ollama/server/routes_test.go
Jeffrey Morgan 7ac6d462ec
server: return empty slice on empty /api/embed request (#5713)
* server: return empty slice on empty `/api/embed` request

* fix tests
2024-07-15 17:39:44 -07:00

529 lines
14 KiB
Go

package server
import (
"bytes"
"context"
"encoding/binary"
"encoding/json"
"fmt"
"io"
"math"
"net/http"
"net/http/httptest"
"os"
"sort"
"strings"
"testing"
"github.com/stretchr/testify/assert"
"github.com/stretchr/testify/require"
"github.com/ollama/ollama/api"
"github.com/ollama/ollama/envconfig"
"github.com/ollama/ollama/llm"
"github.com/ollama/ollama/openai"
"github.com/ollama/ollama/parser"
"github.com/ollama/ollama/types/model"
"github.com/ollama/ollama/version"
)
func createTestFile(t *testing.T, name string) string {
t.Helper()
f, err := os.CreateTemp(t.TempDir(), name)
require.NoError(t, err)
defer f.Close()
err = binary.Write(f, binary.LittleEndian, []byte("GGUF"))
require.NoError(t, err)
err = binary.Write(f, binary.LittleEndian, uint32(3))
require.NoError(t, err)
err = binary.Write(f, binary.LittleEndian, uint64(0))
require.NoError(t, err)
err = binary.Write(f, binary.LittleEndian, uint64(0))
require.NoError(t, err)
return f.Name()
}
func Test_Routes(t *testing.T) {
type testCase struct {
Name string
Method string
Path string
Setup func(t *testing.T, req *http.Request)
Expected func(t *testing.T, resp *http.Response)
}
createTestModel := func(t *testing.T, name string) {
t.Helper()
fname := createTestFile(t, "ollama-model")
r := strings.NewReader(fmt.Sprintf("FROM %s\nPARAMETER seed 42\nPARAMETER top_p 0.9\nPARAMETER stop foo\nPARAMETER stop bar", fname))
modelfile, err := parser.ParseFile(r)
require.NoError(t, err)
fn := func(resp api.ProgressResponse) {
t.Logf("Status: %s", resp.Status)
}
err = CreateModel(context.TODO(), model.ParseName(name), "", "", modelfile, fn)
require.NoError(t, err)
}
testCases := []testCase{
{
Name: "Version Handler",
Method: http.MethodGet,
Path: "/api/version",
Setup: func(t *testing.T, req *http.Request) {
},
Expected: func(t *testing.T, resp *http.Response) {
contentType := resp.Header.Get("Content-Type")
assert.Equal(t, "application/json; charset=utf-8", contentType)
body, err := io.ReadAll(resp.Body)
require.NoError(t, err)
assert.Equal(t, fmt.Sprintf(`{"version":"%s"}`, version.Version), string(body))
},
},
{
Name: "Tags Handler (no tags)",
Method: http.MethodGet,
Path: "/api/tags",
Expected: func(t *testing.T, resp *http.Response) {
contentType := resp.Header.Get("Content-Type")
assert.Equal(t, "application/json; charset=utf-8", contentType)
body, err := io.ReadAll(resp.Body)
require.NoError(t, err)
var modelList api.ListResponse
err = json.Unmarshal(body, &modelList)
require.NoError(t, err)
assert.NotNil(t, modelList.Models)
assert.Empty(t, len(modelList.Models))
},
},
{
Name: "openai empty list",
Method: http.MethodGet,
Path: "/v1/models",
Expected: func(t *testing.T, resp *http.Response) {
contentType := resp.Header.Get("Content-Type")
assert.Equal(t, "application/json", contentType)
body, err := io.ReadAll(resp.Body)
require.NoError(t, err)
var modelList openai.ListCompletion
err = json.Unmarshal(body, &modelList)
require.NoError(t, err)
assert.Equal(t, "list", modelList.Object)
assert.Empty(t, modelList.Data)
},
},
{
Name: "Tags Handler (yes tags)",
Method: http.MethodGet,
Path: "/api/tags",
Setup: func(t *testing.T, req *http.Request) {
createTestModel(t, "test-model")
},
Expected: func(t *testing.T, resp *http.Response) {
contentType := resp.Header.Get("Content-Type")
assert.Equal(t, "application/json; charset=utf-8", contentType)
body, err := io.ReadAll(resp.Body)
require.NoError(t, err)
assert.NotContains(t, string(body), "expires_at")
var modelList api.ListResponse
err = json.Unmarshal(body, &modelList)
require.NoError(t, err)
assert.Len(t, modelList.Models, 1)
assert.Equal(t, "test-model:latest", modelList.Models[0].Name)
},
},
{
Name: "openai list models with tags",
Method: http.MethodGet,
Path: "/v1/models",
Expected: func(t *testing.T, resp *http.Response) {
contentType := resp.Header.Get("Content-Type")
assert.Equal(t, "application/json", contentType)
body, err := io.ReadAll(resp.Body)
require.NoError(t, err)
var modelList openai.ListCompletion
err = json.Unmarshal(body, &modelList)
require.NoError(t, err)
assert.Len(t, modelList.Data, 1)
assert.Equal(t, "test-model:latest", modelList.Data[0].Id)
assert.Equal(t, "library", modelList.Data[0].OwnedBy)
},
},
{
Name: "Create Model Handler",
Method: http.MethodPost,
Path: "/api/create",
Setup: func(t *testing.T, req *http.Request) {
fname := createTestFile(t, "ollama-model")
stream := false
createReq := api.CreateRequest{
Name: "t-bone",
Modelfile: fmt.Sprintf("FROM %s", fname),
Stream: &stream,
}
jsonData, err := json.Marshal(createReq)
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")
assert.Equal(t, "application/json", contentType)
_, err := io.ReadAll(resp.Body)
require.NoError(t, err)
assert.Equal(t, 200, resp.StatusCode)
model, err := GetModel("t-bone")
require.NoError(t, err)
assert.Equal(t, "t-bone:latest", model.ShortName)
},
},
{
Name: "Copy Model Handler",
Method: http.MethodPost,
Path: "/api/copy",
Setup: func(t *testing.T, req *http.Request) {
createTestModel(t, "hamshank")
copyReq := api.CopyRequest{
Source: "hamshank",
Destination: "beefsteak",
}
jsonData, err := json.Marshal(copyReq)
require.NoError(t, err)
req.Body = io.NopCloser(bytes.NewReader(jsonData))
},
Expected: func(t *testing.T, resp *http.Response) {
model, err := GetModel("beefsteak")
require.NoError(t, err)
assert.Equal(t, "beefsteak:latest", model.ShortName)
},
},
{
Name: "Show Model Handler",
Method: http.MethodPost,
Path: "/api/show",
Setup: func(t *testing.T, req *http.Request) {
createTestModel(t, "show-model")
showReq := api.ShowRequest{Model: "show-model"}
jsonData, err := json.Marshal(showReq)
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")
assert.Equal(t, "application/json; charset=utf-8", contentType)
body, err := io.ReadAll(resp.Body)
require.NoError(t, err)
var showResp api.ShowResponse
err = json.Unmarshal(body, &showResp)
require.NoError(t, err)
var params []string
paramsSplit := strings.Split(showResp.Parameters, "\n")
for _, p := range paramsSplit {
params = append(params, strings.Join(strings.Fields(p), " "))
}
sort.Strings(params)
expectedParams := []string{
"seed 42",
"stop \"bar\"",
"stop \"foo\"",
"top_p 0.9",
}
assert.Equal(t, expectedParams, params)
assert.InDelta(t, 0, showResp.ModelInfo["general.parameter_count"], 1e-9, "Parameter count should be 0")
},
},
{
Name: "openai retrieve model handler",
Method: http.MethodGet,
Path: "/v1/models/show-model",
Expected: func(t *testing.T, resp *http.Response) {
contentType := resp.Header.Get("Content-Type")
assert.Equal(t, "application/json", contentType)
body, err := io.ReadAll(resp.Body)
require.NoError(t, err)
var retrieveResp api.RetrieveModelResponse
err = json.Unmarshal(body, &retrieveResp)
require.NoError(t, err)
assert.Equal(t, "show-model", retrieveResp.Id)
assert.Equal(t, "library", retrieveResp.OwnedBy)
},
},
{
Name: "Embed Handler Empty Input",
Method: http.MethodPost,
Path: "/api/embed",
Setup: func(t *testing.T, req *http.Request) {
embedReq := api.EmbedRequest{
Model: "t-bone",
Input: "",
}
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)
}
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)
}
},
},
{
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)
}
},
},
}
t.Setenv("OLLAMA_MODELS", t.TempDir())
envconfig.LoadConfig()
s := &Server{}
router := s.GenerateRoutes()
httpSrv := httptest.NewServer(router)
t.Cleanup(httpSrv.Close)
for _, tc := range testCases {
t.Run(tc.Name, func(t *testing.T) {
u := httpSrv.URL + tc.Path
req, err := http.NewRequestWithContext(context.TODO(), tc.Method, u, nil)
require.NoError(t, err)
if tc.Setup != nil {
tc.Setup(t, req)
}
resp, err := httpSrv.Client().Do(req)
require.NoError(t, err)
defer resp.Body.Close()
if tc.Expected != nil {
tc.Expected(t, resp)
}
})
}
}
func TestCase(t *testing.T) {
t.Setenv("OLLAMA_MODELS", t.TempDir())
envconfig.LoadConfig()
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,
Modelfile: fmt.Sprintf("FROM %s", createBinFile(t, nil, nil)),
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),
Modelfile: fmt.Sprintf("FROM %s", createBinFile(t, nil, nil)),
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())
}
})
})
}
}
func TestShow(t *testing.T) {
t.Setenv("OLLAMA_MODELS", t.TempDir())
envconfig.LoadConfig()
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"])
}
}
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)
}
})
}
}