212 lines
6.1 KiB
Go
212 lines
6.1 KiB
Go
//go:build !darwin
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package llm
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/*
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#include <stdlib.h>
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#include "rocm_shim.h"
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*/
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import "C"
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import (
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"context"
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"embed"
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"errors"
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"fmt"
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"io"
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"io/fs"
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"log"
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"os"
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"path/filepath"
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"runtime"
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"sync"
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"unsafe"
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"github.com/jmorganca/ollama/api"
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)
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//go:embed llama.cpp/gguf/build/*/lib/*
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var libEmbed embed.FS
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var RocmShimMissing = fmt.Errorf("ROCm shim library not included in this build of ollama. Radeon GPUs are not supported")
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var NoShim = true
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type shimExtServer struct {
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s C.struct_rocm_llama_server
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options api.Options
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}
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// Note: current implementation does not support concurrent instantiations
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var shimMutex sync.Mutex
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var llm *shimExtServer
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func (llm *shimExtServer) llama_server_init(sparams *C.ext_server_params_t, err *C.ext_server_resp_t) {
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C.rocm_shim_llama_server_init(llm.s, sparams, err)
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}
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func (llm *shimExtServer) llama_server_start() {
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C.rocm_shim_llama_server_start(llm.s)
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}
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func (llm *shimExtServer) llama_server_stop() {
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C.rocm_shim_llama_server_stop(llm.s)
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}
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func (llm *shimExtServer) llama_server_completion(json_req *C.char, resp *C.ext_server_resp_t) {
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C.rocm_shim_llama_server_completion(llm.s, json_req, resp)
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}
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func (llm *shimExtServer) llama_server_completion_next_result(task_id C.int, resp *C.ext_server_task_result_t) {
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C.rocm_shim_llama_server_completion_next_result(llm.s, task_id, resp)
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}
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func (llm *shimExtServer) llama_server_completion_cancel(task_id C.int, err *C.ext_server_resp_t) {
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C.rocm_shim_llama_server_completion_cancel(llm.s, task_id, err)
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}
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func (llm *shimExtServer) llama_server_release_task_result(result *C.ext_server_task_result_t) {
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C.rocm_shim_llama_server_release_task_result(llm.s, result)
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}
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func (llm *shimExtServer) llama_server_tokenize(json_req *C.char, json_resp **C.char, err *C.ext_server_resp_t) {
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C.rocm_shim_llama_server_tokenize(llm.s, json_req, json_resp, err)
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}
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func (llm *shimExtServer) llama_server_detokenize(json_req *C.char, json_resp **C.char, err *C.ext_server_resp_t) {
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C.rocm_shim_llama_server_detokenize(llm.s, json_req, json_resp, err)
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}
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func (llm *shimExtServer) llama_server_embedding(json_req *C.char, json_resp **C.char, err *C.ext_server_resp_t) {
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C.rocm_shim_llama_server_embedding(llm.s, json_req, json_resp, err)
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}
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func (llm *shimExtServer) llama_server_release_json_resp(json_resp **C.char) {
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C.rocm_shim_llama_server_release_json_resp(llm.s, json_resp)
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}
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func newRocmShimExtServer(model string, adapters, projectors []string, numLayers int64, opts api.Options) (extServer, error) {
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if NoShim {
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return nil, RocmShimMissing
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}
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log.Printf("Loading ROCM llm server")
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if llm == nil {
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return nil, fmt.Errorf("nativeInit wasnt called or libary load failed")
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}
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llm.options = opts
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return newExtServer(llm, model, adapters, projectors, numLayers, opts)
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}
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func (llm *shimExtServer) Predict(ctx context.Context, pred PredictOpts, fn func(PredictResult)) error {
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return predict(llm, llm.options, ctx, pred, fn)
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}
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func (llm *shimExtServer) Encode(ctx context.Context, prompt string) ([]int, error) {
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return encode(llm, ctx, prompt)
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}
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func (llm *shimExtServer) Decode(ctx context.Context, tokens []int) (string, error) {
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return decode(llm, ctx, tokens)
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}
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func (llm *shimExtServer) Embedding(ctx context.Context, input string) ([]float64, error) {
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return embedding(llm, ctx, input)
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}
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func (llm *shimExtServer) Close() {
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close(llm)
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}
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func nativeInit(workdir string) error {
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err := extractLib(workdir)
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if err != nil {
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if err == RocmShimMissing {
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log.Printf("%s", err)
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return nil
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}
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return err
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}
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// Verify we have permissions - either running as root, or we have group access to the driver
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fd, err := os.OpenFile("/dev/kfd", os.O_RDWR, 0666)
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if err != nil {
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if errors.Is(err, fs.ErrPermission) {
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log.Fatalf("Radeon card detected, but permissions not set up properly. Either run ollama as root, or add you user account to the render group.")
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return err
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} else if errors.Is(err, fs.ErrNotExist) {
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// expected behavior without a radeon card
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return nil
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}
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return fmt.Errorf("failed to check permission on /dev/kfd: %w", err)
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}
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fd.Close()
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shimMutex.Lock()
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defer shimMutex.Unlock()
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if llm != nil {
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return nil
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}
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var libName string
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switch runtime.GOOS {
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case "darwin":
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// shouldn't happen
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return nil
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case "linux":
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libName = "librocm_server.so"
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case "windows":
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libName = "rocm_server.dll"
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default:
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// shouldn't happen
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return nil
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}
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libPath := C.CString(filepath.Join(workdir, libName))
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defer C.free(unsafe.Pointer(libPath))
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resp := newExtServerResp(128)
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defer freeExtServerResp(resp)
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var srv C.struct_rocm_llama_server
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C.rocm_shim_init(libPath, &srv, &resp)
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if resp.id < 0 {
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// TODO - consider softening this failure mode to allow fall-back to the CUDA based built-in llm
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// and run against CPU
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return fmt.Errorf("Unable to load AMD GPU library: %s", C.GoString(resp.msg))
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}
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llm = &shimExtServer{
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s: srv,
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options: api.DefaultOptions(),
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}
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return nil
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}
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func extractLib(workDir string) error {
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files, err := fs.Glob(libEmbed, "llama.cpp/gguf/build/*/lib/*rocm_server*")
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if err != nil || len(files) == 0 {
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// this is expected, ollama may be compiled without shim library packed in
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return RocmShimMissing
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}
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if len(files) != 1 {
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// Shouldn't happen, but just use the first one we find
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log.Printf("WARNING: multiple rocm libraries detected - using %s", files[0])
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}
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srcFile, err := libEmbed.Open(files[0])
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if err != nil {
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return fmt.Errorf("read ROCm shim %s: %v", files[0], err)
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}
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defer srcFile.Close()
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if err := os.MkdirAll(workDir, 0o755); err != nil {
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return fmt.Errorf("create ROCm shim temp dir %s: %v", workDir, err)
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}
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destFile := filepath.Join(workDir, filepath.Base(files[0]))
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_, err = os.Stat(destFile)
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switch {
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case errors.Is(err, os.ErrNotExist):
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destFile, err := os.OpenFile(destFile, os.O_WRONLY|os.O_CREATE|os.O_TRUNC, 0o755)
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if err != nil {
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return fmt.Errorf("write ROCm shim %s: %v", files[0], err)
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}
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defer destFile.Close()
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if _, err := io.Copy(destFile, srcFile); err != nil {
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return fmt.Errorf("copy ROCm shim %s: %v", files[0], err)
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}
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case err != nil:
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return fmt.Errorf("stat ROCm shim %s: %v", files[0], err)
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}
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NoShim = false
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return nil
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}
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