From b54c53e0efdc81a5b86068bdd73206338fbbe36f Mon Sep 17 00:00:00 2001 From: fulpm <8397318+fulpm@users.noreply.github.com> Date: Mon, 21 Oct 2024 14:56:47 -0400 Subject: [PATCH] 21744: Enhanced Trainee object to expose Trainee related operations directly, MAJOR (#23) - Added Trainee operation methods to the Trainee class - Fixed comments becoming all lowercase --------- Co-authored-by: Lance Gliser --- MIGRATION.md | 26 +- README.md | 31 +- codegen/engine.ts | 74 +- codegen/filters/comments.ts | 7 +- codegen/filters/index.ts | 6 +- codegen/filters/types.ts | 21 +- codegen/generator.ts | 90 +- .../templates/client/AbstractBaseClient.njk | 183 --- codegen/templates/engine/Trainee.njk | 166 +++ codegen/templates/schemas/_header.njk | 9 +- codegen/templates/schemas/_macros.njk | 12 +- .../templates/schemas/composition/_anyOf.njk | 4 + codegen/templates/schemas/label.njk | 6 +- codegen/templates/schemas/schema.njk | 2 +- codegen/templates/schemas/types/_assoc.njk | 7 +- codegen/templates/schemas/types/_number.njk | 6 +- codegen/templates/schemas/types/_string.njk | 6 +- codegen/utils.ts | 4 - package-lock.json | 14 +- package.json | 2 +- src/assets/howso.caml | Bin 637252 -> 666219 bytes src/assets/migrations.caml | Bin 3768 -> 3768 bytes src/client/AbstractBaseClient.ts | 982 +--------------- .../worker/HowsoWorkerClient.node.test.ts | 3 +- src/client/worker/HowsoWorkerClient.ts | 168 +-- src/engine/Session.ts | 4 + src/engine/Trainee.ts | 1006 ++++++++++++++++- src/features/base.ts | 32 +- src/features/sources/Array.test.ts | 2 +- src/features/sources/Array.ts | 22 +- src/features/sources/Base.ts | 20 +- src/features/sources/examples/CSV.test.ts | 2 +- src/types/index.ts | 1 - src/types/schemas/AblationThresholdMap.ts | 7 +- src/types/schemas/AddFeature.ts | 12 +- src/types/schemas/Analyze.ts | 16 +- src/types/schemas/AppendToSeriesStore.ts | 6 +- src/types/schemas/BuiltInFeatures.ts | 11 +- src/types/schemas/Case.ts | 9 + src/types/schemas/CaseIndices.ts | 7 +- src/types/schemas/CaseMDA.ts | 13 + src/types/schemas/Cases.ts | 10 + .../schemas/CategoricalActionProbabilities.ts | 9 + src/types/schemas/ClearImputedData.ts | 4 +- src/types/schemas/Condition.ts | 15 +- src/types/schemas/ConfusionMatrix.ts | 26 + src/types/schemas/CopySubtrainee.ts | 17 +- src/types/schemas/CreateSubtrainee.ts | 16 +- src/types/schemas/DeleteSession.ts | 4 +- src/types/schemas/DeleteSubtrainee.ts | 4 +- src/types/schemas/DerivationParameters.ts | 39 + src/types/schemas/DesiredConviction.ts | 7 +- src/types/schemas/DistanceRatioParts.ts | 18 + src/types/schemas/EditCases.ts | 19 +- src/types/schemas/EditHistory.ts | 7 +- src/types/schemas/EditHistoryRecord.ts | 7 +- src/types/schemas/Evaluate.ts | 18 +- src/types/schemas/ExecuteOnSubtrainee.ts | 12 +- src/types/schemas/ExportTrainee.ts | 10 +- src/types/schemas/FeatureAttributes.ts | 114 +- src/types/schemas/FeatureAttributesIndex.ts | 5 +- .../{FeatureBoundsMap.ts => FeatureBounds.ts} | 19 +- src/types/schemas/FeatureDataType.ts | 23 + src/types/schemas/FeatureMetricIndex.ts | 9 + src/types/schemas/FeatureOriginalType.ts | 27 + .../schemas/FeatureOriginalTypeBoolean.ts | 14 + src/types/schemas/FeatureOriginalTypeDate.ts | 14 + .../schemas/FeatureOriginalTypeDatetime.ts | 18 + .../schemas/FeatureOriginalTypeInteger.ts | 22 + .../schemas/FeatureOriginalTypeNumeric.ts | 22 + .../schemas/FeatureOriginalTypeObject.ts | 14 + .../schemas/FeatureOriginalTypeString.ts | 22 + src/types/schemas/FeatureOriginalTypeTime.ts | 18 + .../schemas/FeatureOriginalTypeTimedelta.ts | 18 + src/types/schemas/FeatureType.ts | 13 + src/types/schemas/FullCaseContribution.ts | 13 + src/types/schemas/FullHyperparameterMap.ts | 8 - src/types/schemas/GenerateNewCases.ts | 9 +- src/types/schemas/GetAutoAblationParams.ts | 65 ++ src/types/schemas/GetCases.ts | 25 +- src/types/schemas/GetDistances.ts | 36 +- src/types/schemas/GetEntityPathById.ts | 9 +- src/types/schemas/GetExtremeCases.ts | 16 +- src/types/schemas/GetFeatureConviction.ts | 18 +- src/types/schemas/GetHierarchy.ts | 12 + src/types/schemas/GetMarginalStats.ts | 32 +- src/types/schemas/GetMetadata.ts | 11 + src/types/schemas/GetNumTrainingCases.ts | 16 + src/types/schemas/GetPairwiseDistances.ts | 14 +- src/types/schemas/GetParams.ts | 34 +- src/types/schemas/GetRevision.ts | 13 + src/types/schemas/GetSessionIndices.ts | 4 +- src/types/schemas/GetSessionMetadata.ts | 7 +- .../schemas/GetSessionTrainingIndices.ts | 4 +- src/types/schemas/GetSessions.ts | 12 +- .../schemas/GetSubstituteFeatureValues.ts | 11 + src/types/schemas/HyperparameterMap.ts | 26 +- src/types/schemas/HyperparameterMapTree.ts | 10 + src/types/schemas/Impute.ts | 6 +- src/types/schemas/LoadSubtrainee.ts | 16 +- src/types/schemas/MoveCases.ts | 29 +- src/types/schemas/NewCaseThreshold.ts | 7 +- .../schemas/OutlyingFeatureValuesIndex.ts | 25 + src/types/schemas/Precision.ts | 5 +- src/types/schemas/PredictionStat.ts | 23 +- src/types/schemas/React.ts | 419 +++++-- src/types/schemas/ReactAggregate.ts | 237 ++-- src/types/schemas/ReactAggregateDetails.ts | 51 +- src/types/schemas/ReactDetails.ts | 83 +- src/types/schemas/ReactGroup.ts | 50 +- src/types/schemas/ReactIntoFeatures.ts | 6 +- src/types/schemas/ReactSeries.ts | 228 +++- src/types/schemas/ReactionPredictionStats.ts | 24 + src/types/schemas/ReduceData.ts | 20 +- src/types/schemas/RemoveCases.ts | 19 +- src/types/schemas/RemoveFeature.ts | 6 +- src/types/schemas/RemoveSeriesStore.ts | 4 +- src/types/schemas/RenameSubtrainee.ts | 6 +- src/types/schemas/RobustCaseContribution.ts | 13 + src/types/schemas/SaveSubtrainee.ts | 6 +- src/types/schemas/SelectedPredictionStats.ts | 11 - src/types/schemas/SetAutoAblationParams.ts | 42 +- src/types/schemas/SetAutoAnalyzeParams.ts | 16 +- src/types/schemas/SetFeatureAttributes.ts | 141 +-- .../schemas/SetInfluenceWeightThreshold.ts | 6 +- src/types/schemas/SetMetadata.ts | 4 +- src/types/schemas/SetParams.ts | 12 +- src/types/schemas/SetParentId.ts | 4 +- src/types/schemas/SetRandomSeed.ts | 4 +- src/types/schemas/SetSessionMetadata.ts | 4 +- .../schemas/SetSubstituteFeatureValues.ts | 8 +- src/types/schemas/SetTraineeId.ts | 4 +- src/types/schemas/SimilarCaseIndex.ts | 13 + src/types/schemas/SingleReact.ts | 206 ---- src/types/schemas/SingleReactSeries.ts | 212 ---- src/types/schemas/Train.ts | 54 +- src/types/schemas/TypeDefinition.ts | 132 +++ src/types/schemas/TypeSchema.ts | 11 + src/types/schemas/TypeString.ts | 9 + src/types/schemas/UpgradeTrainee.ts | 8 +- src/types/schemas/UseCaseWeights.ts | 7 +- src/types/schemas/index.ts | 41 +- src/types/shims/FeatureOriginalType.ts | 112 -- src/types/shims/GetMarginalStats.ts | 34 - src/types/shims/GetParams.ts | 10 - src/types/shims/React.ts | 58 - src/types/shims/ReactAggregate.ts | 27 - src/types/shims/Train.ts | 5 - src/types/shims/index.ts | 6 - 149 files changed, 3673 insertions(+), 2829 deletions(-) delete mode 100644 codegen/templates/client/AbstractBaseClient.njk create mode 100644 codegen/templates/engine/Trainee.njk create mode 100644 codegen/templates/schemas/composition/_anyOf.njk create mode 100644 src/types/schemas/Case.ts create mode 100644 src/types/schemas/CaseMDA.ts create mode 100644 src/types/schemas/Cases.ts create mode 100644 src/types/schemas/CategoricalActionProbabilities.ts create mode 100644 src/types/schemas/ConfusionMatrix.ts create mode 100644 src/types/schemas/DerivationParameters.ts create mode 100644 src/types/schemas/DistanceRatioParts.ts rename src/types/schemas/{FeatureBoundsMap.ts => FeatureBounds.ts} (57%) create mode 100644 src/types/schemas/FeatureDataType.ts create mode 100644 src/types/schemas/FeatureMetricIndex.ts create mode 100644 src/types/schemas/FeatureOriginalType.ts create mode 100644 src/types/schemas/FeatureOriginalTypeBoolean.ts create mode 100644 src/types/schemas/FeatureOriginalTypeDate.ts create mode 100644 src/types/schemas/FeatureOriginalTypeDatetime.ts create mode 100644 src/types/schemas/FeatureOriginalTypeInteger.ts create mode 100644 src/types/schemas/FeatureOriginalTypeNumeric.ts create mode 100644 src/types/schemas/FeatureOriginalTypeObject.ts create mode 100644 src/types/schemas/FeatureOriginalTypeString.ts create mode 100644 src/types/schemas/FeatureOriginalTypeTime.ts create mode 100644 src/types/schemas/FeatureOriginalTypeTimedelta.ts create mode 100644 src/types/schemas/FeatureType.ts create mode 100644 src/types/schemas/FullCaseContribution.ts delete mode 100644 src/types/schemas/FullHyperparameterMap.ts create mode 100644 src/types/schemas/GetAutoAblationParams.ts create mode 100644 src/types/schemas/GetHierarchy.ts create mode 100644 src/types/schemas/GetMetadata.ts create mode 100644 src/types/schemas/GetNumTrainingCases.ts create mode 100644 src/types/schemas/GetRevision.ts create mode 100644 src/types/schemas/GetSubstituteFeatureValues.ts create mode 100644 src/types/schemas/HyperparameterMapTree.ts create mode 100644 src/types/schemas/OutlyingFeatureValuesIndex.ts create mode 100644 src/types/schemas/ReactionPredictionStats.ts create mode 100644 src/types/schemas/RobustCaseContribution.ts delete mode 100644 src/types/schemas/SelectedPredictionStats.ts create mode 100644 src/types/schemas/SimilarCaseIndex.ts delete mode 100644 src/types/schemas/SingleReact.ts delete mode 100644 src/types/schemas/SingleReactSeries.ts create mode 100644 src/types/schemas/TypeDefinition.ts create mode 100644 src/types/schemas/TypeSchema.ts create mode 100644 src/types/schemas/TypeString.ts delete mode 100644 src/types/shims/FeatureOriginalType.ts delete mode 100644 src/types/shims/GetMarginalStats.ts delete mode 100644 src/types/shims/GetParams.ts delete mode 100644 src/types/shims/React.ts delete mode 100644 src/types/shims/ReactAggregate.ts delete mode 100644 src/types/shims/Train.ts delete mode 100644 src/types/shims/index.ts diff --git a/MIGRATION.md b/MIGRATION.md index 7e16b11..67fd005 100644 --- a/MIGRATION.md +++ b/MIGRATION.md @@ -4,16 +4,14 @@ This major change refactors the client and types for all Howso Engine operations. -### Typing Changes +### Typing changes - Most of all the types are now autogenerated from the Engine API, and will have a different naming schema across the board. However, most of the type's properties should remain the same. -- `types/shims` have been added as a stop gap for types lost from this migration. These will be transitioned out as - types improve in the Howso Engine API specification. - The existing `Trainee` type has been renamed to `BaseTrainee` and no longer has a `features` property. Request features via the method `getFeatureAttributes` instead. -### Client Changes +### Client changes - `BaseClient` has been renamed to `AbstractBaseClient`. - `WasmClient` has been renamed to `HowsoWorkerClient`. @@ -23,15 +21,33 @@ This major change refactors the client and types for all Howso Engine operations - The client's `ClientOptions.libDir` property has been removed. - The client constructor now expects an instance of an `AbstractFileSystem` as its second parameter. A `BrowserFileSystem` and `NodeFileSystem` are provided for use in their respective environments. -- The `train` method no longer batches requests to the Amalgam worker service automatically. Use `batchTrain` instead. - The `createTrainee` method no longer sets feature attributes. Call `setFeatureAttributes` manually instead (this also returns the updated object back). +- The `Trainee` object returned from the client now provides all Trainee operation methods directly. Such as train, react, etc. - The `client/capabilities/*` interfaces have been removed. - The return value of all Trainee operations has been changed to be an object with properties: `payload` (this matches the previous return value format) and `warnings` (a list of warning messages, if applicable). +- The `train` method no longer batches requests to the Amalgam worker service automatically. Use `Trainee.batchTrain` instead. - The `react` method now uses `context_values` instead of `context` and `action_values` instead of `actions`. - `local_*` react features have been removed. Use their unqualified versions instead. +### Utilities changes + +- The options of `inferFeatureAttributes`'s `service.infer`'s `InferFeatureAttributesOptions` have been updated to + a subset of standard [engine options](https://docs.howso.com/en/release-latest/api_reference/_autosummary/howso.utilities.html#howso.utilities.infer_feature_attributes). Please remap to the following: + +```ts +type InferFeatureAttributesOptions = { + dependent_features?: Record; + features?: FeatureAttributesIndex; + include_sample?: boolean; + infer_bounds?: boolean; + mode_bound_features?: string[]; + ordinal_feature_values?: Record; + tight_bounds?: boolean; +}; +``` + ## 5.x The `inferFeatureAttributes` function now requires a `sourceFormat` argument, and is strongly typed through a union. diff --git a/README.md b/README.md index b76ffd7..8e71a46 100644 --- a/README.md +++ b/README.md @@ -85,15 +85,42 @@ import { type ClientOptions, HowsoWorkerClient, BrowserFileSystem } from "@howso const getClient = async (options?: ClientOptions): Promise => { const worker = new Worker(new URL("@/workers/AmalgamWorker", import.meta.url), { type: "module" }); const fs = new BrowserFileSystem(worker); - const client = new HowsoWorkerClient(worker, fs, { + return await HowsoWorkerClient.create(worker, fs, { howsoUrl, migrationsUrl, // Optional, used for upgrading Trainees saved to disk. ...options, }); - return client.setup(); }; ``` +Once you have a client you can then start by creating a Trainee with some initial features and data: + +```ts +const client: HowsoWorkerClient = await getClient(); +const trainee = await client.createTrainee({ name: "MyTrainee" }); +await trainee.setFeatureAttributes({ feature_attributes }); +await trainee.batchTrain({ cases: dataset.data, columns: dataset.columns }); +await trainee.analyze(); +const { payload, warnings } = await trainee.react({ + context_values: [ + [1, 2], + [3, 4], + ], + context_features: ["a", "b"], + action_features: ["target"], +}); +``` + +Or loading a trained trainee via an existing `.caml` file: + +```ts +import uri from "@/src/trainees/MyTrainee.caml?url"; + +const options = { id: "MyTrainee", uri }; +await client.acquireTraineeResources(options.id, options.uri); +const trainee = await client.getTrainee(options.id); +``` + ## Publishing Documentation changes do not require a version publishing. diff --git a/codegen/engine.ts b/codegen/engine.ts index 22d4628..ad9173d 100644 --- a/codegen/engine.ts +++ b/codegen/engine.ts @@ -3,11 +3,13 @@ import fs from "node:fs"; import { createRequire } from "node:module"; const require = createRequire(import.meta.url); +export const PRIMITIVE_TYPES = ["any", "boolean", "number", "string", "null"]; export type SchemaTypeOption = "any" | "assoc" | "boolean" | "list" | "number" | "string" | "null"; export type SchemaType = SchemaTypeOption | SchemaTypeOption[]; +export type TypeDefinition = SchemaType | Schema | Ref | AnyOf; export interface BaseSchema { - description?: string; + description?: string | null; required?: boolean; default?: any; } @@ -16,6 +18,10 @@ export interface Ref extends BaseSchema { ref: string; } +export interface AnyOf extends BaseSchema { + any_of: TypeDefinition[]; +} + export interface Schema extends BaseSchema { type: SchemaType; enum?: (number | string)[]; @@ -25,17 +31,21 @@ export interface Schema extends BaseSchema { exclusive_max?: number; min_size?: number; max_size?: number; - values?: SchemaType | Schema | Ref; - indices?: Record; - dynamic_indices?: Record; - additional_indices?: SchemaType | Schema | Ref | false; + values?: TypeDefinition; + min_indices?: number; + max_indices?: number; + indices?: Record; + dynamic_indices?: Record; + additional_indices?: TypeDefinition | false; } export interface LabelDefinition { - parameters: Record | null; - returns?: SchemaType | Schema | Ref | null; + parameters: Record> | null; + returns?: TypeDefinition | null; description?: string | null; - attribute?: boolean; + use_active_session?: boolean; + attribute?: SchemaType | null; + payload?: boolean; long_running?: boolean; read_only?: boolean; idempotent?: boolean; @@ -44,7 +54,7 @@ export interface LabelDefinition { export interface EngineApi { readonly labels: Record; - readonly schemas: Record; + readonly schemas: Record>; readonly description: string; readonly version: string; } @@ -72,8 +82,9 @@ export async function getEngineApi(): Promise { try { // Load the Howso Engine into Amalgam - amalgam.runtime.FS.writeFile("howso.caml", fs.readFileSync(enginePath)); - amalgam.loadEntity(handle, "howso.caml"); + const filePath = "howso.caml"; + amalgam.runtime.FS.writeFile(filePath, fs.readFileSync(enginePath)); + amalgam.loadEntity({ handle, filePath }); console.log(`Amalgam Version: ${amalgam.getVersion()}`); // Initialize the Engine @@ -83,7 +94,7 @@ export async function getEngineApi(): Promise { } // Get the api documentation from the Engine - const response = amalgam.executeEntityJson(handle, "get_api", ""); + const response = amalgam.executeEntityJson(handle, "get_api", {}); if (!Array.isArray(response) || response[0] != 1) { throw new Error("Failed to retrieve API documentation from the Howso Engine."); } @@ -95,21 +106,50 @@ export async function getEngineApi(): Promise { } } -export function isRef(value: SchemaType | Schema | Ref | null | undefined): value is Ref { +/** Check if a type is a AnyOf object. */ +export function isAnyOf(value: TypeDefinition | null | undefined): value is AnyOf { + if (value == null || Array.isArray(value) || typeof value === "string") { + return false; + } + return "any_of" in value && Array.isArray(value.any_of) && value.any_of.length > 0; +} + +/** Check if a type is a Ref object. */ +export function isRef(value: TypeDefinition | null | undefined): value is Ref { if (value == null || Array.isArray(value) || typeof value === "string") { return false; } return "ref" in value && value.ref != null; } -export function isSchema(value: SchemaType | Schema | Ref | null | undefined): value is Schema { +/** Check if a type is a Schema object. */ +export function isSchema(value: TypeDefinition | null | undefined): value is Schema { if (value == null || Array.isArray(value) || typeof value === "string") { return false; } return !isRef(value) && "type" in value && (typeof value.type === "string" || Array.isArray(value.type)); } -export function isSchemaOrRef(value: SchemaType | Schema | Ref | boolean | null | undefined): value is Schema | Ref { - if (typeof value === "boolean") return false; - return isRef(value) || isSchema(value); +/** Check if a type is a Schema, Ref, or AnyOf object. */ +export function isAnySchema(value: TypeDefinition | boolean | null | undefined): value is Schema | Ref { + if (value == null || typeof value === "boolean") return false; + return isRef(value) || isSchema(value) || isAnyOf(value); +} + +/** Check if a type is a primitive or simple array. */ +export function isSimpleType(value: any) { + if (value == null) return false; + if (typeof value === "string") { + return PRIMITIVE_TYPES.includes(value); + } else if (Array.isArray(value)) { + return value.map((v) => PRIMITIVE_TYPES.includes(v)).every(Boolean); + } else if (isRef(value)) { + return true; + } else if (isSchema(value)) { + if (value.type === "list") { + return isSimpleType(value.values); + } + return isSimpleType(value.type); + } + return false; } diff --git a/codegen/filters/comments.ts b/codegen/filters/comments.ts index 20190c7..531f3d2 100644 --- a/codegen/filters/comments.ts +++ b/codegen/filters/comments.ts @@ -6,9 +6,9 @@ */ export function blockComment(content: any) { // Ensure the content is a string - const str = typeof content === "string" ? content : String(content); + let str = typeof content === "string" ? content : String(content); - return str + str = str .split("\n") .reduceRight((accumulator, value) => { // Removing tailing empty lines @@ -34,4 +34,7 @@ export function blockComment(content: any) { }) .join("\n") .trimEnd(); + + // Capitalize first sentence. + return str.charAt(0).toUpperCase() + str.slice(1); } diff --git a/codegen/filters/index.ts b/codegen/filters/index.ts index fedd012..839e157 100644 --- a/codegen/filters/index.ts +++ b/codegen/filters/index.ts @@ -14,10 +14,12 @@ export function registerFilters(env: Environment) { env.addFilter(strings.camelCase.name, strings.camelCase); env.addFilter(strings.toJson.name, strings.toJson); env.addFilter(strings.autoQuote.name, strings.autoQuote); - env.addFilter(types.isString.name, types.isString); env.addFilter(types.isArray.name, types.isArray); + env.addFilter(types.enumMatchesType.name, types.enumMatchesType); env.addFilter(types.convertType.name, types.convertType); env.addFilter(engine.isRef.name, engine.isRef); + env.addFilter(engine.isAnyOf.name, engine.isAnyOf); env.addFilter(engine.isSchema.name, engine.isSchema); - env.addFilter(engine.isSchemaOrRef.name, engine.isSchemaOrRef); + env.addFilter(engine.isAnySchema.name, engine.isAnySchema); + env.addFilter(engine.isSimpleType.name, engine.isSimpleType); } diff --git a/codegen/filters/types.ts b/codegen/filters/types.ts index 4a3ef1a..f80c3ab 100644 --- a/codegen/filters/types.ts +++ b/codegen/filters/types.ts @@ -1,13 +1,23 @@ import { SchemaType } from "../engine"; -export function isString(value: any) { - return typeof value === "string"; -} - +/** Check if value is an Array. */ export function isArray(value: any) { return Array.isArray(value); } +/** + * Check if an enum contains at least one value of the specified type. + * + * This is required for properties that support both string and number values and defines an enum. When rendering the + * enum values we check if the enum contains any values for that type and if not we render just the type itself, + * otherwise we enumerate the valid options. + */ +export function enumMatchesType(enumeration: Array | null, type: "number" | "string") { + if (!Array.isArray(enumeration)) return false; + return enumeration.some((value) => typeof value === type); +} + +/** Convert Amalgam type to TypeScript type. */ export function convertType(schema: SchemaType) { let value: string; switch (schema) { @@ -33,8 +43,7 @@ export function convertType(schema: SchemaType) { value = "any"; break; default: - console.warn(`Unexpected type received: ${schema}`); - value = "any"; + throw new Error(`Unexpected Amalgam type received ${JSON.stringify(schema)}`); } return this.env.filters.safe(value); diff --git a/codegen/generator.ts b/codegen/generator.ts index 9196f06..5e4a79c 100644 --- a/codegen/generator.ts +++ b/codegen/generator.ts @@ -1,7 +1,18 @@ import fs from "node:fs"; import path from "node:path"; import nunjucks from "nunjucks"; -import { EngineApi, isRef, isSchemaOrRef, LabelDefinition, Ref, Schema } from "./engine"; +import { + AnyOf, + EngineApi, + isAnyOf, + isAnySchema, + isRef, + isSchema, + isSimpleType, + LabelDefinition, + Ref, + Schema, +} from "./engine"; import { registerFilters } from "./filters"; import { toPascalCase } from "./utils"; @@ -11,8 +22,8 @@ export class Generator { basePath: string; schemaDir: string; clientDir: string; + engineDir: string; ignoredLabels: string[]; - responseShims: Record; /** * Construct a new Generator. @@ -22,36 +33,24 @@ export class Generator { this.basePath = path.resolve(__dirname, "../../src"); this.schemaDir = path.resolve(this.basePath, "types/schemas"); this.clientDir = path.resolve(this.basePath, "client"); + this.engineDir = path.resolve(this.basePath, "engine"); this.doc = doc; this.ignoredLabels = [ - "root_filepath", - "filename", - "filepath", "debug_label", "initialize", "initialize_for_deployment", "set_contained_trainee_maps", - "major_version", - "minor_version", - "point_version", "version", "get_api", + "single_react", + "single_react_series", + ...Object.entries(doc.labels).reduce((ignored, [label, def]) => { + // Ignore all the attribute labels + if (def.attribute != null) ignored.push(label); + return ignored; + }, []), ]; - // Temporary shims until return values are defined - this.responseShims = { - analyze: "null", - get_cases: "shims.GetCasesResponse", - get_feature_attributes: "schemas.FeatureAttributesIndex", - set_feature_attributes: "schemas.FeatureAttributesIndex", - get_marginal_stats: "shims.GetMarginalStatsResponse", - get_params: "shims.GetParamsResponse", - react: "shims.ReactResponse", - react_aggregate: "shims.ReactAggregateResponse", - react_into_features: "null", - train: "shims.TrainResponse", - }; - // Setup template engine const loader = new nunjucks.FileSystemLoader(path.join(__dirname, "templates")); this.env = new nunjucks.Environment(loader, { throwOnUndefined: true }); @@ -72,13 +71,12 @@ export class Generator { private renderClient() { const targetLabels: Record = {}; for (const [label, definition] of Object.entries(this.doc.labels)) { - if (!this.ignoredLabels.includes(label) || definition.attribute) { + if (!this.ignoredLabels.includes(label)) { targetLabels[label] = definition; } } - this.renderFile(this.clientDir, "AbstractBaseClient.ts", "client/AbstractBaseClient.njk", { + this.renderFile(this.engineDir, "Trainee.ts", "engine/Trainee.njk", { labels: targetLabels, - shims: this.responseShims, }); } @@ -103,9 +101,10 @@ export class Generator { // Render label schemas for (const [label, definition] of Object.entries(this.doc.labels)) { - if (this.ignoredLabels.includes(label) || definition.attribute) continue; + if (this.ignoredLabels.includes(label)) continue; // Add schemas for label parameters and/or return value if it has any - if (definition.parameters != null || definition.returns != null) { + // For returns that are just a Ref, ignore them as they can already be referenced directly + if (definition.parameters != null || (definition.returns && !isSimpleType(definition.returns))) { const title = toPascalCase(label); allNames.push(title); this.renderFile(this.schemaDir, `${title}.ts`, "schemas/label.njk", { @@ -151,7 +150,7 @@ export class Generator { imports.push(...this.detectSchemaImports(schema)); } } - if (isSchemaOrRef(label.returns)) { + if (isAnySchema(label.returns) && !isSimpleType(label.returns)) { imports.push(...this.detectSchemaImports(label.returns)); } return [...new Set(imports)].sort(); @@ -162,21 +161,30 @@ export class Generator { * @param schema The schema to check. * @returns The list of referenced schema names. */ - private detectSchemaImports(schema: Ref | Schema): string[] { + private detectSchemaImports(schema: AnyOf | Ref | Schema): string[] { const imports: string[] = []; if (isRef(schema)) { - return [schema.ref]; - } - if (isSchemaOrRef(schema.values)) { - imports.push(...this.detectSchemaImports(schema.values)); - } - if (isSchemaOrRef(schema.additional_indices)) { - imports.push(...this.detectSchemaImports(schema.additional_indices)); - } - if (schema.indices != null) { - for (const value of Object.values(schema.indices)) { - if (isSchemaOrRef(value)) { - imports.push(...this.detectSchemaImports(value)); + imports.push(schema.ref); + } else if (isAnyOf(schema)) { + // Check all parts of the any of list + for (const item of schema.any_of) { + if (isAnySchema(item)) { + imports.push(...this.detectSchemaImports(item)); + } + } + } else if (isSchema(schema)) { + // Check nested parts of the schema + if (isAnySchema(schema.values)) { + imports.push(...this.detectSchemaImports(schema.values)); + } + if (isAnySchema(schema.additional_indices)) { + imports.push(...this.detectSchemaImports(schema.additional_indices)); + } + if (schema.indices != null) { + for (const value of Object.values(schema.indices)) { + if (isAnySchema(value)) { + imports.push(...this.detectSchemaImports(value)); + } } } } diff --git a/codegen/templates/client/AbstractBaseClient.njk b/codegen/templates/client/AbstractBaseClient.njk deleted file mode 100644 index 0caf994..0000000 --- a/codegen/templates/client/AbstractBaseClient.njk +++ /dev/null @@ -1,183 +0,0 @@ -/** - * WARNING: This file is auto generated, do not modify directly, instead modify the template. - * Generated via Howso Engine {{ version }} - */ -import type { Session, Trainee } from "../engine"; -import type { ClientResponse, FeatureAttributesIndex } from "../types"; -import type * as schemas from "../types/schemas"; -import type * as shims from "../types/shims"; -import { DEFAULT_ERROR_MESSAGE, HowsoError, HowsoValidationError } from "./errors"; -import type { CacheMap } from "./utilities/cache"; -import { type Logger, nullLogger } from "./utilities/logger"; - -export interface ClientCache { - trainee: Trainee; - feature_attributes?: FeatureAttributesIndex; -} - -export type ExecuteResponse = { - payload: R; - errors: HowsoError[]; - warnings: string[]; -}; - -export type AbstractBaseClientOptions = { - /** Enable logging for operations through your own methods */ - logger?: Logger; -}; - -export abstract class AbstractBaseClient { - protected abstract cache: CacheMap; - protected logger: Logger; - - constructor(options?: AbstractBaseClientOptions) { - this.logger = options?.logger || nullLogger; - } - - /** - * Prepare payload for an Engine request. - * @param payload The Engine payload. - * @returns The updated Engine payload. - */ - protected prepareRequest(payload: any) { - if (!payload) { - return payload; - } - - // Remove null properties from payload - const filtered = { ...payload }; - for (const key in filtered) { - if (filtered[key as keyof typeof filtered] == null) { - delete filtered[key as keyof typeof filtered]; - } - } - - return filtered; - } - - /** - * Process payload from an Engine response. - * @param data The Engine response. - * @returns The updated Engine response. - */ - protected processResponse(data: any): ExecuteResponse { - if (!data) { - throw new HowsoError("Null or empty response received from Engine."); - } - - if (Array.isArray(data) && data.length == 2) { - const errors: HowsoError[] = []; - const warnings: string[] = []; - const isSuccess = data[0]; - const value = data[1]; - - if (isSuccess) { - // Collect warnings - if (Array.isArray(value?.warnings)) { - for (const msg of value.warnings) { - if (msg != null) warnings.push(msg); - } - } - } else { - // Collect errors - if (value?.errors) { - errors.push(new HowsoValidationError(value.detail, value.code, value.errors)); - } else { - errors.push(new HowsoError(value.detail, value.code)); - } - if (errors.length == 0) { - errors.push(new HowsoError(DEFAULT_ERROR_MESSAGE)); - } - } - - errors.forEach(this.logger.error); - warnings.forEach(this.logger.warn); - - return { - errors, - warnings, - payload: isSuccess ? value?.payload : undefined, - }; - } else if (["string", "number", "bigint", "boolean"].indexOf(typeof data) != -1) { - return { errors: [], warnings: [], payload: data }; - } - - throw new HowsoError("Malformed response received from Engine."); - } - - /** Setup the client instance for interacting with the Howso Engine. */ - public abstract setup(): Promise; - - /** - * Execute a label of an Engine entity. - * @param handle The identifier of the entity. - * @param label The name of the method to execute. - * @param data The data to pass to the method. - * @param throwErrors If errors should be thrown automatically. - */ - public abstract execute( - handle: string, - label: string, - data: D, - throwErrors?: boolean, - ): Promise>; - - /** Create a new Trainee. */ - public abstract createTrainee(properties: Omit): Promise; - - /** Update an existing Trainee. */ - public abstract updateTrainee(trainee: Trainee): Promise; - - /** Copy an existing Trainee. */ - public abstract copyTrainee(traineeId: string, name?: string): Promise; - - /** Get an existing Trainee by Id. */ - public abstract getTrainee(traineeId: string): Promise; - - /** Search existing Trainees. */ - public abstract queryTrainees(keywords: string | string[]): Promise; - - /** Delete a Trainee. */ - public abstract deleteTrainee(traineeId: string): Promise; - - /** Acquire the resources for a Trainee. */ - public abstract acquireTraineeResources(traineeId: string): Promise; - - /** Release the resources for a Trainee. */ - public abstract releaseTraineeResources(traineeId: string): Promise; - - /** Persist a Trainee to storage. **/ - public abstract persistTrainee(traineeId: string): Promise; - - /** Automatically resolve a Trainee and ensure it is loaded. */ - protected abstract autoResolveTrainee(traineeId: string): Promise; - - /** Automatically persist Trainee object when appropriate based on persistence level. */ - protected abstract autoPersistTrainee(traineeId: string): Promise; - - /** Get active Session. */ - public abstract getActiveSession(): Promise>; - - /** Begin a new Session. */ - public abstract beginSession(name?: string, metadata?: Record): Promise; -{% for label, def in labels | dictsort %} -{% set requestName = "schemas." + label | pascalCase + "Request" %} -{% set responseName = "schemas." + label | pascalCase + "Response" %} - /** - * {{ def.description | capitalize | blockComment | safe | indent(2) }} - * @param traineeId The Trainee identifier. - * @param request The operation parameters. - * @returns The response of the operation, including any warnings. - */ - public async {{ label | camelCase }}(traineeId: string{% if def.parameters %}, request: {{ requestName }}{% endif %}): Promise> { - const trainee = await this.autoResolveTrainee(traineeId); - const response = await this.execute<{% if def.returns %}{{ responseName }}{% elif label in shims %}{{ shims[label] }}{% else %}any{% endif %}>(trainee.id, "{{ label }}", {% if def.parameters %}request{% else %}{}{% endif %}); - {%- if not def.read_only %} - this.autoPersistTrainee(trainee.id); - {%- endif %} - return { payload: response.payload, warnings: response.warnings }; - } -{%- if not loop.last %} -{% endif %} -{%- endfor %} -} \ No newline at end of file diff --git a/codegen/templates/engine/Trainee.njk b/codegen/templates/engine/Trainee.njk new file mode 100644 index 0000000..e630b90 --- /dev/null +++ b/codegen/templates/engine/Trainee.njk @@ -0,0 +1,166 @@ +{%- from "schemas/_macros.njk" import field %} +/** + * 🛑 WARNING: DO NOT EDIT! 🛑 + * This file is auto generated and should not be modified directly, instead modify the Trainee.njk template file. + * + * Generated via Howso Engine {{ version }} + */ +import { AbstractBaseClient } from "../client/AbstractBaseClient"; +import { batcher, BatchOptions } from "../client/utilities"; +import type { BaseTrainee, ClientBatchResponse, ClientResponse } from "../types"; +import type * as schemas from "../types/schemas"; + +/** + * The interface for interacting with a Trainee. Should not be instantiated directly. Instead create or request a + * Trainee using the client. + */ +export class Trainee implements BaseTrainee { + public readonly id: string; + protected readonly client: AbstractBaseClient; + protected _name: BaseTrainee["name"]; + protected _persistence: BaseTrainee["persistence"]; + protected _metadata: BaseTrainee["metadata"]; + protected _deleted = false; + + constructor(client: AbstractBaseClient, obj: BaseTrainee) { + this.client = client; + this.id = obj.id; + this._name = obj.name; + this._metadata = obj.metadata; + this._persistence = obj.persistence; + } + + public get name() { + return this._name ?? null; + } + + public get persistence() { + return this._persistence || "allow"; + } + + public get metadata(): Readonly<{ [key: string]: any }> { + return this._metadata || {}; + } + + public get isDeleted(): boolean { + return this._deleted; + } + + public async update(properties: Partial): Promise { + const trainee = await this.client.updateTrainee({ ...properties, id: this.id }); + this._name = trainee.name; + this._metadata = trainee.metadata; + this._persistence = trainee.persistence; + } + + public async delete(): Promise { + await this.client.deleteTrainee(this.id); + this._deleted = true; + } + + public async copy(name?: string): Promise { + return await this.client.copyTrainee(this.id, name); + } + + public async acquireResources(): Promise { + return await this.client.acquireTraineeResources(this.id); + } + + public async releaseResources(): Promise { + return await this.client.releaseTraineeResources(this.id); + } + + public async persist(): Promise { + await this.client.persistTrainee(this.id); + } + + /** + * Train data into the Trainee using batched requests to the Engine. + * @param traineeId The Trainee identifier. + * @param request The train parameters. + * @returns The train result. + */ + public async batchTrain(request: schemas.TrainRequest): Promise> { + const { cases = [], ...rest } = request; + + // Limit to 10,000 cases at once maximum + const batchOptions: BatchOptions = { startSize: 100, limits: [1, 10000] }; + + let num_trained = 0; + let status = null; + const ablated_indices: number[] = []; + const warnings: string[][] = []; + + // Batch scale the requests + await batcher( + async function* (this: Trainee, size: number) { + let offset = 0; + while (offset < cases.length) { + const response = await this.train({ + ...rest, + cases: cases.slice(offset, offset + size), + }); + offset += size; + if (response.payload.status) status = response.payload.status; + if (response.payload.num_trained) num_trained += response.payload.num_trained; + if (response.payload.ablated_indices) ablated_indices.push(...response.payload.ablated_indices); + + // Warnings will be already output to the provided Logger in prepareResponse. Just aggregate. + if (response.warnings.length > 0) { + warnings.push(response.warnings); + } + size = yield; + } + }.bind(this), + batchOptions, + ); + + return { payload: { num_trained, status, ablated_indices }, warnings }; + } + + /** + * Include the active session in a request if not defined. + * @param request The Trainee request object. + * @returns The Trainee request object with a session. + */ + protected async includeSession>(request: T): Promise { + if (!request.session) { + // Include the active session + const session = await this.client.getActiveSession(); + return { ...request, session: session.id }; + } + return request; + } + +{% for label, def in labels | dictsort %} + {%- set requestName = "schemas." + label | pascalCase + "Request" %} + {%- if def.returns | isRef %} + {%- set responseName = "schemas." + def.returns.ref %} + {%- elif def.returns | isSimpleType %} + {%- set responseName = field(def.returns) %} + {%- elif def.returns %} + {%- set responseName = "schemas." + label | pascalCase + "Response" %} + {%- else %} + {%- set responseName = "null" %} + {%- endif %} + /** + * {{ def.description | blockComment | safe | indent(2) }} + * @param traineeId The Trainee identifier. + * @param request The operation parameters. + * @returns The response of the operation, including any warnings. + */ + public async {{ label | camelCase }}({% if def.parameters | length %}request: {{ requestName }}{% endif %}): Promise> { + await this.client.autoResolveTrainee(this.id); + {%- if def.use_active_session and def.parameters %} + request = await this.includeSession(request); + {%- endif %} + const response = await this.client.execute<{{ responseName }}>(this.id, "{{ label }}", {% if def.parameters | length %}request{% else %}{}{% endif %}); + {%- if not def.read_only %} + this.client.autoPersistTrainee(this.id); + {%- endif %} + return { payload: response.payload, warnings: response.warnings }; + } +{%- if not loop.last %} +{% endif %} +{%- endfor %} +} diff --git a/codegen/templates/schemas/_header.njk b/codegen/templates/schemas/_header.njk index e528a68..2629eb0 100644 --- a/codegen/templates/schemas/_header.njk +++ b/codegen/templates/schemas/_header.njk @@ -1,12 +1,15 @@ /** - * WARNING: This file is auto generated, do not modify manually. + * 🛑 WARNING: DO NOT EDIT! 🛑 + * This file is auto generated and should not be modified directly. +{%- if description %} * * {{ name }} -{%- if description %} * - * {{ description | capitalize | blockComment | safe }} + * {{ description | blockComment | safe }} {%- endif %} */ {%- for item in imports %} + {%- if item != name %} import type { {{ item }} } from "./{{ item }}"; + {%- endif %} {%- endfor %} \ No newline at end of file diff --git a/codegen/templates/schemas/_macros.njk b/codegen/templates/schemas/_macros.njk index 35d0e80..4b51975 100644 --- a/codegen/templates/schemas/_macros.njk +++ b/codegen/templates/schemas/_macros.njk @@ -1,6 +1,6 @@ {%- macro field(schema, type=null) %} {%- if not type %} - {%- if schema | isString or schema | isArray %} + {%- if schema is string or schema | isArray %} {%- set type = schema %} {%- else %} {%- set type = schema.type %} @@ -29,6 +29,8 @@ null {%- else -%} any {%- endif -%} + {%- elif schema | isAnyOf -%} +{% include "schemas/composition/_anyOf.njk" %} {%- else -%} {{ type | convertType }} {%- endif -%} @@ -36,13 +38,17 @@ any {%- endmacro %} -{%- macro comment(schema) %} +{%- macro comment(schema, default=null) %} {%- if schema.description %} /** - * {{ schema.description | capitalize | blockComment | safe }} + * {{ schema.description | blockComment | safe }} {%- if schema.default != null %} * @default {{ schema.default | toJson | safe }} {%- endif %} */ +{%- elif default %} +/** + * {{ default }} + */ {%- endif %} {%- endmacro %} diff --git a/codegen/templates/schemas/composition/_anyOf.njk b/codegen/templates/schemas/composition/_anyOf.njk new file mode 100644 index 0000000..e78f308 --- /dev/null +++ b/codegen/templates/schemas/composition/_anyOf.njk @@ -0,0 +1,4 @@ +{%- from "schemas/_macros.njk" import field %} +{%- for item in schema.any_of -%} +{{ field(item) }}{% if not loop.last %} | {% endif %} +{%- endfor %} \ No newline at end of file diff --git a/codegen/templates/schemas/label.njk b/codegen/templates/schemas/label.njk index 7f40cbe..aa4a06f 100644 --- a/codegen/templates/schemas/label.njk +++ b/codegen/templates/schemas/label.njk @@ -1,6 +1,7 @@ {%- include "schemas/_header.njk" %} {%- from "schemas/_macros.njk" import field, comment %} -{% if parameters %} +{% if parameters | length %} +/** Request parameters of the Trainee method: {{ label | camelCase }}. */ export type {{ name }}Request = { {%- for key, schema in parameters | dictsort -%} {{ comment(schema) | indent(2) }} @@ -11,7 +12,8 @@ export type {{ name }}Request = { }; {% endif -%} -{%- if returns %} +{%- if returns and not returns | isSimpleType %} +/** Response of the Trainee method: {{ label | camelCase }}. */ export type {{ name }}Response = {{ field(returns) }}; {%- endif %} \ No newline at end of file diff --git a/codegen/templates/schemas/schema.njk b/codegen/templates/schemas/schema.njk index 102caa4..9bf6fe1 100644 --- a/codegen/templates/schemas/schema.njk +++ b/codegen/templates/schemas/schema.njk @@ -1,5 +1,5 @@ {%- include "schemas/_header.njk" %} {%- from "schemas/_macros.njk" import field, comment %} -{{ comment(schema) }} +{{ comment(schema, name + " schema.") }} export type {{ name | pascalCase }} = {{ field(schema) }}; diff --git a/codegen/templates/schemas/types/_assoc.njk b/codegen/templates/schemas/types/_assoc.njk index 6765408..1efde18 100644 --- a/codegen/templates/schemas/types/_assoc.njk +++ b/codegen/templates/schemas/types/_assoc.njk @@ -3,17 +3,12 @@ { {%- for key, value in schema.indices | dictsort -%} {{ comment(value) | indent(2) }} - {{ key | autoQuote }}{% if not value | isSchemaOrRef or value.required != true %}?{% endif %}: {{ field(value) | indent(2) }}; + {{ key | autoQuote }}{% if not value | isAnySchema or value.required != true %}?{% endif %}: {{ field(value) | indent(2) }}; {%- endfor %} } {%- if schema.additional_indices %} & Record {%- endif %} - {%- if schema.dynamic_indices %} - {%- for dynamic_key, dynamic_value in schema.dynamic_indices | dictsort %} - & Record<`{{ dynamic_key }}`, {{ field(dynamic_value) }}> - {%- endfor %} - {%- endif %} {%- elif schema.additional_indices -%} Record {%- else -%} diff --git a/codegen/templates/schemas/types/_number.njk b/codegen/templates/schemas/types/_number.njk index 449a49c..01bdde9 100644 --- a/codegen/templates/schemas/types/_number.njk +++ b/codegen/templates/schemas/types/_number.njk @@ -1,6 +1,8 @@ -{%- if schema.enum -%} - {%- for item in schema.enum -%} +{%- if schema.enum | enumMatchesType("number") -%} + {%- for item in schema.enum | sort -%} + {%- if item is number -%} {{ item }}{% if not loop.last %} | {% endif %} + {%- endif -%} {%- endfor -%} {%- else -%} number diff --git a/codegen/templates/schemas/types/_string.njk b/codegen/templates/schemas/types/_string.njk index a8117fe..af31d7e 100644 --- a/codegen/templates/schemas/types/_string.njk +++ b/codegen/templates/schemas/types/_string.njk @@ -1,6 +1,8 @@ -{%- if schema.enum -%} - {%- for item in schema.enum -%} +{%- if schema.enum | enumMatchesType("string") -%} + {%- for item in schema.enum | sort -%} + {%- if item is string -%} "{{ item }}"{% if not loop.last %} | {% endif %} + {%- endif -%} {%- endfor -%} {%- else -%} string diff --git a/codegen/utils.ts b/codegen/utils.ts index d5d4603..5d6f9c5 100644 --- a/codegen/utils.ts +++ b/codegen/utils.ts @@ -1,7 +1,3 @@ -export function capitalize(value: string): string { - return value.charAt(0).toUpperCase() + value.slice(1); -} - export function toPascalCase(value: string) { return value .replace(/_+/g, " ") diff --git a/package-lock.json b/package-lock.json index 06a5328..7635e68 100644 --- a/package-lock.json +++ b/package-lock.json @@ -9,7 +9,7 @@ "version": "0.0.0", "license": "AGPL-3.0-only", "dependencies": { - "@howso/amalgam-lang": "^55.0.0", + "@howso/amalgam-lang": "^57.0.1", "uuid": "^9.0.0" }, "devDependencies": { @@ -1146,9 +1146,9 @@ } }, "node_modules/@howso/amalgam-lang": { - "version": "55.0.0", - "resolved": "https://registry.npmjs.org/@howso/amalgam-lang/-/amalgam-lang-55.0.0.tgz", - "integrity": "sha512-PG8cewFUShq5altkF1Zt28/PFILgieC/wI1wCmTibwyeWB4M80CUCeRTpJnBLXJmXrgTalc19cKhBV3aTgEsQg==" + "version": "57.0.1", + "resolved": "https://registry.npmjs.org/@howso/amalgam-lang/-/amalgam-lang-57.0.1.tgz", + "integrity": "sha512-NwebTGmAQ8duMe8hqosmobB8tl1VqUFU6jT+X1bxRVOHvuDabmyvJ+HRG4L0kbyhXOTb4GLH9VnDBDD1RWl5NA==" }, "node_modules/@humanwhocodes/module-importer": { "version": "1.0.1", @@ -8199,9 +8199,9 @@ } }, "@howso/amalgam-lang": { - "version": "55.0.0", - "resolved": "https://registry.npmjs.org/@howso/amalgam-lang/-/amalgam-lang-55.0.0.tgz", - "integrity": 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