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@ -6,9 +6,7 @@ import ( |
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"fmt" |
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"os" |
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"path/filepath" |
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"regexp" |
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"strings" |
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"sync" |
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model "github.com/go-skynet/LocalAI/pkg/model" |
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"github.com/gofiber/fiber/v2" |
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@ -60,6 +58,10 @@ type OpenAIRequest struct { |
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// Prompt is read only by completion API calls
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Prompt string `json:"prompt" yaml:"prompt"` |
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// Edit endpoint
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Instruction string `json:"instruction" yaml:"instruction"` |
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Input string `json:"input" yaml:"input"` |
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Stop string `json:"stop" yaml:"stop"` |
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// Messages is read only by chat/completion API calls
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@ -143,26 +145,11 @@ func updateConfig(config *Config, input *OpenAIRequest) { |
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} |
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} |
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var cutstrings map[string]*regexp.Regexp = make(map[string]*regexp.Regexp) |
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var mu sync.Mutex = sync.Mutex{} |
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// https://platform.openai.com/docs/api-reference/completions
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func openAIEndpoint(cm ConfigMerger, chat, debug bool, loader *model.ModelLoader, threads, ctx int, f16 bool) func(c *fiber.Ctx) error { |
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return func(c *fiber.Ctx) error { |
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func readConfig(cm ConfigMerger, c *fiber.Ctx, loader *model.ModelLoader, debug bool, threads, ctx int, f16 bool) (*Config, *OpenAIRequest, error) { |
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input := new(OpenAIRequest) |
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// Get input data from the request body
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if err := c.BodyParser(input); err != nil { |
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return err |
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} |
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if input.Stream { |
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log.Debug().Msgf("Stream request received") |
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//c.Response().Header.SetContentType(fiber.MIMETextHTMLCharsetUTF8)
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c.Set("Content-Type", "text/event-stream; charset=utf-8") |
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c.Set("Cache-Control", "no-cache") |
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c.Set("Connection", "keep-alive") |
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c.Set("Transfer-Encoding", "chunked") |
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return nil, nil, err |
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} |
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modelFile := input.Model |
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@ -182,7 +169,7 @@ func openAIEndpoint(cm ConfigMerger, chat, debug bool, loader *model.ModelLoader |
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log.Debug().Msgf("No model specified, using: %s", modelFile) |
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} else { |
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log.Debug().Msgf("No model specified, returning error") |
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return fmt.Errorf("no model specified") |
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return nil, nil, fmt.Errorf("no model specified") |
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} |
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} |
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@ -196,7 +183,7 @@ func openAIEndpoint(cm ConfigMerger, chat, debug bool, loader *model.ModelLoader |
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modelConfig := filepath.Join(loader.ModelPath, modelFile+".yaml") |
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if _, err := os.Stat(modelConfig); err == nil { |
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if err := cm.LoadConfig(modelConfig); err != nil { |
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return fmt.Errorf("failed loading model config (%s) %s", modelConfig, err.Error()) |
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return nil, nil, fmt.Errorf("failed loading model config (%s) %s", modelConfig, err.Error()) |
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} |
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} |
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@ -227,30 +214,23 @@ func openAIEndpoint(cm ConfigMerger, chat, debug bool, loader *model.ModelLoader |
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config.Debug = true |
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} |
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log.Debug().Msgf("Parameter Config: %+v", config) |
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predInput := input.Prompt |
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if chat { |
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mess := []string{} |
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for _, i := range input.Messages { |
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r := config.Roles[i.Role] |
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if r == "" { |
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r = i.Role |
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return config, input, nil |
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} |
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content := fmt.Sprint(r, " ", i.Content) |
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mess = append(mess, content) |
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// https://platform.openai.com/docs/api-reference/completions
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func completionEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, threads, ctx int, f16 bool) func(c *fiber.Ctx) error { |
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return func(c *fiber.Ctx) error { |
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config, input, err := readConfig(cm, c, loader, debug, threads, ctx, f16) |
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if err != nil { |
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return fmt.Errorf("failed reading parameters from request:%w", err) |
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} |
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predInput = strings.Join(mess, "\n") |
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} |
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log.Debug().Msgf("Parameter Config: %+v", config) |
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predInput := input.Prompt |
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templateFile := config.Model |
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if config.TemplateConfig.Chat != "" && chat { |
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templateFile = config.TemplateConfig.Chat |
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} |
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if config.TemplateConfig.Completion != "" && !chat { |
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if config.TemplateConfig.Completion != "" { |
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templateFile = config.TemplateConfig.Completion |
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} |
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@ -263,77 +243,96 @@ func openAIEndpoint(cm ConfigMerger, chat, debug bool, loader *model.ModelLoader |
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log.Debug().Msgf("Template found, input modified to: %s", predInput) |
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} |
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result := []Choice{} |
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n := input.N |
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if input.N == 0 { |
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n = 1 |
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} |
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// get the model function to call for the result
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predFunc, err := ModelInference(predInput, loader, *config) |
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result, err := ComputeChoices(predInput, input, config, loader, func(s string, c *[]Choice) { |
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*c = append(*c, Choice{Text: s}) |
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}) |
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if err != nil { |
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return err |
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} |
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finetunePrediction := func(prediction string) string { |
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if config.Echo { |
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prediction = predInput + prediction |
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resp := &OpenAIResponse{ |
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Model: input.Model, // we have to return what the user sent here, due to OpenAI spec.
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Choices: result, |
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Object: "text_completion", |
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} |
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for _, c := range config.Cutstrings { |
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mu.Lock() |
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reg, ok := cutstrings[c] |
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if !ok { |
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cutstrings[c] = regexp.MustCompile(c) |
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reg = cutstrings[c] |
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jsonResult, _ := json.Marshal(resp) |
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log.Debug().Msgf("Response: %s", jsonResult) |
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// Return the prediction in the response body
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return c.JSON(resp) |
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} |
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mu.Unlock() |
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prediction = reg.ReplaceAllString(prediction, "") |
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} |
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for _, c := range config.TrimSpace { |
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prediction = strings.TrimSpace(strings.TrimPrefix(prediction, c)) |
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func chatEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, threads, ctx int, f16 bool) func(c *fiber.Ctx) error { |
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return func(c *fiber.Ctx) error { |
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config, input, err := readConfig(cm, c, loader, debug, threads, ctx, f16) |
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if err != nil { |
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return fmt.Errorf("failed reading parameters from request:%w", err) |
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} |
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return prediction |
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log.Debug().Msgf("Parameter Config: %+v", config) |
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var predInput string |
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mess := []string{} |
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for _, i := range input.Messages { |
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r := config.Roles[i.Role] |
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if r == "" { |
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r = i.Role |
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} |
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for i := 0; i < n; i++ { |
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prediction, err := predFunc() |
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if err != nil { |
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return err |
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content := fmt.Sprint(r, " ", i.Content) |
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mess = append(mess, content) |
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} |
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prediction = finetunePrediction(prediction) |
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predInput = strings.Join(mess, "\n") |
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if chat { |
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if input.Stream { |
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result = append(result, Choice{Delta: &Message{Role: "assistant", Content: prediction}}) |
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} else { |
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result = append(result, Choice{Message: &Message{Role: "assistant", Content: prediction}}) |
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log.Debug().Msgf("Stream request received") |
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//c.Response().Header.SetContentType(fiber.MIMETextHTMLCharsetUTF8)
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c.Set("Content-Type", "text/event-stream; charset=utf-8") |
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c.Set("Cache-Control", "no-cache") |
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c.Set("Connection", "keep-alive") |
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c.Set("Transfer-Encoding", "chunked") |
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} |
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templateFile := config.Model |
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if config.TemplateConfig.Chat != "" { |
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templateFile = config.TemplateConfig.Chat |
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} |
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// A model can have a "file.bin.tmpl" file associated with a prompt template prefix
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templatedInput, err := loader.TemplatePrefix(templateFile, struct { |
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Input string |
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}{Input: predInput}) |
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if err == nil { |
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predInput = templatedInput |
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log.Debug().Msgf("Template found, input modified to: %s", predInput) |
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} |
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result, err := ComputeChoices(predInput, input, config, loader, func(s string, c *[]Choice) { |
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if input.Stream { |
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*c = append(*c, Choice{Delta: &Message{Role: "assistant", Content: s}}) |
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} else { |
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result = append(result, Choice{Text: prediction}) |
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*c = append(*c, Choice{Message: &Message{Role: "assistant", Content: s}}) |
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} |
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}) |
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if err != nil { |
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return err |
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} |
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resp := &OpenAIResponse{ |
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Model: input.Model, // we have to return what the user sent here, due to OpenAI spec.
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Choices: result, |
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} |
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if input.Stream && chat { |
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resp.Object = "chat.completion.chunk" |
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} else if chat { |
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resp.Object = "chat.completion" |
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} else { |
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resp.Object = "text_completion" |
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Object: "chat.completion", |
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} |
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if input.Stream { |
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resp.Object = "chat.completion.chunk" |
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jsonResult, _ := json.Marshal(resp) |
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log.Debug().Msgf("Response: %s", jsonResult) |
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if input.Stream { |
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log.Debug().Msgf("Handling stream request") |
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c.Context().SetBodyStreamWriter(fasthttp.StreamWriter(func(w *bufio.Writer) { |
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fmt.Fprintf(w, "event: data\n") |
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@ -347,7 +346,7 @@ func openAIEndpoint(cm ConfigMerger, chat, debug bool, loader *model.ModelLoader |
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resp := &OpenAIResponse{ |
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Model: input.Model, // we have to return what the user sent here, due to OpenAI spec.
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Choices: []Choice{Choice{FinishReason: "stop"}}, |
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Choices: []Choice{{FinishReason: "stop"}}, |
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} |
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respData, _ := json.Marshal(resp) |
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@ -358,11 +357,58 @@ func openAIEndpoint(cm ConfigMerger, chat, debug bool, loader *model.ModelLoader |
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// w.Flush()
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})) |
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return nil |
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} else { |
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} |
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// Return the prediction in the response body
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return c.JSON(resp) |
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} |
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} |
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func editEndpoint(cm ConfigMerger, debug bool, loader *model.ModelLoader, threads, ctx int, f16 bool) func(c *fiber.Ctx) error { |
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return func(c *fiber.Ctx) error { |
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config, input, err := readConfig(cm, c, loader, debug, threads, ctx, f16) |
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if err != nil { |
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return fmt.Errorf("failed reading parameters from request:%w", err) |
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} |
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log.Debug().Msgf("Parameter Config: %+v", config) |
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predInput := input.Input |
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templateFile := config.Model |
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if config.TemplateConfig.Edit != "" { |
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templateFile = config.TemplateConfig.Edit |
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} |
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// A model can have a "file.bin.tmpl" file associated with a prompt template prefix
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templatedInput, err := loader.TemplatePrefix(templateFile, struct { |
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Input string |
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Instruction string |
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}{Input: predInput, Instruction: input.Instruction}) |
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if err == nil { |
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predInput = templatedInput |
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log.Debug().Msgf("Template found, input modified to: %s", predInput) |
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} |
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result, err := ComputeChoices(predInput, input, config, loader, func(s string, c *[]Choice) { |
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*c = append(*c, Choice{Text: s}) |
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}) |
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if err != nil { |
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return err |
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} |
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resp := &OpenAIResponse{ |
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Model: input.Model, // we have to return what the user sent here, due to OpenAI spec.
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Choices: result, |
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Object: "edit", |
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} |
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jsonResult, _ := json.Marshal(resp) |
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log.Debug().Msgf("Response: %s", jsonResult) |
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// Return the prediction in the response body
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return c.JSON(resp) |
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} |
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} |
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func listModels(loader *model.ModelLoader, cm ConfigMerger) func(ctx *fiber.Ctx) error { |
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