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branch.ts
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branch.ts
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import {
Runnable,
RunnableLike,
_coerceToDict,
_coerceToRunnable,
} from "./base.js";
import {
RunnableConfig,
getCallbackManagerForConfig,
patchConfig,
} from "./config.js";
import { CallbackManagerForChainRun } from "../callbacks/manager.js";
import { concat } from "../utils/stream.js";
/**
* Type for a branch in the RunnableBranch. It consists of a condition
* runnable and a branch runnable. The condition runnable is used to
* determine whether the branch should be executed, and the branch runnable
* is executed if the condition is true.
*/
export type Branch<RunInput, RunOutput> = [
Runnable<RunInput, boolean>,
Runnable<RunInput, RunOutput>
];
export type BranchLike<RunInput, RunOutput> = [
RunnableLike<RunInput, boolean>,
RunnableLike<RunInput, RunOutput>
];
/**
* Class that represents a runnable branch. The RunnableBranch is
* initialized with an array of branches and a default branch. When invoked,
* it evaluates the condition of each branch in order and executes the
* corresponding branch if the condition is true. If none of the conditions
* are true, it executes the default branch.
* @example
* ```typescript
* const branch = RunnableBranch.from([
* [
* (x: { topic: string; question: string }) =>
* x.topic.toLowerCase().includes("anthropic"),
* anthropicChain,
* ],
* [
* (x: { topic: string; question: string }) =>
* x.topic.toLowerCase().includes("langchain"),
* langChainChain,
* ],
* generalChain,
* ]);
*
* const fullChain = RunnableSequence.from([
* {
* topic: classificationChain,
* question: (input: { question: string }) => input.question,
* },
* branch,
* ]);
*
* const result = await fullChain.invoke({
* question: "how do I use LangChain?",
* });
* ```
*/
// eslint-disable-next-line @typescript-eslint/no-explicit-any
export class RunnableBranch<RunInput = any, RunOutput = any> extends Runnable<
RunInput,
RunOutput
> {
static lc_name() {
return "RunnableBranch";
}
lc_namespace = ["langchain_core", "runnables"];
lc_serializable = true;
default: Runnable<RunInput, RunOutput>;
branches: Branch<RunInput, RunOutput>[];
constructor(fields: {
branches: Branch<RunInput, RunOutput>[];
default: Runnable<RunInput, RunOutput>;
}) {
super(fields);
this.branches = fields.branches;
this.default = fields.default;
}
/**
* Convenience method for instantiating a RunnableBranch from
* RunnableLikes (objects, functions, or Runnables).
*
* Each item in the input except for the last one should be a
* tuple with two items. The first is a "condition" RunnableLike that
* returns "true" if the second RunnableLike in the tuple should run.
*
* The final item in the input should be a RunnableLike that acts as a
* default branch if no other branches match.
*
* @example
* ```ts
* import { RunnableBranch } from "@langchain/core/runnables";
*
* const branch = RunnableBranch.from([
* [(x: number) => x > 0, (x: number) => x + 1],
* [(x: number) => x < 0, (x: number) => x - 1],
* (x: number) => x
* ]);
* ```
* @param branches An array where the every item except the last is a tuple of [condition, runnable]
* pairs. The last item is a default runnable which is invoked if no other condition matches.
* @returns A new RunnableBranch.
*/
// eslint-disable-next-line @typescript-eslint/no-explicit-any
static from<RunInput = any, RunOutput = any>(
branches: [
...BranchLike<RunInput, RunOutput>[],
RunnableLike<RunInput, RunOutput>
]
) {
if (branches.length < 1) {
throw new Error("RunnableBranch requires at least one branch");
}
const branchLikes = branches.slice(0, -1) as BranchLike<
RunInput,
RunOutput
>[];
const coercedBranches: Branch<RunInput, RunOutput>[] = branchLikes.map(
([condition, runnable]) => [
_coerceToRunnable(condition),
_coerceToRunnable(runnable),
]
);
const defaultBranch = _coerceToRunnable(
branches[branches.length - 1] as RunnableLike<RunInput, RunOutput>
);
return new this({
branches: coercedBranches,
default: defaultBranch,
});
}
async _invoke(
input: RunInput,
config?: Partial<RunnableConfig>,
runManager?: CallbackManagerForChainRun
): Promise<RunOutput> {
let result;
for (let i = 0; i < this.branches.length; i += 1) {
const [condition, branchRunnable] = this.branches[i];
const conditionValue = await condition.invoke(
input,
patchConfig(config, {
callbacks: runManager?.getChild(`condition:${i + 1}`),
})
);
if (conditionValue) {
result = await branchRunnable.invoke(
input,
patchConfig(config, {
callbacks: runManager?.getChild(`branch:${i + 1}`),
})
);
break;
}
}
if (!result) {
result = await this.default.invoke(
input,
patchConfig(config, {
callbacks: runManager?.getChild("branch:default"),
})
);
}
return result;
}
async invoke(
input: RunInput,
config: RunnableConfig = {}
): Promise<RunOutput> {
return this._callWithConfig(this._invoke, input, config);
}
async *_streamIterator(input: RunInput, config?: Partial<RunnableConfig>) {
const callbackManager_ = await getCallbackManagerForConfig(config);
const runManager = await callbackManager_?.handleChainStart(
this.toJSON(),
_coerceToDict(input, "input"),
config?.runId,
undefined,
undefined,
undefined,
config?.runName
);
let finalOutput;
let finalOutputSupported = true;
let stream;
try {
for (let i = 0; i < this.branches.length; i += 1) {
const [condition, branchRunnable] = this.branches[i];
const conditionValue = await condition.invoke(
input,
patchConfig(config, {
callbacks: runManager?.getChild(`condition:${i + 1}`),
})
);
if (conditionValue) {
stream = await branchRunnable.stream(
input,
patchConfig(config, {
callbacks: runManager?.getChild(`branch:${i + 1}`),
})
);
for await (const chunk of stream) {
yield chunk;
if (finalOutputSupported) {
if (finalOutput === undefined) {
finalOutput = chunk;
} else {
try {
finalOutput = concat(finalOutput, chunk);
} catch (e) {
finalOutput = undefined;
finalOutputSupported = false;
}
}
}
}
break;
}
}
if (stream === undefined) {
stream = await this.default.stream(
input,
patchConfig(config, {
callbacks: runManager?.getChild("branch:default"),
})
);
for await (const chunk of stream) {
yield chunk;
if (finalOutputSupported) {
if (finalOutput === undefined) {
finalOutput = chunk;
} else {
try {
finalOutput = concat(finalOutput, chunk as RunOutput);
} catch (e) {
finalOutput = undefined;
finalOutputSupported = false;
}
}
}
}
}
} catch (e) {
await runManager?.handleChainError(e);
throw e;
}
await runManager?.handleChainEnd(finalOutput ?? {});
}
}