2023-12-15 00:47:40 +00:00
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package server
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import (
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2023-12-15 19:59:18 +00:00
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"bytes"
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2023-12-15 00:47:40 +00:00
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"context"
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2024-03-29 01:54:01 +00:00
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"encoding/binary"
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2023-12-15 02:18:25 +00:00
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"encoding/json"
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"fmt"
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"io"
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2024-07-15 19:14:24 +00:00
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"math"
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"net/http"
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"net/http/httptest"
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"os"
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"sort"
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"strings"
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"testing"
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"github.com/stretchr/testify/assert"
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"github.com/stretchr/testify/require"
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2023-12-15 02:18:25 +00:00
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2024-03-26 20:04:17 +00:00
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"github.com/ollama/ollama/api"
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2024-06-19 21:19:02 +00:00
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"github.com/ollama/ollama/llm"
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2024-07-02 18:50:56 +00:00
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"github.com/ollama/ollama/openai"
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2024-05-20 18:26:45 +00:00
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"github.com/ollama/ollama/parser"
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2024-05-08 21:36:08 +00:00
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"github.com/ollama/ollama/types/model"
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2024-03-26 20:04:17 +00:00
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"github.com/ollama/ollama/version"
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2023-12-15 00:47:40 +00:00
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)
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2024-05-13 22:27:51 +00:00
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func createTestFile(t *testing.T, name string) string {
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t.Helper()
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f, err := os.CreateTemp(t.TempDir(), name)
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require.NoError(t, err)
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defer f.Close()
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err = binary.Write(f, binary.LittleEndian, []byte("GGUF"))
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require.NoError(t, err)
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err = binary.Write(f, binary.LittleEndian, uint32(3))
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require.NoError(t, err)
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err = binary.Write(f, binary.LittleEndian, uint64(0))
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require.NoError(t, err)
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err = binary.Write(f, binary.LittleEndian, uint64(0))
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require.NoError(t, err)
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2024-03-29 01:54:01 +00:00
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return f.Name()
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}
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func Test_Routes(t *testing.T) {
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type testCase struct {
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Name string
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Method string
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Path string
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Setup func(t *testing.T, req *http.Request)
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Expected func(t *testing.T, resp *http.Response)
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}
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createTestModel := func(t *testing.T, name string) {
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t.Helper()
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fname := createTestFile(t, "ollama-model")
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2024-04-30 17:55:19 +00:00
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r := strings.NewReader(fmt.Sprintf("FROM %s\nPARAMETER seed 42\nPARAMETER top_p 0.9\nPARAMETER stop foo\nPARAMETER stop bar", fname))
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modelfile, err := parser.ParseFile(r)
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require.NoError(t, err)
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fn := func(resp api.ProgressResponse) {
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t.Logf("Status: %s", resp.Status)
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}
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err = CreateModel(context.TODO(), model.ParseName(name), "", "", modelfile, fn)
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require.NoError(t, err)
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}
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testCases := []testCase{
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{
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Name: "Version Handler",
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Method: http.MethodGet,
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Path: "/api/version",
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Setup: func(t *testing.T, req *http.Request) {
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},
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Expected: func(t *testing.T, resp *http.Response) {
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contentType := resp.Header.Get("Content-Type")
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assert.Equal(t, "application/json; charset=utf-8", contentType)
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body, err := io.ReadAll(resp.Body)
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require.NoError(t, err)
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assert.Equal(t, fmt.Sprintf(`{"version":"%s"}`, version.Version), string(body))
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},
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},
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{
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Name: "Tags Handler (no tags)",
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Method: http.MethodGet,
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Path: "/api/tags",
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Expected: func(t *testing.T, resp *http.Response) {
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contentType := resp.Header.Get("Content-Type")
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assert.Equal(t, "application/json; charset=utf-8", contentType)
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body, err := io.ReadAll(resp.Body)
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require.NoError(t, err)
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var modelList api.ListResponse
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err = json.Unmarshal(body, &modelList)
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require.NoError(t, err)
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assert.NotNil(t, modelList.Models)
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assert.Empty(t, len(modelList.Models))
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},
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},
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{
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Name: "openai empty list",
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Method: http.MethodGet,
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Path: "/v1/models",
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Expected: func(t *testing.T, resp *http.Response) {
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contentType := resp.Header.Get("Content-Type")
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assert.Equal(t, "application/json", contentType)
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body, err := io.ReadAll(resp.Body)
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require.NoError(t, err)
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var modelList openai.ListCompletion
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err = json.Unmarshal(body, &modelList)
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require.NoError(t, err)
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assert.Equal(t, "list", modelList.Object)
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assert.Empty(t, modelList.Data)
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},
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},
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{
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Name: "Tags Handler (yes tags)",
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Method: http.MethodGet,
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Path: "/api/tags",
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Setup: func(t *testing.T, req *http.Request) {
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createTestModel(t, "test-model")
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},
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Expected: func(t *testing.T, resp *http.Response) {
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contentType := resp.Header.Get("Content-Type")
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assert.Equal(t, "application/json; charset=utf-8", contentType)
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body, err := io.ReadAll(resp.Body)
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require.NoError(t, err)
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assert.NotContains(t, string(body), "expires_at")
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var modelList api.ListResponse
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err = json.Unmarshal(body, &modelList)
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require.NoError(t, err)
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assert.Len(t, modelList.Models, 1)
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assert.Equal(t, "test-model:latest", modelList.Models[0].Name)
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},
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},
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{
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Name: "openai list models with tags",
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Method: http.MethodGet,
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Path: "/v1/models",
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Expected: func(t *testing.T, resp *http.Response) {
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contentType := resp.Header.Get("Content-Type")
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assert.Equal(t, "application/json", contentType)
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body, err := io.ReadAll(resp.Body)
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require.NoError(t, err)
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var modelList openai.ListCompletion
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err = json.Unmarshal(body, &modelList)
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require.NoError(t, err)
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assert.Len(t, modelList.Data, 1)
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assert.Equal(t, "test-model:latest", modelList.Data[0].Id)
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assert.Equal(t, "library", modelList.Data[0].OwnedBy)
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},
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},
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{
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Name: "Create Model Handler",
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Method: http.MethodPost,
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Path: "/api/create",
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Setup: func(t *testing.T, req *http.Request) {
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fname := createTestFile(t, "ollama-model")
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stream := false
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createReq := api.CreateRequest{
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Name: "t-bone",
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Modelfile: fmt.Sprintf("FROM %s", fname),
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Stream: &stream,
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}
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jsonData, err := json.Marshal(createReq)
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require.NoError(t, err)
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req.Body = io.NopCloser(bytes.NewReader(jsonData))
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},
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Expected: func(t *testing.T, resp *http.Response) {
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contentType := resp.Header.Get("Content-Type")
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assert.Equal(t, "application/json", contentType)
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_, err := io.ReadAll(resp.Body)
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require.NoError(t, err)
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assert.Equal(t, 200, resp.StatusCode)
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model, err := GetModel("t-bone")
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require.NoError(t, err)
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assert.Equal(t, "t-bone:latest", model.ShortName)
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},
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},
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{
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Name: "Copy Model Handler",
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Method: http.MethodPost,
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Path: "/api/copy",
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Setup: func(t *testing.T, req *http.Request) {
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createTestModel(t, "hamshank")
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copyReq := api.CopyRequest{
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Source: "hamshank",
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Destination: "beefsteak",
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}
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jsonData, err := json.Marshal(copyReq)
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require.NoError(t, err)
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req.Body = io.NopCloser(bytes.NewReader(jsonData))
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},
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Expected: func(t *testing.T, resp *http.Response) {
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model, err := GetModel("beefsteak")
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require.NoError(t, err)
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assert.Equal(t, "beefsteak:latest", model.ShortName)
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},
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},
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2024-01-16 18:34:44 +00:00
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{
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Name: "Show Model Handler",
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Method: http.MethodPost,
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Path: "/api/show",
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Setup: func(t *testing.T, req *http.Request) {
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createTestModel(t, "show-model")
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showReq := api.ShowRequest{Model: "show-model"}
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jsonData, err := json.Marshal(showReq)
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require.NoError(t, err)
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req.Body = io.NopCloser(bytes.NewReader(jsonData))
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},
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Expected: func(t *testing.T, resp *http.Response) {
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contentType := resp.Header.Get("Content-Type")
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assert.Equal(t, "application/json; charset=utf-8", contentType)
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body, err := io.ReadAll(resp.Body)
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require.NoError(t, err)
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var showResp api.ShowResponse
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err = json.Unmarshal(body, &showResp)
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require.NoError(t, err)
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var params []string
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paramsSplit := strings.Split(showResp.Parameters, "\n")
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for _, p := range paramsSplit {
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params = append(params, strings.Join(strings.Fields(p), " "))
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}
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sort.Strings(params)
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expectedParams := []string{
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"seed 42",
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"stop \"bar\"",
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"stop \"foo\"",
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"top_p 0.9",
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}
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assert.Equal(t, expectedParams, params)
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assert.InDelta(t, 0, showResp.ModelInfo["general.parameter_count"], 1e-9, "Parameter count should be 0")
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},
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},
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2024-07-02 18:50:56 +00:00
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{
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Name: "openai retrieve model handler",
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Method: http.MethodGet,
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Path: "/v1/models/show-model",
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Expected: func(t *testing.T, resp *http.Response) {
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contentType := resp.Header.Get("Content-Type")
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assert.Equal(t, "application/json", contentType)
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body, err := io.ReadAll(resp.Body)
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require.NoError(t, err)
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var retrieveResp api.RetrieveModelResponse
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err = json.Unmarshal(body, &retrieveResp)
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require.NoError(t, err)
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assert.Equal(t, "show-model", retrieveResp.Id)
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assert.Equal(t, "library", retrieveResp.OwnedBy)
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},
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},
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2024-07-15 19:14:24 +00:00
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{
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Name: "Embed Handler Empty Input",
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Method: http.MethodPost,
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Path: "/api/embed",
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Setup: func(t *testing.T, req *http.Request) {
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embedReq := api.EmbedRequest{
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Model: "t-bone",
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Input: "",
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}
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|
|
jsonData, err := json.Marshal(embedReq)
|
|
|
|
require.NoError(t, err)
|
|
|
|
req.Body = io.NopCloser(bytes.NewReader(jsonData))
|
|
|
|
},
|
|
|
|
Expected: func(t *testing.T, resp *http.Response) {
|
|
|
|
contentType := resp.Header.Get("Content-Type")
|
|
|
|
if contentType != "application/json; charset=utf-8" {
|
|
|
|
t.Fatalf("expected content type application/json; charset=utf-8, got %s", contentType)
|
|
|
|
}
|
|
|
|
body, err := io.ReadAll(resp.Body)
|
|
|
|
if err != nil {
|
|
|
|
t.Fatal(err)
|
|
|
|
}
|
|
|
|
|
|
|
|
var embedResp api.EmbedResponse
|
|
|
|
err = json.Unmarshal(body, &embedResp)
|
|
|
|
if err != nil {
|
|
|
|
t.Fatal(err)
|
|
|
|
}
|
|
|
|
|
|
|
|
if embedResp.Model != "t-bone" {
|
|
|
|
t.Fatalf("expected model t-bone, got %s", embedResp.Model)
|
|
|
|
}
|
|
|
|
|
2024-07-16 00:39:44 +00:00
|
|
|
if embedResp.Embeddings == nil {
|
|
|
|
t.Fatalf("expected embeddings to not be nil, got %v", embedResp.Embeddings)
|
|
|
|
}
|
|
|
|
|
|
|
|
if len(embedResp.Embeddings) != 0 {
|
|
|
|
t.Fatalf("expected embeddings to be empty, got %v", embedResp.Embeddings)
|
2024-07-15 19:14:24 +00:00
|
|
|
}
|
|
|
|
},
|
|
|
|
},
|
|
|
|
{
|
|
|
|
Name: "Embed Handler Invalid Input",
|
|
|
|
Method: http.MethodPost,
|
|
|
|
Path: "/api/embed",
|
|
|
|
Setup: func(t *testing.T, req *http.Request) {
|
|
|
|
embedReq := api.EmbedRequest{
|
|
|
|
Model: "t-bone",
|
|
|
|
Input: 2,
|
|
|
|
}
|
|
|
|
jsonData, err := json.Marshal(embedReq)
|
|
|
|
require.NoError(t, err)
|
|
|
|
req.Body = io.NopCloser(bytes.NewReader(jsonData))
|
|
|
|
},
|
|
|
|
Expected: func(t *testing.T, resp *http.Response) {
|
|
|
|
contentType := resp.Header.Get("Content-Type")
|
|
|
|
if contentType != "application/json; charset=utf-8" {
|
|
|
|
t.Fatalf("expected content type application/json; charset=utf-8, got %s", contentType)
|
|
|
|
}
|
|
|
|
_, err := io.ReadAll(resp.Body)
|
|
|
|
|
|
|
|
if err != nil {
|
|
|
|
t.Fatal(err)
|
|
|
|
}
|
|
|
|
|
|
|
|
if resp.StatusCode != http.StatusBadRequest {
|
|
|
|
t.Fatalf("expected status code 400, got %d", resp.StatusCode)
|
|
|
|
}
|
|
|
|
},
|
|
|
|
},
|
2023-12-15 00:47:40 +00:00
|
|
|
}
|
|
|
|
|
2024-05-24 21:57:15 +00:00
|
|
|
t.Setenv("OLLAMA_MODELS", t.TempDir())
|
|
|
|
|
2024-03-14 17:24:13 +00:00
|
|
|
s := &Server{}
|
2023-12-15 00:47:40 +00:00
|
|
|
router := s.GenerateRoutes()
|
|
|
|
|
|
|
|
httpSrv := httptest.NewServer(router)
|
|
|
|
t.Cleanup(httpSrv.Close)
|
|
|
|
|
|
|
|
for _, tc := range testCases {
|
2024-04-16 22:37:28 +00:00
|
|
|
t.Run(tc.Name, func(t *testing.T) {
|
|
|
|
u := httpSrv.URL + tc.Path
|
|
|
|
req, err := http.NewRequestWithContext(context.TODO(), tc.Method, u, nil)
|
2024-05-22 05:21:04 +00:00
|
|
|
require.NoError(t, err)
|
2024-04-16 22:37:28 +00:00
|
|
|
|
|
|
|
if tc.Setup != nil {
|
|
|
|
tc.Setup(t, req)
|
|
|
|
}
|
|
|
|
|
|
|
|
resp, err := httpSrv.Client().Do(req)
|
2024-05-22 05:21:04 +00:00
|
|
|
require.NoError(t, err)
|
2024-04-16 22:37:28 +00:00
|
|
|
defer resp.Body.Close()
|
|
|
|
|
|
|
|
if tc.Expected != nil {
|
|
|
|
tc.Expected(t, resp)
|
|
|
|
}
|
|
|
|
})
|
2023-12-15 00:47:40 +00:00
|
|
|
}
|
|
|
|
}
|
2024-05-13 22:27:51 +00:00
|
|
|
|
|
|
|
func TestCase(t *testing.T) {
|
|
|
|
t.Setenv("OLLAMA_MODELS", t.TempDir())
|
|
|
|
|
|
|
|
cases := []string{
|
|
|
|
"mistral",
|
|
|
|
"llama3:latest",
|
|
|
|
"library/phi3:q4_0",
|
|
|
|
"registry.ollama.ai/library/gemma:q5_K_M",
|
|
|
|
// TODO: host:port currently fails on windows (#4107)
|
|
|
|
// "localhost:5000/alice/bob:latest",
|
|
|
|
}
|
|
|
|
|
|
|
|
var s Server
|
|
|
|
for _, tt := range cases {
|
|
|
|
t.Run(tt, func(t *testing.T) {
|
|
|
|
w := createRequest(t, s.CreateModelHandler, api.CreateRequest{
|
|
|
|
Name: tt,
|
2024-06-07 15:55:46 +00:00
|
|
|
Modelfile: fmt.Sprintf("FROM %s", createBinFile(t, nil, nil)),
|
2024-05-13 22:27:51 +00:00
|
|
|
Stream: &stream,
|
|
|
|
})
|
|
|
|
|
|
|
|
if w.Code != http.StatusOK {
|
|
|
|
t.Fatalf("expected status 200 got %d", w.Code)
|
|
|
|
}
|
|
|
|
|
|
|
|
expect, err := json.Marshal(map[string]string{"error": "a model with that name already exists"})
|
|
|
|
if err != nil {
|
|
|
|
t.Fatal(err)
|
|
|
|
}
|
|
|
|
|
|
|
|
t.Run("create", func(t *testing.T) {
|
|
|
|
w = createRequest(t, s.CreateModelHandler, api.CreateRequest{
|
|
|
|
Name: strings.ToUpper(tt),
|
2024-06-07 15:55:46 +00:00
|
|
|
Modelfile: fmt.Sprintf("FROM %s", createBinFile(t, nil, nil)),
|
2024-05-13 22:27:51 +00:00
|
|
|
Stream: &stream,
|
|
|
|
})
|
|
|
|
|
|
|
|
if w.Code != http.StatusBadRequest {
|
|
|
|
t.Fatalf("expected status 500 got %d", w.Code)
|
|
|
|
}
|
|
|
|
|
|
|
|
if !bytes.Equal(w.Body.Bytes(), expect) {
|
|
|
|
t.Fatalf("expected error %s got %s", expect, w.Body.String())
|
|
|
|
}
|
|
|
|
})
|
|
|
|
|
|
|
|
t.Run("pull", func(t *testing.T) {
|
|
|
|
w := createRequest(t, s.PullModelHandler, api.PullRequest{
|
|
|
|
Name: strings.ToUpper(tt),
|
|
|
|
Stream: &stream,
|
|
|
|
})
|
|
|
|
|
|
|
|
if w.Code != http.StatusBadRequest {
|
|
|
|
t.Fatalf("expected status 500 got %d", w.Code)
|
|
|
|
}
|
|
|
|
|
|
|
|
if !bytes.Equal(w.Body.Bytes(), expect) {
|
|
|
|
t.Fatalf("expected error %s got %s", expect, w.Body.String())
|
|
|
|
}
|
|
|
|
})
|
|
|
|
|
|
|
|
t.Run("copy", func(t *testing.T) {
|
|
|
|
w := createRequest(t, s.CopyModelHandler, api.CopyRequest{
|
|
|
|
Source: tt,
|
|
|
|
Destination: strings.ToUpper(tt),
|
|
|
|
})
|
|
|
|
|
|
|
|
if w.Code != http.StatusBadRequest {
|
|
|
|
t.Fatalf("expected status 500 got %d", w.Code)
|
|
|
|
}
|
|
|
|
|
|
|
|
if !bytes.Equal(w.Body.Bytes(), expect) {
|
|
|
|
t.Fatalf("expected error %s got %s", expect, w.Body.String())
|
|
|
|
}
|
|
|
|
})
|
|
|
|
})
|
|
|
|
}
|
|
|
|
}
|
2024-06-19 21:19:02 +00:00
|
|
|
|
|
|
|
func TestShow(t *testing.T) {
|
|
|
|
t.Setenv("OLLAMA_MODELS", t.TempDir())
|
|
|
|
|
|
|
|
var s Server
|
|
|
|
|
|
|
|
createRequest(t, s.CreateModelHandler, api.CreateRequest{
|
|
|
|
Name: "show-model",
|
|
|
|
Modelfile: fmt.Sprintf(
|
|
|
|
"FROM %s\nFROM %s",
|
|
|
|
createBinFile(t, llm.KV{"general.architecture": "test"}, nil),
|
|
|
|
createBinFile(t, llm.KV{"general.architecture": "clip"}, nil),
|
|
|
|
),
|
|
|
|
})
|
|
|
|
|
|
|
|
w := createRequest(t, s.ShowModelHandler, api.ShowRequest{
|
|
|
|
Name: "show-model",
|
|
|
|
})
|
|
|
|
|
|
|
|
if w.Code != http.StatusOK {
|
|
|
|
t.Fatalf("expected status code 200, actual %d", w.Code)
|
|
|
|
}
|
|
|
|
|
|
|
|
var resp api.ShowResponse
|
|
|
|
if err := json.NewDecoder(w.Body).Decode(&resp); err != nil {
|
|
|
|
t.Fatal(err)
|
|
|
|
}
|
|
|
|
|
|
|
|
if resp.ModelInfo["general.architecture"] != "test" {
|
|
|
|
t.Fatal("Expected model architecture to be 'test', but got", resp.ModelInfo["general.architecture"])
|
|
|
|
}
|
|
|
|
|
|
|
|
if resp.ProjectorInfo["general.architecture"] != "clip" {
|
|
|
|
t.Fatal("Expected projector architecture to be 'clip', but got", resp.ProjectorInfo["general.architecture"])
|
|
|
|
}
|
|
|
|
}
|
2024-07-15 19:14:24 +00:00
|
|
|
|
|
|
|
func TestNormalize(t *testing.T) {
|
|
|
|
type testCase struct {
|
|
|
|
input []float32
|
|
|
|
}
|
|
|
|
|
|
|
|
testCases := []testCase{
|
|
|
|
{input: []float32{1}},
|
|
|
|
{input: []float32{0, 1, 2, 3}},
|
|
|
|
{input: []float32{0.1, 0.2, 0.3}},
|
|
|
|
{input: []float32{-0.1, 0.2, 0.3, -0.4}},
|
|
|
|
{input: []float32{0, 0, 0}},
|
|
|
|
}
|
|
|
|
|
|
|
|
isNormalized := func(vec []float32) (res bool) {
|
|
|
|
sum := 0.0
|
|
|
|
for _, v := range vec {
|
|
|
|
sum += float64(v * v)
|
|
|
|
}
|
|
|
|
if math.Abs(sum-1) > 1e-6 {
|
|
|
|
return sum == 0
|
|
|
|
} else {
|
|
|
|
return true
|
|
|
|
}
|
|
|
|
}
|
|
|
|
|
|
|
|
for _, tc := range testCases {
|
|
|
|
t.Run("", func(t *testing.T) {
|
|
|
|
normalized := normalize(tc.input)
|
|
|
|
if !isNormalized(normalized) {
|
|
|
|
t.Errorf("Vector %v is not normalized", tc.input)
|
|
|
|
}
|
|
|
|
})
|
|
|
|
}
|
|
|
|
}
|