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util.js
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// Copyright 2025 Google LLC
//
// 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.
// ML tests frequently run into concurrency and quota issues, for which
// retrying with a backoff is a good strategy:
module.exports = {
async delay(test) {
const retries = test.currentRetry();
if (retries === 0) return; // no retry on the first failure.
// see: https://cloud.google.com/storage/docs/exponential-backoff:
const ms = Math.pow(2, retries) * 1000 + Math.random() * 2000;
return new Promise(done => {
console.info(`retrying "${test.title}" in ${ms}ms`);
setTimeout(done, ms);
});
},
};