pipelines/backend/test/v2/integration/upgrade_test.go

602 lines
23 KiB
Go

// Copyright 2018-2023 The Kubeflow Authors
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// https://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
package integration
import (
"encoding/json"
"fmt"
"io/ioutil"
"strings"
"testing"
"time"
"github.com/golang/glog"
experiment_params "github.com/kubeflow/pipelines/backend/api/v2beta1/go_http_client/experiment_client/experiment_service"
"github.com/kubeflow/pipelines/backend/api/v2beta1/go_http_client/experiment_model"
params "github.com/kubeflow/pipelines/backend/api/v2beta1/go_http_client/pipeline_client/pipeline_service"
pipeline_params "github.com/kubeflow/pipelines/backend/api/v2beta1/go_http_client/pipeline_client/pipeline_service"
"github.com/kubeflow/pipelines/backend/api/v2beta1/go_http_client/pipeline_model"
upload_params "github.com/kubeflow/pipelines/backend/api/v2beta1/go_http_client/pipeline_upload_client/pipeline_upload_service"
recurring_run_params "github.com/kubeflow/pipelines/backend/api/v2beta1/go_http_client/recurring_run_client/recurring_run_service"
"github.com/kubeflow/pipelines/backend/api/v2beta1/go_http_client/recurring_run_model"
runParams "github.com/kubeflow/pipelines/backend/api/v2beta1/go_http_client/run_client/run_service"
"github.com/kubeflow/pipelines/backend/api/v2beta1/go_http_client/run_model"
api_server "github.com/kubeflow/pipelines/backend/src/common/client/api_server/v2"
"github.com/kubeflow/pipelines/backend/src/common/util"
test "github.com/kubeflow/pipelines/backend/test/v2"
"github.com/stretchr/testify/assert"
"github.com/stretchr/testify/require"
"github.com/stretchr/testify/suite"
"sigs.k8s.io/yaml"
)
// Methods are organized into two types: "prepare" and "verify".
// "prepare" tests setup resources before upgrade
// "verify" tests verifies resources are expected after upgrade
type UpgradeTests struct {
suite.Suite
namespace string
resourceNamespace string
experimentClient *api_server.ExperimentClient
pipelineClient *api_server.PipelineClient
pipelineUploadClient *api_server.PipelineUploadClient
runClient *api_server.RunClient
recurringRunClient *api_server.RecurringRunClient
}
func TestUpgrade(t *testing.T) {
suite.Run(t, new(UpgradeTests))
}
func (s *UpgradeTests) TestPrepare() {
t := s.T()
test.DeleteAllRecurringRuns(s.recurringRunClient, s.resourceNamespace, t)
test.DeleteAllRuns(s.runClient, s.resourceNamespace, t)
test.DeleteAllPipelines(s.pipelineClient, t)
test.DeleteAllExperiments(s.experimentClient, s.resourceNamespace, t)
s.PrepareExperiments()
s.PreparePipelines()
s.PrepareRuns()
s.PrepareRecurringRuns()
}
func (s *UpgradeTests) TestVerify() {
s.VerifyExperiments()
s.VerifyPipelines()
s.VerifyRuns()
s.VerifyRecurringRuns()
s.VerifyCreatingRunsAndRecurringRuns()
}
// Check the namespace have ML job installed and ready
func (s *UpgradeTests) SetupSuite() {
// Integration tests also run these tests to first ensure they work, so that
// when integration tests pass and upgrade tests fail, we know for sure
// upgrade process went wrong somehow.
if !(*runIntegrationTests || *runUpgradeTests) {
s.T().SkipNow()
return
}
if !*isDevMode {
err := test.WaitForReady(*namespace, *initializeTimeout)
if err != nil {
glog.Exitf("Failed to initialize test. Error: %v", err)
}
}
s.namespace = *namespace
var newExperimentClient func() (*api_server.ExperimentClient, error)
var newPipelineUploadClient func() (*api_server.PipelineUploadClient, error)
var newPipelineClient func() (*api_server.PipelineClient, error)
var newRunClient func() (*api_server.RunClient, error)
var newRecurringRunClient func() (*api_server.RecurringRunClient, error)
if *isKubeflowMode {
s.resourceNamespace = *resourceNamespace
newExperimentClient = func() (*api_server.ExperimentClient, error) {
return api_server.NewKubeflowInClusterExperimentClient(s.namespace, *isDebugMode)
}
newPipelineUploadClient = func() (*api_server.PipelineUploadClient, error) {
return api_server.NewKubeflowInClusterPipelineUploadClient(s.namespace, *isDebugMode)
}
newPipelineClient = func() (*api_server.PipelineClient, error) {
return api_server.NewKubeflowInClusterPipelineClient(s.namespace, *isDebugMode)
}
newRunClient = func() (*api_server.RunClient, error) {
return api_server.NewKubeflowInClusterRunClient(s.namespace, *isDebugMode)
}
newRecurringRunClient = func() (*api_server.RecurringRunClient, error) {
return api_server.NewKubeflowInClusterRecurringRunClient(s.namespace, *isDebugMode)
}
} else {
clientConfig := test.GetClientConfig(*namespace)
newExperimentClient = func() (*api_server.ExperimentClient, error) {
return api_server.NewExperimentClient(clientConfig, *isDebugMode)
}
newPipelineUploadClient = func() (*api_server.PipelineUploadClient, error) {
return api_server.NewPipelineUploadClient(clientConfig, *isDebugMode)
}
newPipelineClient = func() (*api_server.PipelineClient, error) {
return api_server.NewPipelineClient(clientConfig, *isDebugMode)
}
newRunClient = func() (*api_server.RunClient, error) {
return api_server.NewRunClient(clientConfig, *isDebugMode)
}
newRecurringRunClient = func() (*api_server.RecurringRunClient, error) {
return api_server.NewRecurringRunClient(clientConfig, *isDebugMode)
}
}
var err error
s.experimentClient, err = newExperimentClient()
if err != nil {
glog.Exitf("Failed to get experiment client. Error: %v", err)
}
s.pipelineUploadClient, err = newPipelineUploadClient()
if err != nil {
glog.Exitf("Failed to get pipeline upload client. Error: %s", err.Error())
}
s.pipelineClient, err = newPipelineClient()
if err != nil {
glog.Exitf("Failed to get pipeline client. Error: %s", err.Error())
}
s.runClient, err = newRunClient()
if err != nil {
glog.Exitf("Failed to get run client. Error: %s", err.Error())
}
s.recurringRunClient, err = newRecurringRunClient()
if err != nil {
glog.Exitf("Failed to get job client. Error: %s", err.Error())
}
}
func (s *UpgradeTests) TearDownSuite() {
if *runIntegrationTests {
if !*isDevMode {
t := s.T()
// Clean up after the suite to unblock other tests. (Not needed for upgrade
// tests because it needs changes in prepare tests to persist and verified
// later.)
test.DeleteAllRecurringRuns(s.recurringRunClient, s.resourceNamespace, t)
test.DeleteAllRuns(s.runClient, s.resourceNamespace, t)
test.DeleteAllPipelines(s.pipelineClient, t)
test.DeleteAllExperiments(s.experimentClient, s.resourceNamespace, t)
}
}
}
func (s *UpgradeTests) PrepareExperiments() {
t := s.T()
/* ---------- Create a new experiment ---------- */
experiment := test.MakeExperiment("training", "my first experiment", s.resourceNamespace)
_, err := s.experimentClient.Create(&experiment_params.CreateExperimentParams{
Body: experiment,
})
require.Nil(t, err)
/* ---------- Create a few more new experiment ---------- */
// This ensures they can be sorted by create time in expected order.
time.Sleep(1 * time.Second)
experiment = test.MakeExperiment("prediction", "my second experiment", s.resourceNamespace)
_, err = s.experimentClient.Create(&experiment_params.CreateExperimentParams{
Body: experiment,
})
require.Nil(t, err)
time.Sleep(1 * time.Second)
experiment = test.MakeExperiment("moonshot", "my third experiment", s.resourceNamespace)
_, err = s.experimentClient.Create(&experiment_params.CreateExperimentParams{
Body: experiment,
})
require.Nil(t, err)
}
func (s *UpgradeTests) VerifyExperiments() {
t := s.T()
/* ---------- Verify list experiments sorted by creation time ---------- */
// This should have the hello-world experiment in addition to the old experiments.
experiments, _, _, err := test.ListExperiment(
s.experimentClient,
&experiment_params.ListExperimentsParams{SortBy: util.StringPointer("created_at")},
"",
)
require.Nil(t, err)
allExperiments := make([]string, len(experiments))
for i, exp := range experiments {
allExperiments[i] = fmt.Sprintf("%v: %v/%v", i, exp.Namespace, exp.DisplayName)
}
fmt.Printf("All experiments: %v", allExperiments)
assert.Equal(t, 5, len(experiments))
// Default experiment is no longer deletable
assert.Equal(t, "Default", experiments[0].DisplayName)
assert.Contains(t, experiments[0].Description, "All runs created without specifying an experiment will be grouped here")
assert.NotEmpty(t, experiments[0].ExperimentID)
assert.NotEmpty(t, experiments[0].CreatedAt)
assert.Equal(t, "training", experiments[1].DisplayName)
assert.Equal(t, "my first experiment", experiments[1].Description)
assert.NotEmpty(t, experiments[1].ExperimentID)
assert.NotEmpty(t, experiments[1].CreatedAt)
assert.Equal(t, "prediction", experiments[2].DisplayName)
assert.Equal(t, "my second experiment", experiments[2].Description)
assert.NotEmpty(t, experiments[2].ExperimentID)
assert.NotEmpty(t, experiments[2].CreatedAt)
assert.Equal(t, "moonshot", experiments[3].DisplayName)
assert.Equal(t, "my third experiment", experiments[3].Description)
assert.NotEmpty(t, experiments[3].ExperimentID)
assert.NotEmpty(t, experiments[3].CreatedAt)
assert.Equal(t, "hello world experiment", experiments[4].DisplayName)
assert.Equal(t, "", experiments[4].Description)
assert.NotEmpty(t, experiments[4].ExperimentID)
assert.NotEmpty(t, experiments[4].CreatedAt)
}
func (s *UpgradeTests) PreparePipelines() {
t := s.T()
test.DeleteAllPipelines(s.pipelineClient, t)
/* ---------- Upload pipelines YAML ---------- */
argumentYAMLPipeline, err := s.pipelineUploadClient.UploadFile("../resources/arguments-parameters.yaml", upload_params.NewUploadPipelineParams())
require.Nil(t, err)
assert.Equal(t, "arguments-parameters.yaml", argumentYAMLPipeline.DisplayName)
/* ---------- Import pipeline YAML by URL ---------- */
time.Sleep(1 * time.Second)
sequentialPipeline, err := s.pipelineClient.Create(&pipeline_params.CreatePipelineParams{
Body: &pipeline_model.V2beta1Pipeline{DisplayName: "sequential"},
})
require.Nil(t, err)
assert.Equal(t, "sequential", sequentialPipeline.DisplayName)
sequentialPipelineVersion, err := s.pipelineClient.CreatePipelineVersion(&params.CreatePipelineVersionParams{
PipelineID: sequentialPipeline.PipelineID,
Body: &pipeline_model.V2beta1PipelineVersion{
DisplayName: "sequential",
PackageURL: &pipeline_model.V2beta1URL{
PipelineURL: "https://storage.googleapis.com/ml-pipeline-dataset/v2/sequential.yaml",
},
PipelineID: sequentialPipeline.PipelineID,
},
})
require.Nil(t, err)
assert.Equal(t, "sequential", sequentialPipelineVersion.DisplayName)
/* ---------- Upload pipelines zip ---------- */
time.Sleep(1 * time.Second)
argumentUploadPipeline, err := s.pipelineUploadClient.UploadFile(
"../resources/arguments.pipeline.zip", &upload_params.UploadPipelineParams{Name: util.StringPointer("zip-arguments-parameters")})
require.Nil(t, err)
assert.Equal(t, "zip-arguments-parameters", argumentUploadPipeline.DisplayName)
/* ---------- Import pipeline tarball by URL ---------- */
time.Sleep(1 * time.Second)
argumentUrlPipeline, err := s.pipelineClient.Create(&pipeline_params.CreatePipelineParams{
Body: &pipeline_model.V2beta1Pipeline{DisplayName: "arguments.pipeline.zip"},
})
require.Nil(t, err)
assert.Equal(t, "arguments.pipeline.zip", argumentUrlPipeline.DisplayName)
argumentUrlPipelineVersion, err := s.pipelineClient.CreatePipelineVersion(&params.CreatePipelineVersionParams{
PipelineID: argumentUrlPipeline.PipelineID,
Body: &pipeline_model.V2beta1PipelineVersion{
DisplayName: "arguments",
PackageURL: &pipeline_model.V2beta1URL{
PipelineURL: "https://storage.googleapis.com/ml-pipeline-dataset/v2/arguments.pipeline.zip",
},
PipelineID: argumentUrlPipeline.PipelineID,
},
})
require.Nil(t, err)
assert.Equal(t, "arguments", argumentUrlPipelineVersion.DisplayName)
time.Sleep(1 * time.Second)
}
func (s *UpgradeTests) VerifyPipelines() {
t := s.T()
/* ---------- Verify list pipeline sorted by creation time ---------- */
pipelines, _, _, err := s.pipelineClient.List(
&pipeline_params.ListPipelinesParams{SortBy: util.StringPointer("created_at")})
require.Nil(t, err)
// During upgrade, default pipelines may be installed, so we only verify the
// 4 oldest pipelines here.
assert.True(t, len(pipelines) >= 4)
assert.Equal(t, "arguments-parameters.yaml", pipelines[0].DisplayName)
assert.Equal(t, "sequential", pipelines[1].DisplayName)
assert.Equal(t, "zip-arguments-parameters", pipelines[2].DisplayName)
assert.Equal(t, "arguments.pipeline.zip", pipelines[3].DisplayName)
/* ---------- Verify pipeline spec ---------- */
pipelineVersions, totalSize, _, err := s.pipelineClient.ListPipelineVersions(
&params.ListPipelineVersionsParams{
PipelineID: pipelines[0].PipelineID,
})
require.Nil(t, err)
assert.Equal(t, totalSize, 1)
pipelineVersion, err := s.pipelineClient.GetPipelineVersion(&params.GetPipelineVersionParams{PipelineID: pipelines[0].PipelineID, PipelineVersionID: pipelineVersions[0].PipelineVersionID})
require.Nil(t, err)
bytes, err := ioutil.ReadFile("../resources/arguments-parameters.yaml")
expected_bytes, err := yaml.YAMLToJSON(bytes)
require.Nil(t, err)
actual_bytes, err := json.Marshal(pipelineVersion.PipelineSpec)
require.Nil(t, err)
// Override pipeline name, then compare
assert.Equal(t, string(expected_bytes), strings.Replace(string(actual_bytes), "pipeline/arguments-parameters.yaml", "whalesay", 1))
}
func (s *UpgradeTests) PrepareRuns() {
t := s.T()
helloWorldPipeline := s.getHelloWorldPipeline(true)
helloWorldExperiment := s.getHelloWorldExperiment(true)
if helloWorldExperiment == nil {
helloWorldExperiment = s.createHelloWorldExperiment()
}
hello2 := s.getHelloWorldExperiment(true)
require.Equal(t, hello2, helloWorldExperiment)
/* ---------- Create a new hello world run by specifying pipeline ID ---------- */
createRunRequest := &runParams.CreateRunParams{Body: &run_model.V2beta1Run{
DisplayName: "hello world",
Description: "this is hello world",
ExperimentID: helloWorldExperiment.ExperimentID,
PipelineVersionReference: &run_model.V2beta1PipelineVersionReference{
PipelineID: helloWorldPipeline.PipelineID,
PipelineVersionID: helloWorldPipeline.PipelineVersionID,
},
}}
_, err := s.runClient.Create(createRunRequest)
require.Nil(t, err)
}
func (s *UpgradeTests) VerifyRuns() {
t := s.T()
/* ---------- List the runs, sorted by creation time ---------- */
runs, _, _, err := test.ListRuns(
s.runClient,
&runParams.ListRunsParams{SortBy: util.StringPointer("created_at")},
s.resourceNamespace)
require.Nil(t, err)
assert.True(t, len(runs) >= 1)
assert.Equal(t, "hello world", runs[0].DisplayName)
/* ---------- Get hello world run ---------- */
helloWorldRunDetail, err := s.runClient.Get(&runParams.GetRunParams{RunID: runs[0].RunID})
require.Nil(t, err)
assert.Equal(t, "hello world", helloWorldRunDetail.DisplayName)
assert.Equal(t, "this is hello world", helloWorldRunDetail.Description)
}
func (s *UpgradeTests) PrepareRecurringRuns() {
t := s.T()
pipeline := s.getHelloWorldPipeline(true)
experiment := s.getHelloWorldExperiment(true)
/* ---------- Create a new hello world job by specifying pipeline ID ---------- */
createRecurringRunRequest := &recurring_run_params.CreateRecurringRunParams{Body: &recurring_run_model.V2beta1RecurringRun{
DisplayName: "hello world",
Description: "this is hello world",
PipelineVersionReference: &recurring_run_model.V2beta1PipelineVersionReference{
PipelineID: pipeline.PipelineID,
PipelineVersionID: pipeline.PipelineVersionID,
},
ExperimentID: experiment.ExperimentID,
MaxConcurrency: 10,
Mode: recurring_run_model.RecurringRunModeENABLE,
NoCatchup: true,
}}
_, err := s.recurringRunClient.Create(createRecurringRunRequest)
require.Nil(t, err)
}
func (s *UpgradeTests) VerifyRecurringRuns() {
t := s.T()
pipeline := s.getHelloWorldPipeline(false)
experiment := s.getHelloWorldExperiment(false)
/* ---------- Get hello world recurring run ---------- */
recurringRuns, _, _, err := test.ListAllRecurringRuns(s.recurringRunClient, s.resourceNamespace)
require.Nil(t, err)
require.Len(t, recurringRuns, 1)
recurringRun := recurringRuns[0]
expectedRecurringRun := &recurring_run_model.V2beta1RecurringRun{
RecurringRunID: recurringRun.RecurringRunID,
DisplayName: "hello world",
Description: "this is hello world",
ExperimentID: experiment.ExperimentID,
PipelineVersionReference: &recurring_run_model.V2beta1PipelineVersionReference{
PipelineID: pipeline.PipelineID,
PipelineVersionID: pipeline.PipelineVersionID,
},
ServiceAccount: test.GetDefaultPipelineRunnerServiceAccount(*isKubeflowMode),
MaxConcurrency: 10,
NoCatchup: true,
Mode: recurring_run_model.RecurringRunModeENABLE,
Namespace: recurringRun.Namespace,
CreatedAt: recurringRun.CreatedAt,
UpdatedAt: recurringRun.UpdatedAt,
Trigger: recurringRun.Trigger,
Status: recurringRun.Status,
}
assert.Equal(t, expectedRecurringRun, recurringRun)
}
func (s *UpgradeTests) VerifyCreatingRunsAndRecurringRuns() {
t := s.T()
/* ---------- Get the oldest pipeline and the newest experiment ---------- */
pipelines, _, _, err := s.pipelineClient.List(
&pipeline_params.ListPipelinesParams{SortBy: util.StringPointer("created_at")})
require.Nil(t, err)
assert.Equal(t, "arguments-parameters.yaml", pipelines[0].DisplayName)
pipelineVersions, totalSize, _, err := s.pipelineClient.ListPipelineVersions(&params.ListPipelineVersionsParams{
PipelineID: pipelines[0].PipelineID,
})
require.Nil(t, err)
assert.Equal(t, 1, totalSize)
experiments, _, _, err := test.ListExperiment(
s.experimentClient,
&experiment_params.ListExperimentsParams{SortBy: util.StringPointer("created_at")},
"",
)
require.Nil(t, err)
assert.Equal(t, "Default", experiments[0].DisplayName)
assert.Equal(t, "training", experiments[1].DisplayName)
assert.Equal(t, "hello world experiment", experiments[4].DisplayName)
/* ---------- Create a new run based on the oldest pipeline and its default pipeline version ---------- */
createRunRequest := &runParams.CreateRunParams{Body: &run_model.V2beta1Run{
DisplayName: "argument parameter from pipeline",
Description: "a run from an old pipeline",
// This run should belong to the newest experiment (created after the upgrade)
ExperimentID: experiments[4].ExperimentID,
RuntimeConfig: &run_model.V2beta1RuntimeConfig{
Parameters: map[string]interface{}{
"param1": "goodbye",
"param2": "world",
},
},
PipelineVersionReference: &run_model.V2beta1PipelineVersionReference{
PipelineID: pipelineVersions[0].PipelineID,
PipelineVersionID: pipelineVersions[0].PipelineVersionID,
},
}}
runFromPipeline, err := s.runClient.Create(createRunRequest)
assert.Nil(t, err)
assert.Equal(t, experiments[4].ExperimentID, runFromPipeline.ExperimentID)
/* ---------- Create a new recurring run based on the second oldest pipeline version and belonging to the second oldest experiment ---------- */
pipelineVersions, totalSize, _, err = s.pipelineClient.ListPipelineVersions(&params.ListPipelineVersionsParams{
PipelineID: pipelines[1].PipelineID,
})
require.Nil(t, err)
assert.Equal(t, 1, totalSize)
createRecurringRunRequest := &recurring_run_params.CreateRecurringRunParams{Body: &recurring_run_model.V2beta1RecurringRun{
DisplayName: "sequential job from pipeline version",
Description: "a recurring run from an old pipeline version",
ExperimentID: experiments[1].ExperimentID,
PipelineVersionReference: &recurring_run_model.V2beta1PipelineVersionReference{
PipelineID: pipelineVersions[0].PipelineID,
PipelineVersionID: pipelineVersions[0].PipelineVersionID,
},
RuntimeConfig: &recurring_run_model.V2beta1RuntimeConfig{
Parameters: map[string]interface{}{
"url": "gs://ml-pipeline-playground/shakespeare1.txt",
},
},
MaxConcurrency: 10,
Mode: recurring_run_model.RecurringRunModeENABLE,
}}
createdRecurringRun, err := s.recurringRunClient.Create(createRecurringRunRequest)
assert.Nil(t, err)
assert.Equal(t, experiments[1].ExperimentID, createdRecurringRun.ExperimentID)
}
func (s *UpgradeTests) createHelloWorldExperiment() *experiment_model.V2beta1Experiment {
t := s.T()
experiment := test.MakeExperiment("hello world experiment", "", s.resourceNamespace)
helloWorldExperiment, err := s.experimentClient.Create(&experiment_params.CreateExperimentParams{Body: experiment})
require.Nil(t, err)
return helloWorldExperiment
}
func (s *UpgradeTests) getHelloWorldExperiment(createIfNotExist bool) *experiment_model.V2beta1Experiment {
t := s.T()
experiments, _, _, err := test.ListExperiment(
s.experimentClient,
&experiment_params.ListExperimentsParams{
PageSize: util.Int32Pointer(1000),
},
s.resourceNamespace)
require.Nil(t, err)
var helloWorldExperiment *experiment_model.V2beta1Experiment
for _, experiment := range experiments {
if experiment.DisplayName == "hello world experiment" {
helloWorldExperiment = experiment
}
}
if helloWorldExperiment == nil && createIfNotExist {
return s.createHelloWorldExperiment()
}
return helloWorldExperiment
}
func (s *UpgradeTests) getHelloWorldPipeline(createIfNotExist bool) *pipeline_model.V2beta1PipelineVersion {
t := s.T()
pipelines, err := s.pipelineClient.ListAll(&pipeline_params.ListPipelinesParams{}, 1000)
require.Nil(t, err)
var helloWorldPipeline *pipeline_model.V2beta1Pipeline
for _, pipeline := range pipelines {
if pipeline.DisplayName == "hello-world.yaml" {
helloWorldPipeline = pipeline
}
}
if helloWorldPipeline == nil && createIfNotExist {
return s.createHelloWorldPipeline()
}
pipelineVersions, totalSize, _, err := s.pipelineClient.ListPipelineVersions(&params.ListPipelineVersionsParams{
PipelineID: helloWorldPipeline.PipelineID,
})
require.Nil(t, err)
require.Equal(t, 1, totalSize)
return pipelineVersions[0]
}
func (s *UpgradeTests) createHelloWorldPipeline() *pipeline_model.V2beta1PipelineVersion {
t := s.T()
/* ---------- Upload pipelines YAML ---------- */
uploadedPipeline, err := s.pipelineUploadClient.UploadFile("../resources/hello-world.yaml", upload_params.NewUploadPipelineParams())
require.Nil(t, err)
pipelineVersions, totalSize, _, err := s.pipelineClient.ListPipelineVersions(&params.ListPipelineVersionsParams{
PipelineID: uploadedPipeline.PipelineID,
})
require.Nil(t, err)
require.Equal(t, 1, totalSize)
return pipelineVersions[0]
}