pipelines/backend/test/integration/experiment_api_test.go

165 lines
6.5 KiB
Go

package integration
import (
"testing"
"time"
"github.com/golang/glog"
params "github.com/kubeflow/pipelines/backend/api/go_http_client/experiment_client/experiment_service"
"github.com/kubeflow/pipelines/backend/api/go_http_client/experiment_model"
"github.com/kubeflow/pipelines/backend/src/common/client/api_server"
"github.com/kubeflow/pipelines/backend/src/common/util"
"github.com/kubeflow/pipelines/backend/test"
"github.com/stretchr/testify/assert"
"github.com/stretchr/testify/suite"
)
type ExperimentApiTest struct {
suite.Suite
namespace string
experimentClient *api_server.ExperimentClient
}
// Check the namespace have ML job installed and ready
func (s *ExperimentApiTest) SetupTest() {
if !*runIntegrationTests {
s.T().SkipNow()
return
}
err := test.WaitForReady(*namespace, *initializeTimeout)
if err != nil {
glog.Exitf("Failed to initialize test. Error: %v", err)
}
s.namespace = *namespace
clientConfig := test.GetClientConfig(*namespace)
s.experimentClient, err = api_server.NewExperimentClient(clientConfig, false)
if err != nil {
glog.Exitf("Failed to get experiment client. Error: %v", err)
}
}
func (s *ExperimentApiTest) TestExperimentAPI() {
t := s.T()
/* ---------- Verify no experiment exist ---------- */
experiments, totalSize, _, err := s.experimentClient.List(&params.ListExperimentParams{})
assert.Nil(t, err)
assert.Equal(t, 0, totalSize)
assert.True(t, len(experiments) == 0)
/* ---------- Create a new experiment ---------- */
experiment := &experiment_model.APIExperiment{Name: "training", Description: "my first experiment"}
trainingExperiment, err := s.experimentClient.Create(&params.CreateExperimentParams{
Body: experiment,
})
assert.Nil(t, err)
expectedTrainingExperiment := &experiment_model.APIExperiment{
ID: trainingExperiment.ID, Name: experiment.Name,
Description: experiment.Description, CreatedAt: trainingExperiment.CreatedAt}
assert.Equal(t, expectedTrainingExperiment, trainingExperiment)
/* ---------- Create an experiment with same name. Should fail due to name uniqueness ---------- */
_, err = s.experimentClient.Create(&params.CreateExperimentParams{Body: experiment})
assert.NotNil(t, err)
assert.Contains(t, err.Error(), "Please specify a new name")
/* ---------- Create a few more new experiment ---------- */
// 1 second interval. This ensures they can be sorted by create time in expected order.
time.Sleep(1 * time.Second)
experiment = &experiment_model.APIExperiment{Name: "prediction", Description: "my second experiment"}
_, err = s.experimentClient.Create(&params.CreateExperimentParams{
Body: experiment,
})
time.Sleep(1 * time.Second)
experiment = &experiment_model.APIExperiment{Name: "moonshot", Description: "my second experiment"}
_, err = s.experimentClient.Create(&params.CreateExperimentParams{
Body: experiment,
})
assert.Nil(t, err)
/* ---------- Verify list experiments works ---------- */
experiments, totalSize, nextPageToken, err := s.experimentClient.List(&params.ListExperimentParams{})
assert.Nil(t, err)
assert.Equal(t, 3, totalSize)
assert.Equal(t, 3, len(experiments))
for _, e := range experiments {
// Sampling one of the experiments and verify the result is expected.
if e.Name == "training" {
assert.Equal(t, expectedTrainingExperiment, trainingExperiment)
}
}
/* ---------- Verify list experiments sorted by names ---------- */
experiments, totalSize, nextPageToken, err = s.experimentClient.List(&params.ListExperimentParams{
PageSize: util.Int32Pointer(2), SortBy: util.StringPointer("name")})
assert.Nil(t, err)
assert.Equal(t, 3, totalSize)
assert.Equal(t, 2, len(experiments))
assert.Equal(t, "moonshot", experiments[0].Name)
assert.Equal(t, "prediction", experiments[1].Name)
assert.NotEmpty(t, nextPageToken)
experiments, totalSize, nextPageToken, err = s.experimentClient.List(&params.ListExperimentParams{
PageToken: util.StringPointer(nextPageToken), PageSize: util.Int32Pointer(2), SortBy: util.StringPointer("name")})
assert.Nil(t, err)
assert.Equal(t, 3, totalSize)
assert.Equal(t, 1, len(experiments))
assert.Equal(t, "training", experiments[0].Name)
assert.Empty(t, nextPageToken)
/* ---------- Verify list experiments sorted by creation time ---------- */
experiments, totalSize, nextPageToken, err = s.experimentClient.List(&params.ListExperimentParams{
PageSize: util.Int32Pointer(2), SortBy: util.StringPointer("created_at")})
assert.Nil(t, err)
assert.Equal(t, 3, totalSize)
assert.Equal(t, 2, len(experiments))
assert.Equal(t, "training", experiments[0].Name)
assert.Equal(t, "prediction", experiments[1].Name)
assert.NotEmpty(t, nextPageToken)
experiments, totalSize, nextPageToken, err = s.experimentClient.List(&params.ListExperimentParams{
PageToken: util.StringPointer(nextPageToken), PageSize: util.Int32Pointer(2), SortBy: util.StringPointer("created_at")})
assert.Nil(t, err)
assert.Equal(t, 3, totalSize)
assert.Equal(t, 1, len(experiments))
assert.Equal(t, "moonshot", experiments[0].Name)
assert.Empty(t, nextPageToken)
/* ---------- List experiments sort by unsupported field. Should fail. ---------- */
_, _, _, err = s.experimentClient.List(&params.ListExperimentParams{
PageSize: util.Int32Pointer(2), SortBy: util.StringPointer("unknownfield")})
assert.NotNil(t, err)
/* ---------- List experiments sorted by names descend order ---------- */
experiments, totalSize, nextPageToken, err = s.experimentClient.List(&params.ListExperimentParams{
PageSize: util.Int32Pointer(2), SortBy: util.StringPointer("name desc")})
assert.Nil(t, err)
assert.Equal(t, 3, totalSize)
assert.Equal(t, 2, len(experiments))
assert.Equal(t, "training", experiments[0].Name)
assert.Equal(t, "prediction", experiments[1].Name)
assert.NotEmpty(t, nextPageToken)
experiments, totalSize, nextPageToken, err = s.experimentClient.List(&params.ListExperimentParams{
PageToken: util.StringPointer(nextPageToken), PageSize: util.Int32Pointer(2), SortBy: util.StringPointer("name desc")})
assert.Nil(t, err)
assert.Equal(t, 3, totalSize)
assert.Equal(t, 1, len(experiments))
assert.Equal(t, "moonshot", experiments[0].Name)
assert.Empty(t, nextPageToken)
/* ---------- Verify get experiment works ---------- */
experiment, err = s.experimentClient.Get(&params.GetExperimentParams{ID: trainingExperiment.ID})
assert.Nil(t, err)
assert.Equal(t, expectedTrainingExperiment, experiment)
/* ---------- Clean up ---------- */
test.DeleteAllExperiments(s.experimentClient, t)
}
func TestExperimentAPI(t *testing.T) {
suite.Run(t, new(ExperimentApiTest))
}