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Support gang scheduling with Yunikorn (#2107)
* Add Yunikorn scheduler and example Signed-off-by: Jacob Salway <[email protected]> * Add test cases Signed-off-by: Jacob Salway <[email protected]> * Add code comments Signed-off-by: Jacob Salway <[email protected]> * Add license comment Signed-off-by: Jacob Salway <[email protected]> * Inline mergeNodeSelector Signed-off-by: Jacob Salway <[email protected]> * Fix initial number implementation Signed-off-by: Jacob Salway <[email protected]> --------- Signed-off-by: Jacob Salway <[email protected]>
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# | ||
# Copyright 2024 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 | ||
# | ||
# http://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. | ||
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apiVersion: sparkoperator.k8s.io/v1beta2 | ||
kind: SparkApplication | ||
metadata: | ||
name: spark-pi-yunikorn | ||
namespace: default | ||
spec: | ||
type: Scala | ||
mode: cluster | ||
image: spark:3.5.0 | ||
imagePullPolicy: IfNotPresent | ||
mainClass: org.apache.spark.examples.SparkPi | ||
mainApplicationFile: local:///opt/spark/examples/jars/spark-examples_2.12-3.5.0.jar | ||
sparkVersion: 3.5.0 | ||
driver: | ||
labels: | ||
version: 3.5.0 | ||
cores: 1 | ||
coreLimit: 1200m | ||
memory: 512m | ||
serviceAccount: spark-operator-spark | ||
executor: | ||
labels: | ||
version: 3.5.0 | ||
instances: 2 | ||
cores: 1 | ||
coreLimit: 1200m | ||
memory: 512m | ||
batchScheduler: yunikorn | ||
batchSchedulerOptions: | ||
queue: root.default |
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/* | ||
Copyright 2024 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. | ||
*/ | ||
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package resourceusage | ||
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import ( | ||
"fmt" | ||
"regexp" | ||
"strconv" | ||
"strings" | ||
) | ||
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var ( | ||
javaStringSuffixes = map[string]int64{ | ||
"b": 1, | ||
"kb": 1 << 10, | ||
"k": 1 << 10, | ||
"mb": 1 << 20, | ||
"m": 1 << 20, | ||
"gb": 1 << 30, | ||
"g": 1 << 30, | ||
"tb": 1 << 40, | ||
"t": 1 << 40, | ||
"pb": 1 << 50, | ||
"p": 1 << 50, | ||
} | ||
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javaStringPattern = regexp.MustCompile(`^([0-9]+)([a-z]+)?$`) | ||
) | ||
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func byteStringAsBytes(byteString string) (int64, error) { | ||
matches := javaStringPattern.FindStringSubmatch(strings.ToLower(byteString)) | ||
if matches != nil { | ||
value, err := strconv.ParseInt(matches[1], 10, 64) | ||
if err != nil { | ||
return 0, err | ||
} | ||
if multiplier, present := javaStringSuffixes[matches[2]]; present { | ||
return value * multiplier, nil | ||
} | ||
} | ||
return 0, fmt.Errorf("unable to parse byte string: %s", byteString) | ||
} |
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/* | ||
Copyright 2024 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. | ||
*/ | ||
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package resourceusage | ||
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import ( | ||
"testing" | ||
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"github.com/stretchr/testify/assert" | ||
) | ||
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func TestByteStringAsMb(t *testing.T) { | ||
testCases := []struct { | ||
input string | ||
expected int | ||
}{ | ||
{"1k", 1024}, | ||
{"1m", 1024 * 1024}, | ||
{"1g", 1024 * 1024 * 1024}, | ||
{"1t", 1024 * 1024 * 1024 * 1024}, | ||
{"1p", 1024 * 1024 * 1024 * 1024 * 1024}, | ||
} | ||
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for _, tc := range testCases { | ||
t.Run(tc.input, func(t *testing.T) { | ||
actual, err := byteStringAsBytes(tc.input) | ||
assert.Nil(t, err) | ||
assert.Equal(t, int64(tc.expected), actual) | ||
}) | ||
} | ||
} | ||
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func TestByteStringAsMbInvalid(t *testing.T) { | ||
invalidInputs := []string{ | ||
"0.064", | ||
"0.064m", | ||
"500ub", | ||
"This breaks 600b", | ||
"This breaks 600", | ||
"600gb This breaks", | ||
"This 123mb breaks", | ||
} | ||
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for _, input := range invalidInputs { | ||
t.Run(input, func(t *testing.T) { | ||
_, err := byteStringAsBytes(input) | ||
assert.NotNil(t, err) | ||
}) | ||
} | ||
} |
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/* | ||
Copyright 2024 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. | ||
*/ | ||
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package resourceusage | ||
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import ( | ||
"fmt" | ||
"math" | ||
"strconv" | ||
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"github.com/kubeflow/spark-operator/api/v1beta2" | ||
"github.com/kubeflow/spark-operator/pkg/common" | ||
) | ||
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func isJavaApp(appType v1beta2.SparkApplicationType) bool { | ||
return appType == v1beta2.SparkApplicationTypeJava || appType == v1beta2.SparkApplicationTypeScala | ||
} | ||
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func getMemoryOverheadFactor(app *v1beta2.SparkApplication) (float64, error) { | ||
if app.Spec.MemoryOverheadFactor != nil { | ||
parsed, err := strconv.ParseFloat(*app.Spec.MemoryOverheadFactor, 64) | ||
if err != nil { | ||
return 0, fmt.Errorf("failed to parse memory overhead factor as float: %w", err) | ||
} | ||
return parsed, nil | ||
} else if isJavaApp(app.Spec.Type) { | ||
return common.DefaultJVMMemoryOverheadFactor, nil | ||
} | ||
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return common.DefaultNonJVMMemoryOverheadFactor, nil | ||
} | ||
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func memoryRequestBytes(podSpec *v1beta2.SparkPodSpec, memoryOverheadFactor float64) (int64, error) { | ||
var memoryBytes, memoryOverheadBytes int64 | ||
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if podSpec.Memory != nil { | ||
parsed, err := byteStringAsBytes(*podSpec.Memory) | ||
if err != nil { | ||
return 0, err | ||
} | ||
memoryBytes = parsed | ||
} | ||
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if podSpec.MemoryOverhead != nil { | ||
parsed, err := byteStringAsBytes(*podSpec.MemoryOverhead) | ||
if err != nil { | ||
return 0, err | ||
} | ||
memoryOverheadBytes = parsed | ||
} else { | ||
memoryOverheadBytes = int64(math.Max( | ||
float64(memoryBytes)*memoryOverheadFactor, | ||
common.MinMemoryOverhead, | ||
)) | ||
} | ||
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return memoryBytes + memoryOverheadBytes, nil | ||
} | ||
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func bytesToMi(b int64) string { | ||
// this floors the value to the nearest mebibyte | ||
return fmt.Sprintf("%dMi", b/1024/1024) | ||
} | ||
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func driverMemoryRequest(app *v1beta2.SparkApplication) (string, error) { | ||
memoryOverheadFactor, err := getMemoryOverheadFactor(app) | ||
if err != nil { | ||
return "", err | ||
} | ||
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requestBytes, err := memoryRequestBytes(&app.Spec.Driver.SparkPodSpec, memoryOverheadFactor) | ||
if err != nil { | ||
return "", err | ||
} | ||
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// Convert memory quantity to mebibytes even if larger than a gibibyte to match Spark | ||
// https://github.com/apache/spark/blob/11b682cf5b7c5360a02410be288b7905eecc1d28/resource-managers/kubernetes/core/src/main/scala/org/apache/spark/deploy/k8s/features/BasicDriverFeatureStep.scala#L88 | ||
// https://github.com/apache/spark/blob/11b682cf5b7c5360a02410be288b7905eecc1d28/resource-managers/kubernetes/core/src/main/scala/org/apache/spark/deploy/k8s/features/BasicExecutorFeatureStep.scala#L121 | ||
return bytesToMi(requestBytes), nil | ||
} | ||
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func executorMemoryRequest(app *v1beta2.SparkApplication) (string, error) { | ||
memoryOverheadFactor, err := getMemoryOverheadFactor(app) | ||
if err != nil { | ||
return "", err | ||
} | ||
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requestBytes, err := memoryRequestBytes(&app.Spec.Executor.SparkPodSpec, memoryOverheadFactor) | ||
if err != nil { | ||
return "", err | ||
} | ||
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// See comment above in driver | ||
return bytesToMi(requestBytes), nil | ||
} |
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@@ -0,0 +1,39 @@ | ||
/* | ||
Copyright 2024 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. | ||
*/ | ||
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package resourceusage | ||
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import ( | ||
"testing" | ||
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"github.com/stretchr/testify/assert" | ||
) | ||
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func TestBytesToMi(t *testing.T) { | ||
testCases := []struct { | ||
input int64 | ||
expected string | ||
}{ | ||
{(2 * 1024 * 1024) - 1, "1Mi"}, | ||
{2 * 1024 * 1024, "2Mi"}, | ||
{(1024 * 1024 * 1024) - 1, "1023Mi"}, | ||
{1024 * 1024 * 1024, "1024Mi"}, | ||
} | ||
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for _, tc := range testCases { | ||
assert.Equal(t, tc.expected, bytesToMi(tc.input)) | ||
} | ||
} |
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