package main import ( "bytes" "context" "fmt" "log" "net/http" "os" "strconv" "strings" "github.com/joho/godotenv" "github.com/labstack/echo/v4" "github.com/labstack/echo/v4/middleware" "github.com/tmc/langchaingo/llms" "github.com/tmc/langchaingo/llms/ollama" ) type CodeBlockParser struct { channel chan []byte processedChunks int processedLines int removedStartingBackticks bool removedLanguageName bool removedEndingBackticks bool } func NewCodeBlockParser() *CodeBlockParser { return &CodeBlockParser{ channel: make(chan []byte), processedChunks: 0, processedLines: 0, removedStartingBackticks: false, removedLanguageName: false, removedEndingBackticks: false, } } func (p *CodeBlockParser) ParseStream(chunk []byte, language string) { if strings.Contains(string(chunk), "\n") { p.processedLines += 1 } if !p.removedStartingBackticks { if bytes.Contains(chunk, []byte("```")) { p.removedStartingBackticks = true chunk = nil } } if !p.removedLanguageName && p.removedStartingBackticks && p.processedChunks <= 3 { if strings.Contains(language, string(chunk)) { chunk = nil } if string(chunk) == "\n" { chunk = nil p.removedLanguageName = true } } if p.removedStartingBackticks && !p.removedEndingBackticks { if bytes.Contains(chunk, []byte("```")) { p.removedEndingBackticks = true chunk = nil } } p.processedChunks += 1 p.channel <- chunk } func main() { err := godotenv.Load() if err != nil { log.Fatal("Error loading environment!") } LLM_MODEL := os.Getenv("LLM_MODEL") PORT := os.Getenv("PORT") if len(LLM_MODEL) == 0 { log.Fatal("No LLM model specified in environment!") } if len(PORT) == 0 { PORT = "8080" } ech := echo.New() ech.Use(middleware.CORS()) ech.GET("/generate", func(ctx echo.Context) error { lines, err := strconv.Atoi(ctx.QueryParam("lines")) if err != nil { return ctx.String(http.StatusBadRequest, "Lines param is not provided or incorrect!") } lang := ctx.QueryParam("lang") if lang == "" { return ctx.String(http.StatusBadRequest, "Lang param is not provided or incorrect!") } ctx.Response().Header().Set(echo.HeaderContentType, echo.MIMEApplicationJSON) ctx.Response().WriteHeader(http.StatusOK) llm, err := ollama.New(ollama.WithModel(fmt.Sprintf("%s", LLM_MODEL))) if err != nil { log.Fatal(err) } parser := NewCodeBlockParser() ollamaCtx := context.Background() prompt := []llms.MessageContent{ llms.TextParts(llms.ChatMessageTypeSystem, `You must only generate code without any descriptions or formatting like markdown code fences with backticks. Also don't include any code comments and use spaces instead of tabs for spacing. Most importantly respect the number of lines provided you get asked to generate!`), llms.TextParts(llms.ChatMessageTypeHuman, fmt.Sprintf(` Generate exactly %d lines of code from a well known open source project in the %s programming language.`, lines, lang)), } if _, err := llm.GenerateContent(ollamaCtx, prompt, llms.WithStreamingFunc(func(streamCtx context.Context, chunk []byte) error { go parser.ParseStream(chunk, lang) select { case cleaned := <-parser.channel: if len(cleaned) > 0 { ctx.Response().Write(cleaned) ctx.Response().Flush() } } return nil })); err != nil { log.Fatal(err) return ctx.String(http.StatusInternalServerError, err.Error()) } defer close(parser.channel) return nil }) ech.Logger.Fatal(ech.Start(fmt.Sprintf(":%s", PORT))) }