初始提交:OCI 面板后端(含 GenAI 网关一期)

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Wang Defa
2026-07-09 15:31:04 +08:00
commit b9a3e97e84
168 changed files with 31794 additions and 0 deletions
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package oci
import (
"encoding/json"
"fmt"
"strings"
"github.com/oracle/oci-go-sdk/v65/generativeaiinference"
"oci-portal/internal/aiwire"
)
// isCohereModel 依据模型名前缀判定 COHERE 系(走专属请求格式)。
func isCohereModel(name string) bool {
return strings.HasPrefix(strings.ToLower(name), "cohere.")
}
// irToCohereSDK 把 IR 转为 COHERE 聊天请求;工具与结构化输出做有损降级
// (参数仅取 JSON Schema 顶层 properties,tool_choice / json_schema 的 name、strict 无对应)。
func irToCohereSDK(ir aiwire.ChatRequest, stream bool) (generativeaiinference.CohereChatRequest, error) {
var req generativeaiinference.CohereChatRequest
if err := cohereRejectUnsupported(ir); err != nil {
return req, err
}
p, err := cohereSplitMessages(ir.Messages)
if err != nil {
return req, err
}
req = generativeaiinference.CohereChatRequest{
Message: &p.message,
ChatHistory: p.history,
ToolResults: p.toolResults,
Tools: cohereTools(ir.Tools),
ResponseFormat: cohereResponseFormat(ir.ResponseFormat),
MaxTokens: ir.MaxTokens,
Temperature: ir.Temperature,
TopP: ir.TopP,
TopK: ir.TopK,
FrequencyPenalty: ir.FrequencyPenalty,
PresencePenalty: ir.PresencePenalty,
Seed: ir.Seed,
}
if p.preamble != "" {
req.PreambleOverride = &p.preamble
}
if len(ir.Stop) > 0 {
req.StopSequences = ir.Stop
}
if stream {
req.IsStream = &stream
includeUsage := ir.StreamOptions == nil || ir.StreamOptions.IncludeUsage
req.StreamOptions = &generativeaiinference.StreamOptions{IsIncludeUsage: &includeUsage}
}
return req, nil
}
// cohereRejectUnsupported 拒绝 COHERE 无法承接的能力(多模态图片)。
func cohereRejectUnsupported(ir aiwire.ChatRequest) error {
for _, m := range ir.Messages {
for _, p := range m.Content.Parts {
if p.Type == "image_url" {
return fmt.Errorf("cohere 系模型暂不支持图片输入,请改用 meta/google 等多模态模型")
}
}
}
return nil
}
// cohereParts 是 IR 消息拆装为 COHERE 请求的中间结果。
type cohereParts struct {
message string
history []generativeaiinference.CohereMessage
preamble string
toolResults []generativeaiinference.CohereToolResult
}
// cohereSplitMessages 拆装消息:system 拼 preamble,末尾 user 抽为 message,
// assistant(含 toolCalls)与其余 user 进 history,tool 结果转顶层 toolResults
// (工具结果在末尾时 message 留空,COHERE 以 toolResults 续跑)。
func cohereSplitMessages(msgs []aiwire.ChatMessage) (cohereParts, error) {
lastUser, lastTool := -1, -1
for i, m := range msgs {
switch m.Role {
case "user":
lastUser = i
case "tool":
lastTool = i
}
}
if lastUser == -1 && lastTool == -1 {
return cohereParts{}, fmt.Errorf("cohere 系模型至少需要一条 user 消息")
}
var p cohereParts
var preamble []string
calls := map[string]generativeaiinference.CohereToolCall{}
for i, m := range msgs {
text := m.Content.JoinText()
switch m.Role {
case "system", "developer":
preamble = append(preamble, text)
case "assistant":
p.history = append(p.history, cohereBotMessage(text, m.ToolCalls, calls))
case "tool":
p.toolResults = append(p.toolResults, cohereToolResult(m, calls))
default: // user
if i == lastUser && lastUser > lastTool {
p.message = text
continue
}
p.history = append(p.history, generativeaiinference.CohereUserMessage{Message: &text})
}
}
p.preamble = strings.Join(preamble, "\n")
return p, nil
}
// cohereBotMessage 转 assistant 消息;toolCalls 同步登记进 id→call 映射供 tool 结果回查。
func cohereBotMessage(text string, tcs []aiwire.ToolCall, calls map[string]generativeaiinference.CohereToolCall) generativeaiinference.CohereChatBotMessage {
msg := generativeaiinference.CohereChatBotMessage{}
if text != "" {
msg.Message = &text
}
for _, tc := range tcs {
name := tc.Function.Name
var params interface{}
if json.Unmarshal([]byte(tc.Function.Arguments), &params) != nil || params == nil {
params = map[string]any{}
}
call := generativeaiinference.CohereToolCall{Name: &name, Parameters: &params}
calls[tc.ID] = call
msg.ToolCalls = append(msg.ToolCalls, call)
}
return msg
}
// cohereToolResult 把 IR tool 消息转顶层工具结果;COHERE 工具调用无 id,
// 靠 assistant 历史登记的映射回查,缺失时以 tool_call_id 名义调用兜底。
func cohereToolResult(m aiwire.ChatMessage, calls map[string]generativeaiinference.CohereToolCall) generativeaiinference.CohereToolResult {
call, ok := calls[m.ToolCallID]
if !ok {
name := m.ToolCallID
var params interface{} = map[string]any{}
call = generativeaiinference.CohereToolCall{Name: &name, Parameters: &params}
}
text := m.Content.JoinText()
var output interface{}
if json.Unmarshal([]byte(text), &output) != nil || output == nil {
output = map[string]any{"output": text}
}
if arr, isArr := output.([]interface{}); isArr {
return generativeaiinference.CohereToolResult{Call: &call, Outputs: arr}
}
if _, isMap := output.(map[string]interface{}); !isMap {
output = map[string]any{"output": output}
}
return generativeaiinference.CohereToolResult{Call: &call, Outputs: []interface{}{output}}
}
// cohereTools 把 JSON Schema 工具定义降级为 COHERE 扁平参数表(嵌套结构有损:仅取顶层)。
func cohereTools(tools []aiwire.Tool) []generativeaiinference.CohereTool {
if len(tools) == 0 {
return nil
}
out := make([]generativeaiinference.CohereTool, 0, len(tools))
for _, t := range tools {
name, desc := t.Function.Name, t.Function.Description
if desc == "" {
desc = name // Description 为 COHERE 必填
}
out = append(out, generativeaiinference.CohereTool{
Name: &name, Description: &desc,
ParameterDefinitions: cohereParams(t.Function.Parameters),
})
}
return out
}
// cohereParams 取 JSON Schema 顶层 properties 转扁平参数定义;嵌套 schema 只保留类型名。
func cohereParams(schema json.RawMessage) map[string]generativeaiinference.CohereParameterDefinition {
var s struct {
Properties map[string]struct {
Type string `json:"type"`
Description string `json:"description"`
} `json:"properties"`
Required []string `json:"required"`
}
if json.Unmarshal(schema, &s) != nil || len(s.Properties) == 0 {
return nil
}
req := map[string]bool{}
for _, r := range s.Required {
req[r] = true
}
out := make(map[string]generativeaiinference.CohereParameterDefinition, len(s.Properties))
for k, v := range s.Properties {
typ, desc := v.Type, v.Description
if typ == "" {
typ = "string"
}
pd := generativeaiinference.CohereParameterDefinition{Type: &typ}
if desc != "" {
pd.Description = &desc
}
if req[k] {
t := true
pd.IsRequired = &t
}
out[k] = pd
}
return out
}
// cohereResponseFormat 映射 json_object / json_schema(name、strict 无对应,有损降级)。
func cohereResponseFormat(rf *aiwire.ResponseFormat) generativeaiinference.CohereResponseFormat {
if rf == nil {
return nil
}
switch rf.Type {
case "json_object", "json_schema":
out := generativeaiinference.CohereResponseJsonFormat{}
var in struct {
Schema json.RawMessage `json:"schema"`
}
if json.Unmarshal(rf.JSONSchema, &in) == nil && len(in.Schema) > 0 {
var schema interface{}
if json.Unmarshal(in.Schema, &schema) == nil {
out.Schema = &schema
}
}
return out
}
return nil
}
// cohereSDKToIR 把 COHERE 非流式响应转回 IR;工具调用补派生 ID,存在时结束原因归 tool_calls。
func cohereSDKToIR(resp generativeaiinference.CohereChatResponse, model string) *aiwire.ChatResponse {
msg := aiwire.ChatMessage{Role: "assistant", Content: aiwire.NewTextContent(deref(resp.Text))}
for i, tc := range resp.ToolCalls {
msg.ToolCalls = append(msg.ToolCalls, cohereCallToIR(deref(tc.Name), tc.Parameters, i))
}
finish := mapFinishReason(string(resp.FinishReason))
if len(msg.ToolCalls) > 0 {
finish = "tool_calls"
}
return &aiwire.ChatResponse{
Object: "chat.completion",
Model: model,
Choices: []aiwire.Choice{{Message: msg, FinishReason: finish}},
Usage: sdkUsageToIR(resp.Usage),
}
}
// cohereCallToIR 生成 IR 工具调用;COHERE 无调用 id,按名称+序号派生(回传时按此回查)。
func cohereCallToIR(name string, params *interface{}, idx int) aiwire.ToolCall {
args := "{}"
if params != nil && *params != nil {
if b, err := json.Marshal(*params); err == nil {
args = string(b)
}
}
return aiwire.ToolCall{
ID: fmt.Sprintf("call_%s_%d", name, idx),
Type: "function",
Function: aiwire.FunctionCall{Name: name, Arguments: args},
}
}