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mxyng/benc
| Author | SHA1 | Date | |
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bdfc82b351 |
155
runner/ollamarunner/runner_test.go
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155
runner/ollamarunner/runner_test.go
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@@ -0,0 +1,155 @@
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package ollamarunner
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import (
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"encoding/json"
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"flag"
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"log/slog"
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"math"
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"os"
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"path/filepath"
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"runtime"
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"slices"
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"strings"
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"testing"
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"time"
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"github.com/ollama/ollama/discover"
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"github.com/ollama/ollama/envconfig"
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"github.com/ollama/ollama/logutil"
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"github.com/ollama/ollama/ml"
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"github.com/ollama/ollama/model"
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_ "github.com/ollama/ollama/model/models"
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typemodel "github.com/ollama/ollama/types/model"
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)
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var args struct {
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model,
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prompt string
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layers int
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}
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func TestMain(m *testing.M) {
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flag.StringVar(&args.model, "model", "", "path to model")
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flag.StringVar(&args.prompt, "prompt", "The capital of France is", "model prompt")
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flag.IntVar(&args.layers, "layers", math.MaxInt, "num of gpu layers")
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flag.Parse()
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slog.SetDefault(logutil.NewLogger(os.Stderr, envconfig.LogLevel()))
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os.Exit(m.Run())
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}
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func blob(tb testing.TB, model string) string {
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tb.Helper()
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models := envconfig.Models()
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manifest, err := os.Open(filepath.Join(models, "manifests", typemodel.ParseName(model).Filepath()))
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if err != nil {
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tb.Fatal(err)
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}
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defer manifest.Close()
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var m struct {
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Layers []struct {
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MediaType string `json:"mediaType"`
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Digest string `json:"digest"`
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} `json:"layers"`
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}
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if err := json.NewDecoder(manifest).Decode(&m); err != nil {
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tb.Fatal(err)
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}
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for _, layer := range m.Layers {
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if layer.MediaType == "application/vnd.ollama.image.model" {
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tb.Log("using model blob", layer.Digest)
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return filepath.Join(models, "blobs", strings.ReplaceAll(layer.Digest, ":", "-"))
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}
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}
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return ""
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}
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func BenchmarkRunner(b *testing.B) {
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libraryPath, ok := os.LookupEnv("OLLAMA_LIBRARY_PATH")
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if !ok {
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libraryPath = filepath.Join("..", "..", "build", "lib", "ollama")
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}
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b.Setenv("OLLAMA_LIBRARY_PATH", libraryPath)
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if runtime.GOOS == "windows" {
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b.Setenv("PATH", strings.Join(append(filepath.SplitList(os.Getenv("PATH")), libraryPath), string(filepath.ListSeparator)))
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}
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var s Server
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s.modelPath = blob(b, args.model)
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s.batchSize = 512
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s.ready.Add(1)
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model, err := model.New(s.modelPath, ml.BackendParams{})
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if err != nil {
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b.Fatal(err)
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}
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layers := args.layers
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if layers < 0 || layers > int(model.Backend().Config().Uint("block_count")+1) {
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layers = int(model.Backend().Config().Uint("block_count") + 1)
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}
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gpus := discover.GetGPUInfo()
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if err := s.allocModel(s.modelPath, ml.BackendParams{
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AllocMemory: true,
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NumThreads: 1,
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GPULayers: ml.GPULayersList{
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ml.GPULayers{
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ID: gpus[0].ID,
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Layers: slices.Collect(func(yield func(int) bool) {
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for i := range layers {
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if !yield(i) {
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return
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}
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}
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}),
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},
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},
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FlashAttention: envconfig.FlashAttention(),
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}, nil, 1, "f16", int(envconfig.ContextLength()), false); err != nil {
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b.Fatal(err)
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}
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s.loadModel()
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seq, err := s.NewSequence(args.prompt, nil, NewSequenceParams{})
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if err != nil {
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b.Fatal(err)
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}
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seq.cache, seq.inputs, err = s.cache.LoadCacheSlot(seq.inputs)
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if err != nil {
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b.Fatal(err)
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}
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s.seqs = []*Sequence{seq}
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go func() {
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for s := range seq.responses {
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slog.Debug("response", "text", s)
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}
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}()
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// process prompt
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if err := s.processBatch(); err != nil {
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b.Fatal(err)
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}
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for b.Loop() {
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if err := s.processBatch(); err != nil {
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b.Fatal(err)
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}
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}
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b.ReportMetric(float64(seq.numPromptInputs)/float64(seq.startGenerationTime.Sub(seq.startProcessingTime).Seconds()), "prefilltokens/s")
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b.ReportMetric(float64(seq.numPredicted)/float64(time.Since(seq.startGenerationTime).Seconds()), "tokens/s")
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// suppress ns/op
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b.ReportMetric(0, "ns/op")
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}
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