mirror of https://github.com/ollama/ollama.git
				
				
				
			
		
			
				
	
	
		
			749 lines
		
	
	
		
			22 KiB
		
	
	
	
		
			Go
		
	
	
	
			
		
		
	
	
			749 lines
		
	
	
		
			22 KiB
		
	
	
	
		
			Go
		
	
	
	
| package server
 | |
| 
 | |
| import (
 | |
| 	"bytes"
 | |
| 	"context"
 | |
| 	"errors"
 | |
| 	"log/slog"
 | |
| 	"os"
 | |
| 	"testing"
 | |
| 	"time"
 | |
| 
 | |
| 	"github.com/stretchr/testify/require"
 | |
| 
 | |
| 	"github.com/ollama/ollama/api"
 | |
| 	"github.com/ollama/ollama/app/lifecycle"
 | |
| 	"github.com/ollama/ollama/format"
 | |
| 	"github.com/ollama/ollama/gpu"
 | |
| 	"github.com/ollama/ollama/llm"
 | |
| )
 | |
| 
 | |
| func TestMain(m *testing.M) {
 | |
| 	os.Setenv("OLLAMA_DEBUG", "1")
 | |
| 	lifecycle.InitLogging()
 | |
| 	os.Exit(m.Run())
 | |
| }
 | |
| 
 | |
| func TestInitScheduler(t *testing.T) {
 | |
| 	ctx, done := context.WithCancel(context.Background())
 | |
| 	defer done()
 | |
| 	s := InitScheduler(ctx)
 | |
| 	s.loadedMu.Lock()
 | |
| 	require.NotNil(t, s.loaded)
 | |
| 	s.loadedMu.Unlock()
 | |
| }
 | |
| 
 | |
| func TestLoad(t *testing.T) {
 | |
| 	ctx, done := context.WithTimeout(context.Background(), 20*time.Millisecond)
 | |
| 	defer done()
 | |
| 	s := InitScheduler(ctx)
 | |
| 	var ggml *llm.GGML // value not used in tests
 | |
| 	req := &LlmRequest{
 | |
| 		ctx:             ctx,
 | |
| 		model:           &Model{ModelPath: "foo"},
 | |
| 		opts:            api.DefaultOptions(),
 | |
| 		successCh:       make(chan *runnerRef, 1),
 | |
| 		errCh:           make(chan error, 1),
 | |
| 		sessionDuration: &api.Duration{Duration: 2 * time.Second},
 | |
| 	}
 | |
| 	// Fail to load model first
 | |
| 	s.newServerFn = func(gpus gpu.GpuInfoList, model string, ggml *llm.GGML, adapters []string, projectors []string, opts api.Options, numParallel int) (llm.LlamaServer, error) {
 | |
| 		return nil, errors.New("something failed to load model blah")
 | |
| 	}
 | |
| 	gpus := gpu.GpuInfoList{}
 | |
| 	s.load(req, ggml, gpus, 0)
 | |
| 	require.Empty(t, req.successCh)
 | |
| 	require.Len(t, req.errCh, 1)
 | |
| 	s.loadedMu.Lock()
 | |
| 	require.Empty(t, s.loaded)
 | |
| 	s.loadedMu.Unlock()
 | |
| 	err := <-req.errCh
 | |
| 	require.Contains(t, err.Error(), "this model may be incompatible")
 | |
| 
 | |
| 	server := &mockLlm{estimatedVRAM: 10, estimatedVRAMByGPU: map[string]uint64{}}
 | |
| 	s.newServerFn = func(gpus gpu.GpuInfoList, model string, ggml *llm.GGML, adapters []string, projectors []string, opts api.Options, numParallel int) (llm.LlamaServer, error) {
 | |
| 		return server, nil
 | |
| 	}
 | |
| 	s.load(req, ggml, gpus, 0)
 | |
| 	select {
 | |
| 	case err := <-req.errCh:
 | |
| 		require.NoError(t, err)
 | |
| 	case resp := <-req.successCh:
 | |
| 		require.Equal(t, uint64(10), resp.estimatedVRAM)
 | |
| 		require.Equal(t, uint(1), resp.refCount)
 | |
| 		s.loadedMu.Lock()
 | |
| 		require.Len(t, s.loaded, 1)
 | |
| 		s.loadedMu.Unlock()
 | |
| 	}
 | |
| 
 | |
| 	req.model.ModelPath = "dummy_model_path"
 | |
| 	server.waitResp = errors.New("wait failure")
 | |
| 	s.load(req, ggml, gpus, 0)
 | |
| 	select {
 | |
| 	case err := <-req.errCh:
 | |
| 		require.Contains(t, err.Error(), "wait failure")
 | |
| 	case resp := <-req.successCh:
 | |
| 		t.Fatalf("unexpected success %v", resp)
 | |
| 	}
 | |
| 	s.loadedMu.Lock()
 | |
| 	runner := s.loaded["dummy_model_path"]
 | |
| 	s.loadedMu.Unlock()
 | |
| 	require.NotNil(t, runner)
 | |
| 	require.Equal(t, uint(0), runner.refCount)
 | |
| 	time.Sleep(1 * time.Millisecond)
 | |
| 	require.Len(t, s.expiredCh, 1)
 | |
| }
 | |
| 
 | |
| type reqBundle struct {
 | |
| 	ctx     context.Context //nolint:containedctx
 | |
| 	ctxDone func()
 | |
| 	srv     *mockLlm
 | |
| 	req     *LlmRequest
 | |
| 	ggml    *llm.GGML
 | |
| }
 | |
| 
 | |
| func (scenario *reqBundle) newServer(gpus gpu.GpuInfoList, model string, ggml *llm.GGML, adapters []string, projectors []string, opts api.Options, numParallel int) (llm.LlamaServer, error) {
 | |
| 	return scenario.srv, nil
 | |
| }
 | |
| 
 | |
| func newScenarioRequest(t *testing.T, ctx context.Context, modelName string, estimatedVRAM uint64, duration *api.Duration) *reqBundle {
 | |
| 	b := &reqBundle{}
 | |
| 	b.ctx, b.ctxDone = context.WithCancel(ctx)
 | |
| 	t.Helper()
 | |
| 
 | |
| 	f, err := os.CreateTemp(t.TempDir(), modelName)
 | |
| 	require.NoError(t, err)
 | |
| 	defer f.Close()
 | |
| 
 | |
| 	require.NoError(t, llm.WriteGGUF(f, llm.KV{
 | |
| 		"general.architecture":          "llama",
 | |
| 		"general.name":                  "name",
 | |
| 		"llama.context_length":          uint32(32),
 | |
| 		"llama.embedding_length":        uint32(4096),
 | |
| 		"llama.block_count":             uint32(1),
 | |
| 		"llama.attention.head_count":    uint32(32),
 | |
| 		"llama.attention.head_count_kv": uint32(32),
 | |
| 		"tokenizer.ggml.tokens":         []string{" "},
 | |
| 		"tokenizer.ggml.scores":         []float32{0},
 | |
| 		"tokenizer.ggml.token_type":     []int32{0},
 | |
| 	}, []llm.Tensor{
 | |
| 		{Name: "blk.0.attn.weight", Kind: uint32(0), Offset: uint64(0), Shape: []uint64{1, 1, 1, 1}, WriterTo: bytes.NewReader(make([]byte, 32))},
 | |
| 		{Name: "output.weight", Kind: uint32(0), Offset: uint64(0), Shape: []uint64{1, 1, 1, 1}, WriterTo: bytes.NewReader(make([]byte, 32))},
 | |
| 	}))
 | |
| 	require.NoError(t, err)
 | |
| 
 | |
| 	fname := f.Name()
 | |
| 	model := &Model{Name: modelName, ModelPath: fname}
 | |
| 	b.ggml, err = llm.LoadModel(model.ModelPath, 0)
 | |
| 	require.NoError(t, err)
 | |
| 
 | |
| 	if duration == nil {
 | |
| 		duration = &api.Duration{Duration: 5 * time.Millisecond}
 | |
| 	}
 | |
| 	b.req = &LlmRequest{
 | |
| 		ctx:             b.ctx,
 | |
| 		model:           model,
 | |
| 		opts:            api.DefaultOptions(),
 | |
| 		sessionDuration: duration,
 | |
| 		successCh:       make(chan *runnerRef, 1),
 | |
| 		errCh:           make(chan error, 1),
 | |
| 	}
 | |
| 	b.srv = &mockLlm{estimatedVRAM: estimatedVRAM, estimatedVRAMByGPU: map[string]uint64{"": estimatedVRAM}}
 | |
| 	return b
 | |
| }
 | |
| 
 | |
| func getGpuFn() gpu.GpuInfoList {
 | |
| 	g := gpu.GpuInfo{Library: "metal"}
 | |
| 	g.TotalMemory = 24 * format.GigaByte
 | |
| 	g.FreeMemory = 12 * format.GigaByte
 | |
| 	return []gpu.GpuInfo{g}
 | |
| }
 | |
| 
 | |
| func getCpuFn() gpu.GpuInfoList {
 | |
| 	g := gpu.GpuInfo{Library: "cpu"}
 | |
| 	g.TotalMemory = 32 * format.GigaByte
 | |
| 	g.FreeMemory = 26 * format.GigaByte
 | |
| 	return []gpu.GpuInfo{g}
 | |
| }
 | |
| 
 | |
| func TestRequestsSameModelSameRequest(t *testing.T) {
 | |
| 	ctx, done := context.WithTimeout(context.Background(), 500*time.Millisecond)
 | |
| 	defer done()
 | |
| 	s := InitScheduler(ctx)
 | |
| 	s.getGpuFn = getGpuFn
 | |
| 	s.getCpuFn = getCpuFn
 | |
| 	a := newScenarioRequest(t, ctx, "ollama-model-1", 10, &api.Duration{Duration: 5 * time.Millisecond})
 | |
| 	b := newScenarioRequest(t, ctx, "ollama-model-1", 11, &api.Duration{Duration: 0})
 | |
| 	b.req.model = a.req.model
 | |
| 	b.ggml = a.ggml
 | |
| 
 | |
| 	s.newServerFn = a.newServer
 | |
| 	slog.Info("a")
 | |
| 	s.pendingReqCh <- a.req
 | |
| 	require.Len(t, s.pendingReqCh, 1)
 | |
| 	s.Run(ctx)
 | |
| 	select {
 | |
| 	case resp := <-a.req.successCh:
 | |
| 		require.Equal(t, resp.llama, a.srv)
 | |
| 		require.Empty(t, s.pendingReqCh)
 | |
| 		require.Empty(t, a.req.errCh)
 | |
| 	case err := <-a.req.errCh:
 | |
| 		t.Fatal(err.Error())
 | |
| 	case <-ctx.Done():
 | |
| 		t.Fatal("timeout")
 | |
| 	}
 | |
| 
 | |
| 	// Same runner as first request due to not needing a reload
 | |
| 	s.newServerFn = b.newServer
 | |
| 	slog.Info("b")
 | |
| 	s.pendingReqCh <- b.req
 | |
| 	select {
 | |
| 	case resp := <-b.req.successCh:
 | |
| 		require.Equal(t, resp.llama, a.srv)
 | |
| 		require.Empty(t, s.pendingReqCh)
 | |
| 		require.Empty(t, b.req.errCh)
 | |
| 	case err := <-b.req.errCh:
 | |
| 		t.Fatal(err.Error())
 | |
| 	case <-ctx.Done():
 | |
| 		t.Fatal("timeout")
 | |
| 	}
 | |
| }
 | |
| 
 | |
| func TestRequestsSimpleReloadSameModel(t *testing.T) {
 | |
| 	ctx, done := context.WithTimeout(context.Background(), 500*time.Millisecond)
 | |
| 	defer done()
 | |
| 	s := InitScheduler(ctx)
 | |
| 	s.getGpuFn = getGpuFn
 | |
| 	s.getCpuFn = getCpuFn
 | |
| 	a := newScenarioRequest(t, ctx, "ollama-model-1", 10, &api.Duration{Duration: 5 * time.Millisecond})
 | |
| 	b := newScenarioRequest(t, ctx, "ollama-model-1", 20, &api.Duration{Duration: 5 * time.Millisecond})
 | |
| 	tmpModel := *a.req.model
 | |
| 	b.req.model = &tmpModel
 | |
| 	b.ggml = a.ggml
 | |
| 
 | |
| 	s.newServerFn = a.newServer
 | |
| 	slog.Info("a")
 | |
| 	s.pendingReqCh <- a.req
 | |
| 	require.Len(t, s.pendingReqCh, 1)
 | |
| 	s.Run(ctx)
 | |
| 	select {
 | |
| 	case resp := <-a.req.successCh:
 | |
| 		require.Equal(t, resp.llama, a.srv)
 | |
| 		require.Empty(t, s.pendingReqCh)
 | |
| 		require.Empty(t, a.req.errCh)
 | |
| 	case err := <-a.req.errCh:
 | |
| 		t.Fatal(err.Error())
 | |
| 	case <-ctx.Done():
 | |
| 		t.Fatal("timeout")
 | |
| 	}
 | |
| 
 | |
| 	// Trigger a reload
 | |
| 	s.newServerFn = b.newServer
 | |
| 	b.req.model.AdapterPaths = []string{"new"}
 | |
| 	slog.Info("b")
 | |
| 	s.pendingReqCh <- b.req
 | |
| 	// finish first two requests, so model can reload
 | |
| 	time.Sleep(1 * time.Millisecond)
 | |
| 	a.ctxDone()
 | |
| 	select {
 | |
| 	case resp := <-b.req.successCh:
 | |
| 		require.Equal(t, resp.llama, b.srv)
 | |
| 		require.Empty(t, s.pendingReqCh)
 | |
| 		require.Empty(t, b.req.errCh)
 | |
| 	case err := <-b.req.errCh:
 | |
| 		t.Fatal(err.Error())
 | |
| 	case <-ctx.Done():
 | |
| 		t.Fatal("timeout")
 | |
| 	}
 | |
| }
 | |
| 
 | |
| func TestRequestsMultipleLoadedModels(t *testing.T) {
 | |
| 	ctx, done := context.WithTimeout(context.Background(), 500*time.Millisecond)
 | |
| 	defer done()
 | |
| 	s := InitScheduler(ctx)
 | |
| 	s.getGpuFn = getGpuFn
 | |
| 	s.getCpuFn = getCpuFn
 | |
| 
 | |
| 	// Multiple loaded models
 | |
| 	a := newScenarioRequest(t, ctx, "ollama-model-3a", 1*format.GigaByte, nil)
 | |
| 	b := newScenarioRequest(t, ctx, "ollama-model-3b", 24*format.GigaByte, nil)
 | |
| 	c := newScenarioRequest(t, ctx, "ollama-model-4a", 30, nil)
 | |
| 	c.req.opts.NumGPU = 0                                       // CPU load, will be allowed
 | |
| 	d := newScenarioRequest(t, ctx, "ollama-model-3c", 30, nil) // Needs prior unloaded
 | |
| 
 | |
| 	t.Setenv("OLLAMA_MAX_LOADED_MODELS", "1")
 | |
| 	s.newServerFn = a.newServer
 | |
| 	slog.Info("a")
 | |
| 	s.pendingReqCh <- a.req
 | |
| 	s.Run(ctx)
 | |
| 	select {
 | |
| 	case resp := <-a.req.successCh:
 | |
| 		require.Equal(t, resp.llama, a.srv)
 | |
| 		require.Empty(t, s.pendingReqCh)
 | |
| 		require.Empty(t, a.req.errCh)
 | |
| 	case err := <-a.req.errCh:
 | |
| 		t.Fatal(err.Error())
 | |
| 	case <-ctx.Done():
 | |
| 		t.Fatal("timeout")
 | |
| 	}
 | |
| 	s.loadedMu.Lock()
 | |
| 	require.Len(t, s.loaded, 1)
 | |
| 	s.loadedMu.Unlock()
 | |
| 
 | |
| 	t.Setenv("OLLAMA_MAX_LOADED_MODELS", "0")
 | |
| 	s.newServerFn = b.newServer
 | |
| 	slog.Info("b")
 | |
| 	s.pendingReqCh <- b.req
 | |
| 	select {
 | |
| 	case resp := <-b.req.successCh:
 | |
| 		require.Equal(t, resp.llama, b.srv)
 | |
| 		require.Empty(t, s.pendingReqCh)
 | |
| 		require.Empty(t, b.req.errCh)
 | |
| 	case err := <-b.req.errCh:
 | |
| 		t.Fatal(err.Error())
 | |
| 	case <-ctx.Done():
 | |
| 		t.Fatal("timeout")
 | |
| 	}
 | |
| 	s.loadedMu.Lock()
 | |
| 	require.Len(t, s.loaded, 2)
 | |
| 	s.loadedMu.Unlock()
 | |
| 
 | |
| 	// This is a CPU load with NumGPU = 0 so it should load
 | |
| 	s.newServerFn = c.newServer
 | |
| 	slog.Info("c")
 | |
| 	s.pendingReqCh <- c.req
 | |
| 	select {
 | |
| 	case resp := <-c.req.successCh:
 | |
| 		require.Equal(t, resp.llama, c.srv)
 | |
| 		require.Empty(t, s.pendingReqCh)
 | |
| 		require.Empty(t, c.req.errCh)
 | |
| 	case err := <-c.req.errCh:
 | |
| 		t.Fatal(err.Error())
 | |
| 	case <-ctx.Done():
 | |
| 		t.Fatal("timeout")
 | |
| 	}
 | |
| 	s.loadedMu.Lock()
 | |
| 	require.Len(t, s.loaded, 3)
 | |
| 	s.loadedMu.Unlock()
 | |
| 
 | |
| 	// Try to load a model that wont fit
 | |
| 	s.newServerFn = d.newServer
 | |
| 	slog.Info("d")
 | |
| 	s.loadedMu.Lock()
 | |
| 	require.Len(t, s.loaded, 3)
 | |
| 	s.loadedMu.Unlock()
 | |
| 	a.ctxDone() // Won't help since this one isn't big enough to make room
 | |
| 	time.Sleep(2 * time.Millisecond)
 | |
| 	s.pendingReqCh <- d.req
 | |
| 	// finish prior request, so new model can load
 | |
| 	time.Sleep(6 * time.Millisecond)
 | |
| 	s.loadedMu.Lock()
 | |
| 	require.Len(t, s.loaded, 2)
 | |
| 	s.loadedMu.Unlock()
 | |
| 	b.ctxDone()
 | |
| 	select {
 | |
| 	case resp := <-d.req.successCh:
 | |
| 		require.Equal(t, resp.llama, d.srv)
 | |
| 		require.Empty(t, s.pendingReqCh)
 | |
| 		require.Empty(t, d.req.errCh)
 | |
| 	case <-ctx.Done():
 | |
| 		t.Fatal("timeout")
 | |
| 	}
 | |
| 	s.loadedMu.Lock()
 | |
| 	require.Len(t, s.loaded, 2)
 | |
| 	s.loadedMu.Unlock()
 | |
| }
 | |
| 
 | |
| func TestGetRunner(t *testing.T) {
 | |
| 	ctx, done := context.WithTimeout(context.Background(), 100*time.Millisecond)
 | |
| 	defer done()
 | |
| 
 | |
| 	a := newScenarioRequest(t, ctx, "ollama-model-1a", 10, &api.Duration{Duration: 2 * time.Millisecond})
 | |
| 	b := newScenarioRequest(t, ctx, "ollama-model-1b", 10, &api.Duration{Duration: 2 * time.Millisecond})
 | |
| 	c := newScenarioRequest(t, ctx, "ollama-model-1c", 10, &api.Duration{Duration: 2 * time.Millisecond})
 | |
| 	t.Setenv("OLLAMA_MAX_QUEUE", "1")
 | |
| 	s := InitScheduler(ctx)
 | |
| 	s.getGpuFn = getGpuFn
 | |
| 	s.getCpuFn = getCpuFn
 | |
| 	s.newServerFn = a.newServer
 | |
| 	slog.Info("a")
 | |
| 	successCh1a, errCh1a := s.GetRunner(a.ctx, a.req.model, a.req.opts, a.req.sessionDuration)
 | |
| 	require.Len(t, s.pendingReqCh, 1)
 | |
| 	slog.Info("b")
 | |
| 	successCh1b, errCh1b := s.GetRunner(b.ctx, b.req.model, b.req.opts, b.req.sessionDuration)
 | |
| 	require.Len(t, s.pendingReqCh, 1)
 | |
| 	require.Empty(t, successCh1b)
 | |
| 	require.Len(t, errCh1b, 1)
 | |
| 	err := <-errCh1b
 | |
| 	require.Contains(t, err.Error(), "server busy")
 | |
| 	s.Run(ctx)
 | |
| 	select {
 | |
| 	case resp := <-successCh1a:
 | |
| 		require.Equal(t, resp.llama, a.srv)
 | |
| 		require.Empty(t, s.pendingReqCh)
 | |
| 		require.Empty(t, errCh1a)
 | |
| 	case err := <-errCh1a:
 | |
| 		t.Fatal(err.Error())
 | |
| 	case <-ctx.Done():
 | |
| 		t.Fatal("timeout")
 | |
| 	}
 | |
| 	a.ctxDone() // Set "a" model to idle so it can unload
 | |
| 	s.loadedMu.Lock()
 | |
| 	require.Len(t, s.loaded, 1)
 | |
| 	s.loadedMu.Unlock()
 | |
| 
 | |
| 	c.req.model.ModelPath = "bad path"
 | |
| 	slog.Info("c")
 | |
| 	successCh1c, errCh1c := s.GetRunner(c.ctx, c.req.model, c.req.opts, c.req.sessionDuration)
 | |
| 	// Starts in pending channel, then should be quickly processsed to return an error
 | |
| 	time.Sleep(20 * time.Millisecond) // Long enough for the "a" model to expire and unload
 | |
| 	require.Empty(t, successCh1c)
 | |
| 	s.loadedMu.Lock()
 | |
| 	require.Empty(t, s.loaded)
 | |
| 	s.loadedMu.Unlock()
 | |
| 	require.Len(t, errCh1c, 1)
 | |
| 	err = <-errCh1c
 | |
| 	require.Contains(t, err.Error(), "bad path")
 | |
| 	b.ctxDone()
 | |
| }
 | |
| 
 | |
| // TODO - add one scenario that triggers the bogus finished event with positive ref count
 | |
| func TestPrematureExpired(t *testing.T) {
 | |
| 	ctx, done := context.WithTimeout(context.Background(), 500*time.Millisecond)
 | |
| 	defer done()
 | |
| 
 | |
| 	// Same model, same request
 | |
| 	scenario1a := newScenarioRequest(t, ctx, "ollama-model-1a", 10, nil)
 | |
| 	s := InitScheduler(ctx)
 | |
| 	s.getGpuFn = func() gpu.GpuInfoList {
 | |
| 		g := gpu.GpuInfo{Library: "metal"}
 | |
| 		g.TotalMemory = 24 * format.GigaByte
 | |
| 		g.FreeMemory = 12 * format.GigaByte
 | |
| 		return []gpu.GpuInfo{g}
 | |
| 	}
 | |
| 	s.newServerFn = scenario1a.newServer
 | |
| 	successCh1a, errCh1a := s.GetRunner(scenario1a.ctx, scenario1a.req.model, scenario1a.req.opts, scenario1a.req.sessionDuration)
 | |
| 	require.Len(t, s.pendingReqCh, 1)
 | |
| 	s.Run(ctx)
 | |
| 	select {
 | |
| 	case resp := <-successCh1a:
 | |
| 		require.Equal(t, resp.llama, scenario1a.srv)
 | |
| 		require.Empty(t, s.pendingReqCh)
 | |
| 		require.Empty(t, errCh1a)
 | |
| 		s.loadedMu.Lock()
 | |
| 		require.Len(t, s.loaded, 1)
 | |
| 		s.loadedMu.Unlock()
 | |
| 		slog.Info("sending premature expired event now")
 | |
| 		s.expiredCh <- resp // Shouldn't happen in real life, but make sure its safe
 | |
| 	case err := <-errCh1a:
 | |
| 		t.Fatal(err.Error())
 | |
| 	case <-ctx.Done():
 | |
| 		t.Fatal("timeout")
 | |
| 	}
 | |
| 	time.Sleep(scenario1a.req.sessionDuration.Duration)
 | |
| 	scenario1a.ctxDone()
 | |
| 	time.Sleep(20 * time.Millisecond)
 | |
| 	require.LessOrEqual(t, len(s.finishedReqCh), 1)
 | |
| 	time.Sleep(10 * time.Millisecond)
 | |
| 	require.Empty(t, s.finishedReqCh)
 | |
| 	s.loadedMu.Lock()
 | |
| 	require.Empty(t, s.loaded)
 | |
| 	s.loadedMu.Unlock()
 | |
| 
 | |
| 	// also shouldn't happen in real life
 | |
| 	s.finishedReqCh <- scenario1a.req
 | |
| 	time.Sleep(5 * time.Millisecond)
 | |
| }
 | |
| 
 | |
| func TestUseLoadedRunner(t *testing.T) {
 | |
| 	ctx, done := context.WithTimeout(context.Background(), 100*time.Millisecond)
 | |
| 	req := &LlmRequest{
 | |
| 		ctx:             ctx,
 | |
| 		opts:            api.DefaultOptions(),
 | |
| 		successCh:       make(chan *runnerRef, 1),
 | |
| 		sessionDuration: &api.Duration{Duration: 2},
 | |
| 	}
 | |
| 	finished := make(chan *LlmRequest)
 | |
| 	llm1 := &mockLlm{estimatedVRAMByGPU: map[string]uint64{}}
 | |
| 	r1 := &runnerRef{llama: llm1, sessionDuration: 1, numParallel: 1}
 | |
| 	req.useLoadedRunner(r1, finished)
 | |
| 	require.Equal(t, uint(1), r1.refCount)
 | |
| 	require.Equal(t, time.Duration(2), r1.sessionDuration)
 | |
| 	select {
 | |
| 	case success := <-req.successCh:
 | |
| 		require.Equal(t, r1, success)
 | |
| 	case err := <-req.errCh:
 | |
| 		t.Fatal(err.Error())
 | |
| 	case <-ctx.Done():
 | |
| 		t.Fatal("timeout")
 | |
| 	}
 | |
| 	done()
 | |
| 	fin := <-finished
 | |
| 	require.Equal(t, req, fin)
 | |
| }
 | |
| 
 | |
| func TestUpdateFreeSpace(t *testing.T) {
 | |
| 	ctx, done := context.WithTimeout(context.Background(), 100*time.Millisecond)
 | |
| 	defer done()
 | |
| 	gpus := gpu.GpuInfoList{
 | |
| 		{
 | |
| 			Library: "a",
 | |
| 			ID:      "1",
 | |
| 		},
 | |
| 		{
 | |
| 			Library: "a",
 | |
| 			ID:      "2",
 | |
| 		},
 | |
| 	}
 | |
| 	gpus[0].TotalMemory = 1000
 | |
| 	gpus[0].FreeMemory = 900
 | |
| 	gpus[1].TotalMemory = 2000
 | |
| 	gpus[1].FreeMemory = 1900
 | |
| 	llm1 := &mockLlm{estimatedVRAMByGPU: map[string]uint64{"1": 50, "2": 50}}
 | |
| 	llm2 := &mockLlm{estimatedVRAMByGPU: map[string]uint64{"1": 125, "2": 75}}
 | |
| 	r1 := &runnerRef{llama: llm1, gpus: gpus, numParallel: 1}
 | |
| 	r2 := &runnerRef{llama: llm2, gpus: gpus, numParallel: 1}
 | |
| 
 | |
| 	s := InitScheduler(ctx)
 | |
| 	s.loadedMu.Lock()
 | |
| 	s.loaded["a"] = r1
 | |
| 	s.loaded["b"] = r2
 | |
| 	s.loadedMu.Unlock()
 | |
| 
 | |
| 	s.updateFreeSpace(gpus)
 | |
| 	require.Equal(t, uint64(1000-50-125), gpus[0].FreeMemory)
 | |
| 	require.Equal(t, uint64(2000-50-75), gpus[1].FreeMemory)
 | |
| }
 | |
| 
 | |
| func TestFilterGPUsWithoutLoadingModels(t *testing.T) {
 | |
| 	ctx, done := context.WithTimeout(context.Background(), 100*time.Millisecond)
 | |
| 	defer done()
 | |
| 	gpus := gpu.GpuInfoList{
 | |
| 		{
 | |
| 			Library: "cuda",
 | |
| 			ID:      "0",
 | |
| 		},
 | |
| 		{
 | |
| 			Library: "cuda",
 | |
| 			ID:      "1",
 | |
| 		},
 | |
| 	}
 | |
| 	r1 := &runnerRef{gpus: gpu.GpuInfoList{gpus[0]}, loading: true}
 | |
| 
 | |
| 	s := InitScheduler(ctx)
 | |
| 	s.loadedMu.Lock()
 | |
| 	s.loaded["a"] = r1
 | |
| 	s.loadedMu.Unlock()
 | |
| 
 | |
| 	tmp := s.filterGPUsWithoutLoadingModels(gpus)
 | |
| 	require.Len(t, tmp, 1)
 | |
| 	require.Equal(t, "1", tmp[0].ID)
 | |
| 
 | |
| 	r1.gpus = gpu.GpuInfoList{gpus[1]}
 | |
| 	tmp = s.filterGPUsWithoutLoadingModels(gpus)
 | |
| 	require.Len(t, tmp, 1)
 | |
| 	require.Equal(t, "0", tmp[0].ID)
 | |
| 
 | |
| 	r1.gpus = gpu.GpuInfoList{}
 | |
| 	tmp = s.filterGPUsWithoutLoadingModels(gpus)
 | |
| 	require.Len(t, tmp, 2)
 | |
| }
 | |
| 
 | |
| func TestFindRunnerToUnload(t *testing.T) {
 | |
| 	ctx, done := context.WithTimeout(context.Background(), 100*time.Millisecond)
 | |
| 	defer done()
 | |
| 
 | |
| 	r1 := &runnerRef{refCount: 1, sessionDuration: 1, numParallel: 1}
 | |
| 	r2 := &runnerRef{sessionDuration: 2, numParallel: 1}
 | |
| 
 | |
| 	s := InitScheduler(ctx)
 | |
| 	s.loadedMu.Lock()
 | |
| 	s.loaded["a"] = r1
 | |
| 	s.loaded["b"] = r2
 | |
| 	s.loadedMu.Unlock()
 | |
| 
 | |
| 	resp := s.findRunnerToUnload()
 | |
| 	require.Equal(t, r2, resp)
 | |
| 	r2.refCount = 1
 | |
| 	resp = s.findRunnerToUnload()
 | |
| 	require.Equal(t, r1, resp)
 | |
| }
 | |
| 
 | |
| func TestNeedsReload(t *testing.T) {
 | |
| 	ctx, done := context.WithTimeout(context.Background(), 100*time.Millisecond)
 | |
| 	defer done()
 | |
| 
 | |
| 	llm := &mockLlm{estimatedVRAMByGPU: map[string]uint64{}}
 | |
| 	do := api.DefaultOptions()
 | |
| 	runner := &runnerRef{
 | |
| 		model: &Model{
 | |
| 			AdapterPaths:   []string{"adapter1"},
 | |
| 			ProjectorPaths: []string{"projector1"},
 | |
| 		},
 | |
| 		Options:     &do,
 | |
| 		llama:       llm,
 | |
| 		numParallel: 1,
 | |
| 	}
 | |
| 	req := &LlmRequest{
 | |
| 		model: &Model{
 | |
| 			AdapterPaths:   []string{"adapter2"},
 | |
| 			ProjectorPaths: []string{"projector2"},
 | |
| 		},
 | |
| 		opts: api.DefaultOptions(),
 | |
| 	}
 | |
| 	resp := runner.needsReload(ctx, req)
 | |
| 	require.True(t, resp)
 | |
| 	req.model.AdapterPaths = runner.model.AdapterPaths
 | |
| 	resp = runner.needsReload(ctx, req)
 | |
| 	require.True(t, resp)
 | |
| 	req.model.ProjectorPaths = runner.model.ProjectorPaths
 | |
| 	runner.loading = true
 | |
| 	req.opts.NumBatch = 1234
 | |
| 	resp = runner.needsReload(ctx, req)
 | |
| 	require.True(t, resp)
 | |
| 	req.opts.NumBatch = runner.Options.NumBatch
 | |
| 	llm.pingResp = errors.New("foo")
 | |
| 	resp = runner.needsReload(ctx, req)
 | |
| 	require.True(t, resp)
 | |
| 	llm.pingResp = nil
 | |
| 	resp = runner.needsReload(ctx, req)
 | |
| 	require.False(t, resp)
 | |
| 	req.opts.NumGPU = 99
 | |
| 	resp = runner.needsReload(ctx, req)
 | |
| 	require.True(t, resp)
 | |
| 	req.opts.NumGPU = -1
 | |
| 	resp = runner.needsReload(ctx, req)
 | |
| 	require.False(t, resp)
 | |
| }
 | |
| 
 | |
| func TestUnloadAllRunners(t *testing.T) {
 | |
| 	ctx, done := context.WithTimeout(context.Background(), 100*time.Millisecond)
 | |
| 	defer done()
 | |
| 
 | |
| 	llm1 := &mockLlm{estimatedVRAMByGPU: map[string]uint64{}}
 | |
| 	llm2 := &mockLlm{estimatedVRAMByGPU: map[string]uint64{}}
 | |
| 	s := InitScheduler(ctx)
 | |
| 	s.unloadAllRunners()
 | |
| 
 | |
| 	r1 := &runnerRef{llama: llm1, numParallel: 1}
 | |
| 	r2 := &runnerRef{llama: llm2, numParallel: 1}
 | |
| 
 | |
| 	s.loadedMu.Lock()
 | |
| 	s.loaded["a"] = r1
 | |
| 	s.loaded["b"] = r2
 | |
| 	s.loadedMu.Unlock()
 | |
| 	s.unloadAllRunners()
 | |
| 
 | |
| 	require.True(t, llm1.closeCalled)
 | |
| 	require.True(t, llm2.closeCalled)
 | |
| }
 | |
| 
 | |
| func TestUnload(t *testing.T) {
 | |
| 	llm1 := &mockLlm{estimatedVRAMByGPU: map[string]uint64{}}
 | |
| 	r1 := &runnerRef{llama: llm1, numParallel: 1}
 | |
| 	r2 := &runnerRef{model: &Model{AdapterPaths: []string{"A"}}, numParallel: 1}
 | |
| 	r1.unload()
 | |
| 	require.True(t, llm1.closeCalled)
 | |
| 	r2.unload()
 | |
| 	require.Nil(t, r2.model)
 | |
| }
 | |
| 
 | |
| func TestAlreadyCanceled(t *testing.T) {
 | |
| 	ctx, done := context.WithTimeout(context.Background(), 500*time.Millisecond)
 | |
| 	defer done()
 | |
| 	dctx, done2 := context.WithCancel(ctx)
 | |
| 	done2()
 | |
| 	scenario1a := newScenarioRequest(t, dctx, "ollama-model-1", 10, &api.Duration{Duration: 0})
 | |
| 	s := InitScheduler(ctx)
 | |
| 	slog.Info("scenario1a")
 | |
| 	s.pendingReqCh <- scenario1a.req
 | |
| 	require.Len(t, s.pendingReqCh, 1)
 | |
| 	s.Run(ctx)
 | |
| 	time.Sleep(5 * time.Millisecond)
 | |
| 	require.Empty(t, s.pendingReqCh)
 | |
| 	require.Empty(t, scenario1a.req.errCh)
 | |
| 	require.Empty(t, scenario1a.req.successCh)
 | |
| }
 | |
| 
 | |
| func TestHomogeneousGPUs(t *testing.T) {
 | |
| 	ctx, done := context.WithTimeout(context.Background(), 100*time.Millisecond)
 | |
| 	defer done()
 | |
| 	s := InitScheduler(ctx)
 | |
| 
 | |
| 	s.getGpuFn = func() gpu.GpuInfoList {
 | |
| 		// Set memory values to require the model to be spread
 | |
| 		gpus := []gpu.GpuInfo{
 | |
| 			{Library: "cuda"},
 | |
| 			{Library: "rocm"},
 | |
| 		}
 | |
| 		gpus[0].TotalMemory = 1 * format.GibiByte
 | |
| 		gpus[0].FreeMemory = 256 * format.MebiByte
 | |
| 		gpus[1].TotalMemory = 1 * format.GibiByte
 | |
| 		gpus[1].FreeMemory = 256 * format.MebiByte
 | |
| 		return gpus
 | |
| 	}
 | |
| 	s.getCpuFn = getCpuFn
 | |
| 	a := newScenarioRequest(t, ctx, "ollama-model-1", 10, &api.Duration{Duration: 5 * time.Millisecond})
 | |
| 	s.newServerFn = func(gpus gpu.GpuInfoList, model string, ggml *llm.GGML, adapters []string, projectors []string, opts api.Options, numParallel int) (llm.LlamaServer, error) {
 | |
| 		require.Len(t, gpus, 1)
 | |
| 		return a.newServer(gpus, model, ggml, adapters, projectors, opts, numParallel)
 | |
| 	}
 | |
| 	slog.Info("a")
 | |
| 	s.pendingReqCh <- a.req
 | |
| 	require.Len(t, s.pendingReqCh, 1)
 | |
| 	s.Run(ctx)
 | |
| 	select {
 | |
| 	case resp := <-a.req.successCh:
 | |
| 		require.Equal(t, resp.llama, a.srv)
 | |
| 		require.Empty(t, s.pendingReqCh)
 | |
| 		require.Empty(t, a.req.errCh)
 | |
| 	case err := <-a.req.errCh:
 | |
| 		t.Fatal(err.Error())
 | |
| 	case <-ctx.Done():
 | |
| 		t.Fatal("timeout")
 | |
| 	}
 | |
| }
 | |
| 
 | |
| type mockLlm struct {
 | |
| 	pingResp           error
 | |
| 	waitResp           error
 | |
| 	completionResp     error
 | |
| 	embedResp          *llm.EmbedResponse
 | |
| 	embedRespErr       error
 | |
| 	tokenizeResp       []int
 | |
| 	tokenizeRespErr    error
 | |
| 	detokenizeResp     string
 | |
| 	detonekizeRespErr  error
 | |
| 	closeResp          error
 | |
| 	closeCalled        bool
 | |
| 	estimatedVRAM      uint64
 | |
| 	estimatedTotal     uint64
 | |
| 	estimatedVRAMByGPU map[string]uint64
 | |
| }
 | |
| 
 | |
| func (s *mockLlm) Ping(ctx context.Context) error             { return s.pingResp }
 | |
| func (s *mockLlm) WaitUntilRunning(ctx context.Context) error { return s.waitResp }
 | |
| func (s *mockLlm) Completion(ctx context.Context, req llm.CompletionRequest, fn func(llm.CompletionResponse)) error {
 | |
| 	return s.completionResp
 | |
| }
 | |
| 
 | |
| func (s *mockLlm) Embed(ctx context.Context, input []string) (*llm.EmbedResponse, error) {
 | |
| 	return s.embedResp, s.embedRespErr
 | |
| }
 | |
| 
 | |
| func (s *mockLlm) Tokenize(ctx context.Context, content string) ([]int, error) {
 | |
| 	return s.tokenizeResp, s.tokenizeRespErr
 | |
| }
 | |
| 
 | |
| func (s *mockLlm) Detokenize(ctx context.Context, tokens []int) (string, error) {
 | |
| 	return s.detokenizeResp, s.detonekizeRespErr
 | |
| }
 | |
| 
 | |
| func (s *mockLlm) Close() error {
 | |
| 	s.closeCalled = true
 | |
| 	return s.closeResp
 | |
| }
 | |
| func (s *mockLlm) EstimatedVRAM() uint64                  { return s.estimatedVRAM }
 | |
| func (s *mockLlm) EstimatedTotal() uint64                 { return s.estimatedTotal }
 | |
| func (s *mockLlm) EstimatedVRAMByGPU(gpuid string) uint64 { return s.estimatedVRAMByGPU[gpuid] }
 |