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126 lines
4.4 KiB
TypeScript
126 lines
4.4 KiB
TypeScript
import * as GCP from "@/GCP";
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import * as Test from "@/Test/Alchemy";
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import * as Core from "@/Test/Core";
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import * as ml from "@distilled.cloud/gcp/ml_v1";
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import { describe, expect } from "alchemy-test";
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import * as Effect from "effect/Effect";
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import { dockerAvailable, expectProbe } from "../bindingHost.ts";
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import { runLifecycle, runVersionLifecycle } from "./common.ts";
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import MlBindingsHost, { Classifier, V1 } from "./fixtures/bindings-host.ts";
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const testOptions = { providers: GCP.providers() };
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const { test, beforeAll, afterAll } = Test.make(testOptions);
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const sharedStack = Core.scratchStack(testOptions, "MlBindings");
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let baseUrl: string;
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let hostAccount: string;
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let modelName: string;
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let versionName: string | undefined;
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/** Every binding grants `roles/ml.modelUser` on the (parent) model only. */
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const expectModelGrant = Effect.gen(function* () {
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const policy = yield* ml.getIamPolicyProjectsModels({
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resource: modelName,
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"options.requestedPolicyVersion": 3,
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});
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const roles = (policy.bindings ?? [])
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.filter((binding) =>
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(binding.members ?? []).includes(`serviceAccount:${hostAccount}`),
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)
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.map((binding) => binding.role);
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expect(roles).toEqual(["roles/ml.modelUser"]);
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});
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// ml.googleapis.com is deprecated; see ./common.ts for the gates.
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describe.skipIf(!dockerAvailable || !runLifecycle)(
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"ML Bindings",
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{ tags: ["provider:gcp", "provider:gcp:ml", "provider:gcp:run", "live"] },
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() => {
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beforeAll(
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Effect.gen(function* () {
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yield* sharedStack.destroy();
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const out = yield* sharedStack.deploy(
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Effect.gen(function* () {
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const host = yield* MlBindingsHost;
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const model = yield* Classifier;
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const version = runVersionLifecycle ? yield* V1 : undefined;
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return {
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uri: host.uri,
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serviceAccount: host.serviceAccount,
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model: model.name,
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version: version?.name,
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};
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}),
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);
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baseUrl = out.uri!;
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hostAccount = out.serviceAccount!;
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modelName = out.model;
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versionName = out.version;
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}),
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{ timeout: 900_000 },
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);
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afterAll(sharedStack.destroy(), { timeout: 600_000 });
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describe("GetModel", () => {
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test.provider(
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"reads the model as the host's service account",
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(_stack) =>
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Effect.gen(function* () {
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const out = yield* expectProbe<ml.GoogleCloudMlV1__Model>(
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baseUrl,
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"getModel",
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);
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const direct = yield* ml.getProjectsModels({ name: modelName });
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expect(out.name).toEqual(modelName);
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expect(out.description).toEqual("binding probe");
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expect(out.etag).toEqual(direct.etag);
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yield* expectModelGrant;
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}),
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{ tags: ["provider:gcp", "provider:gcp:ml", "live"], timeout: 600_000 },
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);
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});
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// Prediction needs a deployed (default) version.
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describe.skipIf(!runVersionLifecycle)("Predict", () => {
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test.provider(
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"predicts against the model's default version",
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(_stack) =>
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Effect.gen(function* () {
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const out = yield* expectProbe<ml.GoogleApi__HttpBody>(
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baseUrl,
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"predict",
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);
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const body = JSON.parse(
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Buffer.from(out.data ?? "", "base64").toString("utf8"),
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) as { predictions?: unknown[] };
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expect(body.predictions).toHaveLength(1);
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const model = yield* ml.getProjectsModels({ name: modelName });
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expect(model.defaultVersion?.name).toEqual(versionName);
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yield* expectModelGrant;
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}),
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{ tags: ["provider:gcp", "provider:gcp:ml", "live"], timeout: 600_000 },
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);
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});
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describe.skipIf(!runVersionLifecycle)("GetVersion", () => {
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test.provider(
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"reads the version as the host's service account",
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(_stack) =>
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Effect.gen(function* () {
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const out = yield* expectProbe<ml.GoogleCloudMlV1__Version>(
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baseUrl,
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"getVersion",
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);
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const direct = yield* ml.getProjectsModelsVersions({
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name: versionName!,
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});
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expect(out.name).toEqual(versionName);
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expect(out.state).toEqual(direct.state);
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yield* expectModelGrant;
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}),
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{ tags: ["provider:gcp", "provider:gcp:ml", "live"], timeout: 600_000 },
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);
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});
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},
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);
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