ollama/llm/dyn_ext_server.go

package llm

/*
#cgo CFLAGS: -I${SRCDIR}/ext_server -I${SRCDIR}/llama.cpp -I${SRCDIR}/llama.cpp/common -I${SRCDIR}/llama.cpp/examples/server
#cgo CFLAGS: -DNDEBUG -DLLAMA_SERVER_LIBRARY=1 -D_XOPEN_SOURCE=600 -DACCELERATE_NEW_LAPACK -DACCELERATE_LAPACK_ILP64
#cgo CFLAGS: -Wmissing-noreturn -Wextra -Wcast-qual -Wno-unused-function -Wno-array-bounds
#cgo CPPFLAGS: -Ofast -Wextra -Wno-unused-function -Wno-unused-variable -Wno-deprecated-declarations
#cgo darwin CFLAGS: -D_DARWIN_C_SOURCE
#cgo darwin CPPFLAGS:  -DGGML_USE_ACCELERATE
#cgo darwin CPPFLAGS: -DGGML_USE_METAL -DGGML_METAL_NDEBUG
#cgo darwin LDFLAGS: -lc++ -framework Accelerate
#cgo darwin LDFLAGS: -framework Foundation -framework Metal -framework MetalKit -framework MetalPerformanceShaders
#cgo linux CFLAGS: -D_GNU_SOURCE
#cgo linux LDFLAGS: -lrt -ldl -lstdc++ -lm
#cgo linux windows LDFLAGS: -lpthread

#include <stdlib.h>
#include "dyn_ext_server.h"

*/
import "C"

import (
	"bytes"
	"context"
	"encoding/json"
	"fmt"
	"log/slog"
	"os"
	"path/filepath"
	"strings"
	"sync"
	"time"
	"unsafe"

	"github.com/ollama/ollama/api"
	"github.com/ollama/ollama/gpu"
)

type dynExtServer struct {
	s       C.struct_dynamic_llama_server
	options *api.Options
}

// Note: current implementation does not support concurrent instantiations
var mutex sync.Mutex

func newExtServerResp(len C.size_t) C.ext_server_resp_t {
	var resp C.ext_server_resp_t
	resp.msg_len = len
	bytes := make([]byte, len)
	resp.msg = (*C.char)(C.CBytes(bytes))
	return resp
}

func freeExtServerResp(resp C.ext_server_resp_t) {
	if resp.msg_len == 0 {
		return
	}
	C.free(unsafe.Pointer(resp.msg))
}

func extServerResponseToErr(resp C.ext_server_resp_t) error {
	return fmt.Errorf(C.GoString(resp.msg))
}

func newDynExtServer(library, model string, adapters, projectors []string, opts *api.Options) (LLM, error) {
	if !mutex.TryLock() {
		slog.Info("concurrent llm servers not yet supported, waiting for prior server to complete")
		mutex.Lock()
	}
	gpu.UpdatePath(filepath.Dir(library))
	libPath := C.CString(library)
	defer C.free(unsafe.Pointer(libPath))
	resp := newExtServerResp(512)
	defer freeExtServerResp(resp)
	var srv C.struct_dynamic_llama_server
	C.dyn_init(libPath, &srv, &resp)
	if resp.id < 0 {
		mutex.Unlock()
		return nil, fmt.Errorf("Unable to load dynamic library: %s", C.GoString(resp.msg))
	}
	llm := dynExtServer{
		s:       srv,
		options: opts,
	}
	slog.Info(fmt.Sprintf("Loading Dynamic llm server: %s", library))

	var sparams C.ext_server_params_t
	sparams.model = C.CString(model)
	defer C.free(unsafe.Pointer(sparams.model))

	sparams.embedding = true
	sparams.n_ctx = C.uint(opts.NumCtx)
	sparams.n_batch = C.uint(opts.NumBatch)
	sparams.n_gpu_layers = C.int(opts.NumGPU)
	sparams.main_gpu = C.int(opts.MainGPU)
	sparams.n_parallel = 1 // TODO - wire up concurrency

	// Always use the value encoded in the model
	sparams.rope_freq_base = 0.0
	sparams.rope_freq_scale = 0.0
	sparams.memory_f16 = C.bool(opts.F16KV)
	sparams.use_mlock = C.bool(opts.UseMLock)
	sparams.use_mmap = C.bool(opts.UseMMap)

	if opts.UseNUMA {
		sparams.numa = C.int(1)
	} else {
		sparams.numa = C.int(0)
	}

	sparams.lora_adapters = nil
	for i := 0; i < len(adapters); i++ {
		la := (*C.ext_server_lora_adapter_t)(C.malloc(C.sizeof_ext_server_lora_adapter_t))
		defer C.free(unsafe.Pointer(la))
		la.adapter = C.CString(adapters[i])
		defer C.free(unsafe.Pointer(la.adapter))
		la.scale = C.float(1.0) // TODO expose scale/weights up through ollama UX
		la.next = nil
		if i == 0 {
			sparams.lora_adapters = la
		} else {
			tmp := sparams.lora_adapters
			for ; tmp.next != nil; tmp = tmp.next {
			}
			tmp.next = la
		}
	}

	if len(projectors) > 0 {
		// TODO: applying multiple projectors is not supported by the llama.cpp server yet
		sparams.mmproj = C.CString(projectors[0])
		defer C.free(unsafe.Pointer(sparams.mmproj))
	} else {
		sparams.mmproj = nil
	}

	sparams.n_threads = C.uint(opts.NumThread)

	if debug := os.Getenv("OLLAMA_DEBUG"); debug != "" {
		sparams.verbose_logging = C.bool(true)
	} else {
		sparams.verbose_logging = C.bool(false)
	}

	slog.Info("Initializing llama server")
	slog.Debug(fmt.Sprintf("server params: %+v", sparams))
	initResp := newExtServerResp(512)
	defer freeExtServerResp(initResp)
	C.dyn_llama_server_init(llm.s, &sparams, &initResp)
	if initResp.id < 0 {
		mutex.Unlock()
		err := extServerResponseToErr(initResp)
		slog.Debug(fmt.Sprintf("failure during initialization: %s", err))
		return nil, err
	}

	slog.Info("Starting llama main loop")
	C.dyn_llama_server_start(llm.s)
	return &llm, nil
}

func (llm *dynExtServer) Predict(ctx context.Context, predict PredictOpts, fn func(PredictResult)) error {
	resp := newExtServerResp(128)
	defer freeExtServerResp(resp)

	if len(predict.Images) > 0 {
		slog.Info(fmt.Sprintf("loaded %d images", len(predict.Images)))
	}

	request := map[string]any{
		"prompt":            predict.Prompt,
		"stream":            true,
		"n_predict":         predict.Options.NumPredict,
		"n_keep":            predict.Options.NumKeep,
		"temperature":       predict.Options.Temperature,
		"top_k":             predict.Options.TopK,
		"top_p":             predict.Options.TopP,
		"tfs_z":             predict.Options.TFSZ,
		"typical_p":         predict.Options.TypicalP,
		"repeat_last_n":     predict.Options.RepeatLastN,
		"repeat_penalty":    predict.Options.RepeatPenalty,
		"presence_penalty":  predict.Options.PresencePenalty,
		"frequency_penalty": predict.Options.FrequencyPenalty,
		"mirostat":          predict.Options.Mirostat,
		"mirostat_tau":      predict.Options.MirostatTau,
		"mirostat_eta":      predict.Options.MirostatEta,
		"penalize_nl":       predict.Options.PenalizeNewline,
		"seed":              predict.Options.Seed,
		"stop":              predict.Options.Stop,
		"image_data":        predict.Images,
		"cache_prompt":      true,
	}

	if predict.Format == "json" {
		request["grammar"] = jsonGrammar
		if !strings.Contains(strings.ToLower(predict.Prompt), "json") {
			slog.Warn("Prompt does not specify that the LLM should response in JSON, but JSON format is expected. For best results specify that JSON is expected in the system prompt.")
		}
	}

	retryDelay := 100 * time.Microsecond
	for retries := 0; retries < maxRetries; retries++ {
		if retries > 0 {
			time.Sleep(retryDelay) // wait before retrying
			retryDelay *= 2        // exponential backoff
		}

		// Handling JSON marshaling with special characters unescaped.
		buffer := &bytes.Buffer{}
		enc := json.NewEncoder(buffer)
		enc.SetEscapeHTML(false)

		if err := enc.Encode(request); err != nil {
			return fmt.Errorf("failed to marshal data: %w", err)
		}

		req := C.CString(buffer.String())
		defer C.free(unsafe.Pointer(req))

		C.dyn_llama_server_completion(llm.s, req, &resp)
		if resp.id < 0 {
			return extServerResponseToErr(resp)
		}

		retryNeeded := false
		// keep track of the last token generated, this is used to abort if the model starts looping
		var lastToken string
		var tokenRepeat int
	out:
		for {
			select {
			case <-ctx.Done():
				return cancelCompletion(llm, resp)
			default:
				var result C.ext_server_task_result_t
				C.dyn_llama_server_completion_next_result(llm.s, resp.id, &result)
				json_resp := C.GoString(result.json_resp)
				C.dyn_llama_server_release_task_result(llm.s, &result)

				var p prediction
				if err := json.Unmarshal([]byte(json_resp), &p); err != nil {
					C.dyn_llama_server_completion_cancel(llm.s, resp.id, &resp)
					if resp.id < 0 {
						return fmt.Errorf("error unmarshaling llm prediction response: %w and cancel %s", err, C.GoString(resp.msg))
					} else {
						return fmt.Errorf("error unmarshaling llm prediction response: %w", err)
					}
				}

				if bool(result.error) && strings.Contains(json_resp, "slot unavailable") {
					retryNeeded = true
					// task will already be canceled
					break out
				}

				switch {
				case strings.TrimSpace(p.Content) == lastToken:
					tokenRepeat++
				default:
					lastToken = strings.TrimSpace(p.Content)
					tokenRepeat = 0
				}

				// 30 picked as an arbitrary max token repeat limit, modify as needed
				if tokenRepeat > 30 {
					slog.Debug("prediction aborted, token repeat limit reached")
					return cancelCompletion(llm, resp)
				}

				if p.Content != "" {
					fn(PredictResult{
						Content: p.Content,
					})
				}

				if p.Stop || bool(result.stop) {
					fn(PredictResult{
						Done:               true,
						PromptEvalCount:    p.Timings.PromptN,
						PromptEvalDuration: parseDurationMs(p.Timings.PromptMS),
						EvalCount:          p.Timings.PredictedN,
						EvalDuration:       parseDurationMs(p.Timings.PredictedMS),
					})
					return nil
				}
			}
		}
		if !retryNeeded {
			return nil // success
		}
	}

	// should never reach here ideally
	return fmt.Errorf("max retries exceeded")
}

func cancelCompletion(llm *dynExtServer, resp C.ext_server_resp_t) error {
	C.dyn_llama_server_completion_cancel(llm.s, resp.id, &resp)
	if resp.id < 0 {
		return extServerResponseToErr(resp)
	} else {
		return nil
	}
}

func (llm *dynExtServer) Encode(ctx context.Context, prompt string) ([]int, error) {
	data, err := json.Marshal(TokenizeRequest{Content: prompt})
	if err != nil {
		return nil, fmt.Errorf("marshaling encode data: %w", err)
	}
	req := C.CString(string(data))
	defer C.free(unsafe.Pointer(req))
	var json_resp *C.char
	resp := newExtServerResp(128)
	defer freeExtServerResp(resp)
	C.dyn_llama_server_tokenize(llm.s, req, &json_resp, &resp)
	if resp.id < 0 {
		return nil, extServerResponseToErr(resp)
	}
	defer C.dyn_llama_server_release_json_resp(llm.s, &json_resp)

	var encoded TokenizeResponse
	if err2 := json.Unmarshal([]byte(C.GoString(json_resp)), &encoded); err2 != nil {
		return nil, fmt.Errorf("unmarshal encode response: %w", err2)
	}

	return encoded.Tokens, err
}

func (llm *dynExtServer) Decode(ctx context.Context, tokens []int) (string, error) {
	if len(tokens) == 0 {
		return "", nil
	}
	data, err := json.Marshal(DetokenizeRequest{Tokens: tokens})
	if err != nil {
		return "", fmt.Errorf("marshaling decode data: %w", err)
	}

	req := C.CString(string(data))
	defer C.free(unsafe.Pointer(req))
	var json_resp *C.char
	resp := newExtServerResp(128)
	defer freeExtServerResp(resp)
	C.dyn_llama_server_detokenize(llm.s, req, &json_resp, &resp)
	if resp.id < 0 {
		return "", extServerResponseToErr(resp)
	}
	defer C.dyn_llama_server_release_json_resp(llm.s, &json_resp)

	var decoded DetokenizeResponse
	if err2 := json.Unmarshal([]byte(C.GoString(json_resp)), &decoded); err2 != nil {
		return "", fmt.Errorf("unmarshal encode response: %w", err2)
	}

	return decoded.Content, err
}

func (llm *dynExtServer) Embedding(ctx context.Context, input string) ([]float64, error) {
	data, err := json.Marshal(TokenizeRequest{Content: input})
	if err != nil {
		return nil, fmt.Errorf("error marshaling embed data: %w", err)
	}

	req := C.CString(string(data))
	defer C.free(unsafe.Pointer(req))
	var json_resp *C.char
	resp := newExtServerResp(128)
	defer freeExtServerResp(resp)
	C.dyn_llama_server_embedding(llm.s, req, &json_resp, &resp)
	if resp.id < 0 {
		return nil, extServerResponseToErr(resp)
	}
	defer C.dyn_llama_server_release_json_resp(llm.s, &json_resp)

	var embedding EmbeddingResponse
	if err := json.Unmarshal([]byte(C.GoString(json_resp)), &embedding); err != nil {
		return nil, fmt.Errorf("unmarshal tokenize response: %w", err)
	}

	return embedding.Embedding, nil
}

func (llm *dynExtServer) Close() {
	C.dyn_llama_server_stop(llm.s)
	mutex.Unlock()
}