// Package agent wires real LLM-driven planner and work agents (on top of the // agent-core SDK) to the dual SQLite graph. See docs/ARTEX-架构设计.md // §4.3 (planner) and §4.4 (work agent). // // Provider configuration is read from the environment so the system runs with // any Anthropic- or OpenAI-format endpoint. If no key is configured, FromEnv // returns ok=false and the exploration engine stays idle (an LLM is required). package agent import ( "bytes" "context" "fmt" "io" "log" "net/http" "net/url" "os" "regexp" "strings" "time" "github.com/Autumn-27/artex/llmrec" "github.com/Autumn-27/norma/agentcore" "github.com/Autumn-27/norma/compaction" "github.com/Autumn-27/norma/llm" acperm "github.com/Autumn-27/norma/permission" "github.com/Autumn-27/norma/transcript" ) // Config describes the LLM backend resolved from the environment. type Config struct { Format llm.Format BaseURL string APIKey string Model string // Proxy routes all LLM requests through the given proxy URL (http/https/socks5, // optionally with user:pass@ credentials). Empty means direct — it does NOT // fall back to the standard *_PROXY environment variables. Proxy string // RatePerSecond / RatePerMinute cap the shared request rate across ALL agents // using the provider (0 = that window unlimited). RatePerSecond float64 RatePerMinute float64 // ContextWindowK is the model's context window in K tokens (user-configured), // used to size compaction thresholds. 0 = default; see CompactionWindow. ContextWindowK int // ThinkingType 独立控制思考「开关」字段(thinking.type): // "" = 不发送(默认,兼容不支持该字段的模型); "disabled" = 显式关闭; // "enabled" = 开启. 与 ReasoningEffort 完全解耦——有些接口没有 thinking 字段、 // 只靠强度参数就能激活思考,故两者可各自单独设置. ThinkingType string // ReasoningEffort 独立控制思考「强度」字段: // "" = 不发送(默认); "low"/"medium"/"high"/"xhigh"/"max" = 对应强度. // OpenAI 映射为顶层 reasoning_effort;Anthropic 映射为 output_config.effort. ReasoningEffort string // Stream 控制该 profile 是否使用流式(SSE)接口。true(默认)= 流式;false = 真· // 非流式(发 stream:false,一次性拿完整 JSON,走 Provider.Complete)。非流式可绕开 // 某些网关糟糕的 SSE 实现(空帧、思考字段丢帧),代价是失去运行中的实时进度/实时 // token 计数。映射为 agentcore.Options.NonStreaming = !Stream。 Stream bool // MaxTokens 是单次回复的输出上限(token)。0 = 不发送该字段,由服务端默认值决定 // (历史行为)。与 ContextWindowK 不同:后者是模型总容量,只在本地用来算压缩阈值, // 不出现在请求里;本值随每次请求发出。映射为 agentcore.Options.MaxTokens。 MaxTokens int // MaxTokensField 选择 MaxTokens 用哪个请求字段名,仅对 format=openai 生效: // "" = max_tokens(默认); "max_completion_tokens" = 新字段。 // OpenAI 推理模型(o 系列/GPT-5)只认后者,收到 max_tokens 会直接报 // unsupported_parameter;而多数兼容网关只认前者,故不做自动推断,交由用户按端点选。 MaxTokensField string // SessionHeaderKey,非空时,让每次 LLM 请求带上一个自定义 HTTP 头,头名为该值、 // 头值为【当前会话的 session id】(chat 会话=conv-,worker=exp-worker-i // 等,见 WorkerSessionID)。用于某些按 session-id 头做提示缓存/粘性路由的网关。 // 空 = 不发送。值由 transcript.WithSessionID 挂在请求 context 上,由 RoundTripper // 读取填入,因此同一共享 provider 也能按会话发出不同的头值。 SessionHeaderKey string // Retry 是该配置解析后的重试参数(profile 覆盖 → 全局策略 → 内置默认,由 // server 侧解析)。三层的含义见 RetryConfig;零值 = 完全沿用内置默认。 Retry RetryConfig } // RetryConfig 是随一个 LLM 配置走的重试参数。每层的「次数」统一语义: // 0 = 用内置默认次数;负数 = 关闭该层重试;>0 = 用该值。每层的「间隔」: // 0 = 用该层原本的指数退避;>0 = 改用这个固定间隔。 type RetryConfig struct { // ConnectAttempts/ConnectInterval:SDK 建连重试(连接重置/超时/429/5xx,流开始前), // 直接映射为 llm.Config.MaxRetries / RetryInterval。默认 3 次、0.5s 起指数(封顶 8s)。 ConnectAttempts int ConnectInterval time.Duration // EmptyAttempts/EmptyInterval:SDK 空响应重试(完成但无 content block,仅 openai // 格式),映射为 llm.Config.EmptyResponseRetries / EmptyResponseInterval。 // 默认 2 次、同一条指数梯度。 EmptyAttempts int EmptyInterval time.Duration // StreamAttempts/StreamInterval:同 provider 安全窗口重试——本项目在 SDK 之上补的 // 一层,只在「还没向调用方交付任何输出」时重放断流/过载/流内 429。SDK 看不到它, // 由 server/task_llm.go 消费。默认 2 次、0.5s 起指数(封顶 4s)。 StreamAttempts int StreamInterval time.Duration } // compaction window resolution bounds (in K tokens). Below the floor the // threshold math (window − summary reserve − buffer) would go non-positive and // compaction would fire every turn; above the cap it would never fire. const ( defaultWindowK = 200 // unset → assume a 200K window (Claude default) minWindowK = 32 // floor so effectiveWindow stays comfortably positive maxWindowK = 1000 // cap at 1M tokens (user request) ) // CompactionWindow returns the model context window in TOKENS for compaction // thresholds, resolved from the user-configured size (ContextWindowK). 0/unset → // a 200K default; otherwise clamped to [32K, 1M] so compaction stays effective. func (c Config) CompactionWindow() int { k := c.ContextWindowK if k <= 0 { k = defaultWindowK } if k < minWindowK { k = minWindowK } if k > maxWindowK { k = maxWindowK } return k * 1000 } // compactionConfig builds the agent-core compaction config for a context window // in tokens. agentcore.NewSession wires the summarizer (same provider) when this // is set on Options.Compaction. func compactionConfig(windowTokens int) *compaction.Config { if windowTokens <= 0 { windowTokens = defaultWindowK * 1000 } return &compaction.Config{ContextWindow: windowTokens} } // FromEnv resolves the LLM provider config: // // ARTEX_LLM_PROVIDER = anthropic|openai (default: inferred from keys) // ARTEX_LLM_MODEL = model id (default: per provider) // ARTEX_LLM_BASE_URL = endpoint (optional) // ARTEX_LLM_PROXY = proxy URL (optional; http/https/socks5) // ANTHROPIC_API_KEY / OPENAI_API_KEY = credentials func FromEnv() (Config, bool) { prov := os.Getenv("ARTEX_LLM_PROVIDER") anthKey := os.Getenv("ANTHROPIC_API_KEY") oaiKey := os.Getenv("OPENAI_API_KEY") if prov == "" { switch { case anthKey != "": prov = "anthropic" case oaiKey != "": prov = "openai" default: return Config{}, false } } c := Config{ BaseURL: os.Getenv("ARTEX_LLM_BASE_URL"), Model: os.Getenv("ARTEX_LLM_MODEL"), Proxy: strings.TrimSpace(os.Getenv("ARTEX_LLM_PROXY")), // 默认流式;ARTEX_LLM_STREAM=false/0/off 显式关闭走非流式。 Stream: !isFalsy(os.Getenv("ARTEX_LLM_STREAM")), } switch prov { case "openai": c.Format = llm.FormatOpenAI c.APIKey = oaiKey if c.Model == "" { c.Model = "gpt-4o" } case "openai-responses": c.Format = llm.FormatOpenAIResponses c.APIKey = oaiKey if c.Model == "" { c.Model = "gpt-5" } default: c.Format = llm.FormatAnthropic c.APIKey = anthKey if c.Model == "" { c.Model = "claude-opus-4-8" } } if c.APIKey == "" { return Config{}, false } return c, true } // ConfigFrom builds a Config from UI-provided strings (provider defaults to // anthropic; model defaults per provider). Inputs are trimmed and the base URL // is normalized to the API base the provider expects (the provider appends the // endpoint path itself), so a full endpoint URL is tolerated. func ConfigFrom(provider, model, baseURL, apiKey, proxy string) Config { c := Config{ Model: strings.TrimSpace(model), BaseURL: strings.TrimRight(strings.TrimSpace(baseURL), "/"), APIKey: strings.TrimSpace(apiKey), Proxy: strings.TrimSpace(proxy), Stream: true, // 默认流式;调用方按 profile 覆盖 } switch strings.TrimSpace(provider) { case "openai": c.Format = llm.FormatOpenAI // provider appends "/chat/completions"; tolerate a full endpoint URL. c.BaseURL = strings.TrimRight(strings.TrimSuffix(c.BaseURL, "/chat/completions"), "/") if c.Model == "" { c.Model = "gpt-4o" } case "openai-responses": c.Format = llm.FormatOpenAIResponses // provider appends "/responses"; tolerate a full endpoint URL. c.BaseURL = strings.TrimRight(strings.TrimSuffix(c.BaseURL, "/responses"), "/") if c.Model == "" { c.Model = "gpt-5" } default: c.Format = llm.FormatAnthropic // provider appends "/v1/messages". c.BaseURL = strings.TrimRight(strings.TrimSuffix(c.BaseURL, "/v1/messages"), "/") if c.Model == "" { c.Model = "claude-opus-4-8" } } return c } // isFalsy reports whether an env-var string explicitly requests "off". Empty or // unrecognized → false (so an unset var keeps the streaming default). func isFalsy(s string) bool { switch strings.ToLower(strings.TrimSpace(s)) { case "0", "false", "off", "no": return true } return false } // Provider returns the short provider name ("anthropic"/"openai"). func (c Config) Provider() string { switch c.Format { case llm.FormatOpenAI: return "openai" case llm.FormatOpenAIResponses: return "openai-responses" } return "anthropic" } // NewProvider builds an llm.Provider from the config. When a rate is set, the // limiter lives on the single provider instance — so planner + all workers + // main agent (which share this provider) are bounded by one shared rate limit. func (c Config) NewProvider() (llm.Provider, error) { client, err := quotaAwareHTTPClient(c.Proxy, c.SessionHeaderKey) if err != nil { return nil, err } lc := llm.Config{ Format: c.Format, BaseURL: c.BaseURL, APIKey: c.APIKey, Model: c.Model, HTTPClient: client, } // 思考开关与强度两个字段各自透传(空 = 该字段不发送)。二者解耦: // 可只发 thinking.type、只发 effort、都发、或都不发。 lc.ThinkingType = c.ThinkingType lc.ReasoningEffort = c.ReasoningEffort // 输出上限的字段名选择(空 = 用 max_tokens)。上限的「值」不在这里:它每轮随 // agentcore.Options.MaxTokens 走,provider 只决定把它塞进哪个键。 lc.MaxTokensField = c.MaxTokensField // 重试参数与 SDK 同语义(次数 0=默认/负=关闭,间隔 0=指数退避/>0=固定),原样透传。 lc.MaxRetries = c.Retry.ConnectAttempts lc.RetryInterval = c.Retry.ConnectInterval lc.EmptyResponseRetries = c.Retry.EmptyAttempts lc.EmptyResponseInterval = c.Retry.EmptyInterval if c.RatePerSecond > 0 || c.RatePerMinute > 0 { lc.RateLimit = &llm.RateLimit{PerSecond: c.RatePerSecond, PerMinute: c.RatePerMinute} } return llm.NewProvider(lc) } // IsQuotaExhaustedMessage deliberately recognizes only explicit balance, // billing, credit, or quota-exhaustion signals. Generic 429/rate-limit text, // authentication failures, network errors, and server failures are excluded. var nonFailoverHTTPStatus = regexp.MustCompile(`(?:status(?:\s+code)?|http(?:\s+status)?)\s*[=:]?\s*(?:401|403|5\d\d)\b`) var transientQuotaLimit = regexp.MustCompile(`(?i)(?:\b(?:rpm|tpm|rpd|qps)\b|quota[_\s-]*metric|rate[_\s-]*limit|too many requests|(?:requests?|tokens?)\s+(?:per|/)\s*(?:second|minute)|(?:per|/)\s*(?:second|minute)\s+(?:requests?|tokens?)|generate[_\s-]*requests[_\s-]*per[_\s-]*(?:minute|second)|tokens?[_\s-]*per[_\s-]*(?:minute|second))`) func IsQuotaExhaustedMessage(message string) bool { message = strings.ToLower(message) // Authentication/authorization and provider-side 5xx failures never rotate, // even when a gateway happens to echo a quota-looking phrase in the body. if nonFailoverHTTPStatus.MatchString(message) { return false } // Provider APIs frequently describe an ordinary rate limit as "quota // exceeded", especially Google-style responses containing a quota metric. // These limits recover with time and must stay on the current provider. if transientQuotaLimit.MatchString(message) { return false } markers := []string{ "insufficient_quota", "quota_exceeded", "quota exceeded", "quota exhausted", "exceeded your current quota", "billing_hard_limit_reached", "billing hard limit", "billing_not_active", "credit balance", "insufficient credit", "insufficient balance", "balance is too low", "payment required", "status 402", "余额不足", "额度不足", "额度已用尽", "欠费", } for _, marker := range markers { if strings.Contains(message, marker) { return true } } // gRPC RESOURCE_EXHAUSTED is overloaded for both account quota and ordinary // request-rate limiting. Preserve it as an explicit exhaustion signal only // when the same error does not identify a transient rate limit. return strings.Contains(message, "resource_exhausted") && !strings.Contains(message, "rate limit") && !strings.Contains(message, "too many requests") } // quotaAwareTransport preserves Norma's normal retry behavior except for a 429 // whose body explicitly says the account quota/balance is exhausted. Norma's // retry loop treats every 429 as transient; normalizing only that response to // 402 lets a task router fail over immediately while retaining the original // response body for provider-specific classification and audit logs. type quotaAwareTransport struct { base http.RoundTripper // sessionHeaderKey, when non-empty, is the HTTP header name each request // carries; its value is the session id read from the request context. Empty // disables it. See Config.SessionHeaderKey. sessionHeaderKey string } func (t quotaAwareTransport) RoundTrip(req *http.Request) (*http.Response, error) { // Custom session-id header: name is user-configured, value is THIS run's // session id (norma stashes it on the context via transcript.WithSessionID). // Stable across a session's turns and distinct across sessions — exactly what // a session-keyed prompt cache wants. Skipped when no session id is present. if t.sessionHeaderKey != "" { if sid := transcript.SessionIDFrom(req.Context()); sid != "" { req.Header.Set(t.sessionHeaderKey, sid) } } // When LLM recording is on, the Recorder puts a Capture on the context so the // raw wire bodies can be persisted. This is the only layer that still sees // them: norma builds the request body internally and decodes the SSE response // before either reaches the recorder. capt := llmrec.CaptureFrom(req.Context()) capt.SetRequest(requestBodySnapshot(req)) resp, err := t.base.RoundTrip(req) if err != nil || resp == nil { return resp, err } // Tee rather than read: a 200 is an SSE stream that must keep streaming. The // 429 branch below reads through this wrapper, so its body lands in the // capture before being replaced. resp.Body = capt.TeeResponse(resp.StatusCode, resp.Body) if resp.StatusCode != http.StatusTooManyRequests { return resp, nil } body, readErr := io.ReadAll(resp.Body) _ = resp.Body.Close() resp.Body = io.NopCloser(bytes.NewReader(body)) resp.ContentLength = int64(len(body)) if readErr != nil { return resp, nil } if IsQuotaExhaustedMessage(string(body)) { resp.StatusCode = http.StatusPaymentRequired resp.Status = "402 Payment Required" } return resp, nil } // requestBodySnapshot copies an outgoing request body without consuming it. // norma builds every model request from a *bytes.Reader, so net/http populates // GetBody and the copy has no effect on what gets sent. func requestBodySnapshot(req *http.Request) string { if req.GetBody == nil { return "" } rc, err := req.GetBody() if err != nil { return "" } defer rc.Close() b, err := io.ReadAll(rc) if err != nil { return "" } return string(b) } func quotaAwareHTTPClient(proxy, sessionHeaderKey string) (*http.Client, error) { transport := http.DefaultTransport.(*http.Transport).Clone() proxy = strings.TrimSpace(proxy) if proxy == "" { transport.Proxy = nil // 留空=直连,不回退 HTTP_PROXY/HTTPS_PROXY 环境变量 } else { proxyURL, err := url.Parse(proxy) if err != nil { return nil, fmt.Errorf("llm: invalid proxy %q: %w", proxy, err) } switch proxyURL.Scheme { case "http", "https", "socks5": case "": return nil, fmt.Errorf("llm: proxy %q missing scheme (use http://, https:// or socks5://)", proxy) default: return nil, fmt.Errorf("llm: unsupported proxy scheme %q (use http, https or socks5)", proxyURL.Scheme) } transport.Proxy = http.ProxyURL(proxyURL) } return &http.Client{Transport: quotaAwareTransport{base: transport, sessionHeaderKey: strings.TrimSpace(sessionHeaderKey)}}, nil } // logTestConnection prints the raw HTTP status code(s) and response body of a // connection test to the server log, so "点击测试" leaves a diagnosable trail of // exactly what the gateway returned — 401 bodies, quota text, empty frames — not // just the collapsed ok/err the UI shows. Bodies are clipped to keep a chatty // SSE stream from flooding the log. func logTestConnection(c Config, capt *llmrec.Capture) { attempts := capt.Attempts() if len(attempts) == 0 { log.Printf("[llm-test] %s / %s @ %s — 未发出任何 HTTP 请求(配置解析或建连即失败)", c.Provider(), c.Model, c.BaseURL) return } for i, a := range attempts { log.Printf("[llm-test] %s / %s @ %s — 尝试 %d/%d HTTP %d\n响应体: %s", c.Provider(), c.Model, c.BaseURL, i+1, len(attempts), a.Status, clipBody(a.Body)) } } // clipBody trims a wire body for logging. 4K is plenty to show an error JSON or // the head of an SSE stream while bounding a runaway response. func clipBody(s string) string { s = strings.TrimSpace(s) if s == "" { return "(空)" } const max = 4096 if len(s) > max { return s[:max] + fmt.Sprintf("…(截断,共 %d 字节)", len(s)) } return s } // TestConnection makes a minimal real completion to verify the provider/model/ // endpoint/key actually work. Returns the round-trip latency and the model's // reply text. func TestConnection(ctx context.Context, c Config) (time.Duration, string, error) { prov, err := c.NewProvider() if err != nil { return 0, "", err } ctx, cancel := context.WithTimeout(ctx, 30*time.Second) defer cancel() // 抓取原始 wire 报文:连接测试最需要看到的就是网关到底回了什么(状态码+响应体), // 而 norma 把响应解码成 StreamEvent 后这些就没了。quotaAwareTransport 会在 // context 里找到这个 Capture 并填入每次 HTTP 尝试的状态码与 body。 ctx, capt := llmrec.NewCapture(ctx) defer logTestConnection(c, capt) // 连接测试是一条单发路径,不经过 agentcore 的会话循环,因此没人往 context 上挂 // session id。对配了 SessionHeaderKey 的端点(如 opencode zen 强制要求 // x-opencode-session 头,缺了直接 400 MissingSessionID),这会导致"对话正常、 // 点击测试却 400"的落差。这里补挂一个一次性随机 session id,让测试与真实对话走同 // 一套发头逻辑;未配 SessionHeaderKey 的端点不读它,无副作用。 ctx = transcript.WithSessionID(ctx, "conntest-"+transcript.NewSessionID()) start := time.Now() // MaxTokens 要给足:推理模型(如 deepseek-v4-pro)在给出答案前会先产出一大段 // 思考(实测对一句 "ping" 也能烧 ~2900 token)。若只给 32,模型会一直卡在"思考阶段" // 就撞到输出上限(finish=length)、被截断,连接测试虽仍算通(err=nil)但显示成 // "已中断/length/resume" 一团糟。给足预算让它把 OK 干净吐完(finish=stop)。 // EscalateMaxTokens 保持 false:不因截断而抬额重试,避免 resume 循环空烧。 reply, err := agentcore.Run(ctx, agentcore.Options{ Provider: prov, SystemPrompt: []string{"你是连接测试。直接输出两个字符 OK 即可,不要思考、不要解释、不要别的。"}, PermissionMode: acperm.ModeBypass, MaxTurns: 1, MaxTokens: 8192, NonStreaming: !c.Stream, // 用该 profile 的真实收发模式做连接测试 }, "ping") lat := time.Since(start) if err != nil { return lat, "", err } // err==nil 还不够:请求通了但模型一个字都不吐的情况真实存在(思考把预算烧光、 // 正文被安全策略吞掉、兼容层把 content 丢了)。这种配置在会话里就是"不回话", // 测试却报成功——正是本项要消除的落差。没有可见正文一律判失败。 reply = strings.TrimSpace(reply) if reply == "" { return lat, "", fmt.Errorf("模型无回复内容(请求已通,但未返回任何文本)") } return lat, reply, nil }