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LittleWhiteBox/modules/story-summary/vector/llm/atom-extraction.js

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// ============================================================================
// atom-extraction.js - L0 叙事锚点提取(三层 themes 版)
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// ============================================================================
import { callLLM, parseJson } from './llm-service.js';
import { xbLog } from '../../../../core/debug-core.js';
import { filterText } from '../utils/text-filter.js';
const MODULE_ID = 'atom-extraction';
const CONCURRENCY = 10;
const RETRY_COUNT = 2;
const RETRY_DELAY = 500;
const DEFAULT_TIMEOUT = 20000;
const STAGGER_DELAY = 80;
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let batchCancelled = false;
export function cancelBatchExtraction() {
batchCancelled = true;
}
export function isBatchCancelled() {
return batchCancelled;
}
// ============================================================================
// L0 提取 Prompt三层 themes
// ============================================================================
const SYSTEM_PROMPT = `你是叙事锚点提取器。从一轮对话中提取4-8个关键锚点用于后续语义检索。
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输入格式
<round>
<user name="用户名">...</user>
<assistant name="角色名">...</assistant>
</round>
只输出严格JSON
{"atoms":[{"t":"类型","s":"主体","o":"客体","v":"谓词","l":"地点","f":"来源","th":{"fn":[],"pt":[],"kw":[]}}]}
## 类型t
- emo: 情绪状态变化
- act: 关键动作/行为
- rev: 揭示/发现/真相
- dec: 决定/承诺/宣言
- ten: 冲突/张力/对立
- loc: 场景/地点变化
## 字段说明
- s: 主体必填
- o: 客体可空
- v: 谓词15字内必填
- l: 地点可空
- f: "u"=用户 / "a"=角色必填
- th: 主题标签必填结构化对象
## th 三层结构
fn叙事功能1-2枚举
establish=建立设定 | escalate=升级加剧 | reveal=揭示发现 | challenge=挑战试探
commit=承诺锁定 | conflict=冲突对抗 | resolve=解决收束 | transform=转变逆转
bond=连接羁绊 | break=断裂破坏
pt互动模式1-3枚举
power_down=上对下 | power_up=下对上 | power_equal=对等 | power_contest=争夺
asymmetric=信息不对称 | witnessed=有观众 | secluded=隔绝私密
ritual=仪式正式 | routine=日常惯例 | triangular=三方介入
kw具体关键词1-3自由格式
## 示例输出
{"atoms":[
{"t":"act","s":"艾拉","o":"古龙","v":"用圣剑刺穿心脏","l":"火山口","f":"a",
"th":{"fn":["commit"],"pt":["power_down","ritual"],"kw":["战斗","牺牲"]}},
{"t":"emo","s":"林夏","o":"陆远","v":"意识到自己喜欢他","l":"","f":"a",
"th":{"fn":["reveal","escalate"],"pt":["asymmetric","secluded"],"kw":["心动","暗恋"]}},
{"t":"dec","s":"凯尔","o":"王国","v":"放弃王位继承权","l":"王座厅","f":"a",
"th":{"fn":["commit","break"],"pt":["ritual","witnessed"],"kw":["抉择","自由"]}},
{"t":"rev","s":"","o":"","v":"管家其实是间谍","l":"","f":"a",
"th":{"fn":["reveal"],"pt":["asymmetric"],"kw":["背叛","真相"]}},
{"t":"ten","s":"兄弟二人","o":"","v":"为遗产反目","l":"","f":"a",
"th":{"fn":["conflict","break"],"pt":["power_contest"],"kw":["冲突","亲情破裂"]}}
]}
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规则
- 只提取对未来检索有价值的锚点
- fn 回答"这在故事里推动了什么"
- pt 回答"这是什么结构的互动"
- kw 用于细粒度检索
- 无明显锚点时返回 {"atoms":[]}`;
const JSON_PREFILL = '{"atoms":[';
// ============================================================================
// Semantic 构建
// ============================================================================
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function buildSemantic(atom, userName, aiName) {
const type = atom.t || 'act';
const subject = atom.s || (atom.f === 'u' ? userName : aiName);
const object = atom.o || '';
const verb = atom.v || '';
const location = atom.l || '';
// 三层 themes 合并
const th = atom.th || {};
const tags = [
...(Array.isArray(th.fn) ? th.fn : []),
...(Array.isArray(th.pt) ? th.pt : []),
...(Array.isArray(th.kw) ? th.kw : []),
].filter(Boolean);
const typePart = `<${type}>`;
const themePart = tags.length > 0 ? ` [${tags.join('/')}]` : '';
const locPart = location ? `${location}` : '';
const objPart = object ? ` -> ${object}` : '';
let semantic = '';
switch (type) {
case 'emo':
semantic = object
? `${typePart} ${subject} -> ${verb} (对${object})${locPart}`
: `${typePart} ${subject} -> ${verb}${locPart}`;
break;
case 'act':
semantic = `${typePart} ${subject} -> ${verb}${objPart}${locPart}`;
break;
case 'rev':
semantic = object
? `${typePart} 揭示: ${verb} (关于${object})${locPart}`
: `${typePart} 揭示: ${verb}${locPart}`;
break;
case 'dec':
semantic = object
? `${typePart} ${subject} -> ${verb} (对${object})${locPart}`
: `${typePart} ${subject} -> ${verb}${locPart}`;
break;
case 'ten':
semantic = object
? `${typePart} ${subject} <-> ${object}: ${verb}${locPart}`
: `${typePart} ${subject}: ${verb}${locPart}`;
break;
case 'loc':
semantic = location
? `${typePart} 场景: ${location} - ${verb}`
: `${typePart} 场景: ${verb}`;
break;
default:
semantic = `${typePart} ${subject} -> ${verb}${objPart}${locPart}`;
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}
return semantic + themePart;
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}
// ============================================================================
// 睡眠工具
// ============================================================================
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const sleep = (ms) => new Promise(r => setTimeout(r, ms));
// ============================================================================
// 单轮提取(带重试)
// ============================================================================
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async function extractAtomsForRoundWithRetry(userMessage, aiMessage, aiFloor, options = {}) {
const { timeout = DEFAULT_TIMEOUT } = options;
if (!aiMessage?.mes?.trim()) return [];
const parts = [];
const userName = userMessage?.name || '用户';
const aiName = aiMessage.name || '角色';
if (userMessage?.mes?.trim()) {
const userText = filterText(userMessage.mes);
parts.push(`<user name="${userName}">\n${userText}\n</user>`);
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}
const aiText = filterText(aiMessage.mes);
parts.push(`<assistant name="${aiName}">\n${aiText}\n</assistant>`);
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const input = `<round>\n${parts.join('\n')}\n</round>`;
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for (let attempt = 0; attempt <= RETRY_COUNT; attempt++) {
if (batchCancelled) return [];
try {
const response = await callLLM([
{ role: 'system', content: SYSTEM_PROMPT },
{ role: 'user', content: input },
{ role: 'assistant', content: JSON_PREFILL },
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], {
temperature: 0.2,
max_tokens: 1000,
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timeout,
});
const rawText = String(response || '');
if (!rawText.trim()) {
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if (attempt < RETRY_COUNT) {
await sleep(RETRY_DELAY);
continue;
}
return null;
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}
const fullJson = JSON_PREFILL + rawText;
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let parsed;
try {
parsed = parseJson(fullJson);
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} catch (e) {
xbLog.warn(MODULE_ID, `floor ${aiFloor} JSON解析失败`);
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if (attempt < RETRY_COUNT) {
await sleep(RETRY_DELAY);
continue;
}
return null;
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}
if (!parsed?.atoms || !Array.isArray(parsed.atoms)) {
if (attempt < RETRY_COUNT) {
await sleep(RETRY_DELAY);
continue;
}
return null;
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}
const filtered = parsed.atoms
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.filter(a => a?.t && a?.v)
.map((a, idx) => ({
atomId: `atom-${aiFloor}-${idx}`,
floor: aiFloor,
type: a.t,
subject: a.s || null,
object: a.o || null,
value: String(a.v).slice(0, 50),
location: a.l || null,
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source: a.f === 'u' ? 'user' : 'ai',
themes: a.th || { fn: [], pt: [], kw: [] },
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semantic: buildSemantic(a, userName, aiName),
}));
return filtered;
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} catch (e) {
if (batchCancelled) return null;
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if (attempt < RETRY_COUNT) {
await sleep(RETRY_DELAY * (attempt + 1));
continue;
}
xbLog.error(MODULE_ID, `floor ${aiFloor} 失败`, e);
return null;
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}
}
return null;
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}
export async function extractAtomsForRound(userMessage, aiMessage, aiFloor, options = {}) {
return extractAtomsForRoundWithRetry(userMessage, aiMessage, aiFloor, options);
}
// ============================================================================
// 批量提取
// ============================================================================
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export async function batchExtractAtoms(chat, onProgress) {
if (!chat?.length) return [];
batchCancelled = false;
const pairs = [];
for (let i = 0; i < chat.length; i++) {
if (!chat[i].is_user) {
const userMsg = (i > 0 && chat[i - 1]?.is_user) ? chat[i - 1] : null;
pairs.push({ userMsg, aiMsg: chat[i], aiFloor: i });
}
}
if (!pairs.length) return [];
const allAtoms = [];
let completed = 0;
let failed = 0;
for (let i = 0; i < pairs.length; i += CONCURRENCY) {
if (batchCancelled) break;
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const batch = pairs.slice(i, i + CONCURRENCY);
if (i === 0) {
const promises = batch.map((pair, idx) => (async () => {
await sleep(idx * STAGGER_DELAY);
if (batchCancelled) return;
try {
const atoms = await extractAtomsForRoundWithRetry(
pair.userMsg,
pair.aiMsg,
pair.aiFloor,
{ timeout: DEFAULT_TIMEOUT }
);
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if (atoms?.length) {
allAtoms.push(...atoms);
} else if (atoms === null) {
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failed++;
}
} catch {
failed++;
}
completed++;
onProgress?.(completed, pairs.length, failed);
})());
await Promise.all(promises);
} else {
const promises = batch.map(pair =>
extractAtomsForRoundWithRetry(
pair.userMsg,
pair.aiMsg,
pair.aiFloor,
{ timeout: DEFAULT_TIMEOUT }
)
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.then(atoms => {
if (batchCancelled) return;
if (atoms?.length) {
allAtoms.push(...atoms);
} else if (atoms === null) {
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failed++;
}
completed++;
onProgress?.(completed, pairs.length, failed);
})
.catch(() => {
if (batchCancelled) return;
failed++;
completed++;
onProgress?.(completed, pairs.length, failed);
})
);
await Promise.all(promises);
}
if (i + CONCURRENCY < pairs.length && !batchCancelled) {
await sleep(30);
}
}
xbLog.info(MODULE_ID, `批量提取完成: ${allAtoms.length} atoms, ${failed} 失败`);
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return allAtoms;
}