package server import ( "strings" "testing" "github.com/ollama/ollama/fs/ggml" "github.com/ollama/ollama/template" "github.com/ollama/ollama/types/model" ) func TestModelCapabilities(t *testing.T) { // Create completion model (llama architecture without vision) completionModelPath, _ := createBinFile(t, ggml.KV{ "general.architecture": "llama", }, []*ggml.Tensor{}) // Create vision model (llama architecture with vision block count) visionModelPath, _ := createBinFile(t, ggml.KV{ "general.architecture": "llama", "llama.vision.block_count": uint32(1), }, []*ggml.Tensor{}) // Create embedding model (bert architecture with pooling type) embeddingModelPath, _ := createBinFile(t, ggml.KV{ "general.architecture": "bert", "bert.pooling_type": uint32(1), }, []*ggml.Tensor{}) toolsInsertTemplate, err := template.Parse("{{ .prompt }}{{ if .tools }}{{ .tools }}{{ end }}{{ if .suffix }}{{ .suffix }}{{ end }}") if err != nil { t.Fatalf("Failed to parse template: %v", err) } chatTemplate, err := template.Parse("{{ .prompt }}") if err != nil { t.Fatalf("Failed to parse template: %v", err) } toolsTemplate, err := template.Parse("{{ .prompt }}{{ if .tools }}{{ .tools }}{{ end }}") if err != nil { t.Fatalf("Failed to parse template: %v", err) } testModels := []struct { name string model Model expectedCaps []model.Capability }{ { name: "model with completion capability", model: Model{ ModelPath: completionModelPath, Template: chatTemplate, }, expectedCaps: []model.Capability{model.CapabilityCompletion}, }, { name: "model with completion, tools, and insert capability", model: Model{ ModelPath: completionModelPath, Template: toolsInsertTemplate, }, expectedCaps: []model.Capability{model.CapabilityCompletion, model.CapabilityTools, model.CapabilityInsert}, }, { name: "model with tools capability", model: Model{ ModelPath: completionModelPath, Template: toolsTemplate, }, expectedCaps: []model.Capability{model.CapabilityCompletion, model.CapabilityTools}, }, { name: "model with vision capability", model: Model{ ModelPath: visionModelPath, Template: chatTemplate, }, expectedCaps: []model.Capability{model.CapabilityCompletion, model.CapabilityVision}, }, { name: "model with vision, tools, and insert capability", model: Model{ ModelPath: visionModelPath, Template: toolsInsertTemplate, }, expectedCaps: []model.Capability{model.CapabilityCompletion, model.CapabilityVision, model.CapabilityTools, model.CapabilityInsert}, }, { name: "model with embedding capability", model: Model{ ModelPath: embeddingModelPath, Template: chatTemplate, }, expectedCaps: []model.Capability{model.CapabilityEmbedding}, }, } // compare two slices of model.Capability regardless of order compareCapabilities := func(a, b []model.Capability) bool { if len(a) != len(b) { return false } aCount := make(map[model.Capability]int) for _, cap := range a { aCount[cap]++ } bCount := make(map[model.Capability]int) for _, cap := range b { bCount[cap]++ } for cap, count := range aCount { if bCount[cap] != count { return false } } return true } for _, tt := range testModels { t.Run(tt.name, func(t *testing.T) { // Test Capabilities method caps := tt.model.Capabilities() if !compareCapabilities(caps, tt.expectedCaps) { t.Errorf("Expected capabilities %v, got %v", tt.expectedCaps, caps) } }) } } func TestModelCheckCapabilities(t *testing.T) { // Create simple model file for tests that don't depend on GGUF content completionModelPath, _ := createBinFile(t, ggml.KV{ "general.architecture": "llama", }, []*ggml.Tensor{}) // Create vision model (llama architecture with vision block count) visionModelPath, _ := createBinFile(t, ggml.KV{ "general.architecture": "llama", "llama.vision.block_count": uint32(1), }, []*ggml.Tensor{}) // Create embedding model (bert architecture with pooling type) embeddingModelPath, _ := createBinFile(t, ggml.KV{ "general.architecture": "bert", "bert.pooling_type": uint32(1), }, []*ggml.Tensor{}) toolsInsertTemplate, err := template.Parse("{{ .prompt }}{{ if .tools }}{{ .tools }}{{ end }}{{ if .suffix }}{{ .suffix }}{{ end }}") if err != nil { t.Fatalf("Failed to parse template: %v", err) } chatTemplate, err := template.Parse("{{ .prompt }}") if err != nil { t.Fatalf("Failed to parse template: %v", err) } toolsTemplate, err := template.Parse("{{ .prompt }}{{ if .tools }}{{ .tools }}{{ end }}") if err != nil { t.Fatalf("Failed to parse template: %v", err) } tests := []struct { name string model Model checkCaps []model.Capability expectedErrMsg string }{ { name: "completion model without tools capability", model: Model{ ModelPath: completionModelPath, Template: chatTemplate, }, checkCaps: []model.Capability{model.CapabilityTools}, expectedErrMsg: "does not support tools", }, { name: "model with all needed capabilities", model: Model{ ModelPath: completionModelPath, Template: toolsInsertTemplate, }, checkCaps: []model.Capability{model.CapabilityTools, model.CapabilityInsert}, }, { name: "model missing insert capability", model: Model{ ModelPath: completionModelPath, Template: toolsTemplate, }, checkCaps: []model.Capability{model.CapabilityInsert}, expectedErrMsg: "does not support insert", }, { name: "model missing vision capability", model: Model{ ModelPath: completionModelPath, Template: toolsTemplate, }, checkCaps: []model.Capability{model.CapabilityVision}, expectedErrMsg: "does not support vision", }, { name: "model with vision capability", model: Model{ ModelPath: visionModelPath, Template: chatTemplate, }, checkCaps: []model.Capability{model.CapabilityVision}, }, { name: "model with embedding capability", model: Model{ ModelPath: embeddingModelPath, Template: chatTemplate, }, checkCaps: []model.Capability{model.CapabilityEmbedding}, }, { name: "unknown capability", model: Model{ ModelPath: completionModelPath, Template: chatTemplate, }, checkCaps: []model.Capability{"unknown"}, expectedErrMsg: "unknown capability", }, } for _, tt := range tests { t.Run(tt.name, func(t *testing.T) { // Test CheckCapabilities method err := tt.model.CheckCapabilities(tt.checkCaps...) if tt.expectedErrMsg == "" { if err != nil { t.Errorf("Expected no error, got: %v", err) } } else { if err == nil { t.Errorf("Expected error containing %q, got nil", tt.expectedErrMsg) } else if !strings.Contains(err.Error(), tt.expectedErrMsg) { t.Errorf("Expected error containing %q, got: %v", tt.expectedErrMsg, err) } } }) } }