John Howard <******@****.***> 1714485406 -0700

////////////////////////////////////////////////////////////////////////////////
/// Predict API constants.

/// Predict inputs.
static constexpr char kPredictInputs[] = "inputs";

/// Predict method name used in a SignatureDef.
static constexpr char kPredictMethodName[] = "tensorflow/serving/predict";

/// Predict outputs.
static constexpr char kPredictOutputs[] = "outputs";

    yield
    # Clean up the ML models and release the resources
    ml_models.clear()


app = FastAPI(lifespan=lifespan)


@app.get("/predict")
async def predict(x: float):
    result = ml_models["answer_to_everything"](x)

        assert response.json() == {
            "openapi": "3.1.0",
            "info": {"title": "FastAPI", "version": "0.1.0"},
            "paths": {
                "/predict": {
                    "get": {
                        "summary": "Predict",
                        "operationId": "predict_predict_get",
                        "parameters": [
                            {
                                "required": True,

    func.return %1 : tensor<1x1xi32>
  }
  func.func @predict(
    ) -> (tensor<0x!tf_type.string> {tf_saved_model.index_path = ["r"]})
      attributes {
        tf.entry_function = {control_outputs = "", inputs = "input:0", outputs = "result:0"},
        tf_saved_model.exported_names = ["predict"]
    }
  {

// license that can be found in the LICENSE file.

//go:build plan9

package time

import (
	"errors"
	"syscall"
)

// for testing: whatever interrupts a sleep
func interrupt() {
	// cannot predict pid, don't want to kill group
}

func open(name string) (uintptr, error) {
	fd, err := syscall.Open(name, syscall.O_RDONLY)
	if err != nil {
		return 0, err
	}
	return uintptr(fd), nil
}

// (eg: they are part of the interface of tensorflow_serving):
// https://github.com/tensorflow/serving/blob/e0d247b2e4050713194b8fad0be24a0636df7209/tensorflow_serving/apis/predict.proto#L21
// https://github.com/tensorflow/serving/blob/e0d247b2e4050713194b8fad0be24a0636df7209/tensorflow_serving/apis/predict.proto#L39
// The name of each input/output is stored in the corresponding tf::Argument in
// SignatureDefFunctionMetadata::arguments(). Users must ensure the order of

     * @param resolve - whether to resolve artifacts.
     * @return Collection of metadata objects in the linked subgraph of the graph which
     *             contains the graph.getEntry() vertice
     */
    ClasspathContainer transform(MetadataGraph dirtyGraph, ArtifactScopeEnum scope, boolean resolve)
            throws MetadataGraphTransformationException;

 * specific language governing permissions and limitations
 * under the License.
 */
package org.apache.maven.repository.metadata;

import org.apache.maven.artifact.ArtifactScopeEnum;

/**
 * metadata graph vertice - just a wrapper around artifact's metadata
 *
 */
@Deprecated
public class MetadataGraphVertex implements Comparable<MetadataGraphVertex> {
    ArtifactMetadata md;

    // indications to use these in comparison

	"k8s.io/component-base/metrics/legacyregistry"
	"k8s.io/component-base/metrics/testutil"
)

func TestMetrics(t *testing.T) {
	// Excluding authentication_duration_seconds since it is difficult to predict its values.
	metrics := []string{
		"authenticated_user_requests",
		"authentication_attempts",
	}

	testCases := []struct {
		desc        string
		response    *authenticator.Response
		status      bool