LocalAI/core/config/model_config_test.go

package config

import (
	"io"
	"net/http"
	"os"

	. "github.com/onsi/ginkgo/v2"
	. "github.com/onsi/gomega"
)

var _ = Describe("Test cases for config related functions", func() {
	Context("Test Read configuration functions", func() {
		It("Test Validate", func() {
			tmp, err := os.CreateTemp("", "config.yaml")
			Expect(err).To(BeNil())
			defer os.Remove(tmp.Name())
			_, err = tmp.WriteString(
				`backend: "../foo-bar"
name: "foo"
parameters:
  model: "foo-bar"
known_usecases:
- chat
- COMPLETION
`)
			Expect(err).ToNot(HaveOccurred())
			configs, err := readModelConfigsFromFile(tmp.Name())
			config := configs[0]
			Expect(err).To(BeNil())
			Expect(config).ToNot(BeNil())
			valid, err := config.Validate()
			Expect(err).To(HaveOccurred())
			Expect(valid).To(BeFalse())
			Expect(config.KnownUsecases).ToNot(BeNil())
		})
		It("Test Validate", func() {
			tmp, err := os.CreateTemp("", "config.yaml")
			Expect(err).To(BeNil())
			defer os.Remove(tmp.Name())
			_, err = tmp.WriteString(
				`name: bar-baz
backend: "foo-bar"
parameters:
  model: "foo-bar"`)
			Expect(err).ToNot(HaveOccurred())
			configs, err := readModelConfigsFromFile(tmp.Name())
			config := configs[0]
			Expect(err).To(BeNil())
			Expect(config).ToNot(BeNil())
			// two configs in config.yaml
			Expect(config.Name).To(Equal("bar-baz"))
			valid, err := config.Validate()
			Expect(err).To(BeNil())
			Expect(valid).To(BeTrue())

			// download https://raw.githubusercontent.com/mudler/LocalAI/v2.25.0/embedded/models/hermes-2-pro-mistral.yaml
			httpClient := http.Client{}
			resp, err := httpClient.Get("https://raw.githubusercontent.com/mudler/LocalAI/v2.25.0/embedded/models/hermes-2-pro-mistral.yaml")
			Expect(err).To(BeNil())
			defer resp.Body.Close()
			tmp, err = os.CreateTemp("", "config.yaml")
			Expect(err).To(BeNil())
			defer os.Remove(tmp.Name())
			_, err = io.Copy(tmp, resp.Body)
			Expect(err).To(BeNil())
			configs, err = readModelConfigsFromFile(tmp.Name())
			config = configs[0]
			Expect(err).To(BeNil())
			Expect(config).ToNot(BeNil())
			// two configs in config.yaml
			Expect(config.Name).To(Equal("hermes-2-pro-mistral"))
			valid, err = config.Validate()
			Expect(err).To(BeNil())
			Expect(valid).To(BeTrue())
		})
	})
	It("Properly handles backend usecase matching", func() {

		a := ModelConfig{
			Name: "a",
		}
		Expect(a.HasUsecases(FLAG_ANY)).To(BeTrue()) // FLAG_ANY just means the config _exists_ essentially.

		b := ModelConfig{
			Name:    "b",
			Backend: "stablediffusion",
		}
		Expect(b.HasUsecases(FLAG_ANY)).To(BeTrue())
		Expect(b.HasUsecases(FLAG_IMAGE)).To(BeTrue())
		Expect(b.HasUsecases(FLAG_CHAT)).To(BeFalse())

		c := ModelConfig{
			Name:    "c",
			Backend: "llama-cpp",
			TemplateConfig: TemplateConfig{
				Chat: "chat",
			},
		}
		Expect(c.HasUsecases(FLAG_ANY)).To(BeTrue())
		Expect(c.HasUsecases(FLAG_IMAGE)).To(BeFalse())
		Expect(c.HasUsecases(FLAG_COMPLETION)).To(BeFalse())
		Expect(c.HasUsecases(FLAG_CHAT)).To(BeTrue())

		d := ModelConfig{
			Name:    "d",
			Backend: "llama-cpp",
			TemplateConfig: TemplateConfig{
				Chat:       "chat",
				Completion: "completion",
			},
		}
		Expect(d.HasUsecases(FLAG_ANY)).To(BeTrue())
		Expect(d.HasUsecases(FLAG_IMAGE)).To(BeFalse())
		Expect(d.HasUsecases(FLAG_COMPLETION)).To(BeTrue())
		Expect(d.HasUsecases(FLAG_CHAT)).To(BeTrue())

		trueValue := true
		e := ModelConfig{
			Name:    "e",
			Backend: "llama-cpp",
			TemplateConfig: TemplateConfig{
				Completion: "completion",
			},
			Embeddings: &trueValue,
		}

		Expect(e.HasUsecases(FLAG_ANY)).To(BeTrue())
		Expect(e.HasUsecases(FLAG_IMAGE)).To(BeFalse())
		Expect(e.HasUsecases(FLAG_COMPLETION)).To(BeTrue())
		Expect(e.HasUsecases(FLAG_CHAT)).To(BeFalse())
		Expect(e.HasUsecases(FLAG_EMBEDDINGS)).To(BeTrue())

		f := ModelConfig{
			Name:    "f",
			Backend: "piper",
		}
		Expect(f.HasUsecases(FLAG_ANY)).To(BeTrue())
		Expect(f.HasUsecases(FLAG_TTS)).To(BeTrue())
		Expect(f.HasUsecases(FLAG_CHAT)).To(BeFalse())

		g := ModelConfig{
			Name:    "g",
			Backend: "whisper",
		}
		Expect(g.HasUsecases(FLAG_ANY)).To(BeTrue())
		Expect(g.HasUsecases(FLAG_TRANSCRIPT)).To(BeTrue())
		Expect(g.HasUsecases(FLAG_TTS)).To(BeFalse())

		h := ModelConfig{
			Name:    "h",
			Backend: "transformers-musicgen",
		}
		Expect(h.HasUsecases(FLAG_ANY)).To(BeTrue())
		Expect(h.HasUsecases(FLAG_TRANSCRIPT)).To(BeFalse())
		Expect(h.HasUsecases(FLAG_TTS)).To(BeTrue())
		Expect(h.HasUsecases(FLAG_SOUND_GENERATION)).To(BeTrue())

		knownUsecases := FLAG_CHAT | FLAG_COMPLETION
		i := ModelConfig{
			Name:    "i",
			Backend: "whisper",
			// Earlier test checks parsing, this just needs to set final values
			KnownUsecases: &knownUsecases,
		}
		Expect(i.HasUsecases(FLAG_ANY)).To(BeTrue())
		Expect(i.HasUsecases(FLAG_TRANSCRIPT)).To(BeTrue())
		Expect(i.HasUsecases(FLAG_TTS)).To(BeFalse())
		Expect(i.HasUsecases(FLAG_COMPLETION)).To(BeTrue())
		Expect(i.HasUsecases(FLAG_CHAT)).To(BeTrue())
	})
	It("Test Validate with invalid MCP config", func() {
		tmp, err := os.CreateTemp("", "config.yaml")
		Expect(err).To(BeNil())
		defer os.Remove(tmp.Name())
		_, err = tmp.WriteString(
			`name: test-mcp
backend: "llama-cpp"
mcp:
  stdio: |
    {
      "mcpServers": {
        "ddg": {
          "command": "/docker/docker",
          "args": ["run", "-i"]
        }
        "weather": {
          "command": "/docker/docker",
          "args": ["run", "-i"]
        }
      }
    }`)
		Expect(err).ToNot(HaveOccurred())
		configs, err := readModelConfigsFromFile(tmp.Name())
		config := configs[0]
		Expect(err).To(BeNil())
		Expect(config).ToNot(BeNil())
		valid, err := config.Validate()
		Expect(err).To(HaveOccurred())
		Expect(valid).To(BeFalse())
		Expect(err.Error()).To(ContainSubstring("invalid MCP configuration"))
	})
	It("Test Validate with valid MCP config", func() {
		tmp, err := os.CreateTemp("", "config.yaml")
		Expect(err).To(BeNil())
		defer os.Remove(tmp.Name())
		_, err = tmp.WriteString(
			`name: test-mcp-valid
backend: "llama-cpp"
mcp:
  stdio: |
    {
      "mcpServers": {
        "ddg": {
          "command": "/docker/docker",
          "args": ["run", "-i"]
        },
        "weather": {
          "command": "/docker/docker",
          "args": ["run", "-i"]
        }
      }
    }`)
		Expect(err).ToNot(HaveOccurred())
		configs, err := readModelConfigsFromFile(tmp.Name())
		config := configs[0]
		Expect(err).To(BeNil())
		Expect(config).ToNot(BeNil())
		valid, err := config.Validate()
		Expect(err).To(BeNil())
		Expect(valid).To(BeTrue())
	})
	It("Test Validate rejects unmarshalable engine_args", func() {
		// chan values cannot be JSON-marshalled. A valid YAML config could
		// not produce one, but a Go caller stuffing a bad value would, and
		// silently dropping it would change runtime behaviour.
		cfg := &ModelConfig{
			Backend: "vllm",
			LLMConfig: LLMConfig{
				EngineArgs: map[string]any{
					"speculative_config": make(chan int),
				},
			},
		}
		valid, err := cfg.Validate()
		Expect(valid).To(BeFalse())
		Expect(err).ToNot(BeNil())
		Expect(err.Error()).To(ContainSubstring("engine_args is not JSON-serialisable"))
	})
	It("Test Validate accepts well-formed engine_args", func() {
		cfg := &ModelConfig{
			Backend: "vllm",
			LLMConfig: LLMConfig{
				EngineArgs: map[string]any{
					"data_parallel_size": 8,
					"speculative_config": map[string]any{
						"method":                 "ngram",
						"num_speculative_tokens": 4,
					},
				},
			},
		}
		valid, err := cfg.Validate()
		Expect(err).To(BeNil())
		Expect(valid).To(BeTrue())
	})
})