parent
5314fc9b63
commit
c0960e29b5
183
llm/llama.go
183
llm/llama.go
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@ -412,10 +412,6 @@ func newLlama(model string, adapters, projectors []string, runners []ModelRunner
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port := rand.Intn(65535-49152) + 49152 // get a random port in the ephemeral range
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params := append(params, "--port", strconv.Itoa(port))
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if runner.Type == "gguf" {
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params = append(params, "--parallel", "2")
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}
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ctx, cancel := context.WithCancel(context.Background())
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cmd := exec.CommandContext(
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ctx,
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@ -549,6 +545,8 @@ type prediction struct {
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}
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const maxBufferSize = 512 * format.KiloByte
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const maxRetries = 3
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const retryDelay = 1 * time.Second
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type PredictOpts struct {
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Prompt string
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@ -570,6 +568,11 @@ type PredictResult struct {
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EvalDuration time.Duration
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}
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// IsRetryable checks if the line matches a condition that can be retried
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func isRetryable(line []byte) bool {
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return bytes.Contains(line, []byte("slot unavailable"))
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}
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func (llm *llama) Predict(ctx context.Context, predict PredictOpts, fn func(PredictResult)) error {
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imageData := llm.ImageData
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if len(predict.Images) > 0 {
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@ -607,98 +610,116 @@ func (llm *llama) Predict(ctx context.Context, predict PredictOpts, fn func(Pred
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request["grammar"] = jsonGrammar
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}
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// Handling JSON marshaling with special characters unescaped.
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buffer := &bytes.Buffer{}
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enc := json.NewEncoder(buffer)
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enc.SetEscapeHTML(false)
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for retries := 0; retries < maxRetries; retries++ {
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if retries > 0 {
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time.Sleep(retryDelay) // wait before retrying
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}
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if err := enc.Encode(request); err != nil {
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return fmt.Errorf("failed to marshal data: %v", err)
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}
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// Handling JSON marshaling with special characters unescaped.
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buffer := &bytes.Buffer{}
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enc := json.NewEncoder(buffer)
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enc.SetEscapeHTML(false)
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endpoint := fmt.Sprintf("http://127.0.0.1:%d/completion", llm.Port)
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req, err := http.NewRequestWithContext(ctx, http.MethodPost, endpoint, buffer)
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if err != nil {
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return fmt.Errorf("error creating POST request: %v", err)
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}
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req.Header.Set("Content-Type", "application/json")
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if err := enc.Encode(request); err != nil {
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return fmt.Errorf("failed to marshal data: %v", err)
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}
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resp, err := http.DefaultClient.Do(req)
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if err != nil {
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return fmt.Errorf("POST predict: %v", err)
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}
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defer resp.Body.Close()
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if resp.StatusCode >= 400 {
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bodyBytes, err := io.ReadAll(resp.Body)
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endpoint := fmt.Sprintf("http://127.0.0.1:%d/completion", llm.Port)
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req, err := http.NewRequestWithContext(ctx, http.MethodPost, endpoint, buffer)
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if err != nil {
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return fmt.Errorf("failed reading llm error response: %w", err)
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return fmt.Errorf("error creating POST request: %v", err)
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}
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log.Printf("llm predict error: %s", bodyBytes)
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return fmt.Errorf("%s", bodyBytes)
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}
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req.Header.Set("Content-Type", "application/json")
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scanner := bufio.NewScanner(resp.Body)
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// increase the buffer size to avoid running out of space
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buf := make([]byte, 0, maxBufferSize)
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scanner.Buffer(buf, maxBufferSize)
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for scanner.Scan() {
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select {
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case <-ctx.Done():
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// This handles the request cancellation
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return ctx.Err()
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default:
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line := scanner.Bytes()
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if len(line) == 0 {
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continue
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resp, err := http.DefaultClient.Do(req)
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if err != nil {
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return fmt.Errorf("POST predict: %v", err)
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}
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defer resp.Body.Close()
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if resp.StatusCode >= 400 {
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bodyBytes, err := io.ReadAll(resp.Body)
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if err != nil {
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return fmt.Errorf("failed reading llm error response: %w", err)
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}
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log.Printf("llm predict error: %s", bodyBytes)
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return fmt.Errorf("%s", bodyBytes)
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}
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evt, ok := bytes.CutPrefix(line, []byte("data: "))
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if !ok {
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return fmt.Errorf("error parsing llm response stream: %s", line)
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scanner := bufio.NewScanner(resp.Body)
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// increase the buffer size to avoid running out of space
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buf := make([]byte, 0, maxBufferSize)
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scanner.Buffer(buf, maxBufferSize)
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retryNeeded := false
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for scanner.Scan() {
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select {
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case <-ctx.Done():
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// This handles the request cancellation
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return ctx.Err()
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default:
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line := scanner.Bytes()
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if len(line) == 0 {
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continue
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}
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if isRetryable(line) {
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retryNeeded = true
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break
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}
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evt, ok := bytes.CutPrefix(line, []byte("data: "))
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if !ok {
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return fmt.Errorf("error parsing llm response stream: %s", line)
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}
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var p prediction
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if err := json.Unmarshal(evt, &p); err != nil {
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return fmt.Errorf("error unmarshaling llm prediction response: %v", err)
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}
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if p.Content != "" {
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fn(PredictResult{
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CreatedAt: time.Now().UTC(),
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Content: p.Content,
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})
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}
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if p.Stop {
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fn(PredictResult{
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CreatedAt: time.Now().UTC(),
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TotalDuration: time.Since(predict.CheckpointStart),
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Done: true,
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PromptEvalCount: p.Timings.PromptN,
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PromptEvalDuration: parseDurationMs(p.Timings.PromptMS),
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EvalCount: p.Timings.PredictedN,
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EvalDuration: parseDurationMs(p.Timings.PredictedMS),
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})
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return nil
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}
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}
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}
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var p prediction
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if err := json.Unmarshal(evt, &p); err != nil {
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return fmt.Errorf("error unmarshaling llm prediction response: %v", err)
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if err := scanner.Err(); err != nil {
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if strings.Contains(err.Error(), "unexpected EOF") {
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// this means the llama runner subprocess crashed
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llm.Close()
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if llm.StatusWriter != nil && llm.StatusWriter.LastErrMsg != "" {
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return fmt.Errorf("llama runner exited: %v", llm.StatusWriter.LastErrMsg)
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}
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return fmt.Errorf("llama runner exited, you may not have enough available memory to run this model")
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}
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return fmt.Errorf("error reading llm response: %v", err)
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}
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if p.Content != "" {
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fn(PredictResult{
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CreatedAt: time.Now().UTC(),
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Content: p.Content,
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})
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}
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if p.Stop {
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fn(PredictResult{
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CreatedAt: time.Now().UTC(),
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TotalDuration: time.Since(predict.CheckpointStart),
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Done: true,
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PromptEvalCount: p.Timings.PromptN,
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PromptEvalDuration: parseDurationMs(p.Timings.PromptMS),
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EvalCount: p.Timings.PredictedN,
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EvalDuration: parseDurationMs(p.Timings.PredictedMS),
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})
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return nil
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}
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if !retryNeeded {
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return nil // success
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}
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}
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if err := scanner.Err(); err != nil {
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if strings.Contains(err.Error(), "unexpected EOF") {
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// this means the llama runner subprocess crashed
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llm.Close()
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if llm.StatusWriter != nil && llm.StatusWriter.LastErrMsg != "" {
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return fmt.Errorf("llama runner exited: %v", llm.StatusWriter.LastErrMsg)
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}
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return fmt.Errorf("llama runner exited, you may not have enough available memory to run this model")
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}
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return fmt.Errorf("error reading llm response: %v", err)
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}
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return nil
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// should never reach here ideally
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return fmt.Errorf("max retries exceeded")
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}
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type TokenizeRequest struct {
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