Merge pull request #3309 from dhiltgen/integration_testing
Revamp go based integration tests
This commit is contained in:
Daniel Hiltgen
GitHub
commit
1784113ef5
8 changed files with 313 additions and 261 deletions
11
integration/README.md
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11
integration/README.md
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@ -0,0 +1,11 @@
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# Integration Tests
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This directory contains integration tests to exercise Ollama end-to-end to verify behavior
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By default, these tests are disabled so `go test ./...` will exercise only unit tests. To run integration tests you must pass the integration tag. `go test -tags=integration ./...`
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The integration tests have 2 modes of operating.
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1. By default, they will start the server on a random port, run the tests, and then shutdown the server.
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2. If `OLLAMA_TEST_EXISTING` is set to a non-empty string, the tests will run against an existing running server, which can be remote
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28
integration/basic_test.go
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28
integration/basic_test.go
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@ -0,0 +1,28 @@
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//go:build integration
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package integration
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import (
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"context"
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"net/http"
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"testing"
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"time"
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"github.com/jmorganca/ollama/api"
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)
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func TestOrcaMiniBlueSky(t *testing.T) {
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ctx, cancel := context.WithTimeout(context.Background(), 1*time.Minute)
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defer cancel()
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// Set up the test data
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req := api.GenerateRequest{
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Model: "orca-mini",
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Prompt: "why is the sky blue?",
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Stream: &stream,
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Options: map[string]interface{}{
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"temperature": 0,
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"seed": 123,
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},
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}
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GenerateTestHelper(ctx, t, &http.Client{}, req, []string{"rayleigh"})
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}
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@ -1,49 +1,38 @@
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//go:build integration
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package server
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package integration
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import (
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"context"
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"encoding/base64"
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"log"
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"os"
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"strings"
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"net/http"
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"testing"
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"time"
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"github.com/jmorganca/ollama/api"
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"github.com/jmorganca/ollama/llm"
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"github.com/stretchr/testify/assert"
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"github.com/stretchr/testify/require"
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)
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func TestIntegrationMultimodal(t *testing.T) {
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SkipIFNoTestData(t)
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image, err := base64.StdEncoding.DecodeString(imageEncoding)
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require.NoError(t, err)
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req := api.GenerateRequest{
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Model: "llava:7b",
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Prompt: "what does the text in this image say?",
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Options: map[string]interface{}{},
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Model: "llava:7b",
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Prompt: "what does the text in this image say?",
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Stream: &stream,
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Options: map[string]interface{}{
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"seed": 42,
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"temperature": 0.0,
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},
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Images: []api.ImageData{
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image,
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},
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}
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resp := "the ollamas"
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workDir, err := os.MkdirTemp("", "ollama")
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require.NoError(t, err)
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defer os.RemoveAll(workDir)
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require.NoError(t, llm.Init(workDir))
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ctx, cancel := context.WithTimeout(context.Background(), time.Second*60)
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defer cancel()
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opts := api.DefaultOptions()
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opts.Seed = 42
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opts.Temperature = 0.0
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model, llmRunner := PrepareModelForPrompts(t, req.Model, opts)
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defer llmRunner.Close()
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response := OneShotPromptResponse(t, ctx, req, model, llmRunner)
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log.Print(response)
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assert.Contains(t, strings.ToLower(response), resp)
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GenerateTestHelper(ctx, t, &http.Client{}, req, []string{resp})
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}
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const imageEncoding = `iVBORw0KGgoAAAANSUhEUgAAANIAAAB4CAYAAACHHqzKAAAAAXNSR0IArs4c6QAAAIRlWElmTU0AKgAAAAgABQESAAMAAAABAAEAAAEaAAUAAAABAAAASgEb
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73
integration/llm_test.go
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73
integration/llm_test.go
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//go:build integration
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package integration
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import (
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"context"
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"net/http"
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"sync"
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"testing"
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"time"
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"github.com/jmorganca/ollama/api"
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)
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// TODO - this would ideally be in the llm package, but that would require some refactoring of interfaces in the server
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// package to avoid circular dependencies
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// WARNING - these tests will fail on mac if you don't manually copy ggml-metal.metal to this dir (./server)
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//
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// TODO - Fix this ^^
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var (
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stream = false
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req = [2]api.GenerateRequest{
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{
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Model: "orca-mini",
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Prompt: "why is the ocean blue?",
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Stream: &stream,
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Options: map[string]interface{}{
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"seed": 42,
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"temperature": 0.0,
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},
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}, {
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Model: "orca-mini",
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Prompt: "what is the origin of the us thanksgiving holiday?",
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Stream: &stream,
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Options: map[string]interface{}{
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"seed": 42,
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"temperature": 0.0,
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},
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},
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}
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resp = [2]string{
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"scattering",
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"united states thanksgiving",
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}
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)
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func TestIntegrationSimpleOrcaMini(t *testing.T) {
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ctx, cancel := context.WithTimeout(context.Background(), time.Second*60)
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defer cancel()
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GenerateTestHelper(ctx, t, &http.Client{}, req[0], []string{resp[0]})
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}
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// TODO
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// The server always loads a new runner and closes the old one, which forces serial execution
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// At present this test case fails with concurrency problems. Eventually we should try to
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// get true concurrency working with n_parallel support in the backend
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func TestIntegrationConcurrentPredictOrcaMini(t *testing.T) {
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var wg sync.WaitGroup
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wg.Add(len(req))
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ctx, cancel := context.WithTimeout(context.Background(), time.Second*60)
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defer cancel()
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for i := 0; i < len(req); i++ {
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go func(i int) {
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defer wg.Done()
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GenerateTestHelper(ctx, t, &http.Client{}, req[i], []string{resp[i]})
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}(i)
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}
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wg.Wait()
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}
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// TODO - create a parallel test with 2 different models once we support concurrency
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190
integration/utils_test.go
Normal file
190
integration/utils_test.go
Normal file
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@ -0,0 +1,190 @@
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//go:build integration
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package integration
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import (
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"bytes"
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"context"
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"encoding/json"
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"fmt"
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"io"
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"log/slog"
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"math/rand"
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"net"
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"net/http"
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"os"
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"path/filepath"
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"runtime"
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"strconv"
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"strings"
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"sync"
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"testing"
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"time"
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"github.com/jmorganca/ollama/api"
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"github.com/jmorganca/ollama/app/lifecycle"
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"github.com/stretchr/testify/assert"
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)
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func FindPort() string {
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port := 0
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if a, err := net.ResolveTCPAddr("tcp", "localhost:0"); err == nil {
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var l *net.TCPListener
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if l, err = net.ListenTCP("tcp", a); err == nil {
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port = l.Addr().(*net.TCPAddr).Port
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l.Close()
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}
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}
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if port == 0 {
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port = rand.Intn(65535-49152) + 49152 // get a random port in the ephemeral range
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}
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return strconv.Itoa(port)
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}
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func GetTestEndpoint() (string, string) {
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defaultPort := "11434"
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ollamaHost := os.Getenv("OLLAMA_HOST")
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scheme, hostport, ok := strings.Cut(ollamaHost, "://")
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if !ok {
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scheme, hostport = "http", ollamaHost
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}
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// trim trailing slashes
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hostport = strings.TrimRight(hostport, "/")
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host, port, err := net.SplitHostPort(hostport)
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if err != nil {
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host, port = "127.0.0.1", defaultPort
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if ip := net.ParseIP(strings.Trim(hostport, "[]")); ip != nil {
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host = ip.String()
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} else if hostport != "" {
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host = hostport
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}
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}
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if os.Getenv("OLLAMA_TEST_EXISTING") == "" && port == defaultPort {
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port = FindPort()
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}
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url := fmt.Sprintf("%s:%s", host, port)
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slog.Info("server connection", "url", url)
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return scheme, url
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}
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// TODO make fanicier, grab logs, etc.
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var serverMutex sync.Mutex
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var serverReady bool
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func StartServer(ctx context.Context, ollamaHost string) error {
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// Make sure the server has been built
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CLIName, err := filepath.Abs("../ollama")
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if err != nil {
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return err
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}
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if runtime.GOOS == "windows" {
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CLIName += ".exe"
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}
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_, err = os.Stat(CLIName)
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if err != nil {
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return fmt.Errorf("CLI missing, did you forget to build first? %w", err)
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}
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serverMutex.Lock()
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defer serverMutex.Unlock()
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if serverReady {
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return nil
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}
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if tmp := os.Getenv("OLLAMA_HOST"); tmp != ollamaHost {
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slog.Info("setting env", "OLLAMA_HOST", ollamaHost)
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os.Setenv("OLLAMA_HOST", ollamaHost)
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}
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slog.Info("starting server", "url", ollamaHost)
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done, err := lifecycle.SpawnServer(ctx, "../ollama")
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if err != nil {
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return fmt.Errorf("failed to start server: %w", err)
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}
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go func() {
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<-ctx.Done()
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serverMutex.Lock()
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defer serverMutex.Unlock()
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exitCode := <-done
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if exitCode > 0 {
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slog.Warn("server failure", "exit", exitCode)
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}
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serverReady = false
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}()
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// TODO wait only long enough for the server to be responsive...
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time.Sleep(500 * time.Millisecond)
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serverReady = true
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return nil
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}
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func GenerateTestHelper(ctx context.Context, t *testing.T, client *http.Client, genReq api.GenerateRequest, anyResp []string) {
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requestJSON, err := json.Marshal(genReq)
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if err != nil {
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t.Fatalf("Error serializing request: %v", err)
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}
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defer func() {
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if t.Failed() && os.Getenv("OLLAMA_TEST_EXISTING") == "" {
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// TODO
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fp, err := os.Open(lifecycle.ServerLogFile)
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if err != nil {
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slog.Error("failed to open server log", "logfile", lifecycle.ServerLogFile, "error", err)
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return
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}
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data, err := io.ReadAll(fp)
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if err != nil {
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slog.Error("failed to read server log", "logfile", lifecycle.ServerLogFile, "error", err)
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return
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}
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slog.Warn("SERVER LOG FOLLOWS")
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os.Stderr.Write(data)
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slog.Warn("END OF SERVER")
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}
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err = os.Remove(lifecycle.ServerLogFile)
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if err != nil && !os.IsNotExist(err) {
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slog.Warn("failed to cleanup", "logfile", lifecycle.ServerLogFile, "error", err)
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}
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}()
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scheme, testEndpoint := GetTestEndpoint()
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if os.Getenv("OLLAMA_TEST_EXISTING") == "" {
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assert.NoError(t, StartServer(ctx, testEndpoint))
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}
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// Make the request and get the response
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req, err := http.NewRequest("POST", scheme+"://"+testEndpoint+"/api/generate", bytes.NewReader(requestJSON))
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if err != nil {
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t.Fatalf("Error creating request: %v", err)
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}
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// Set the content type for the request
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req.Header.Set("Content-Type", "application/json")
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// Make the request with the HTTP client
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response, err := client.Do(req.WithContext(ctx))
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if err != nil {
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t.Fatalf("Error making request: %v", err)
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}
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body, err := io.ReadAll(response.Body)
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assert.NoError(t, err)
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assert.Equal(t, response.StatusCode, 200, string(body))
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// Verify the response is valid JSON
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var payload api.GenerateResponse
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err = json.Unmarshal(body, &payload)
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if err != nil {
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assert.NoError(t, err, body)
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}
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// Verify the response contains the expected data
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for _, resp := range anyResp {
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assert.Contains(t, strings.ToLower(payload.Response), resp)
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}
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}
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|
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@ -1,41 +0,0 @@
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#!/bin/bash
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# This script sets up integration tests which run the full stack to verify
|
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# inference locally
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#
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# To run the relevant tests use
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# go test -tags=integration ./server
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set -e
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set -o pipefail
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REPO=$(dirname $0)/../
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export OLLAMA_MODELS=${REPO}/test_data/models
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REGISTRY_SCHEME=https
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REGISTRY=registry.ollama.ai
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TEST_MODELS=("library/orca-mini:latest" "library/llava:7b")
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ACCEPT_HEADER="Accept: application/vnd.docker.distribution.manifest.v2+json"
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|
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for model in ${TEST_MODELS[@]}; do
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TEST_MODEL=$(echo ${model} | cut -f1 -d:)
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TEST_MODEL_TAG=$(echo ${model} | cut -f2 -d:)
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mkdir -p ${OLLAMA_MODELS}/manifests/${REGISTRY}/${TEST_MODEL}/
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mkdir -p ${OLLAMA_MODELS}/blobs/
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echo "Pulling manifest for ${TEST_MODEL}:${TEST_MODEL_TAG}"
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curl -s --header "${ACCEPT_HEADER}" \
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-o ${OLLAMA_MODELS}/manifests/${REGISTRY}/${TEST_MODEL}/${TEST_MODEL_TAG} \
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${REGISTRY_SCHEME}://${REGISTRY}/v2/${TEST_MODEL}/manifests/${TEST_MODEL_TAG}
|
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|
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CFG_HASH=$(cat ${OLLAMA_MODELS}/manifests/${REGISTRY}/${TEST_MODEL}/${TEST_MODEL_TAG} | jq -r ".config.digest")
|
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echo "Pulling config blob ${CFG_HASH}"
|
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curl -L -C - --header "${ACCEPT_HEADER}" \
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-o ${OLLAMA_MODELS}/blobs/${CFG_HASH} \
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${REGISTRY_SCHEME}://${REGISTRY}/v2/${TEST_MODEL}/blobs/${CFG_HASH}
|
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|
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for LAYER in $(cat ${OLLAMA_MODELS}/manifests/${REGISTRY}/${TEST_MODEL}/${TEST_MODEL_TAG} | jq -r ".layers[].digest"); do
|
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echo "Pulling blob ${LAYER}"
|
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curl -L -C - --header "${ACCEPT_HEADER}" \
|
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-o ${OLLAMA_MODELS}/blobs/${LAYER} \
|
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${REGISTRY_SCHEME}://${REGISTRY}/v2/${TEST_MODEL}/blobs/${LAYER}
|
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done
|
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done
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|
|
@ -1,123 +0,0 @@
|
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//go:build integration
|
||||
|
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package server
|
||||
|
||||
import (
|
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"context"
|
||||
"os"
|
||||
"strings"
|
||||
"sync"
|
||||
"testing"
|
||||
"time"
|
||||
|
||||
"github.com/stretchr/testify/assert"
|
||||
"github.com/stretchr/testify/require"
|
||||
|
||||
"github.com/jmorganca/ollama/api"
|
||||
"github.com/jmorganca/ollama/llm"
|
||||
)
|
||||
|
||||
// TODO - this would ideally be in the llm package, but that would require some refactoring of interfaces in the server
|
||||
// package to avoid circular dependencies
|
||||
|
||||
// WARNING - these tests will fail on mac if you don't manually copy ggml-metal.metal to this dir (./server)
|
||||
//
|
||||
// TODO - Fix this ^^
|
||||
|
||||
var (
|
||||
req = [2]api.GenerateRequest{
|
||||
{
|
||||
Model: "orca-mini",
|
||||
Prompt: "tell me a short story about agi?",
|
||||
Options: map[string]interface{}{},
|
||||
}, {
|
||||
Model: "orca-mini",
|
||||
Prompt: "what is the origin of the us thanksgiving holiday?",
|
||||
Options: map[string]interface{}{},
|
||||
},
|
||||
}
|
||||
resp = [2]string{
|
||||
"once upon a time",
|
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"united states thanksgiving",
|
||||
}
|
||||
)
|
||||
|
||||
func TestIntegrationSimpleOrcaMini(t *testing.T) {
|
||||
SkipIFNoTestData(t)
|
||||
workDir, err := os.MkdirTemp("", "ollama")
|
||||
require.NoError(t, err)
|
||||
defer os.RemoveAll(workDir)
|
||||
require.NoError(t, llm.Init(workDir))
|
||||
ctx, cancel := context.WithTimeout(context.Background(), time.Second*60)
|
||||
defer cancel()
|
||||
opts := api.DefaultOptions()
|
||||
opts.Seed = 42
|
||||
opts.Temperature = 0.0
|
||||
model, llmRunner := PrepareModelForPrompts(t, req[0].Model, opts)
|
||||
defer llmRunner.Close()
|
||||
response := OneShotPromptResponse(t, ctx, req[0], model, llmRunner)
|
||||
assert.Contains(t, strings.ToLower(response), resp[0])
|
||||
}
|
||||
|
||||
// TODO
|
||||
// The server always loads a new runner and closes the old one, which forces serial execution
|
||||
// At present this test case fails with concurrency problems. Eventually we should try to
|
||||
// get true concurrency working with n_parallel support in the backend
|
||||
func TestIntegrationConcurrentPredictOrcaMini(t *testing.T) {
|
||||
SkipIFNoTestData(t)
|
||||
|
||||
t.Skip("concurrent prediction on single runner not currently supported")
|
||||
|
||||
workDir, err := os.MkdirTemp("", "ollama")
|
||||
require.NoError(t, err)
|
||||
defer os.RemoveAll(workDir)
|
||||
require.NoError(t, llm.Init(workDir))
|
||||
ctx, cancel := context.WithTimeout(context.Background(), time.Second*60)
|
||||
defer cancel()
|
||||
opts := api.DefaultOptions()
|
||||
opts.Seed = 42
|
||||
opts.Temperature = 0.0
|
||||
var wg sync.WaitGroup
|
||||
wg.Add(len(req))
|
||||
model, llmRunner := PrepareModelForPrompts(t, req[0].Model, opts)
|
||||
defer llmRunner.Close()
|
||||
for i := 0; i < len(req); i++ {
|
||||
go func(i int) {
|
||||
defer wg.Done()
|
||||
response := OneShotPromptResponse(t, ctx, req[i], model, llmRunner)
|
||||
t.Logf("Prompt: %s\nResponse: %s", req[0].Prompt, response)
|
||||
assert.Contains(t, strings.ToLower(response), resp[i], "error in thread %d (%s)", i, req[i].Prompt)
|
||||
}(i)
|
||||
}
|
||||
wg.Wait()
|
||||
}
|
||||
|
||||
func TestIntegrationConcurrentRunnersOrcaMini(t *testing.T) {
|
||||
SkipIFNoTestData(t)
|
||||
workDir, err := os.MkdirTemp("", "ollama")
|
||||
require.NoError(t, err)
|
||||
defer os.RemoveAll(workDir)
|
||||
require.NoError(t, llm.Init(workDir))
|
||||
ctx, cancel := context.WithTimeout(context.Background(), time.Second*60)
|
||||
defer cancel()
|
||||
opts := api.DefaultOptions()
|
||||
opts.Seed = 42
|
||||
opts.Temperature = 0.0
|
||||
var wg sync.WaitGroup
|
||||
wg.Add(len(req))
|
||||
|
||||
t.Logf("Running %d concurrently", len(req))
|
||||
for i := 0; i < len(req); i++ {
|
||||
go func(i int) {
|
||||
defer wg.Done()
|
||||
model, llmRunner := PrepareModelForPrompts(t, req[0].Model, opts)
|
||||
defer llmRunner.Close()
|
||||
response := OneShotPromptResponse(t, ctx, req[i], model, llmRunner)
|
||||
t.Logf("Prompt: %s\nResponse: %s", req[0].Prompt, response)
|
||||
assert.Contains(t, strings.ToLower(response), resp[i], "error in thread %d (%s)", i, req[i].Prompt)
|
||||
}(i)
|
||||
}
|
||||
wg.Wait()
|
||||
}
|
||||
|
||||
// TODO - create a parallel test with 2 different models once we support concurrency
|
||||
|
|
@ -1,75 +0,0 @@
|
|||
//go:build integration
|
||||
|
||||
package server
|
||||
|
||||
import (
|
||||
"context"
|
||||
"errors"
|
||||
"os"
|
||||
"path"
|
||||
"runtime"
|
||||
"testing"
|
||||
|
||||
"github.com/jmorganca/ollama/api"
|
||||
"github.com/jmorganca/ollama/llm"
|
||||
"github.com/stretchr/testify/require"
|
||||
)
|
||||
|
||||
func SkipIFNoTestData(t *testing.T) {
|
||||
modelDir := getModelDir()
|
||||
if _, err := os.Stat(modelDir); errors.Is(err, os.ErrNotExist) {
|
||||
t.Skipf("%s does not exist - skipping integration tests", modelDir)
|
||||
}
|
||||
}
|
||||
|
||||
func getModelDir() string {
|
||||
_, filename, _, _ := runtime.Caller(0)
|
||||
return path.Dir(path.Dir(filename) + "/../test_data/models/.")
|
||||
}
|
||||
|
||||
func PrepareModelForPrompts(t *testing.T, modelName string, opts api.Options) (*Model, llm.LLM) {
|
||||
modelDir := getModelDir()
|
||||
os.Setenv("OLLAMA_MODELS", modelDir)
|
||||
model, err := GetModel(modelName)
|
||||
require.NoError(t, err, "GetModel ")
|
||||
err = opts.FromMap(model.Options)
|
||||
require.NoError(t, err, "opts from model ")
|
||||
runner, err := llm.New("unused", model.ModelPath, model.AdapterPaths, model.ProjectorPaths, opts)
|
||||
require.NoError(t, err, "llm.New failed")
|
||||
return model, runner
|
||||
}
|
||||
|
||||
func OneShotPromptResponse(t *testing.T, ctx context.Context, req api.GenerateRequest, model *Model, runner llm.LLM) string {
|
||||
prompt, err := model.PreResponsePrompt(PromptVars{
|
||||
System: req.System,
|
||||
Prompt: req.Prompt,
|
||||
First: len(req.Context) == 0,
|
||||
})
|
||||
require.NoError(t, err, "prompt generation failed")
|
||||
success := make(chan bool, 1)
|
||||
response := ""
|
||||
cb := func(r llm.PredictResult) {
|
||||
|
||||
if !r.Done {
|
||||
response += r.Content
|
||||
} else {
|
||||
success <- true
|
||||
}
|
||||
}
|
||||
|
||||
predictReq := llm.PredictOpts{
|
||||
Prompt: prompt,
|
||||
Format: req.Format,
|
||||
Images: req.Images,
|
||||
}
|
||||
err = runner.Predict(ctx, predictReq, cb)
|
||||
require.NoError(t, err, "predict call failed")
|
||||
|
||||
select {
|
||||
case <-ctx.Done():
|
||||
t.Errorf("failed to complete before timeout: \n%s", response)
|
||||
return ""
|
||||
case <-success:
|
||||
return response
|
||||
}
|
||||
}
|
||||
Loading…
Reference in a new issue