diff --git a/integration/api_test.go b/integration/api_test.go new file mode 100644 index 00000000000..55ba181dd6a --- /dev/null +++ b/integration/api_test.go @@ -0,0 +1,427 @@ +//go:build integration + +package integration + +import ( + "bytes" + "context" + "fmt" + "strings" + "testing" + "time" + + "github.com/ollama/ollama/api" +) + +func TestAPIGenerate(t *testing.T) { + initialTimeout := 60 * time.Second + streamTimeout := 30 * time.Second + ctx, cancel := context.WithTimeout(context.Background(), 1*time.Minute) + defer cancel() + // Set up the test data + req := api.GenerateRequest{ + Model: "llama3.2:1b", + Prompt: "why is the sky blue? be brief", + Options: map[string]interface{}{ + "temperature": 0, + "seed": 123, + }, + } + anyResp := []string{"rayleigh", "scattering"} + + client, _, cleanup := InitServerConnection(ctx, t) + defer cleanup() + if err := PullIfMissing(ctx, client, req.Model); err != nil { + t.Fatalf("pull failed %s", err) + } + + tests := []struct { + name string + stream bool + }{ + { + name: "stream", + stream: true, + }, + { + name: "no_stream", + stream: false, + }, + } + + for _, test := range tests { + t.Run(test.name, func(t *testing.T) { + stallTimer := time.NewTimer(initialTimeout) + var buf bytes.Buffer + fn := func(response api.GenerateResponse) error { + // Fields that must always be present + if response.Model == "" { + t.Errorf("response missing model: %#v", response) + } + if response.Done { + // Required fields for final updates: + if response.DoneReason == "" && *req.Stream { + // TODO - is the lack of done reason on non-stream a bug? + t.Errorf("final response missing done_reason: %#v", response) + } + if response.Metrics.TotalDuration == 0 { + t.Errorf("final response missing total_duration: %#v", response) + } + if response.Metrics.LoadDuration == 0 { + t.Errorf("final response missing load_duration: %#v", response) + } + if response.Metrics.PromptEvalDuration == 0 { + t.Errorf("final response missing prompt_eval_duration: %#v", response) + } + if response.Metrics.EvalCount == 0 { + t.Errorf("final response missing eval_count: %#v", response) + } + if response.Metrics.EvalDuration == 0 { + t.Errorf("final response missing eval_duration: %#v", response) + } + if len(response.Context) == 0 { + t.Errorf("final response missing context: %#v", response) + } + + // Note: caching can result in no prompt eval count, so this can't be verified reliably + // if response.Metrics.PromptEvalCount == 0 { + // t.Errorf("final response missing prompt_eval_count: %#v", response) + // } + + } // else incremental response, nothing to check right now... + buf.Write([]byte(response.Response)) + if !stallTimer.Reset(streamTimeout) { + return fmt.Errorf("stall was detected while streaming response, aborting") + } + return nil + } + + done := make(chan int) + var genErr error + go func() { + req.Stream = &test.stream + genErr = client.Generate(ctx, &req, fn) + done <- 0 + }() + + select { + case <-stallTimer.C: + if buf.Len() == 0 { + t.Errorf("generate never started. Timed out after :%s", initialTimeout.String()) + } else { + t.Errorf("generate stalled. Response so far:%s", buf.String()) + } + case <-done: + if genErr != nil { + t.Fatalf("failed with %s request prompt %s ", req.Model, req.Prompt) + } + // Verify the response contains the expected data + response := buf.String() + atLeastOne := false + for _, resp := range anyResp { + if strings.Contains(strings.ToLower(response), resp) { + atLeastOne = true + break + } + } + if !atLeastOne { + t.Errorf("none of %v found in %s", anyResp, response) + } + case <-ctx.Done(): + t.Error("outer test context done while waiting for generate") + } + }) + } + + // Validate PS while we're at it... + resp, err := client.ListRunning(ctx) + if err != nil { + t.Fatalf("list models API error: %s", err) + } + if resp == nil || len(resp.Models) == 0 { + t.Fatalf("list models API returned empty list while model should still be loaded") + } + // Find the model we just loaded and verify some attributes + found := false + for _, model := range resp.Models { + if strings.Contains(model.Name, req.Model) { + found = true + if model.Model == "" { + t.Errorf("model field omitted: %#v", model) + } + if model.Size == 0 { + t.Errorf("size omitted: %#v", model) + } + if model.Digest == "" { + t.Errorf("digest omitted: %#v", model) + } + verifyModelDetails(t, model.Details) + var nilTime time.Time + if model.ExpiresAt == nilTime { + t.Errorf("expires_at omitted: %#v", model) + } + // SizeVRAM could be zero. + } + } + if !found { + t.Errorf("unable to locate running model: %#v", resp) + } +} + +func TestAPIChat(t *testing.T) { + initialTimeout := 60 * time.Second + streamTimeout := 30 * time.Second + ctx, cancel := context.WithTimeout(context.Background(), 1*time.Minute) + defer cancel() + // Set up the test data + req := api.ChatRequest{ + Model: "llama3.2:1b", + Messages: []api.Message{ + { + Role: "user", + Content: "why is the sky blue? be brief", + }, + }, + Options: map[string]interface{}{ + "temperature": 0, + "seed": 123, + }, + } + anyResp := []string{"rayleigh", "scattering"} + + client, _, cleanup := InitServerConnection(ctx, t) + defer cleanup() + if err := PullIfMissing(ctx, client, req.Model); err != nil { + t.Fatalf("pull failed %s", err) + } + + tests := []struct { + name string + stream bool + }{ + { + name: "stream", + stream: true, + }, + { + name: "no_stream", + stream: false, + }, + } + + for _, test := range tests { + t.Run(test.name, func(t *testing.T) { + stallTimer := time.NewTimer(initialTimeout) + var buf bytes.Buffer + fn := func(response api.ChatResponse) error { + // Fields that must always be present + if response.Model == "" { + t.Errorf("response missing model: %#v", response) + } + if response.Done { + // Required fields for final updates: + var nilTime time.Time + if response.CreatedAt == nilTime { + t.Errorf("final response missing total_duration: %#v", response) + } + if response.DoneReason == "" { + t.Errorf("final response missing done_reason: %#v", response) + } + if response.Metrics.TotalDuration == 0 { + t.Errorf("final response missing total_duration: %#v", response) + } + if response.Metrics.LoadDuration == 0 { + t.Errorf("final response missing load_duration: %#v", response) + } + if response.Metrics.PromptEvalDuration == 0 { + t.Errorf("final response missing prompt_eval_duration: %#v", response) + } + if response.Metrics.EvalCount == 0 { + t.Errorf("final response missing eval_count: %#v", response) + } + if response.Metrics.EvalDuration == 0 { + t.Errorf("final response missing eval_duration: %#v", response) + } + + // Note: caching can result in no prompt eval count, so this can't be verified reliably + // if response.Metrics.PromptEvalCount == 0 { + // t.Errorf("final response missing prompt_eval_count: %#v", response) + // } + } // else incremental response, nothing to check right now... + buf.Write([]byte(response.Message.Content)) + if !stallTimer.Reset(streamTimeout) { + return fmt.Errorf("stall was detected while streaming response, aborting") + } + return nil + } + + done := make(chan int) + var genErr error + go func() { + req.Stream = &test.stream + genErr = client.Chat(ctx, &req, fn) + done <- 0 + }() + + select { + case <-stallTimer.C: + if buf.Len() == 0 { + t.Errorf("chat never started. Timed out after :%s", initialTimeout.String()) + } else { + t.Errorf("chat stalled. Response so far:%s", buf.String()) + } + case <-done: + if genErr != nil { + t.Fatalf("failed with %s request prompt %v", req.Model, req.Messages) + } + // Verify the response contains the expected data + response := buf.String() + atLeastOne := false + for _, resp := range anyResp { + if strings.Contains(strings.ToLower(response), resp) { + atLeastOne = true + break + } + } + if !atLeastOne { + t.Errorf("none of %v found in %s", anyResp, response) + } + case <-ctx.Done(): + t.Error("outer test context done while waiting for chat") + } + }) + } +} + +func TestAPIListModels(t *testing.T) { + ctx, cancel := context.WithTimeout(context.Background(), 10*time.Second) + defer cancel() + client, _, cleanup := InitServerConnection(ctx, t) + defer cleanup() + + // Make sure we have at least one model so an empty list can be considered a failure + if err := PullIfMissing(ctx, client, "llama3.2:1b"); err != nil { + t.Fatalf("pull failed %s", err) + } + + resp, err := client.List(ctx) + if err != nil { + t.Fatalf("unable to list models: %s", err) + } + if len(resp.Models) == 0 { + t.Fatalf("list should not be empty") + } + model := resp.Models[0] + if model.Name == "" { + t.Errorf("first model name empty: %#v", model) + } + var nilTime time.Time + if model.ModifiedAt == nilTime { + t.Errorf("first model modified_at empty: %#v", model) + } + if model.Size == 0 { + t.Errorf("first model size empty: %#v", model) + } + if model.Digest == "" { + t.Errorf("first model digest empty: %#v", model) + } + verifyModelDetails(t, model.Details) +} + +func verifyModelDetails(t *testing.T, details api.ModelDetails) { + // Not always populated? + // if model.Details.ParentModel == "" { + // t.Errorf("first model details.parent_model empty: %#v", model) + // } + if details.Format == "" { + t.Errorf("first model details.format empty: %#v", details) + } + if details.Family == "" { + t.Errorf("first model details.family empty: %#v", details) + } + // Sometimes empty? + // if len(details.Families) == 0 { + // t.Errorf("first model details.families empty: %#v", details) + // } + if details.ParameterSize == "" { + t.Errorf("first model details.parameter_size empty: %#v", details) + } + if details.QuantizationLevel == "" { + t.Errorf("first model details.quantization_level empty: %#v", details) + } +} + +func TestAPIShowModel(t *testing.T) { + modelName := "llama3.2" + ctx, cancel := context.WithTimeout(context.Background(), 1*time.Minute) + defer cancel() + client, _, cleanup := InitServerConnection(ctx, t) + defer cleanup() + + if err := PullIfMissing(ctx, client, modelName); err != nil { + t.Fatalf("pull failed %s", err) + } + resp, err := client.Show(ctx, &api.ShowRequest{Name: modelName}) + if err != nil { + t.Fatalf("unable to show model: %s", err) + } + if resp.License == "" { + t.Errorf("%s missing license: %#v", modelName, resp) + } + if resp.Modelfile == "" { + t.Errorf("%s missing modelfile: %#v", modelName, resp) + } + if resp.Parameters == "" { + t.Errorf("%s missing parameters: %#v", modelName, resp) + } + if resp.Template == "" { + t.Errorf("%s missing template: %#v", modelName, resp) + } + // llama3 missing system + // if resp.System == "" { + // t.Errorf("%s missing system: %#v", modelName, resp) + // } + verifyModelDetails(t, resp.Details) + // llama3 missing messages + // if len(resp.Messages) == 0 { + // t.Errorf("%s missing messages: %#v", modelName, resp) + // } + if len(resp.ModelInfo) == 0 { + t.Errorf("%s missing model_info: %#v", modelName, resp) + } + // llama3 missing projectors + // if len(resp.ProjectorInfo) == 0 { + // t.Errorf("%s missing projector_info: %#v", modelName, resp) + // } + var nilTime time.Time + if resp.ModifiedAt == nilTime { + t.Errorf("%s missing modified_at: %#v", modelName, resp) + } +} + +func TestAPIEmbeddings(t *testing.T) { + ctx, cancel := context.WithTimeout(context.Background(), 1*time.Minute) + defer cancel() + client, _, cleanup := InitServerConnection(ctx, t) + defer cleanup() + req := api.EmbeddingRequest{ + Model: "orca-mini", + Prompt: "why is the sky blue?", + Options: map[string]interface{}{ + "temperature": 0, + "seed": 123, + }, + } + + if err := PullIfMissing(ctx, client, req.Model); err != nil { + t.Fatalf("pull failed %s", err) + } + + resp, err := client.Embeddings(ctx, &req) + if err != nil { + t.Fatalf("embeddings call failed %s", err) + } + if len(resp.Embedding) == 0 { + t.Errorf("zero length embedding response") + } +} diff --git a/integration/basic_test.go b/integration/basic_test.go index 88d3530e635..2b05ae395ee 100644 --- a/integration/basic_test.go +++ b/integration/basic_test.go @@ -14,12 +14,12 @@ import ( "github.com/stretchr/testify/require" ) -func TestOrcaMiniBlueSky(t *testing.T) { +func TestLlamaBlueSky(t *testing.T) { ctx, cancel := context.WithTimeout(context.Background(), 2*time.Minute) defer cancel() // Set up the test data req := api.GenerateRequest{ - Model: "orca-mini", + Model: "llama3.2:1b", Prompt: "why is the sky blue?", Stream: &stream, Options: map[string]interface{}{ @@ -31,6 +31,7 @@ func TestOrcaMiniBlueSky(t *testing.T) { } func TestUnicode(t *testing.T) { + skipUnderMinVRAM(t, 6) ctx, cancel := context.WithTimeout(context.Background(), 3*time.Minute) defer cancel() // Set up the test data @@ -93,7 +94,7 @@ func TestUnicodeModelDir(t *testing.T) { defer cancel() req := api.GenerateRequest{ - Model: "orca-mini", + Model: "llama3.2:1b", Prompt: "why is the sky blue?", Stream: &stream, Options: map[string]interface{}{ diff --git a/integration/concurrency_test.go b/integration/concurrency_test.go index 78e3b5ab6e3..f2f1f6f2c08 100644 --- a/integration/concurrency_test.go +++ b/integration/concurrency_test.go @@ -21,7 +21,7 @@ func TestMultiModelConcurrency(t *testing.T) { var ( req = [2]api.GenerateRequest{ { - Model: "orca-mini", + Model: "llama3.2:1b", Prompt: "why is the ocean blue?", Stream: &stream, KeepAlive: &api.Duration{Duration: 10 * time.Second}, @@ -67,7 +67,7 @@ func TestMultiModelConcurrency(t *testing.T) { wg.Wait() } -func TestIntegrationConcurrentPredictOrcaMini(t *testing.T) { +func TestIntegrationConcurrentPredict(t *testing.T) { req, resp := GenerateRequests() reqLimit := len(req) iterLimit := 5 @@ -117,6 +117,9 @@ func TestMultiModelStress(t *testing.T) { if err != nil { t.Fatal(err) } + if maxVram < 2*format.GibiByte { + t.Skip("VRAM less than 2G, skipping model stress tests") + } type model struct { name string @@ -125,8 +128,8 @@ func TestMultiModelStress(t *testing.T) { smallModels := []model{ { - name: "orca-mini", - size: 2992 * format.MebiByte, + name: "llama3.2:1b", + size: 2876 * format.MebiByte, }, { name: "phi", diff --git a/integration/llm_image_test.go b/integration/llm_image_test.go index c7b56890e9c..3348572852e 100644 --- a/integration/llm_image_test.go +++ b/integration/llm_image_test.go @@ -13,6 +13,7 @@ import ( ) func TestIntegrationLlava(t *testing.T) { + skipUnderMinVRAM(t, 6) image, err := base64.StdEncoding.DecodeString(imageEncoding) require.NoError(t, err) req := api.GenerateRequest{ @@ -40,6 +41,7 @@ func TestIntegrationLlava(t *testing.T) { } func TestIntegrationMllama(t *testing.T) { + skipUnderMinVRAM(t, 8) image, err := base64.StdEncoding.DecodeString(imageEncoding) require.NoError(t, err) req := api.GenerateRequest{ diff --git a/integration/llm_test.go b/integration/llm_test.go index 398e0a03a9b..c7a5e4fee5d 100644 --- a/integration/llm_test.go +++ b/integration/llm_test.go @@ -17,7 +17,7 @@ var ( stream = false req = [2]api.GenerateRequest{ { - Model: "orca-mini", + Model: "llama3.2:1b", Prompt: "why is the ocean blue?", Stream: &stream, Options: map[string]interface{}{ @@ -25,7 +25,7 @@ var ( "temperature": 0.0, }, }, { - Model: "orca-mini", + Model: "llama3.2:1b", Prompt: "what is the origin of the us thanksgiving holiday?", Stream: &stream, Options: map[string]interface{}{ @@ -40,7 +40,7 @@ var ( } ) -func TestIntegrationSimpleOrcaMini(t *testing.T) { +func TestIntegrationSimple(t *testing.T) { ctx, cancel := context.WithTimeout(context.Background(), time.Second*120) defer cancel() GenerateTestHelper(ctx, t, req[0], resp[0]) diff --git a/integration/max_queue_test.go b/integration/max_queue_test.go index 1878d0dac06..778254fd348 100644 --- a/integration/max_queue_test.go +++ b/integration/max_queue_test.go @@ -30,7 +30,7 @@ func TestMaxQueue(t *testing.T) { t.Setenv("OLLAMA_MAX_QUEUE", strconv.Itoa(threadCount)) req := api.GenerateRequest{ - Model: "orca-mini", + Model: "llama3.2:1b", Prompt: "write a long historical fiction story about christopher columbus. use at least 10 facts from his actual journey", Options: map[string]interface{}{ "seed": 42, diff --git a/integration/model_arch_test.go b/integration/model_arch_test.go new file mode 100644 index 00000000000..a3806f15e09 --- /dev/null +++ b/integration/model_arch_test.go @@ -0,0 +1,212 @@ +//go:build integration && models + +package integration + +import ( + "context" + "fmt" + "log/slog" + "os" + "strconv" + "strings" + "testing" + "time" + + "github.com/ollama/ollama/api" + "github.com/ollama/ollama/format" +) + +var ( + started = time.Now() + chatModels = []string{ + "granite3-moe:latest", + "granite-code:latest", + "nemotron-mini:latest", + "command-r:latest", + "gemma2:latest", + "gemma:latest", + "internlm2:latest", + "phi3.5:latest", + "phi3:latest", + // "phi:latest", // flaky, sometimes generates no response on first query + "stablelm2:latest", // Predictions are off, crashes on small VRAM GPUs + "falcon:latest", + "falcon2:latest", + "minicpm-v:latest", + "mistral:latest", + "orca-mini:latest", + "llama2:latest", + "llama3.1:latest", + "llama3.2:latest", + "llama3.2-vision:latest", + "qwen2.5-coder:latest", + "qwen:latest", + "solar-pro:latest", + } +) + +// Soft timeout, hard timeout +func getTimeouts(t *testing.T) (time.Duration, time.Duration) { + deadline, hasDeadline := t.Deadline() + if !hasDeadline { + return 8 * time.Minute, 10 * time.Minute + } else if deadline.Compare(time.Now().Add(2*time.Minute)) <= 0 { + t.Skip("too little time") + return time.Duration(0), time.Duration(0) + } + return -time.Since(deadline.Add(-2 * time.Minute)), -time.Since(deadline.Add(-20 * time.Second)) +} + +func TestModelsGenerate(t *testing.T) { + softTimeout, hardTimeout := getTimeouts(t) + slog.Info("Setting timeouts", "soft", softTimeout, "hard", hardTimeout) + ctx, cancel := context.WithTimeout(context.Background(), hardTimeout) + defer cancel() + client, _, cleanup := InitServerConnection(ctx, t) + defer cleanup() + + // TODO use info API eventually + var maxVram uint64 + var err error + if s := os.Getenv("OLLAMA_MAX_VRAM"); s != "" { + maxVram, err = strconv.ParseUint(s, 10, 64) + if err != nil { + t.Fatalf("invalid OLLAMA_MAX_VRAM %v", err) + } + } else { + slog.Warn("No VRAM info available, testing all models, so larger ones might timeout...") + } + + for _, model := range chatModels { + t.Run(model, func(t *testing.T) { + if time.Now().Sub(started) > softTimeout { + t.Skip("skipping remaining tests to avoid excessive runtime") + } + if err := PullIfMissing(ctx, client, model); err != nil { + t.Fatalf("pull failed %s", err) + } + if maxVram > 0 { + resp, err := client.List(ctx) + if err != nil { + t.Fatalf("list models failed %v", err) + } + for _, m := range resp.Models { + if m.Name == model && float32(m.Size)*1.2 > float32(maxVram) { + t.Skipf("model %s is too large for available VRAM: %s > %s", model, format.HumanBytes(m.Size), format.HumanBytes(int64(maxVram))) + } + } + } + // TODO - fiddle with context size + req := api.GenerateRequest{ + Model: model, + Prompt: "why is the sky blue?", + Options: map[string]interface{}{ + "temperature": 0, + "seed": 123, + }, + } + anyResp := []string{"rayleigh", "scattering", "atmosphere", "nitrogen", "oxygen"} + DoGenerate(ctx, t, client, req, anyResp, 120*time.Second, 30*time.Second) + }) + } +} + +func TestModelsEmbed(t *testing.T) { + softTimeout, hardTimeout := getTimeouts(t) + ctx, cancel := context.WithTimeout(context.Background(), hardTimeout) + defer cancel() + client, _, cleanup := InitServerConnection(ctx, t) + defer cleanup() + + // TODO use info API eventually + var maxVram uint64 + var err error + if s := os.Getenv("OLLAMA_MAX_VRAM"); s != "" { + maxVram, err = strconv.ParseUint(s, 10, 64) + if err != nil { + t.Fatalf("invalid OLLAMA_MAX_VRAM %v", err) + } + } else { + slog.Warn("No VRAM info available, testing all models, so larger ones might timeout...") + } + + for model, expected := range embedModels { + t.Run(model, func(t *testing.T) { + if time.Now().Sub(started) > softTimeout { + t.Skip("skipping remaining tests to avoid excessive runtime") + } + if err := PullIfMissing(ctx, client, model); err != nil { + t.Fatalf("pull failed %s", err) + } + if maxVram > 0 { + resp, err := client.List(ctx) + if err != nil { + t.Fatalf("list models failed %v", err) + } + for _, m := range resp.Models { + if m.Name == model && float32(m.Size)*1.2 > float32(maxVram) { + t.Skipf("model %s is too large for available VRAM: %s > %s", model, format.HumanBytes(m.Size), format.HumanBytes(int64(maxVram))) + } + } + } + req := api.EmbeddingRequest{ + Model: model, + Prompt: "why is the sky blue?", + Options: map[string]interface{}{ + "temperature": 0, + "seed": 123, + }, + } + resp, err := client.Embeddings(ctx, &req) + if err != nil { + t.Fatalf("embeddings call failed %s", err) + } + if len(resp.Embedding) == 0 { + t.Errorf("zero length embedding response") + } + if len(expected) != len(resp.Embedding) { + expStr := make([]string, len(resp.Embedding)) + for i, v := range resp.Embedding { + expStr[i] = fmt.Sprintf("%0.6f", v) + } + // Cut-and-paste the following into the table above + fmt.Printf("expected\n%s\n", strings.Join(expStr, ", ")) + t.Fatalf("expected %d, got %d", len(expected), len(resp.Embedding)) + } + sim := cosineSimilarity(resp.Embedding, expected) + if sim < 0.99 { + t.Fatalf("expected %v, got %v (similarity: %f)", expected[0:5], resp.Embedding[0:5], sim) + } + }) + } +} + +var embedModels = map[string][]float64{ + "all-minilm:latest": {0.010071031, -0.0017594865, 0.050072223, 0.046929732, 0.05491682, 0.008599705, 0.105441436, -0.025878143, 0.1295813, 0.031952355, -0.04448072, -0.0089852745, -0.000509909, -0.06374169, -0.016089523, 0.04662509, -0.022060998, -0.15813895, -0.072848774, -0.061321855, -0.065877646, 0.054177605, -0.06213012, 0.038908366, -0.04580116, 0.05493584, -0.035267256, 0.012613296, 0.04251382, -0.007927403, -0.01902945, 0.060983833, 0.036926776, 0.013464811, -0.025808964, -0.043487485, 0.072623335, -0.04850803, 0.00428558, -0.02943825, -0.02913489, -0.03290691, -0.018345183, 0.0155583285, -0.011713048, 0.01530367, -0.009391865, 0.025963927, 0.09527476, -0.015497632, -0.024581224, 0.009084283, -0.07661165, 0.015987588, 0.049554788, 0.115980916, 0.0009802427, -0.02031978, 0.09233272, 0.00849488, -0.05705784, 0.068866335, -0.076607056, 0.06931919, 0.09223656, 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