Compare commits
2 Commits
| Author | SHA1 | Date | |
|---|---|---|---|
| afc6653364 | |||
| 68e72445a2 |
@@ -1,6 +1,6 @@
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{
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{
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"name": "@ztimson/ai-utils",
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"name": "@ztimson/ai-utils",
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"version": "1.3.0",
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"version": "1.3.2",
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"description": "AI Utility library",
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"description": "AI Utility library",
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"author": "Zak Timson",
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"author": "Zak Timson",
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"license": "MIT",
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"license": "MIT",
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@@ -52,7 +52,10 @@ export class Anthropic extends LLMProvider {
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ask(message: string, options: LLMRequest = {}): AbortablePromise<string | any> {
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ask(message: string, options: LLMRequest = {}): AbortablePromise<string | any> {
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const controller = new AbortController();
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const controller = new AbortController();
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return Object.assign(new Promise<any>(async (res) => {
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return Object.assign(new Promise<any>(async (res) => {
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let history = this.fromStandard([...options.history || [], {role: 'user', content: message, timestamp: Date.now()}]);
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let history = this.fromStandard([
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...(options.history || []).filter(h => h.role !== 'system'),
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{role: 'user', content: message, timestamp: Date.now()}
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]);
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const tools = options.tools || this.ai.options.llm?.tools || [];
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const tools = options.tools || this.ai.options.llm?.tools || [];
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const requestParams: any = {
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const requestParams: any = {
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model: options.model || this.model,
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model: options.model || this.model,
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@@ -83,7 +86,7 @@ export class Anthropic extends LLMProvider {
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};
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};
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}
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}
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let resp: any, isFirstMessage = true, terminal = false;
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let resp: any, hasStreamedText = false, terminal = false;
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do {
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do {
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requestParams.messages = history.map(({timestamp, ...m}) => m);
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requestParams.messages = history.map(({timestamp, ...m}) => m);
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resp = await this.client.messages.create(requestParams).catch(err => {
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resp = await this.client.messages.create(requestParams).catch(err => {
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@@ -93,8 +96,7 @@ export class Anthropic extends LLMProvider {
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// Streaming mode
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// Streaming mode
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if(options.stream) {
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if(options.stream) {
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if(!isFirstMessage) options.stream({text: '\n\n'});
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if(hasStreamedText) options.stream({text: '\n\n'});
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else isFirstMessage = false;
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resp.content = [];
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resp.content = [];
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for await (const chunk of resp) {
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for await (const chunk of resp) {
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if(controller.signal.aborted) break;
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if(controller.signal.aborted) break;
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@@ -108,7 +110,7 @@ export class Anthropic extends LLMProvider {
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if(chunk.delta.type === 'text_delta') {
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if(chunk.delta.type === 'text_delta') {
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const text = chunk.delta.text;
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const text = chunk.delta.text;
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resp.content.at(-1).text += text;
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resp.content.at(-1).text += text;
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options.stream({text});
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if(text) { hasStreamedText = true; options.stream({text}); }
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} else if(chunk.delta.type === 'input_json_delta') {
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} else if(chunk.delta.type === 'input_json_delta') {
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resp.content.at(-1).input += chunk.delta.partial_json;
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resp.content.at(-1).input += chunk.delta.partial_json;
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}
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}
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@@ -340,7 +340,7 @@ Also relevant but not preloaded (use \`memory_recall\`): ${listed.map(r => r.nam
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if(typeof resp === 'string' && !resp.trim() && lastDelegateResp !== null) resp = lastDelegateResp;
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if(typeof resp === 'string' && !resp.trim() && lastDelegateResp !== null) resp = lastDelegateResp;
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// Trim memory injections from history
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// Trim memory injections from history
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if(mem?.tool) history.splice(0, history.length, ...history.filter(h => h.role !== 'tool' || h.name !== 'recall'));
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if(mem?.tool) history.splice(0, history.length, ...history.filter(h => h.role !== 'tool' || h.name !== 'memory_recall'));
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// Auto-memorize before compressing
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// Auto-memorize before compressing
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if(options.compress && this.estimateTokens(history) >= options.compress.max) {
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if(options.compress && this.estimateTokens(history) >= options.compress.max) {
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242
src/memory.ts
242
src/memory.ts
@@ -221,6 +221,8 @@ function getWeekSunday(monday: string): string {
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}
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}
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export class MemoryManager {
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export class MemoryManager {
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private recentlyTouched = new Map<string, number>();
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private pendingMemorizations = new Map<string, {
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private pendingMemorizations = new Map<string, {
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memories: Memory[] | MemoryCache,
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memories: Memory[] | MemoryCache,
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tempMemoryName: string,
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tempMemoryName: string,
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@@ -244,6 +246,7 @@ export class MemoryManager {
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const mems = memories instanceof MemoryCache ? memories.memories : memories;
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const mems = memories instanceof MemoryCache ? memories.memories : memories;
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const mem = mems.find(m => m.name === args.name);
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const mem = mems.find(m => m.name === args.name);
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if (!mem) return 'Document not found';
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if (!mem) return 'Document not found';
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this.touch(mem.name);
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return mem.content;
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return mem.content;
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},
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},
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}),
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}),
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@@ -292,6 +295,96 @@ ${conversation}`;
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};
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};
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}
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}
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private applyHeader(content: string, header: string): string {
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return `${header}\n\n${this.stripHeader(content)}`;
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}
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private async backgroundMemorization(conversation: string, memories: Memory[] | MemoryCache, options: LLMRequest, tempName: string): Promise<void> {
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const mem = memories instanceof MemoryCache ? memories.memories : memories;
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const monday = getWeekMonday();
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const sunday = getWeekSunday(monday);
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const buckets = await this.factAgent(conversation, mem, options, monday);
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if(!buckets.length) return;
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const jobs = [...buckets].map(({subject, facts}) => {
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let node = mem.find(m => m.name === subject);
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if(!node) {
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node = {name: subject, description: '', content: '', embedding: [],};
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mem.push(node);
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}
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const week = subject.startsWith('Journal/') ? {monday, sunday} : undefined;
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return this.enqueue(node, facts, mem, options, tempName, week);
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});
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await Promise.all(jobs);
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}
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private buildHeader(node: Memory, week?: {monday: string, sunday: string}, links: string[] = [], backlinks: string[] = []): string {
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const tags = node.name.split('/')[0]?.toLowerCase();
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const lines = [
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'---',
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`name: ${node.name}`,
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`description: ${node.description || ''}`,
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tags ? `tags: [${tags}]` : '',
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links.length ? `links: [${links.map(l => `"${l}"`).join(', ')}]` : 'links: []',
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backlinks.length ? `backlinks: [${backlinks.map(l => `"${l}"`).join(', ')}]` : 'backlinks: []',
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week ? `week: ${week.monday} – ${week.sunday}` : '',
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`modified: ${new Date().toISOString()}`,
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'---',
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].filter(Boolean);
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return lines.join('\n');
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}
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private cosineSearch(query: number[], memories: Memory[], limit: number): MemoryRef[] {
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const scored = memories
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.filter(m => m.embedding?.length)
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.map(m => ({
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ref: {name: m.name, description: m.description},
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distance: cosineDistance(query, m.embedding),
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}))
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.sort((a, b) => a.distance - b.distance)
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.slice(0, limit);
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return scored.map(s => s.ref);
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}
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/**
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* Coalescing queue: if a doc is already compiling, abort the in-flight run, merge its
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* facts with the new ones and restart. Never blocks a pending update, never drops facts.
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*/
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private enqueue(node: Memory, facts: string[], memories: Memory[] | MemoryCache, options: LLMRequest, tempName: string, week?: {monday: string, sunday: string}): Promise<void> {
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const key = node.name;
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const existing = this.queues.get(key);
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if (existing) {
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existing.pending.push(...facts);
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existing.request?.abort?.();
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return existing.task;
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}
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const entry: {pending: string[], request: {abort?: () => void} | null, task: Promise<void>} = {pending: [...facts], request: null, task: Promise.resolve()};
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this.queues.set(key, entry);
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const m = memories instanceof MemoryCache ? memories.memories : memories;
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entry.task = (async () => {
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while (entry.pending.length) {
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const batch = dedupeFacts(entry.pending.splice(0, entry.pending.length));
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const written = await this.docAgent(node, batch, m, options, tempName, week, entry);
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if (!written) entry.pending.unshift(...batch);
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}
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})().finally(() => {
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this.queues.delete(key);
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if(!this.queues.size && memories instanceof MemoryCache) memories.rebuild();
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});
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return entry.task;
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}
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private listNodes(memories: Memory[]): MemoryRef[] {
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return memories.map(m => ({name: m.name, description: m.description}));
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}
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decay() {
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for(const [name, ttl] of this.recentlyTouched) {
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if(ttl <= 1) this.recentlyTouched.delete(name);
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else this.recentlyTouched.set(name, ttl - 1);
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}
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}
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forget(name: string, memories: Memory[] | MemoryCache): boolean {
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forget(name: string, memories: Memory[] | MemoryCache): boolean {
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const mem = memories instanceof MemoryCache ? memories.memories : memories;
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const mem = memories instanceof MemoryCache ? memories.memories : memories;
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const idx = mem.findIndex(m => m.name === name);
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const idx = mem.findIndex(m => m.name === name);
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@@ -316,20 +409,43 @@ ${conversation}`;
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return true;
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return true;
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}
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}
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private cosineSearch(query: number[], memories: Memory[], limit: number): MemoryRef[] {
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getTouched(): string[] {
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const scored = memories
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return [...this.recentlyTouched.keys()];
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.filter(m => m.embedding?.length)
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.map(m => ({
|
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ref: {name: m.name, description: m.description},
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distance: cosineDistance(query, m.embedding),
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}))
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.sort((a, b) => a.distance - b.distance)
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.slice(0, limit);
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return scored.map(s => s.ref);
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}
|
}
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|
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private listNodes(memories: Memory[]): MemoryRef[] {
|
async memorize(history: LLMMessage[], memories: Memory[] | MemoryCache, options: LLMRequest): Promise<Memory[]> {
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return memories.map(m => ({name: m.name, description: m.description}));
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const conversation = history
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.filter(h => h.role === 'user' || h.role === 'assistant')
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.map(h => `[${h.role}]: ${h.content}`).join('\n\n').trim();
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if(!conversation) return [];
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|
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const trackingId = `${Date.now()}_${Math.random()}`;
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const tempMemory = await this.createTempMemory(conversation);
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|
const mem = memories instanceof MemoryCache ? memories.memories : memories;
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|
mem.push(tempMemory);
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if (memories instanceof MemoryCache) memories.rebuild();
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this.pendingMemorizations.set(trackingId, {
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|
memories,
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|
tempMemoryName: tempMemory.name,
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|
timestamp: Date.now(),
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|
});
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|
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|
try {
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|
await this.backgroundMemorization(conversation, memories, options, tempMemory.name);
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const finalMem = memories instanceof MemoryCache ? memories.memories : memories;
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|
return finalMem.filter(m => !m.name.startsWith('_temp_'));
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|
} finally {
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|
const pending = this.pendingMemorizations.get(trackingId);
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|
if (pending) {
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|
const cleanMem = pending.memories instanceof MemoryCache
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|
? pending.memories.memories
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|
: pending.memories;
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|
const idx = cleanMem.findIndex(m => m.name === pending.tempMemoryName);
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|
if (idx !== -1) cleanMem.splice(idx, 1);
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|
if (pending.memories instanceof MemoryCache) pending.memories.rebuild();
|
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|
}
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|
this.pendingMemorizations.delete(trackingId);
|
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|
}
|
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}
|
}
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|
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async recollect(query: string, memories: Memory[] | MemoryCache, limit = 5, graphDepth = 1): Promise<Memory[]> {
|
async recollect(query: string, memories: Memory[] | MemoryCache, limit = 5, graphDepth = 1): Promise<Memory[]> {
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@@ -370,106 +486,8 @@ ${conversation}`;
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return ordered.map(n => mem.find(m => m.name === n)!).filter(Boolean);
|
return ordered.map(n => mem.find(m => m.name === n)!).filter(Boolean);
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}
|
}
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|
|
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async memorize(history: LLMMessage[], memories: Memory[] | MemoryCache, options: LLMRequest): Promise<Memory[]> {
|
touch(name: string, ttl = 2) {
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const conversation = history
|
this.recentlyTouched.set(name, ttl);
|
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.filter(h => h.role === 'user' || h.role === 'assistant')
|
|
||||||
.map(h => `[${h.role}]: ${h.content}`).join('\n\n').trim();
|
|
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if(!conversation) return [];
|
|
||||||
|
|
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const trackingId = `${Date.now()}_${Math.random()}`;
|
|
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const tempMemory = await this.createTempMemory(conversation);
|
|
||||||
const mem = memories instanceof MemoryCache ? memories.memories : memories;
|
|
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mem.push(tempMemory);
|
|
||||||
if (memories instanceof MemoryCache) memories.rebuild();
|
|
||||||
this.pendingMemorizations.set(trackingId, {
|
|
||||||
memories,
|
|
||||||
tempMemoryName: tempMemory.name,
|
|
||||||
timestamp: Date.now(),
|
|
||||||
});
|
|
||||||
|
|
||||||
try {
|
|
||||||
await this._memorizeBackground(conversation, memories, options, tempMemory.name);
|
|
||||||
const finalMem = memories instanceof MemoryCache ? memories.memories : memories;
|
|
||||||
return finalMem.filter(m => !m.name.startsWith('_temp_'));
|
|
||||||
} finally {
|
|
||||||
const pending = this.pendingMemorizations.get(trackingId);
|
|
||||||
if (pending) {
|
|
||||||
const cleanMem = pending.memories instanceof MemoryCache
|
|
||||||
? pending.memories.memories
|
|
||||||
: pending.memories;
|
|
||||||
const idx = cleanMem.findIndex(m => m.name === pending.tempMemoryName);
|
|
||||||
if (idx !== -1) cleanMem.splice(idx, 1);
|
|
||||||
if (pending.memories instanceof MemoryCache) pending.memories.rebuild();
|
|
||||||
}
|
|
||||||
this.pendingMemorizations.delete(trackingId);
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
private async _memorizeBackground(conversation: string, memories: Memory[] | MemoryCache, options: LLMRequest, tempName: string): Promise<void> {
|
|
||||||
const mem = memories instanceof MemoryCache ? memories.memories : memories;
|
|
||||||
const monday = getWeekMonday();
|
|
||||||
const sunday = getWeekSunday(monday);
|
|
||||||
const buckets = await this.factAgent(conversation, mem, options, monday);
|
|
||||||
if(!buckets.length) return;
|
|
||||||
const jobs = [...buckets].map(({subject, facts}) => {
|
|
||||||
let node = mem.find(m => m.name === subject);
|
|
||||||
if(!node) {
|
|
||||||
node = {name: subject, description: '', content: '', embedding: [],};
|
|
||||||
mem.push(node);
|
|
||||||
}
|
|
||||||
const week = subject.startsWith('Journal/') ? {monday, sunday} : undefined;
|
|
||||||
return this.enqueue(node, facts, mem, options, tempName, week);
|
|
||||||
});
|
|
||||||
await Promise.all(jobs);
|
|
||||||
}
|
|
||||||
|
|
||||||
/**
|
|
||||||
* Coalescing queue: if a doc is already compiling, abort the in-flight run, merge its
|
|
||||||
* facts with the new ones and restart. Never blocks a pending update, never drops facts.
|
|
||||||
*/
|
|
||||||
private enqueue(node: Memory, facts: string[], memories: Memory[] | MemoryCache, options: LLMRequest, tempName: string, week?: {monday: string, sunday: string}): Promise<void> {
|
|
||||||
const key = node.name;
|
|
||||||
const existing = this.queues.get(key);
|
|
||||||
if (existing) {
|
|
||||||
existing.pending.push(...facts);
|
|
||||||
existing.request?.abort?.();
|
|
||||||
return existing.task;
|
|
||||||
}
|
|
||||||
|
|
||||||
const entry: {pending: string[], request: {abort?: () => void} | null, task: Promise<void>} = {pending: [...facts], request: null, task: Promise.resolve()};
|
|
||||||
this.queues.set(key, entry);
|
|
||||||
const m = memories instanceof MemoryCache ? memories.memories : memories;
|
|
||||||
entry.task = (async () => {
|
|
||||||
while (entry.pending.length) {
|
|
||||||
const batch = dedupeFacts(entry.pending.splice(0, entry.pending.length));
|
|
||||||
const written = await this.docAgent(node, batch, m, options, tempName, week, entry);
|
|
||||||
if (!written) entry.pending.unshift(...batch);
|
|
||||||
}
|
|
||||||
})().finally(() => {
|
|
||||||
this.queues.delete(key);
|
|
||||||
if(!this.queues.size && memories instanceof MemoryCache) memories.rebuild();
|
|
||||||
});
|
|
||||||
return entry.task;
|
|
||||||
}
|
|
||||||
|
|
||||||
private buildHeader(node: Memory, week?: {monday: string, sunday: string}, links: string[] = [], backlinks: string[] = []): string {
|
|
||||||
const tags = node.name.split('/')[0]?.toLowerCase();
|
|
||||||
const lines = [
|
|
||||||
'---',
|
|
||||||
`name: ${node.name}`,
|
|
||||||
`description: ${node.description || ''}`,
|
|
||||||
tags ? `tags: [${tags}]` : '',
|
|
||||||
links.length ? `links: [${links.map(l => `"${l}"`).join(', ')}]` : 'links: []',
|
|
||||||
backlinks.length ? `backlinks: [${backlinks.map(l => `"${l}"`).join(', ')}]` : 'backlinks: []',
|
|
||||||
week ? `week: ${week.monday} – ${week.sunday}` : '',
|
|
||||||
`modified: ${new Date().toISOString()}`,
|
|
||||||
'---',
|
|
||||||
].filter(Boolean);
|
|
||||||
return lines.join('\n');
|
|
||||||
}
|
|
||||||
|
|
||||||
private applyHeader(content: string, header: string): string {
|
|
||||||
return `${header}\n\n${this.stripHeader(content)}`;
|
|
||||||
}
|
}
|
||||||
|
|
||||||
private updateFrontmatter(content: string, updates: {links?: string[], backlinks?: string[]}): string {
|
private updateFrontmatter(content: string, updates: {links?: string[], backlinks?: string[]}): string {
|
||||||
|
|||||||
@@ -69,11 +69,12 @@ export class OpenAi extends LLMProvider {
|
|||||||
ask(message: string, options: LLMRequest = {}): AbortablePromise<string | any> {
|
ask(message: string, options: LLMRequest = {}): AbortablePromise<string | any> {
|
||||||
const controller = new AbortController();
|
const controller = new AbortController();
|
||||||
return Object.assign(new Promise<any>(async (res, rej) => {
|
return Object.assign(new Promise<any>(async (res, rej) => {
|
||||||
if(options.system) {
|
const base = (options.history || []).filter(h => h.role !== 'system');
|
||||||
if(options.history?.[0]?.role != 'system') options.history?.splice(0, 0, {role: 'system', content: options.system, timestamp: Date.now()});
|
let history = this.fromStandard([
|
||||||
else options.history[0].content = options.system;
|
...(options.system ? [{role: <any>'system', content: options.system, timestamp: Date.now()}] : []),
|
||||||
}
|
...base,
|
||||||
let history = this.fromStandard([...options.history || [], {role: 'user', content: message, timestamp: Date.now()}]);
|
{role: 'user', content: message, timestamp: Date.now()}
|
||||||
|
]);
|
||||||
const tools = options.tools || this.ai.options.llm?.tools || [];
|
const tools = options.tools || this.ai.options.llm?.tools || [];
|
||||||
const requestParams: any = {
|
const requestParams: any = {
|
||||||
model: options.model || this.model,
|
model: options.model || this.model,
|
||||||
@@ -107,7 +108,7 @@ export class OpenAi extends LLMProvider {
|
|||||||
};
|
};
|
||||||
}
|
}
|
||||||
|
|
||||||
let resp: any, isFirstMessage = true, terminal = false;
|
let resp: any, hasStreamedText = false, terminal = false;
|
||||||
do {
|
do {
|
||||||
requestParams.messages = history.map(({timestamp, ...m}) => m);
|
requestParams.messages = history.map(({timestamp, ...m}) => m);
|
||||||
resp = await this.client.chat.completions.create(requestParams).catch(err => {
|
resp = await this.client.chat.completions.create(requestParams).catch(err => {
|
||||||
@@ -116,16 +117,15 @@ export class OpenAi extends LLMProvider {
|
|||||||
});
|
});
|
||||||
|
|
||||||
if(options.stream) {
|
if(options.stream) {
|
||||||
if(!isFirstMessage) options.stream({text: '\n\n'});
|
if(hasStreamedText) options.stream({text: '\n\n'});
|
||||||
else isFirstMessage = false;
|
|
||||||
resp.choices = [{message: {role: 'assistant', content: '', tool_calls: [], timestamp: Date.now()}}];
|
resp.choices = [{message: {role: 'assistant', content: '', tool_calls: [], timestamp: Date.now()}}];
|
||||||
for await (const chunk of resp) {
|
for await (const chunk of resp) {
|
||||||
if(controller.signal.aborted) break;
|
if(controller.signal.aborted) break;
|
||||||
if(chunk.choices[0].delta.content) {
|
if(chunk.choices[0].delta.content) {
|
||||||
resp.choices[0].message.content += chunk.choices[0].delta.content;
|
const text = chunk.choices[0].delta.content;
|
||||||
options.stream({text: chunk.choices[0].delta.content});
|
resp.choices[0].message.content += text;
|
||||||
|
if(text) { hasStreamedText = true; options.stream({text}); }
|
||||||
}
|
}
|
||||||
|
|
||||||
if(chunk.choices[0].delta.tool_calls) {
|
if(chunk.choices[0].delta.tool_calls) {
|
||||||
for(const deltaTC of chunk.choices[0].delta.tool_calls) {
|
for(const deltaTC of chunk.choices[0].delta.tool_calls) {
|
||||||
const existing = resp.choices[0].message.tool_calls.find(tc => tc.index === deltaTC.index);
|
const existing = resp.choices[0].message.tool_calls.find(tc => tc.index === deltaTC.index);
|
||||||
@@ -184,8 +184,8 @@ export class OpenAi extends LLMProvider {
|
|||||||
history.push({role: 'assistant', content: textContent, timestamp: Date.now()});
|
history.push({role: 'assistant', content: textContent, timestamp: Date.now()});
|
||||||
}
|
}
|
||||||
history = this.toStandard(history);
|
history = this.toStandard(history);
|
||||||
|
if(options.history) options.history.splice(0, options.history.length, ...history.filter(h => h.role !== 'system'));
|
||||||
if(options.stream) options.stream({done: true});
|
if(options.stream) options.stream({done: true});
|
||||||
if(options.history) options.history.splice(0, options.history.length, ...history);
|
|
||||||
const finalContent = history.at(-1)?.content;
|
const finalContent = history.at(-1)?.content;
|
||||||
res(options.schema ? JSONAttemptParse(finalContent, finalContent) : finalContent);
|
res(options.schema ? JSONAttemptParse(finalContent, finalContent) : finalContent);
|
||||||
}), {abort: () => controller.abort()});
|
}), {abort: () => controller.abort()});
|
||||||
|
|||||||
Reference in New Issue
Block a user