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template.ts
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template.ts
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/**
* Copyright 2024 IBM Corp.
*
* 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
*
* http://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.
*/
import { FrameworkError } from "@/errors.js";
import { ObjectLike, PlainObject } from "@/internals/types.js";
import * as R from "remeda";
import Mustache from "mustache";
import { Serializable } from "@/internals/serializable.js";
import { z, ZodType } from "zod";
import { createSchemaValidator, toJsonSchema } from "@/internals/helpers/schema.js";
import type { SchemaObject, ValidateFunction } from "ajv";
import { shallowCopy } from "@/serializer/utils.js";
import { pickBy } from "remeda";
import { getProp } from "@/internals/helpers/object.js";
type PostInfer<T> = T extends PlainObject
? {
[K in keyof T]: T[K] extends Date ? string : T[K];
}
: T;
type InferValue<T> = T extends ZodType<infer A> ? PostInfer<A> : never;
export type PromptTemplateRenderFn<K extends ZodType> = (this: InferValue<K>) => any;
export type PromptTemplateRenderInput<T extends ZodType, T2 extends z.input<T> = z.input<T>> = {
[K in Extract<keyof T2, string>]: T2[K] | PromptTemplateRenderFn<T> | undefined;
};
export interface PromptTemplateInput<T extends ZodType> {
template: string;
customTags?: [string, string];
escape?: boolean;
schema: SchemaObject;
defaults?: Partial<InferValue<T>>;
functions?: Record<string, PromptTemplateRenderFn<T>>;
}
type PromptTemplateConstructor<T extends ZodType, N> = N extends ZodType
? Omit<PromptTemplateInput<N>, "schema" | "functions" | "defaults"> & {
schema: N;
functions?: Record<string, PromptTemplateRenderFn<N | T>>;
defaults?: Partial<InferValue<N | T>>;
}
: Omit<PromptTemplateInput<T>, "schema"> & { schema: T | SchemaObject };
type Customizer<T extends ZodType, N> = (
config: Required<PromptTemplateInput<T>>,
) => PromptTemplateConstructor<T, N>;
export class PromptTemplateError<T extends ZodType> extends FrameworkError {
template: PromptTemplate<T>;
constructor(message: string, template: PromptTemplate<T>, context?: ObjectLike) {
super(message, [], {
context,
});
this.template = template;
}
}
export class ValidationPromptTemplateError<T extends ZodType> extends PromptTemplateError<T> {}
export class PromptTemplate<T extends ZodType> extends Serializable {
protected config: Required<PromptTemplateInput<T>>;
public static functions = {
trim: () => (text: string, render: (value: string) => string) => {
return render(text).replace(/(,\s*$)/g, "");
},
};
constructor(config: Omit<PromptTemplateInput<T>, "schema"> & { schema: T | SchemaObject }) {
super();
this.config = {
...config,
defaults: (config.defaults ?? {}) as Partial<InferValue<T>>,
schema: toJsonSchema(config.schema),
escape: Boolean(config.escape),
customTags: config.customTags ?? ["{{", "}}"],
functions: {
...PromptTemplate.functions,
...config.functions,
},
};
}
static {
this.register();
}
validateInput(input: unknown): asserts input is T {
const validator = createSchemaValidator(this.config.schema, {
coerceTypes: false,
}) as ValidateFunction<T>;
const success = validator(input);
if (!success) {
throw new ValidationPromptTemplateError(
`Template cannot be rendered because input does not adhere to the template schema.`,
this,
{
errors: validator.errors,
},
);
}
}
fork(customizer: Customizer<T, SchemaObject>): PromptTemplate<T>;
fork<R extends ZodType>(customizer: Customizer<T, R>): PromptTemplate<R>;
fork<R extends ZodType>(
customizer: Customizer<T, SchemaObject> | Customizer<T, R>,
): PromptTemplate<T | R> {
const config = shallowCopy(this.config);
const newConfig = customizer?.(config) ?? config;
return new PromptTemplate(newConfig);
}
render(input: PromptTemplateRenderInput<T>): string {
const updatedInput: typeof input = { ...input };
Object.assign(
updatedInput,
pickBy(this.config.defaults, (_, k) => getProp(updatedInput, [k]) === undefined),
);
this.validateInput(updatedInput);
const view: Record<string, any> = {
...this.config.functions,
...updatedInput,
};
const output = Mustache.render(
this.config.template,
view,
{},
{
tags: this.config.customTags,
...(!this.config.escape && {
escape: R.identity(),
}),
},
);
if (output.match(/\[object (.+)]/)) {
throw new ValidationPromptTemplateError(
"Rendered template contains incorrectly serialized value!",
this,
{
output,
},
);
}
return output;
}
loadSnapshot(data: ReturnType<typeof this.createSnapshot>) {
this.config = data.config;
}
createSnapshot() {
return {
config: this.config,
};
}
}
// eslint-disable-next-line @typescript-eslint/no-namespace
export namespace PromptTemplate {
export type infer<T> = PromptTemplate<ZodType<T>>;
}