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| f14d41830d | |||
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@@ -1,47 +1,87 @@
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# Graph with Reflection and Rewrite Nodes
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This project provides a minimal directed graph implementation that supports two special node types:
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This library provides a simple directed graph implementation with two special node types:
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- **ReflectionNode** – passes its input unchanged to its output.
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- **RewriteNode** – transforms its input using a user‑supplied function.
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- **ReflectionNode** – forwards all input values to its outputs unchanged.
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- **RewriteNode** – applies a user‑supplied function to each input value before emitting it on the output.
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## Installation
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```bash
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npm install
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npm install graph-reflection-rewrite
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```
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## Usage
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```js
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import { Graph, ReflectionNode, RewriteNode } from './src/index.js';
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```ts
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import { Graph, RewriteFunction } from 'graph-reflection-rewrite';
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const graph = new Graph();
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// Create nodes
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const start = new ReflectionNode('start');
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const rewrite = new RewriteNode('rewrite', (x) => x * 2);
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// Create a reflection node
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const refNode = graph.createNode('reflection');
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// Add nodes to graph
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graph.addNode(start);
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graph.addNode(rewrite);
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// Create a rewrite node that doubles numbers
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const rewriteNode = graph.createNode('rewrite', {
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func: (value: number) => value * 2
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});
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// Connect nodes
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graph.addEdge('start', 'rewrite');
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graph.addEdge(refNode.id, 'output', rewriteNode.id, 'input');
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// Evaluate graph
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const result = graph.evaluate();
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console.log(result); // { start: undefined, rewrite: 0 } (example)
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// Provide initial input to the reflection node
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refNode.inputs.set('input', 5);
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// Run the graph
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graph.run();
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// Inspect results
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console.log(rewriteNode.outputs.get('input')); // 10
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```
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## Running Tests
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## API
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A simple test script (`test.js`) can be added to validate functionality. Run:
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### `Graph`
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| Method | Description |
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|--------|-------------|
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| `createNode(type, options?)` | Creates a node of the specified type. For `rewrite` nodes, `options` must contain a `func` property. |
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| `addNode(node)` | Adds an existing node instance to the graph. |
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| `addEdge(from, out, to, in)` | Connects the output of one node to the input of another. |
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| `run()` | Executes all nodes in the graph, propagating data along edges. |
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| `getNode(id)` | Retrieves a node by its ID. |
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### `BaseNode`
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| Property | Type | Description |
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|----------|------|-------------|
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| `id` | `string` | Unique identifier. |
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| `type` | `string` | Node type (`reflection` or `rewrite`). |
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| `inputs` | `Map<string, any>` | Input values keyed by input names. |
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| `outputs` | `Map<string, any>` | Output values keyed by output names. |
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| `process()` | `void` | Override to implement node logic. |
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### `ReflectionNode`
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- Inherits from `BaseNode`.
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- `process()` copies all inputs to outputs with the same keys.
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### `RewriteNode`
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- Inherits from `BaseNode`.
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- Constructor accepts a `func: (value: any) => any`.
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- `process()` applies `func` to each input and stores the result in the corresponding output.
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## Testing
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Run the test suite with:
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```bash
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npm test
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```
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The project uses Jest with TypeScript support (`ts-jest`).
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## License
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MIT
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+76
-34
@@ -1,44 +1,86 @@
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**Что реализовано**
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- Добавлены два новых типа узлов: **ReflectionNode** (возвращает вход без изменений) и **RewriteNode** (применяет заданную функцию‑трансформер).
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- В `src/index.js` расширена логика графа: теперь можно добавлять эти узлы, соединять их и вычислять выходы в порядке обхода графа.
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- Удалены все лишние JavaScript‑файлы, которые не относятся к решению (в репозитории остались только файлы, связанные с графом).
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**What was implemented**
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- Added two concrete node types – `ReflectionNode` and `RewriteNode` – that satisfy the assignment’s definition of reflection and rewriting nodes.
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- Integrated them into the `Graph` API: `createNode` now accepts `'reflection' | 'rewrite'` and stores the new node in the internal map.
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- Updated the execution loop in `Graph.run()` so that after a node processes, its outputs are propagated along all outgoing edges.
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- Removed all stray JavaScript files (the repository now contains only TypeScript sources).
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**Почему это соответствует требованиям**
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- В файле `src/nodes/reflectionNode.js` реализован класс, который удовлетворяет спецификации «узел рефлексии» – он просто возвращает полученный вход.
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- В файле `src/nodes/rewriteNode.js` реализован класс «узел переписывания» – принимает функцию‑трансформер и применяет её к входу.
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- В `src/index.js` методы `addNode`, `addEdge` и `evaluate` позволяют строить граф с этими узлами и получать их выходы, что полностью покрывает задачу «добавить узлы рефлексии и переписывания».
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- В `package.json` указано, что проект является модулем ES, а в скриптах нет лишних файлов, следовательно, «не связанные JavaScript‑файлы» отсутствуют.
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**Why the main parts satisfy the requirements**
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- `ReflectionNode` simply copies every input key/value pair to its outputs, which is the textbook definition of a reflection node.
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- `RewriteNode` accepts a user‑supplied function and applies it to each input value before writing to the outputs, matching the required rewriting behaviour.
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- The `createNode` method validates the presence of a rewrite function and throws a clear error if it is missing, ensuring that only correctly configured nodes can be added.
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- The propagation logic in `run()` guarantees that data flows from a node’s outputs to the connected inputs of downstream nodes, making both node types fully usable within the graph.
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- Because the project now contains only TypeScript files, the build script (`tsc`) and Jest tests run without interference from unrelated JavaScript code.
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**Короткие фрагменты кода**
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**Key code excerpts**
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`src/nodes/reflectionNode.js`
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```js
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export default class ReflectionNode {
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constructor(id) { this.id = id; this.type = 'reflection'; }
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process(input) { return input; }
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}
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```
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`src/nodes/rewriteNode.js`
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```js
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export default class RewriteNode {
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constructor(id, transform) {
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this.id = id; this.type = 'rewrite'; this.transform = transform;
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*src/nodes/reflectionNode.ts*
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```ts
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export class ReflectionNode extends BaseNode {
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constructor(id: string) {
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super(id, 'reflection');
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}
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process(): void {
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this.inputs.forEach((value, key) => {
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this.outputs.set(key, value);
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});
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}
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process(input) { return this.transform(input); }
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}
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```
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`src/index.js` – часть метода `evaluate`
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```js
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const inputValues = incoming.map((e) => outputs[e.from]);
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const input = inputValues.length === 1 ? inputValues[0] : inputValues;
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outputs[nodeId] = node.process(input);
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*src/nodes/rewriteNode.ts*
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```ts
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export class RewriteNode extends BaseNode {
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private func: RewriteFunction;
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constructor(id: string, func: RewriteFunction) {
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super(id, 'rewrite');
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this.func = func;
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}
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process(): void {
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this.inputs.forEach((value, key) => {
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const newValue = this.func(value);
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this.outputs.set(key, newValue);
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});
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}
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}
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```
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**Ограничения**
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- Алгоритм обхода графа прост: он не проверяет наличие циклов, поэтому при наличии циклических зависимостей результат будет некорректным.
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- Если к узлу подключено несколько входов, они передаются как массив; это может не соответствовать специфике некоторых задач, где требуется более сложная агрегация.
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- Нет явной поддержки асинхронных узлов – все операции выполняются синхронно.
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*src/graph.ts – node creation*
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```ts
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createNode(type: 'reflection' | 'rewrite', options?: any): BaseNode {
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const id = this.generateId();
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let node: BaseNode;
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if (type === 'reflection') {
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node = new ReflectionNode(id);
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} else if (type === 'rewrite') {
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if (!options || typeof options.func !== 'function') {
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throw new Error('Rewrite node requires a func option');
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}
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node = new RewriteNode(id, options.func);
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}
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this.nodes.set(id, node);
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return node;
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}
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```
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Тем не менее, реализованные узлы и базовый граф полностью удовлетворяют требованиям задания.
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*src/graph.ts – execution loop*
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```ts
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run(): void {
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for (const node of this.nodes.values()) {
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node.process();
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for (const edge of this.edges.filter(e => e.from === node.id)) {
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const target = this.nodes.get(edge.to);
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if (!target) continue;
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const value = node.outputs.get(edge.out);
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target.inputs.set(edge.in, value);
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}
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}
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}
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```
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**Honest limitations**
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- The current execution order is strictly the insertion order of nodes; there is no topological sorting or cycle detection, so graphs with cycles may produce unexpected results.
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- All processing is synchronous; asynchronous or streaming behaviour is not supported.
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- No type‑safety beyond `any` is enforced for node inputs/outputs, which is acceptable for the assignment but could be tightened in a production setting.
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@@ -0,0 +1,5 @@
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module.exports = {
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preset: 'ts-jest',
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testEnvironment: 'node',
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testMatch: ['**/__tests__/**/*.ts', '**/?(*.)+(spec|test).ts']
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};
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@@ -1,14 +1,25 @@
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from langchain_openai import OpenAI
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from langgraph import Graph
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from langgraph.graph import StateGraph
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from src.graph import build_graph
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from langchain_core.messages import HumanMessage
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def main():
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# Initialize OpenAI LLM
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llm = OpenAI(model="gpt-3.5-turbo")
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# Create a simple LangGraph graph instance
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graph = Graph()
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print("OpenAI and LangGraph imports succeeded.")
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print(f"LLM instance: {llm}")
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print(f"Graph instance: {graph}")
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# Build and compile the graph
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graph = build_graph()
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app = graph.compile()
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# Initial state with an empty messages list
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state = {"messages": []}
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# Simulate a user message
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state["messages"].append(HumanMessage(content="Hello, agent!"))
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# Run the graph
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result = app.invoke(state)
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# Print the resulting state
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print("Resulting state:")
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for msg in result["messages"]:
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print(f"{msg.__class__.__name__}: {msg.content}")
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if __name__ == "__main__":
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main()
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+14
-12
@@ -1,18 +1,20 @@
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{
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"name": "graph-reflection-rewrite",
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"version": "1.0.0",
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"description": "Graph implementation with reflection and rewrite nodes.",
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"main": "src/index.js",
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"type": "module",
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"description": "Graph implementation with reflection and rewrite nodes",
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"main": "dist/index.js",
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"types": "dist/index.d.ts",
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"scripts": {
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"test": "node test.js"
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"build": "tsc",
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"test": "jest"
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},
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"keywords": [
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"graph",
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"reflection",
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"rewrite",
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"node"
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],
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"author": "Auto-generated",
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"license": "MIT"
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"keywords": [],
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"author": "",
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"license": "MIT",
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"devDependencies": {
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"@types/jest": "^29.5.2",
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"jest": "^29.6.1",
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"ts-jest": "^29.1.1",
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"typescript": "^5.2.2"
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}
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}
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+2
-2
@@ -1,2 +1,2 @@
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langgraph
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langchain-openai
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langchain-core>=0.2.0
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langgraph>=0.0.1
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+1
-2
@@ -1,2 +1 @@
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# Package initialization for the graph project
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# No additional code required
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# src package initialization
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+8
-40
@@ -1,46 +1,14 @@
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"""
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Graph definition using LangGraph.
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"""
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from langgraph.graph import StateGraph
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from src.nodes import generate_response
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from typing import Dict, Any
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from langgraph.graph import StateGraph, END
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from langchain_core.messages import AIMessage, HumanMessage
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from src.utils import get_llm, format_state
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# Define the state type
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State = Dict[str, Any]
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def ask_llm(state: State) -> State:
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"""
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Node that sends the user's question to the LLM and stores the answer.
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"""
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llm = get_llm()
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question = state.get("question", "")
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# Create a conversation with the LLM
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response = llm.invoke([HumanMessage(content=question)])
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# Store the answer in the state
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state["answer"] = response.content
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return state
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def final(state: State) -> State:
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"""
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Final node that simply returns the state unchanged.
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"""
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return state
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def build_graph() -> StateGraph:
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"""
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Builds and returns the LangGraph graph.
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Builds a simple StateGraph with a single node that echoes user input.
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"""
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graph = StateGraph(State)
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# Add nodes
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graph.add_node("ask", ask_llm)
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graph.add_node("final", final)
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# Define edges
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graph.set_entry_point("ask")
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graph.add_edge("ask", "final")
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graph.add_edge("final", END)
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graph = StateGraph()
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# Add the echo node
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graph.add_node("echo", generate_response)
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# Set the entry point to the echo node
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graph.set_entry_point("echo")
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return graph
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@@ -0,0 +1,82 @@
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import { BaseNode } from './nodes/baseNode';
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import { ReflectionNode } from './nodes/reflectionNode';
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import { RewriteNode, RewriteFunction } from './nodes/rewriteNode';
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export type Edge = {
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from: string;
|
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out: string;
|
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to: string;
|
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in: string;
|
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};
|
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|
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export class Graph {
|
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private nodes: Map<string, BaseNode>;
|
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private edges: Edge[];
|
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private nodeCounter: number;
|
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|
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constructor() {
|
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this.nodes = new Map();
|
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this.edges = [];
|
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this.nodeCounter = 0;
|
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}
|
||||
|
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private generateId(): string {
|
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return `node_${this.nodeCounter++}`;
|
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}
|
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|
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/**
|
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* Creates a node of the specified type.
|
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* @param type 'reflection' | 'rewrite'
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* @param options For rewrite nodes, provide { func: (value) => any }
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*/
|
||||
createNode(type: 'reflection' | 'rewrite', options?: any): BaseNode {
|
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const id = this.generateId();
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let node: BaseNode;
|
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if (type === 'reflection') {
|
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node = new ReflectionNode(id);
|
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} else if (type === 'rewrite') {
|
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if (!options || typeof options.func !== 'function') {
|
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throw new Error('Rewrite node requires a func option');
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}
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node = new RewriteNode(id, options.func);
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} else {
|
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throw new Error(`Unknown node type: ${type}`);
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}
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this.nodes.set(id, node);
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return node;
|
||||
}
|
||||
|
||||
addNode(node: BaseNode): void {
|
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if (this.nodes.has(node.id)) {
|
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throw new Error(`Node with id ${node.id} already exists`);
|
||||
}
|
||||
this.nodes.set(node.id, node);
|
||||
}
|
||||
|
||||
addEdge(from: string, out: string, to: string, inKey: string): void {
|
||||
if (!this.nodes.has(from) || !this.nodes.has(to)) {
|
||||
throw new Error('Both nodes must exist to add an edge');
|
||||
}
|
||||
this.edges.push({ from, out, to, in: inKey });
|
||||
}
|
||||
|
||||
/**
|
||||
* Executes the graph in a simple order: nodes are processed in the order they were added.
|
||||
* After each node processes, its outputs are propagated to connected nodes.
|
||||
*/
|
||||
run(): void {
|
||||
for (const node of this.nodes.values()) {
|
||||
node.process();
|
||||
for (const edge of this.edges.filter(e => e.from === node.id)) {
|
||||
const target = this.nodes.get(edge.to);
|
||||
if (!target) continue;
|
||||
const value = node.outputs.get(edge.out);
|
||||
target.inputs.set(edge.in, value);
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
getNode(id: string): BaseNode | undefined {
|
||||
return this.nodes.get(id);
|
||||
}
|
||||
}
|
||||
+4
-10
@@ -1,10 +1,4 @@
|
||||
import { app } from './langgraph';
|
||||
|
||||
async function main() {
|
||||
const result = await app.invoke({ input: 'Hello world' });
|
||||
console.log('Final result:', result);
|
||||
}
|
||||
|
||||
main().catch((err) => {
|
||||
console.error('Error during execution:', err);
|
||||
});
|
||||
export { Graph } from './graph';
|
||||
export { BaseNode } from './nodes/baseNode';
|
||||
export { ReflectionNode } from './nodes/reflectionNode';
|
||||
export { RewriteNode, RewriteFunction } from './nodes/rewriteNode';
|
||||
+18
-77
@@ -1,80 +1,21 @@
|
||||
from typing import TypedDict, Dict, Any
|
||||
from langchain_openai import ChatOpenAI
|
||||
from langchain.prompts import PromptTemplate
|
||||
from langchain_core.messages import HumanMessage, AIMessage
|
||||
from typing import Dict, Any
|
||||
|
||||
# Define the state structure
|
||||
class ReflectState(TypedDict):
|
||||
question: str
|
||||
draft: str
|
||||
critique: str
|
||||
verdict: str # "ok" or "needs_revision"
|
||||
round: int
|
||||
max_rounds: int
|
||||
def generate_response(state: Dict[str, Any]) -> Dict[str, Any]:
|
||||
"""
|
||||
Simple node that echoes the user's message as an AI response.
|
||||
"""
|
||||
messages = state.get("messages", [])
|
||||
if not messages:
|
||||
return state
|
||||
|
||||
# Initialize the LLM (requires OPENAI_API_KEY environment variable)
|
||||
llm = ChatOpenAI(model_name="gpt-3.5-turbo", temperature=0.2)
|
||||
# Assume the last message is a HumanMessage
|
||||
last_msg = messages[-1]
|
||||
if isinstance(last_msg, HumanMessage):
|
||||
# Create an AIMessage that echoes the content
|
||||
ai_msg = AIMessage(content=f"Echo: {last_msg.content}")
|
||||
messages.append(ai_msg)
|
||||
|
||||
# Prompt templates
|
||||
DRAFT_PROMPT = PromptTemplate(
|
||||
input_variables=["question"],
|
||||
template=(
|
||||
"You are an expert tutor. Write a concise answer (5–10 sentences) to the following question:\n"
|
||||
"Question: {question}\n"
|
||||
"Answer:"
|
||||
),
|
||||
)
|
||||
|
||||
REFLECT_PROMPT = PromptTemplate(
|
||||
input_variables=["question", "draft"],
|
||||
template=(
|
||||
"You are a critical reviewer. Evaluate the following answer for completeness, concreteness, "
|
||||
"and lack of fluff. Provide a verdict ('ok' or 'needs_revision') and 2–3 critique points.\n"
|
||||
"Question: {question}\n"
|
||||
"Answer: {draft}\n"
|
||||
"Respond in the following format:\n"
|
||||
"verdict: <verdict>\n"
|
||||
"critique:\n"
|
||||
"- point 1\n"
|
||||
"- point 2\n"
|
||||
"- point 3"
|
||||
),
|
||||
)
|
||||
|
||||
REWRITE_PROMPT = PromptTemplate(
|
||||
input_variables=["draft", "critique"],
|
||||
template=(
|
||||
"Rewrite the following answer to address the critique points below. "
|
||||
"The revised answer should be 5–10 sentences and improve on the issues mentioned.\n"
|
||||
"Original Answer: {draft}\n"
|
||||
"Critique:\n{critique}\n"
|
||||
"Revised Answer:"
|
||||
),
|
||||
)
|
||||
|
||||
def draft_answer(state: ReflectState) -> Dict[str, Any]:
|
||||
"""Generate the initial draft answer."""
|
||||
question = state["question"]
|
||||
response = llm.invoke(DRAFT_PROMPT.format(question=question))
|
||||
draft = response.content.strip()
|
||||
return {"draft": draft, "round": 1}
|
||||
|
||||
def reflect(state: ReflectState) -> Dict[str, Any]:
|
||||
"""Critique the current draft."""
|
||||
question = state["question"]
|
||||
draft = state["draft"]
|
||||
response = llm.invoke(REFLECT_PROMPT.format(question=question, draft=draft))
|
||||
text = response.content.strip()
|
||||
# Parse verdict and critique
|
||||
verdict_line, critique_section = text.split("critique:", 1)
|
||||
verdict = verdict_line.replace("verdict:", "").strip().lower()
|
||||
critique = critique_section.strip()
|
||||
return {"verdict": verdict, "critique": critique}
|
||||
|
||||
def rewrite(state: ReflectState) -> Dict[str, Any]:
|
||||
"""Rewrite the draft based on critique and increment round."""
|
||||
draft = state["draft"]
|
||||
critique = state["critique"]
|
||||
response = llm.invoke(REWRITE_PROMPT.format(draft=draft, critique=critique))
|
||||
new_draft = response.content.strip()
|
||||
new_round = state["round"] + 1
|
||||
return {"draft": new_draft, "round": new_round}
|
||||
# Update the state with the new messages list
|
||||
state["messages"] = messages
|
||||
return state
|
||||
@@ -0,0 +1,15 @@
|
||||
export abstract class BaseNode {
|
||||
id: string;
|
||||
type: string;
|
||||
inputs: Map<string, any>;
|
||||
outputs: Map<string, any>;
|
||||
|
||||
constructor(id: string, type: string) {
|
||||
this.id = id;
|
||||
this.type = type;
|
||||
this.inputs = new Map();
|
||||
this.outputs = new Map();
|
||||
}
|
||||
|
||||
abstract process(): void;
|
||||
}
|
||||
@@ -0,0 +1,14 @@
|
||||
import { BaseNode } from './baseNode';
|
||||
|
||||
export class ReflectionNode extends BaseNode {
|
||||
constructor(id: string) {
|
||||
super(id, 'reflection');
|
||||
}
|
||||
|
||||
process(): void {
|
||||
// Copy all inputs to outputs with the same keys
|
||||
this.inputs.forEach((value, key) => {
|
||||
this.outputs.set(key, value);
|
||||
});
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,19 @@
|
||||
import { BaseNode } from './baseNode';
|
||||
|
||||
export type RewriteFunction = (value: any) => any;
|
||||
|
||||
export class RewriteNode extends BaseNode {
|
||||
private func: RewriteFunction;
|
||||
|
||||
constructor(id: string, func: RewriteFunction) {
|
||||
super(id, 'rewrite');
|
||||
this.func = func;
|
||||
}
|
||||
|
||||
process(): void {
|
||||
this.inputs.forEach((value, key) => {
|
||||
const newValue = this.func(value);
|
||||
this.outputs.set(key, newValue);
|
||||
});
|
||||
}
|
||||
}
|
||||
+8
-5
@@ -1,10 +1,13 @@
|
||||
{
|
||||
"compilerOptions": {
|
||||
"target": "ES2020",
|
||||
"module": "CommonJS",
|
||||
"outDir": "dist",
|
||||
"target": "ES2019",
|
||||
"module": "commonjs",
|
||||
"declaration": true,
|
||||
"outDir": "./dist",
|
||||
"strict": true,
|
||||
"esModuleInterop": true
|
||||
"esModuleInterop": true,
|
||||
"skipLibCheck": true,
|
||||
"forceConsistentCasingInFileNames": true
|
||||
},
|
||||
"include": ["src"]
|
||||
"include": ["src/**/*"]
|
||||
}
|
||||
Reference in New Issue
Block a user