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nofx/kernel/engine_analysis.go

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package kernel
import (
"encoding/json"
"fmt"
"nofx/logger"
"nofx/market"
"nofx/mcp"
"nofx/store"
"regexp"
"strings"
"time"
)
// ============================================================================
// Pre-compiled regular expressions (performance optimization)
// ============================================================================
var (
// Safe regex: precisely match ```json code blocks
reJSONFence = regexp.MustCompile(`(?is)` + "```json\\s*(\\[\\s*\\{.*?\\}\\s*\\])\\s*```")
reJSONArray = regexp.MustCompile(`(?is)\[\s*\{.*?\}\s*\]`)
reArrayHead = regexp.MustCompile(`^\[\s*\{`)
reArrayOpenSpace = regexp.MustCompile(`^\[\s+\{`)
reInvisibleRunes = regexp.MustCompile("[\u200B\u200C\u200D\uFEFF]")
// XML tag extraction (supports any characters in reasoning chain)
reReasoningTag = regexp.MustCompile(`(?s)<reasoning>(.*?)</reasoning>`)
reDecisionTag = regexp.MustCompile(`(?s)<decision>(.*?)</decision>`)
)
// ============================================================================
// Entry Functions - Main API
// ============================================================================
// GetFullDecision gets AI's complete trading decision (batch analysis of all coins and positions)
// Uses default strategy configuration - for production use GetFullDecisionWithStrategy with explicit config
func GetFullDecision(ctx *Context, mcpClient mcp.AIClient) (*FullDecision, error) {
defaultConfig := store.GetDefaultStrategyConfig("en")
engine := NewStrategyEngine(&defaultConfig)
return GetFullDecisionWithStrategy(ctx, mcpClient, engine, "")
}
// GetFullDecisionWithStrategy uses StrategyEngine to get AI decision (unified prompt generation)
func GetFullDecisionWithStrategy(ctx *Context, mcpClient mcp.AIClient, engine *StrategyEngine, variant string) (*FullDecision, error) {
if ctx == nil {
return nil, fmt.Errorf("context is nil")
}
if engine == nil {
defaultConfig := store.GetDefaultStrategyConfig("en")
engine = NewStrategyEngine(&defaultConfig)
}
// Clamp strategy limits to prevent token overflow
engineConfig := engine.GetConfig()
engineConfig.ClampLimits()
// Token estimation check — block if exceeding the specific model's context limit
estimate := engineConfig.EstimateTokens()
// Determine context limit for the specific model being used
contextLimit := 131072 // safe default (strictest common limit)
var providerName string
if embedder, ok := mcpClient.(mcp.ClientEmbedder); ok {
base := embedder.BaseClient()
providerName = base.Provider
contextLimit = store.GetContextLimitForClient(base.Provider, base.Model)
}
if estimate.Total > contextLimit {
logger.Errorf("🚫 Token estimate %d exceeds %s context limit %d — blocking analysis",
estimate.Total, providerName, contextLimit)
return nil, fmt.Errorf("estimated %d tokens exceeds model context limit of %d; reduce coins, timeframes, or K-line count",
estimate.Total, contextLimit)
}
if estimate.Total*100/contextLimit >= 80 {
logger.Infof("⚠️ Token estimate %d — approaching %s context limit %d",
estimate.Total, providerName, contextLimit)
}
// 1. Fetch market data using strategy config
if len(ctx.MarketDataMap) == 0 {
if err := fetchMarketDataWithStrategy(ctx, engine); err != nil {
return nil, fmt.Errorf("failed to fetch market data: %w", err)
}
}
// Ensure OITopDataMap is initialized
if ctx.OITopDataMap == nil {
ctx.OITopDataMap = make(map[string]*OITopData)
oiPositions, err := engine.nofxosClient.GetOITopPositions()
if err == nil {
for _, pos := range oiPositions {
ctx.OITopDataMap[pos.Symbol] = &OITopData{
Rank: pos.Rank,
OIDeltaPercent: pos.OIDeltaPercent,
OIDeltaValue: pos.OIDeltaValue,
PriceDeltaPercent: pos.PriceDeltaPercent,
}
}
}
}
// 2. Build System Prompt using strategy engine
riskConfig := engine.GetRiskControlConfig()
systemPrompt := engine.BuildSystemPrompt(ctx.Account.TotalEquity, variant)
// 3. Build User Prompt using strategy engine
userPrompt := engine.BuildUserPrompt(ctx)
// 4. Call AI API
aiCallStart := time.Now()
aiResponse, err := mcpClient.CallWithMessages(systemPrompt, userPrompt)
aiCallDuration := time.Since(aiCallStart)
if err != nil {
return nil, fmt.Errorf("AI API call failed: %w", err)
}
// 5. Parse AI response
decision, err := parseFullDecisionResponse(
aiResponse,
ctx.Account.TotalEquity,
riskConfig.BTCETHMaxLeverage,
riskConfig.AltcoinMaxLeverage,
riskConfig.BTCETHMaxPositionValueRatio,
riskConfig.AltcoinMaxPositionValueRatio,
)
if decision != nil {
decision.Timestamp = time.Now()
decision.SystemPrompt = systemPrompt
decision.UserPrompt = userPrompt
decision.AIRequestDurationMs = aiCallDuration.Milliseconds()
decision.RawResponse = aiResponse
}
if err != nil {
return decision, fmt.Errorf("failed to parse AI response: %w", err)
}
return decision, nil
}
// ============================================================================
// Market Data Fetching
// ============================================================================
// fetchMarketDataWithStrategy fetches market data using strategy config (multiple timeframes)
func fetchMarketDataWithStrategy(ctx *Context, engine *StrategyEngine) error {
config := engine.GetConfig()
ctx.MarketDataMap = make(map[string]*market.Data)
timeframes := config.Indicators.Klines.SelectedTimeframes
primaryTimeframe := config.Indicators.Klines.PrimaryTimeframe
klineCount := config.Indicators.Klines.PrimaryCount
// Compatible with old configuration
if len(timeframes) == 0 {
if primaryTimeframe != "" {
timeframes = append(timeframes, primaryTimeframe)
} else {
timeframes = append(timeframes, "3m")
}
if config.Indicators.Klines.LongerTimeframe != "" {
timeframes = append(timeframes, config.Indicators.Klines.LongerTimeframe)
}
}
if primaryTimeframe == "" {
primaryTimeframe = timeframes[0]
}
if klineCount <= 0 {
klineCount = 30
}
logger.Infof("📊 Strategy timeframes: %v, Primary: %s, Kline count: %d", timeframes, primaryTimeframe, klineCount)
// 1. First fetch data for position coins (must fetch)
for _, pos := range ctx.Positions {
data, err := market.GetWithTimeframes(pos.Symbol, timeframes, primaryTimeframe, klineCount)
if err != nil {
logger.Infof("⚠️ Failed to fetch market data for position %s: %v", pos.Symbol, err)
continue
}
ctx.MarketDataMap[pos.Symbol] = data
}
// 2. Fetch data for all candidate coins
positionSymbols := make(map[string]bool)
for _, pos := range ctx.Positions {
positionSymbols[pos.Symbol] = true
}
const minOIThresholdMillions = 15.0 // 15M USD minimum open interest value
for _, coin := range ctx.CandidateCoins {
if _, exists := ctx.MarketDataMap[coin.Symbol]; exists {
continue
}
data, err := market.GetWithTimeframes(coin.Symbol, timeframes, primaryTimeframe, klineCount)
if err != nil {
logger.Infof("⚠️ Failed to fetch market data for %s: %v", coin.Symbol, err)
continue
}
// Liquidity filter (skip for xyz dex assets - they don't have OI data from Binance)
isExistingPosition := positionSymbols[coin.Symbol]
isXyzAsset := market.IsXyzDexAsset(coin.Symbol)
if !isExistingPosition && !isXyzAsset && data.OpenInterest != nil && data.CurrentPrice > 0 {
oiValue := data.OpenInterest.Latest * data.CurrentPrice
oiValueInMillions := oiValue / 1_000_000
if oiValueInMillions < minOIThresholdMillions {
logger.Infof("⚠️ %s OI value too low (%.2fM USD < %.1fM), skipping coin",
coin.Symbol, oiValueInMillions, minOIThresholdMillions)
continue
}
}
ctx.MarketDataMap[coin.Symbol] = data
}
logger.Infof("📊 Successfully fetched multi-timeframe market data for %d coins", len(ctx.MarketDataMap))
return nil
}
// ============================================================================
// AI Response Parsing
// ============================================================================
func parseFullDecisionResponse(aiResponse string, accountEquity float64, btcEthLeverage, altcoinLeverage int, btcEthPosRatio, altcoinPosRatio float64) (*FullDecision, error) {
cotTrace := extractCoTTrace(aiResponse)
decisions, err := extractDecisions(aiResponse)
if err != nil {
return &FullDecision{
CoTTrace: cotTrace,
Decisions: []Decision{},
}, fmt.Errorf("failed to extract decisions: %w", err)
}
if err := validateDecisions(decisions, accountEquity, btcEthLeverage, altcoinLeverage, btcEthPosRatio, altcoinPosRatio); err != nil {
return &FullDecision{
CoTTrace: cotTrace,
Decisions: decisions,
}, fmt.Errorf("decision validation failed: %w", err)
}
return &FullDecision{
CoTTrace: cotTrace,
Decisions: decisions,
}, nil
}
func extractCoTTrace(response string) string {
if match := reReasoningTag.FindStringSubmatch(response); match != nil && len(match) > 1 {
logger.Infof("✓ Extracted reasoning chain using <reasoning> tag")
return strings.TrimSpace(match[1])
}
if decisionIdx := strings.Index(response, "<decision>"); decisionIdx > 0 {
logger.Infof("✓ Extracted content before <decision> tag as reasoning chain")
return strings.TrimSpace(response[:decisionIdx])
}
jsonStart := strings.Index(response, "[")
if jsonStart > 0 {
logger.Infof("⚠️ Extracted reasoning chain using old format ([ character separator)")
return strings.TrimSpace(response[:jsonStart])
}
return strings.TrimSpace(response)
}
func extractDecisions(response string) ([]Decision, error) {
s := removeInvisibleRunes(response)
s = strings.TrimSpace(s)
s = fixMissingQuotes(s)
var jsonPart string
if match := reDecisionTag.FindStringSubmatch(s); match != nil && len(match) > 1 {
jsonPart = strings.TrimSpace(match[1])
logger.Infof("✓ Extracted JSON using <decision> tag")
} else {
jsonPart = s
logger.Infof("⚠️ <decision> tag not found, searching JSON in full text")
}
jsonPart = fixMissingQuotes(jsonPart)
if m := reJSONFence.FindStringSubmatch(jsonPart); m != nil && len(m) > 1 {
jsonContent := strings.TrimSpace(m[1])
jsonContent = compactArrayOpen(jsonContent)
jsonContent = fixMissingQuotes(jsonContent)
if err := validateJSONFormat(jsonContent); err != nil {
return nil, fmt.Errorf("JSON format validation failed: %w\nJSON content: %s\nFull response:\n%s", err, jsonContent, response)
}
var decisions []Decision
if err := json.Unmarshal([]byte(jsonContent), &decisions); err != nil {
return nil, fmt.Errorf("JSON parsing failed: %w\nJSON content: %s", err, jsonContent)
}
return decisions, nil
}
jsonContent := strings.TrimSpace(reJSONArray.FindString(jsonPart))
if jsonContent == "" {
logger.Infof("⚠️ [SafeFallback] AI didn't output JSON decision, entering safe wait mode")
cotSummary := jsonPart
if len(cotSummary) > 240 {
cotSummary = cotSummary[:240] + "..."
}
fallbackDecision := Decision{
Symbol: "ALL",
Action: "wait",
Reasoning: fmt.Sprintf("Model didn't output structured JSON decision, entering safe wait; summary: %s", cotSummary),
}
return []Decision{fallbackDecision}, nil
}
jsonContent = compactArrayOpen(jsonContent)
jsonContent = fixMissingQuotes(jsonContent)
if err := validateJSONFormat(jsonContent); err != nil {
return nil, fmt.Errorf("JSON format validation failed: %w\nJSON content: %s\nFull response:\n%s", err, jsonContent, response)
}
var decisions []Decision
if err := json.Unmarshal([]byte(jsonContent), &decisions); err != nil {
return nil, fmt.Errorf("JSON parsing failed: %w\nJSON content: %s", err, jsonContent)
}
return decisions, nil
}
func fixMissingQuotes(jsonStr string) string {
jsonStr = strings.ReplaceAll(jsonStr, "\u201c", "\"")
jsonStr = strings.ReplaceAll(jsonStr, "\u201d", "\"")
jsonStr = strings.ReplaceAll(jsonStr, "\u2018", "'")
jsonStr = strings.ReplaceAll(jsonStr, "\u2019", "'")
jsonStr = strings.ReplaceAll(jsonStr, "", "[")
jsonStr = strings.ReplaceAll(jsonStr, "", "]")
jsonStr = strings.ReplaceAll(jsonStr, "", "{")
jsonStr = strings.ReplaceAll(jsonStr, "", "}")
jsonStr = strings.ReplaceAll(jsonStr, "", ":")
jsonStr = strings.ReplaceAll(jsonStr, "", ",")
jsonStr = strings.ReplaceAll(jsonStr, "【", "[")
jsonStr = strings.ReplaceAll(jsonStr, "】", "]")
jsonStr = strings.ReplaceAll(jsonStr, "", "[")
jsonStr = strings.ReplaceAll(jsonStr, "", "]")
jsonStr = strings.ReplaceAll(jsonStr, "、", ",")
jsonStr = strings.ReplaceAll(jsonStr, " ", " ")
return jsonStr
}
func validateJSONFormat(jsonStr string) error {
trimmed := strings.TrimSpace(jsonStr)
if !reArrayHead.MatchString(trimmed) {
if strings.HasPrefix(trimmed, "[") && !strings.Contains(trimmed[:min(20, len(trimmed))], "{") {
return fmt.Errorf("not a valid decision array (must contain objects {}), actual content: %s", trimmed[:min(50, len(trimmed))])
}
return fmt.Errorf("JSON must start with [{ (whitespace allowed), actual: %s", trimmed[:min(20, len(trimmed))])
}
if strings.Contains(jsonStr, "~") {
return fmt.Errorf("JSON cannot contain range symbol ~, all numbers must be precise single values")
}
for i := 0; i < len(jsonStr)-4; i++ {
if jsonStr[i] >= '0' && jsonStr[i] <= '9' &&
jsonStr[i+1] == ',' &&
jsonStr[i+2] >= '0' && jsonStr[i+2] <= '9' &&
jsonStr[i+3] >= '0' && jsonStr[i+3] <= '9' &&
jsonStr[i+4] >= '0' && jsonStr[i+4] <= '9' {
return fmt.Errorf("JSON numbers cannot contain thousand separator comma, found: %s", jsonStr[i:min(i+10, len(jsonStr))])
}
}
return nil
}
func min(a, b int) int {
if a < b {
return a
}
return b
}
func removeInvisibleRunes(s string) string {
return reInvisibleRunes.ReplaceAllString(s, "")
}
func compactArrayOpen(s string) string {
return reArrayOpenSpace.ReplaceAllString(strings.TrimSpace(s), "[{")
}