
		Format            string      `json:"format"`
		Family            string      `json:"family"`
		Families          interface{} `json:"families"`
		ParameterSize     string      `json:"parameter_size"`
		QuantizationLevel string      `json:"quantization_level"`
	}
	Prompt {
		Id      int64  `json:"id"`
		Command string `json:"command"`
		UserId  string `json:"user_id"`
		Title   string `json:"title"`
		Content string `json:"content"`
	}
	PromptResponse {
		Prompts []Prompt `json:"prompts"`
	}
	DefaultModels {
		Models string `json:"models"`
	}
	Chat {
		ID        string `json:"id"`
		Title     string `json:"title"`
		UpdatedAt int    `json:"updated_at"`
		CreatedAt int    `json:"created_at"`
	}
	ChatMessage {
		Chats Chat `json:"chats"`
	}
	NewChatRequest {
		Chat ChatEntity `json:"chat"`
	}
	ChatEntity {
		Id        string                   `json:"id"`
		Title     string                   `json:"title"`
		Models    []string                 `json:"models"`
		Options   map[string]interface{}   `json:"options,optional"`
		Messages  []map[string]interface{} `json:"messages,optional"`
		History   map[string]interface{}   `json:"history,optional"`
		Tags      []map[string]interface{} `json:"tags,optional"`
		Timestamp int64                    `json:"timestamp"`
	}
	// new chat
	NewChatEntity {
		Model    string           `json:"model"`
		Messages []MessagesEntity `json:"messages"`
		Options  OptionsEntity    `json:"options"`
	}
	MessagesEntity {
		Role    string `json:"role"`
		Content string `json:"content"`
	}
	OptionsEntity  {}
	ChatRespone {
		Text string `json:"text"`
	}
	UpdateChatRequest {
		Chat UpdateChat `json:"chat"`
	}
	UpdateChat {
		Messages []UpdateMessages `json:"messages, optional"`
		History  UpdateHistory    `json:"history, optional"`
	}
	UpdateMessages {
		Id          string   `json:"id"`
		ChildrenIds []string `json:"childrenIds"`
		Role        string   `json:"role"`
		Content     string   `json:"content"`
		Timestamp   int64    `json:"timestamp"`
	}
	UpdateHistory {
		Messages  map[string]interface{} `json:"messages"`
		CurrentId string                 `json:"currentId"`
	}
	CompleteRequest {
		Model    string           `json:"model"`
		Messages []MessagesEntity `json:"messages"`
		Stream   bool             `json:"stream"`
	}
)

@server (
	jwt: Auth
)
service Chat {
	@handler Version
	get /ollama/api/version returns (VersionResponse)

	@handler OllTags
	get /ollama/api/tags returns (ModelReponse)

	@handler Chat
	post /ollama/api/chat (NewChatEntity) returns (ChatRespone)

	@handler Complete
	post /ollama/v1/chat/completions (CompleteRequest) returns (ChatRespone)
}

service Chat {
	@handler Changelog
	get /api/changelog returns (ChangelogResponse)

	@handler Config
	get /api/config returns (ConfigResponse)
}

@server (
	jwt:    Auth
	prefix: /api/v1
)
service Chat {
	@handler GetPrompt
	get /prompts returns (PromptResponse)

	@handler GetDefaultModels
	post /configs/default/models (DefaultModels) returns (DefaultModels)
}

@server (
	jwt:    Auth
	prefix: /api/v1
)
service Chat {
	@handler Create
	post /chats/new (NewChatRequest) returns (CreateResponse)

	@handler Update
	post /chats/:id (UpdateChatRequest) returns (UpdateResponse)

	@handler Remove
	delete /chats/:id (RemoveRequest) returns (RemoveResponse)

	@handler List
	get /chats (ListRequest) returns ([]Chat)

	@handler Detail
	get /chats/:id (DetailRequest) returns (DetailResponse)
}

运行模板生成命令

goctl api go -api ./api/chat.api -dir ./api

5.3 生成 user rpc 服务

创建 chat.proto文件

syntax = "proto3";

package chat;

option go_package = "./chat";

message Empty {
}
// 产品创建
message CreateRequest {
    string UserId = 1;
    string Title = 2;
    string Chat = 3;
    string ShareId = 4;
    int64 Archived = 5;
}
message CreateResponse {
    int64 Id = 1;
}
// 产品创建

// 产品修改
message UpdateRequest {
    int64 Id = 1;
    string UserId = 2;
    string Title = 3;
    string Chat = 4;
    string ShareId = 5;
    int64 Archived = 6;
}
message UpdateResponse {
}
// 产品修改

// 产品删除
message RemoveRequest {
    int64 Id = 1;
}
message RemoveResponse {
}
// 产品删除

// 产品详情
message DetailRequest {
    int64 Id = 1;
}
message DetailResponse {
    int64 Id = 1;
    string UserId = 2;
    string Title = 3;
    string Chat = 4;
    string ShareId = 5;
    int64 Archived = 6;
}
// 产品详情

message ListChats {
    repeated DetailResponse List = 1;
}

// 调用ollama 大模型
message CallRequest {
    string Name = 1;
    string Prompt = 2;
    string Role = 3;
}

message CallResponse {
    string Text = 1;
}

message Prompt {
    int64 Id = 1;
    string Command = 2;
    string Title = 3;
    string UserId = 4;
    string Content = 5;
}

message ListPrompts{
    repeated Prompt List = 1;
}

message NewChatEntity {
    string Model = 1;
    repeated MessagesEntity Messages = 2;
    OptionsEntity Options = 3;
}

message MessagesEntity {
    string Role = 1;
    string Content = 2;
}

message OptionsEntity {}

service Chat {
    rpc Create(CreateRequest) returns(CreateResponse);
    rpc Update(UpdateRequest) returns(UpdateResponse);
    rpc Remove(RemoveRequest) returns(RemoveResponse);
    rpc Detail(DetailRequest) returns(DetailResponse);

    rpc ListChat(Empty) returns(ListChats);
    rpc ListPrompt(Empty) returns(ListPrompts);

    rpc Call(CallRequest) returns(CallResponse);

    rpc GenPrompt(NewChatEntity) returns(CallResponse);
}

运行模板生成命令

goctl rpc protoc ./rpc/chat.proto --go_out=./rpc/types --go-grpc_out=./rpc/types --zrpc_out=./rpc

5.4 配置文件

rpc/etc

Name: chat.rpc
ListenOn: 0.0.0.0:9002

Etcd:
    Hosts:
        - ******:2379
    Key: chat.rpc

Timeout: 0

Mysql:
    Host: ******
    Port: 3309
    DbName: openui
    User: root
    Password: "**********"
    DBZone: "TS"
    Charset: utf8mb4
    MaxIdle: 10
    MaxOpen: 100
    LogMode: true
    Loc: Asia/Shanghai
    Debug: true
    TablePrefix: "v1_"
    MaxLifetime: 300

CacheRedis:
    Name: "openui"
    Nettype: "tcp"
    Address: "******:6379"
    Auth: ""
    DB: 0

Salt: ******

#日志配置
LogConf:
    ServiceName: chat.rpc
    Mode: file
    TimeFormat: 2006-01-02 15:04:05.000
    Path: logs
    Level: info
    Compress: true
    Stat: false # 不记录CPU、内存等信息
    KeepDays: 10
    MaxBackups: 2

api/etc

Name: Chat
Host: 0.0.0.0
Port: 8082

Mysql:
    Host: **********
    Port: 3309
    DbName: openui
    User: root
    Password: "**********"
    DBZone: "TS"
    Charset: utf8mb4
    MaxIdle: 10
    MaxOpen: 100
    LogMode: true
    Loc: Asia/Shanghai
    Debug: true
    TablePrefix: "v1_"
    MaxLifetime: 300

Timeout: 0

CacheRedis:
    Name: "openui"
    Nettype: "tcp"
    Address: "**********:6379"
    Auth: ""
    DB: 0

Auth:
    AccessSecret: **********
    AccessExpire: 86400

#日志配置
LogConf:
    ServiceName: chat.api
    Mode: file
    TimeFormat: 2006-01-02 15:04:05.000
    Path: logs
    Level: info
    Compress: true
    Stat: false # 不记录CPU、内存等信息
    KeepDays: 10
    MaxBackups: 2

ChatRpc:
    Etcd:
        Hosts:
            - **********:2379
        Key: chat.rpc

OllUrl: http://**********:11434