typia
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Superfast runtime validators with only one line
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text/typescript
import {
ILlmApplication,
ILlmSchema,
IOpenApiSchemaError,
IResult,
OpenApi,
} from "@samchon/openapi";
import { LlmSchemaComposer } from "@samchon/openapi/lib/composers/LlmSchemaComposer";
import { ILlmFunction } from "@samchon/openapi/lib/structures/ILlmFunction";
import ts from "typescript";
import { MetadataFactory } from "../../factories/MetadataFactory";
import { TypeFactory } from "../../factories/TypeFactory";
import { __IJsonApplication } from "../../schemas/json/__IJsonApplication";
import { Metadata } from "../../schemas/metadata/Metadata";
import { MetadataFunction } from "../../schemas/metadata/MetadataFunction";
import { MetadataObjectType } from "../../schemas/metadata/MetadataObjectType";
import { MetadataParameter } from "../../schemas/metadata/MetadataParameter";
import { ITypiaContext } from "../../transformers/ITypiaContext";
import { IValidation } from "../../IValidation";
import { ValidateProgrammer } from "../ValidateProgrammer";
import { JsonApplicationProgrammer } from "../json/JsonApplicationProgrammer";
import { LlmSchemaProgrammer } from "./LlmSchemaProgrammer";
export namespace LlmApplicationProgrammer {
export const validate = <Model extends ILlmSchema.Model>(props: {
model: Model;
config?: Partial<ILlmSchema.ModelConfig[Model]>;
}) => {
let top: Metadata | undefined;
return (
metadata: Metadata,
explore: MetadataFactory.IExplore,
): string[] => {
top ??= metadata;
if (explore.top === false)
if (
explore.object === top?.objects[0]?.type &&
typeof explore.property === "string" &&
metadata.size() === 1 &&
metadata.nullable === false &&
metadata.isRequired() === true &&
metadata.functions.length === 1
)
return validateFunction(explore.property, metadata.functions[0]!);
else return LlmSchemaProgrammer.validate(props)(metadata);
const output: string[] = [];
const validity: boolean =
metadata.size() === 1 &&
metadata.objects.length === 1 &&
metadata.isRequired() === true &&
metadata.nullable === false;
if (validity === false)
output.push(
"LLM application's generic argument must be a class/interface type.",
);
const object: MetadataObjectType | undefined = metadata.objects[0]?.type;
if (object !== undefined) {
if (object.properties.some((p) => p.key.isSoleLiteral() === false))
output.push(
"LLM application does not allow dynamic keys on class/interface type.",
);
let least: boolean = false;
for (const p of object.properties) {
const name: string = JSON.stringify(p.key.getSoleLiteral()!);
const value: Metadata = p.value;
if (value.functions.length) {
least ||= true;
if (validity === false) {
if (value.functions.length !== 1 || value.size() !== 1)
output.push(
`LLM application's function (${name}) type does not allow union type.`,
);
if (value.isRequired() === false)
output.push(
`LLM application's function (${name}) type must be required.`,
);
if (value.nullable === true)
output.push(
`LLM application's function (${name}) type must not be nullable.`,
);
}
const description: string | undefined = concatDescription(
JsonApplicationProgrammer.writeDescription({
description:
p.description ??
p.jsDocTags.find((tag) => tag.name === "description")
?.text?.[0]?.text ??
null,
jsDocTags: p.jsDocTags,
kind: "summary",
}),
);
if (description !== undefined && description.length > 1_024)
output.push(
`LLM application's function (${name}) description must not exceed 1,024 characters.`,
);
}
}
if (least === false)
output.push(
"LLM application's target type must have at least a function type.",
);
}
return output;
};
};
const validateFunction = (name: string, func: MetadataFunction): string[] => {
const output: string[] = [];
const prefix: string = `LLM application's function (${JSON.stringify(name)})`;
if (func.output.size() && func.output.isRequired() === false)
output.push(
`${prefix} return type cannot be optional (union with undefined).`,
);
if (/^[0-9]/.test(name[0] ?? "") === true)
output.push(`${prefix} name cannot start with a number.`);
if (/^[a-zA-Z0-9_-]+$/.test(name) === false)
output.push(
`${prefix} name must contain only alphanumeric characters, underscores, or hyphens.`,
);
if (name.length > 64)
output.push(`${prefix} name cannot exceed 64 characters.`);
if (func.parameters.length !== 0 && func.parameters.length !== 1)
output.push(
`${prefix} must have exactly one parameter or no parameters.`,
);
if (func.parameters.length !== 0) {
const type: Metadata = func.parameters[0]!.type;
if (type.size() !== 1 || type.objects.length !== 1)
output.push(`${prefix} parameter must be a single object type.`);
else {
if (
type.objects[0]!.type.properties.some(
(p) => p.key.isSoleLiteral() === false,
)
)
output.push(`${prefix} parameter cannot have dynamic property keys.`);
if (type.isRequired() === false)
output.push(
`${prefix} parameter cannot be optional (union with undefined).`,
);
if (type.nullable === true)
output.push(`${prefix} parameter cannot be nullable.`);
}
}
return output;
};
export const write = <Model extends ILlmSchema.Model>(props: {
model: Model;
context: ITypiaContext;
modulo: ts.LeftHandSideExpression;
metadata: Metadata;
config?: Partial<
ILlmSchema.ModelConfig[Model] & {
equals: boolean;
}
>;
name?: string;
}): ILlmApplication<Model> => {
const metadata: Metadata = Metadata.unalias(props.metadata);
const functionParameters: Record<string, MetadataParameter> =
Object.fromEntries(
metadata.objects[0]!.type.properties.filter(
(p) =>
p.key.isSoleLiteral() &&
p.value.size() === 1 &&
p.value.nullable === false &&
p.value.isRequired() === true &&
Metadata.unalias(p.value).functions.length === 1,
)
.filter(
(p) =>
p.jsDocTags.find(
(tag) => tag.name === "hidden" || tag.name === "internal",
) === undefined,
)
.map((p) => [
p.key.getSoleLiteral()!,
Metadata.unalias(p.value).functions[0]!.parameters[0]!,
]),
);
const errorMessages: string[] = [];
const application: __IJsonApplication<"3.1"> =
JsonApplicationProgrammer.write({
version: "3.1",
metadata,
filter: (p) =>
p.jsDocTags.some((tag) => tag.name === "human") === false,
});
const functions: Array<ILlmFunction<Model> | null> =
application.functions.map((func) =>
writeFunction({
model: props.model,
context: props.context,
modulo: props.modulo,
className: props.name,
config: props.config,
components: application.components,
function: func,
errors: errorMessages,
parameter: functionParameters[func.name] ?? null,
}),
);
if (functions.some((func) => func === null))
throw new Error(
"Failed to write LLM application:\n\n" +
errorMessages.map((str) => ` - ${str}`).join("\n"),
);
return {
model: props.model,
options: {
...LlmSchemaComposer.defaultConfig(props.model),
...props.config,
separate: null,
},
functions: functions as ILlmFunction<Model>[],
};
};
const writeFunction = <Model extends ILlmSchema.Model>(props: {
model: Model;
context: ITypiaContext;
modulo: ts.LeftHandSideExpression;
components: OpenApi.IComponents;
function: __IJsonApplication.IFunction<OpenApi.IJsonSchema>;
parameter: MetadataParameter | null;
errors: string[];
className?: string;
config:
| Partial<
ILlmSchema.ModelConfig[Model] & {
equals: boolean;
}
>
| undefined;
}): ILlmFunction<Model> | null => {
const parameters: ILlmSchema.ModelParameters[Model] | null =
writeParameters({
...props,
accessor: `$input.${props.function.name}.parameters`,
});
if (parameters === null) return null;
const output: ILlmSchema.ModelSchema[Model] | null | undefined =
writeOutput({
model: props.model,
parameters,
components: props.components,
schema: props.function.output?.schema ?? null,
errors: props.errors,
accessor: `$input.${props.function.name}.output`,
});
if (output === null) return null;
else if (
output &&
output.description === undefined &&
!!props.function.output?.description?.length
)
output.description = props.function.output.description;
return {
name: props.function.name,
parameters,
output: (output ?? undefined) as
| ILlmSchema.ModelSchema[Model]
| undefined,
description: (() => {
if (
!props.function.summary?.length ||
!props.function.description?.length
)
return props.function.summary || props.function.description;
const summary: string = props.function.summary.endsWith(".")
? props.function.summary.slice(0, -1)
: props.function.summary;
return props.function.description.startsWith(summary)
? props.function.description
: summary + ".\n\n" + props.function.description;
})(),
deprecated: props.function.deprecated,
tags: props.function.tags,
validate: writeValidator({
context: props.context,
modulo: props.modulo,
parameter: props.parameter,
name: props.function.name,
className: props.className,
equals: props.config?.equals ?? false,
}),
};
};
const writeParameters = <Model extends ILlmSchema.Model>(props: {
model: Model;
components: OpenApi.IComponents;
function: __IJsonApplication.IFunction<OpenApi.IJsonSchema>;
errors: string[];
accessor: string;
}): ILlmSchema.ModelParameters[Model] | null => {
const schema = props.function.parameters[0]?.schema ?? {
type: "object",
properties: {},
additionalProperties: false,
required: [],
};
const result: IResult<
ILlmSchema.ModelParameters[Model],
IOpenApiSchemaError
> = LlmSchemaComposer.parameters(props.model)({
config: LlmSchemaComposer.defaultConfig(props.model) as any,
components: props.components,
schema: {
...(schema as
| OpenApi.IJsonSchema.IObject
| OpenApi.IJsonSchema.IReference),
title: schema.title ?? props.function.parameters[0]?.title,
description:
schema.description ?? props.function.parameters[0]?.description,
},
accessor: props.accessor,
}) as IResult<ILlmSchema.ModelParameters[Model], IOpenApiSchemaError>;
if (result.success === false) {
props.errors.push(
...result.error.reasons.map((r) => ` - ${r.accessor}: ${r.message}`),
);
return null;
}
return result.value;
};
const writeOutput = <Model extends ILlmSchema.Model>(props: {
model: Model;
parameters: ILlmSchema.ModelParameters[Model];
components: OpenApi.IComponents;
schema: OpenApi.IJsonSchema | null;
errors: string[];
accessor: string;
}): ILlmSchema.ModelSchema[Model] | null | undefined => {
if (props.schema === null) return undefined;
const result: IResult<ILlmSchema.ModelSchema[Model], IOpenApiSchemaError> =
LlmSchemaComposer.schema(props.model)({
config: LlmSchemaComposer.defaultConfig(props.model) as any,
components: props.components,
schema: props.schema,
$defs: (props.parameters as any).$defs,
accessor: props.accessor,
}) as IResult<ILlmSchema.ModelSchema[Model], IOpenApiSchemaError>;
if (result.success === false) {
props.errors.push(
...result.error.reasons.map((r) => ` - ${r.accessor}: ${r.message}`),
);
return null;
}
return result.value;
};
const writeValidator = (props: {
context: ITypiaContext;
modulo: ts.LeftHandSideExpression;
parameter: MetadataParameter | null;
name: string;
equals: boolean;
className?: string;
}): ((props: unknown) => IValidation<unknown>) => {
if (props.parameter === null)
return ValidateProgrammer.write({
...props,
type: props.context.checker.getTypeFromTypeNode(
TypeFactory.keyword("any"),
),
config: {
equals: props.equals,
},
name: undefined,
}) as any;
const type: ts.Type | undefined = props.parameter.tsType;
if (type === undefined)
// unreachable
throw new Error(
"Failed to write LLM application's function validator. You don't have to call `LlmApplicationOfValidator.write()` function by yourself, but only by the `typia.llm.applicationOfValidate()` function.",
);
return ValidateProgrammer.write({
...props,
type: props.parameter.tsType!,
config: {
equals: props.equals,
},
name: props.className
? `Parameters<${props.className}[${JSON.stringify(props.name)}]>[0]`
: undefined,
}) satisfies ts.CallExpression as any as (
props: unknown,
) => IValidation<unknown>;
};
}
const concatDescription = (p: {
summary?: string | undefined;
description?: string | undefined;
}): string | undefined => {
if (!p.summary?.length || !p.description?.length)
return p.summary ?? p.description;
const summary: string = p.summary.endsWith(".")
? p.summary.slice(0, -1)
: p.summary;
return p.description.startsWith(summary)
? p.description
: summary + ".\n\n" + p.description;
};