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LittleWhiteBox/modules/story-summary/vector/pipeline/state-integration.js

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// ============================================================================
// state-integration.js - L0 状态层集成
// Phase 1: 批量 LLM 提取(只存文本)
// Phase 2: 统一向量化(提取完成后)
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// ============================================================================
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import { getContext } from '../../../../../../../extensions.js';
import { saveMetadataDebounced } from '../../../../../../../extensions.js';
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import { xbLog } from '../../../../core/debug-core.js';
import {
saveStateAtoms,
saveStateVectors,
deleteStateAtomsFromFloor,
deleteStateVectorsFromFloor,
getStateAtoms,
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clearStateAtoms,
clearStateVectors,
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getL0FloorStatus,
setL0FloorStatus,
clearL0Index,
deleteL0IndexFromFloor,
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} from '../storage/state-store.js';
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import { embed } from '../llm/siliconflow.js';
import { extractAtomsForRound, cancelBatchExtraction } from '../llm/atom-extraction.js';
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import { getVectorConfig } from '../../data/config.js';
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import { getEngineFingerprint } from '../utils/embedder.js';
import { filterText } from '../utils/text-filter.js';
const MODULE_ID = 'state-integration';
// ★ 并发配置
const CONCURRENCY = 30;
const STAGGER_DELAY = 30;
let initialized = false;
let extractionCancelled = false;
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export function cancelL0Extraction() {
extractionCancelled = true;
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cancelBatchExtraction();
}
// ============================================================================
// 初始化
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// ============================================================================
export function initStateIntegration() {
if (initialized) return;
initialized = true;
globalThis.LWB_StateRollbackHook = handleStateRollback;
xbLog.info(MODULE_ID, 'L0 状态层集成已初始化');
}
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// ============================================================================
// 统计
// ============================================================================
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export async function getAnchorStats() {
const { chat } = getContext();
if (!chat?.length) {
return { extracted: 0, total: 0, pending: 0, empty: 0, fail: 0 };
}
// 统计 AI 楼层
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const aiFloors = [];
for (let i = 0; i < chat.length; i++) {
if (!chat[i]?.is_user) aiFloors.push(i);
}
let ok = 0;
let empty = 0;
let fail = 0;
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for (const f of aiFloors) {
const s = getL0FloorStatus(f);
if (!s) continue;
if (s.status === 'ok') ok++;
else if (s.status === 'empty') empty++;
else if (s.status === 'fail') fail++;
}
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const total = aiFloors.length;
const processed = ok + empty + fail;
const pending = Math.max(0, total - processed);
return {
extracted: ok + empty,
total,
pending,
empty,
fail
};
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}
// ============================================================================
// 增量提取 - Phase 1 提取文本Phase 2 统一向量化
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// ============================================================================
function buildL0InputText(userMessage, aiMessage) {
const parts = [];
const userName = userMessage?.name || '用户';
const aiName = aiMessage?.name || '角色';
if (userMessage?.mes?.trim()) {
parts.push(`【用户:${userName}\n${filterText(userMessage.mes).trim()}`);
}
if (aiMessage?.mes?.trim()) {
parts.push(`【角色:${aiName}\n${filterText(aiMessage.mes).trim()}`);
}
return parts.join('\n\n---\n\n').trim();
}
export async function incrementalExtractAtoms(chatId, chat, onProgress) {
if (!chatId || !chat?.length) return { built: 0 };
const vectorCfg = getVectorConfig();
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if (!vectorCfg?.enabled) return { built: 0 };
// ★ 重置取消标志
extractionCancelled = false;
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const pendingPairs = [];
for (let i = 0; i < chat.length; i++) {
const msg = chat[i];
if (!msg || msg.is_user) continue;
const st = getL0FloorStatus(i);
// ★ 只跳过 ok 和 emptyfail 的可以重试
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if (st?.status === 'ok' || st?.status === 'empty') {
continue;
}
const userMsg = (i > 0 && chat[i - 1]?.is_user) ? chat[i - 1] : null;
const inputText = buildL0InputText(userMsg, msg);
if (!inputText) {
setL0FloorStatus(i, { status: 'empty', reason: 'filtered_empty', atoms: 0 });
continue;
}
pendingPairs.push({ userMsg, aiMsg: msg, aiFloor: i });
}
if (!pendingPairs.length) {
onProgress?.('已全部提取', 0, 0);
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return { built: 0 };
}
xbLog.info(MODULE_ID, `增量 L0 提取pending=${pendingPairs.length}, concurrency=${CONCURRENCY}`);
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let completed = 0;
let failed = 0;
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const total = pendingPairs.length;
let builtAtoms = 0;
// ★ Phase 1: 收集所有新提取的 atoms不向量化
const allNewAtoms = [];
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// ★ 30 并发批次处理
for (let i = 0; i < pendingPairs.length; i += CONCURRENCY) {
// ★ 检查取消
if (extractionCancelled) {
xbLog.info(MODULE_ID, `用户取消,已完成 ${completed}/${total}`);
break;
}
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const batch = pendingPairs.slice(i, i + CONCURRENCY);
const promises = batch.map((pair, idx) => (async () => {
// 首批错开启动,避免瞬间打满
if (i === 0) {
await new Promise(r => setTimeout(r, idx * STAGGER_DELAY));
}
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// 再次检查取消
if (extractionCancelled) return;
const floor = pair.aiFloor;
const prev = getL0FloorStatus(floor);
try {
const atoms = await extractAtomsForRound(pair.userMsg, pair.aiMsg, floor, { timeout: 20000 });
if (extractionCancelled) return;
if (atoms == null) {
throw new Error('llm_failed');
}
if (!atoms.length) {
setL0FloorStatus(floor, { status: 'empty', reason: 'llm_empty', atoms: 0 });
} else {
atoms.forEach(a => a.chatId = chatId);
saveStateAtoms(atoms);
// ★ Phase 1: 只收集,不向量化
allNewAtoms.push(...atoms);
setL0FloorStatus(floor, { status: 'ok', atoms: atoms.length });
builtAtoms += atoms.length;
}
} catch (e) {
if (extractionCancelled) return;
setL0FloorStatus(floor, {
status: 'fail',
attempts: (prev?.attempts || 0) + 1,
reason: String(e?.message || e).replace(/\s+/g, ' ').slice(0, 120),
});
failed++;
} finally {
if (!extractionCancelled) {
completed++;
onProgress?.(`提取: ${completed}/${total}`, completed, total);
}
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}
})());
await Promise.all(promises);
// 批次间短暂间隔
if (i + CONCURRENCY < pendingPairs.length && !extractionCancelled) {
await new Promise(r => setTimeout(r, 30));
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}
}
// ★ 立即保存文本,不要等防抖
try {
saveMetadataDebounced?.();
} catch { }
// ★ Phase 2: 统一向量化所有新提取的 atoms
if (allNewAtoms.length > 0 && !extractionCancelled) {
onProgress?.(`向量化 L0: 0/${allNewAtoms.length}`, 0, allNewAtoms.length);
await vectorizeAtoms(chatId, allNewAtoms, (current, total) => {
onProgress?.(`向量化 L0: ${current}/${total}`, current, total);
});
}
xbLog.info(MODULE_ID, `L0 ${extractionCancelled ? '已取消' : '完成'}atoms=${builtAtoms}, completed=${completed}/${total}, failed=${failed}`);
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return { built: builtAtoms };
}
// ============================================================================
// 向量化(支持进度回调)
// ============================================================================
async function vectorizeAtoms(chatId, atoms, onProgress) {
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if (!atoms?.length) return;
const vectorCfg = getVectorConfig();
if (!vectorCfg?.enabled) return;
const texts = atoms.map(a => a.semantic);
const fingerprint = getEngineFingerprint(vectorCfg);
const batchSize = 20;
try {
const allVectors = [];
for (let i = 0; i < texts.length; i += batchSize) {
if (extractionCancelled) break;
const batch = texts.slice(i, i + batchSize);
const vectors = await embed(batch, { timeout: 30000 });
allVectors.push(...vectors);
onProgress?.(allVectors.length, texts.length);
}
if (extractionCancelled) return;
const items = atoms.slice(0, allVectors.length).map((a, i) => ({
atomId: a.atomId,
floor: a.floor,
vector: allVectors[i],
}));
await saveStateVectors(chatId, items, fingerprint);
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xbLog.info(MODULE_ID, `L0 向量化完成: ${items.length}`);
} catch (e) {
xbLog.error(MODULE_ID, 'L0 向量化失败', e);
}
}
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// ============================================================================
// 清空
// ============================================================================
export async function clearAllAtomsAndVectors(chatId) {
clearStateAtoms();
clearL0Index();
if (chatId) {
await clearStateVectors(chatId);
}
// ★ 立即保存
try {
saveMetadataDebounced?.();
} catch { }
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xbLog.info(MODULE_ID, '已清空所有记忆锚点');
}
// ============================================================================
// 实时增量AI 消息后触发)- 保持不变
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// ============================================================================
let extractionQueue = [];
let isProcessing = false;
export async function extractAndStoreAtomsForRound(aiFloor, aiMessage, userMessage) {
const { chatId } = getContext();
if (!chatId) return;
const vectorCfg = getVectorConfig();
if (!vectorCfg?.enabled) return;
extractionQueue.push({ aiFloor, aiMessage, userMessage, chatId });
processQueue();
}
async function processQueue() {
if (isProcessing || extractionQueue.length === 0) return;
isProcessing = true;
while (extractionQueue.length > 0) {
const { aiFloor, aiMessage, userMessage, chatId } = extractionQueue.shift();
try {
const atoms = await extractAtomsForRound(userMessage, aiMessage, aiFloor, { timeout: 12000 });
if (!atoms?.length) {
xbLog.info(MODULE_ID, `floor ${aiFloor}: 无有效 atoms`);
continue;
}
atoms.forEach(a => a.chatId = chatId);
saveStateAtoms(atoms);
// 单楼实时处理:立即向量化
await vectorizeAtomsSimple(chatId, atoms);
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xbLog.info(MODULE_ID, `floor ${aiFloor}: ${atoms.length} atoms 已存储`);
} catch (e) {
xbLog.error(MODULE_ID, `floor ${aiFloor} 处理失败`, e);
}
}
isProcessing = false;
}
// 简单向量化(无进度回调,用于单楼实时处理)
async function vectorizeAtomsSimple(chatId, atoms) {
if (!atoms?.length) return;
const vectorCfg = getVectorConfig();
if (!vectorCfg?.enabled) return;
const texts = atoms.map(a => a.semantic);
const fingerprint = getEngineFingerprint(vectorCfg);
try {
const vectors = await embed(texts, { timeout: 30000 });
const items = atoms.map((a, i) => ({
atomId: a.atomId,
floor: a.floor,
vector: vectors[i],
}));
await saveStateVectors(chatId, items, fingerprint);
} catch (e) {
xbLog.error(MODULE_ID, 'L0 向量化失败', e);
}
}
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// ============================================================================
// 回滚钩子
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// ============================================================================
async function handleStateRollback(floor) {
xbLog.info(MODULE_ID, `收到回滚请求: floor >= ${floor}`);
const { chatId } = getContext();
deleteStateAtomsFromFloor(floor);
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deleteL0IndexFromFloor(floor);
if (chatId) {
await deleteStateVectorsFromFloor(chatId, floor);
}
}
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// ============================================================================
// 兼容旧接口
// ============================================================================
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export async function batchExtractAndStoreAtoms(chatId, chat, onProgress) {
if (!chatId || !chat?.length) return { built: 0 };
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const vectorCfg = getVectorConfig();
if (!vectorCfg?.enabled) return { built: 0 };
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xbLog.info(MODULE_ID, `开始批量 L0 提取: ${chat.length} 条消息`);
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clearStateAtoms();
clearL0Index();
await clearStateVectors(chatId);
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return await incrementalExtractAtoms(chatId, chat, onProgress);
}
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export async function rebuildStateVectors(chatId, vectorCfg) {
if (!chatId || !vectorCfg?.enabled) return { built: 0 };
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const atoms = getStateAtoms();
if (!atoms.length) return { built: 0 };
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xbLog.info(MODULE_ID, `重建 L0 向量: ${atoms.length} 条 atom`);
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await clearStateVectors(chatId);
await vectorizeAtomsSimple(chatId, atoms);
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return { built: atoms.length };
}