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Attn API and Types
*/
import * as d3 from "d3";
import URLHandler from "../utils/URLHandler";
import {cleanSpecials} from "../utils/Util";
import * as semanticResultCache from "../utils/semanticResultCache";
import { getSemanticMatchThreshold } from "../utils/semanticThresholdManager";
import {AnalyzeResponse, AnalyzeResult, TokenWithOffset} from "./generatedSchemas";
/** 前端合并原因;未合并则不含此字段 */
export type BpeMergeReason = 'overlap' | 'digit';
export type FrontendToken = TokenWithOffset & {
bpe_merged?: BpeMergeReason;
/** 合并前的子片段 raw 列表(顺序与 tokenizer 步一致);仅 `bpe_merged` 存在时有意义,供 tooltip 展示 */
bpe_merge_parts?: string[];
};
export interface FrontendAnalyzeResult extends AnalyzeResult {
bpe_strings: FrontendToken[];
originalTokens: FrontendToken[];
bpeBpeMergedTokens: FrontendToken[];
originalText: string; // 前端注入的原始文本(来自 request.text)
}
// AnalyzedText 已废弃,请使用 FrontendAnalyzeResult
export type AnalyzedText = FrontendAnalyzeResult; // @deprecated 使用 FrontendAnalyzeResult
// 类型别名:AnalysisData 用于 demo 存储场景(保存后的数据),AnalyzeResponse 用于 API 分析场景(保存前的数据)
export type AnalysisData = AnalyzeResponse;
export type { AnalyzeResponse, TokenWithOffset };
/** 语义分析响应可能包含 __fromCache,用于判断是否来自缓存 */
export function isSemanticFromCache(res: unknown): boolean {
return !!(res as { __fromCache?: boolean } | null | undefined)?.__fromCache;
}
/** 语义分析 options:onProgress 传入时启用 stream,否则普通 JSON */
export interface AnalyzeSemanticOptions {
onProgress?: (step: number, totalSteps: number, stage: string, percentage?: number) => void;
submode?: string;
fullMatchDegreeOnly?: boolean;
/** 整段模式需要展示时传 true;不传则不请求,默认关 */
debug_info?: boolean;
signal?: AbortSignal;
}
export type SemanticResult = {
success: boolean;
model?: string;
token_attention?: Array<{ offset: [number, number]; raw: string; score: number }>;
debug_info?: { abbrev?: string; topk_tokens?: string[]; topk_probs?: number[] };
full_match_degree?: number;
message?: string;
};
export class TextAnalysisAPI {
private adminToken: string | null = null;
constructor(private baseURL: string = null) {
if (this.baseURL == null) {
this.baseURL = URLHandler.basicURL();
}
}
/**
* 设置admin token
*/
public setAdminToken(token: string | null): void {
this.adminToken = token;
}
/**
* 获取请求头(如果有admin token,自动添加到请求头)
*/
private getHeaders(additionalHeaders?: Record<string, string>): Record<string, string> {
const headers: Record<string, string> = {
"Content-type": "application/json; charset=UTF-8",
...additionalHeaders
};
// 如果有admin token,自动添加
if (this.adminToken) {
headers['X-Admin-Token'] = this.adminToken;
}
return headers;
}
public list_demos(path?: string): Promise<{ path: string, items: Array<{type: 'folder'|'file', name: string, path: string}> }> {
const url = this.baseURL + '/api/list_demos' + (path ? `?path=${encodeURIComponent(path)}` : '');
return d3.json(url);
}
public save_demo(name: string, data: AnalyzeResponse, path: string = '/', overwrite: boolean = false): Promise<{ success: boolean, exists?: boolean, message?: string, file?: string }> {
return d3.json(this.baseURL + '/api/save_demo', {
method: "POST",
body: JSON.stringify({ name, data, path, overwrite }),
headers: this.getHeaders()
});
}
public delete_demo(file: string): Promise<{ success: boolean, message?: string }> {
return d3.json(this.baseURL + '/api/delete_demo', {
method: "POST",
body: JSON.stringify({ file }),
headers: this.getHeaders()
});
}
public move_demo(file: string, targetPath: string): Promise<{ success: boolean, message?: string }> {
return d3.json(this.baseURL + '/api/move_demo', {
method: "POST",
body: JSON.stringify({ file, target_path: targetPath }),
headers: this.getHeaders()
});
}
public move_folder(path: string, targetPath: string): Promise<{ success: boolean, message?: string }> {
return d3.json(this.baseURL + '/api/move_demo', {
method: "POST",
body: JSON.stringify({ path, target_path: targetPath }),
headers: this.getHeaders()
});
}
public rename_demo(file: string, newName: string): Promise<{ success: boolean, message?: string }> {
return d3.json(this.baseURL + '/api/rename_demo', {
method: "POST",
body: JSON.stringify({ file, new_name: newName }),
headers: this.getHeaders()
});
}
public rename_folder(path: string, newName: string): Promise<{ success: boolean, message?: string }> {
return d3.json(this.baseURL + '/api/rename_folder', {
method: "POST",
body: JSON.stringify({ path, new_name: newName }),
headers: this.getHeaders()
});
}
public delete_folder(path: string): Promise<{ success: boolean, message?: string }> {
return d3.json(this.baseURL + '/api/delete_folder', {
method: "POST",
body: JSON.stringify({ path }),
headers: this.getHeaders()
});
}
public list_all_folders(): Promise<{ folders: string[] }> {
return d3.json(this.baseURL + '/api/list_all_folders');
}
public create_folder(parentPath: string, folderName: string): Promise<{ success: boolean, message?: string }> {
return d3.json(this.baseURL + '/api/create_folder', {
method: "POST",
body: JSON.stringify({ parent_path: parentPath, folder_name: folderName }),
headers: this.getHeaders()
});
}
/**
* 构建分析请求的 payload
*/
private buildAnalyzePayload(
model: string,
text: string,
bitmask: number[] = null,
stream: boolean = false
): any {
const payload: any = {
model,
text: cleanSpecials(text)
};
if (bitmask) {
payload['bitmask'] = bitmask;
}
if (stream) {
payload['stream'] = true;
}
return payload;
}
public analyze(
model: string,
text: string,
bitmask: number[] = null,
stream: boolean = false,
onProgress?: (step: number, totalSteps: number, stage: string, percentage?: number) => void
): Promise<AnalyzeResponse> {
// 如果启用流式响应,使用SSE方式
if (stream) {
return this.analyzeWithProgress(model, text, onProgress);
}
// 否则使用传统的JSON响应
const payload = this.buildAnalyzePayload(model, text, bitmask, stream);
return d3.json(this.baseURL + '/api/analyze', {
method: "POST",
body: JSON.stringify(payload),
headers: {
"Content-type": "application/json; charset=UTF-8"
}
}).then((response: any) => {
// 检查统一的错误格式
if (response && response.success === false) {
throw new Error(response.message || '分析失败');
}
return response as AnalyzeResponse;
});
}
/**
* 从 URL 提取文本内容
*
* @param url 要提取文本的 URL
* @returns Promise<{success: boolean, text?: string, url?: string, char_count?: number, message?: string}>
*/
public fetchUrlText(url: string): Promise<{success: boolean, text?: string, url?: string, char_count?: number, message?: string}> {
return d3.json(this.baseURL + '/api/fetch_url', {
method: "POST",
body: JSON.stringify({ url }),
headers: {
"Content-type": "application/json; charset=UTF-8"
}
}).then((response: any) => {
// 检查统一的错误格式
if (response && response.success === false) {
throw new Error(response.message || 'URL 文本提取失败');
}
return response;
});
}
/**
* 获取访问统计(管理员)
*/
public getVisitStats(): Promise<{
success: boolean,
totals: { page_loads: number, active_visits: number },
os: Record<string, number>,
page_sec: Record<string, number>,
api: Record<string, number>,
saved_at: string | null,
process_start_at?: string | null,
startup_base?: {
page_loads?: number,
active_visits?: number,
page_sec?: Record<string, number>,
api?: Record<string, number>,
os?: Record<string, number>,
},
}> {
return d3.json(this.baseURL + '/api/visit_stats', {
headers: this.getHeaders()
});
}
/**
* 获取可用模型列表
*/
public getAvailableModels(): Promise<{ success: boolean, models: string[] }> {
return d3.json(this.baseURL + '/api/available_models');
}
/**
* 获取当前模型
*/
public getCurrentModel(): Promise<{
success: boolean,
model: string,
loading: boolean,
device_type: 'cpu' | 'cuda' | 'mps',
use_int8: boolean,
use_bfloat16: boolean
}> {
return d3.json(this.baseURL + '/api/current_model');
}
/**
* 切换模型(需要管理员权限)
*/
public switchModel(
model: string,
use_int8?: boolean,
use_bfloat16?: boolean
): Promise<{ success: boolean, message?: string, model?: string }> {
return d3.json(this.baseURL + '/api/switch_model', {
method: "POST",
body: JSON.stringify({
model,
use_int8: use_int8 || false,
use_bfloat16: use_bfloat16 || false
}),
headers: this.getHeaders()
});
}
/**
* Semantic analysis:分析原文各 token 对 prompt 的关注度
* 统一 API:onProgress 传入时 stream=true,否则普通 JSON;返回格式一致
*/
public async analyzeSemantic(
query: string,
text: string,
options?: AnalyzeSemanticOptions
): Promise<SemanticResult> {
const { onProgress, submode, fullMatchDegreeOnly, debug_info: wantDebugInfo } = options ?? {};
if (submode === 'hybrid') {
const r1 = await this.analyzeSemantic(query, text, { onProgress, submode: 'count', fullMatchDegreeOnly: true, debug_info: wantDebugInfo, signal: options?.signal });
if (!r1?.success) return r1;
if ((r1.full_match_degree ?? 0) < getSemanticMatchThreshold()) {
return { ...r1, token_attention: [] } as SemanticResult;
}
const r2 = await this.analyzeSemantic(query, text, { onProgress, submode: 'fill_blank', debug_info: wantDebugInfo, signal: options?.signal });
const fromCache = isSemanticFromCache(r1) && isSemanticFromCache(r2);
return { ...r2, full_match_degree: r1.full_match_degree, __fromCache: fromCache } as SemanticResult & { __fromCache?: boolean };
}
const cacheSubmode = submode;
const cached = semanticResultCache.get(text, query, cacheSubmode);
if (cached && (fullMatchDegreeOnly || cached.token_attention)) return { ...cached, __fromCache: true } as SemanticResult & { __fromCache?: boolean };
const stream = !!onProgress;
const payload: Record<string, unknown> = { query, text, stream };
if (submode) payload.submode = submode;
if (fullMatchDegreeOnly) payload.full_match_degree_only = true;
if (wantDebugInfo) payload.debug_info = true;
const res: SemanticResult = stream
? await this.fetchSSEStream<SemanticResult>('/api/analyze-semantic', payload, onProgress, 'Semantic analysis failed', options?.signal)
: await this.fetchSemanticJson('/api/analyze-semantic', payload, options?.signal);
if (res?.success) semanticResultCache.set(text, query, res, cacheSubmode);
return res;
}
private async fetchSemanticJson(path: string, payload: Record<string, unknown>, signal?: AbortSignal): Promise<SemanticResult> {
const res = await fetch(this.baseURL + path, {
method: 'POST',
headers: this.getHeaders(),
body: JSON.stringify(payload),
signal
});
const data = await res.json();
if (data && data.success === false) {
throw new Error(data.message || 'Semantic analysis failed');
}
return data;
}
/**
* 使用SSE流式分析文本,支持进度回调(内部方法)
*/
private analyzeWithProgress(
model: string,
text: string,
onProgress?: (step: number, totalSteps: number, stage: string, percentage?: number) => void
): Promise<AnalyzeResponse> {
return this.fetchSSEStream(
'/api/analyze',
this.buildAnalyzePayload(model, text, null, true),
onProgress,
'分析失败'
);
}
/**
* 通用 SSE 流式请求:fetch + ReadableStream 解析(analyze 与 analyzeSemantic 复用)
* 支持 signal 中止;中止后丢弃后续到达的数据
*/
private fetchSSEStream<T>(
path: string,
payload: any,
onProgress: (step: number, totalSteps: number, stage: string, percentage?: number) => void | undefined,
errorMessage: string,
signal?: AbortSignal
): Promise<T> {
return new Promise((resolve, reject) => {
let settled = false;
const safeResolve = (v: T) => { if (!settled && !signal?.aborted) { settled = true; resolve(v); } };
const safeReject = (e: unknown) => { if (!settled) { settled = true; reject(e); } };
fetch(this.baseURL + path, {
method: 'POST',
headers: { 'Content-Type': 'application/json; charset=UTF-8' },
body: JSON.stringify(payload),
signal
}).then(response => {
if (!response.ok) {
throw new Error(`HTTP error! status: ${response.status}`);
}
const reader = response.body!.getReader();
signal?.addEventListener('abort', () => reader.cancel(), { once: true });
const decoder = new TextDecoder();
let buffer = '';
const processLine = (line: string) => {
if (settled || signal?.aborted) return;
this.processSSEMessage(line, onProgress, safeResolve as (v: any) => void, safeReject, errorMessage);
};
const readChunk = (): Promise<void> => {
return reader.read().then(({ done, value }) => {
if (settled || signal?.aborted) return;
if (done) {
if (buffer.trim()) processLine(buffer);
return;
}
buffer += decoder.decode(value, { stream: true });
const lines = buffer.split('\n');
buffer = lines.pop() || '';
for (const line of lines) {
if (line.startsWith('data: ')) processLine(line.slice(6));
}
return readChunk();
});
};
return readChunk();
}).catch((e) => {
if (!settled) { settled = true; reject(e); }
});
});
}
/**
* 处理 SSE 消息(progress / result / error,analyze 与 analyzeSemantic 复用)
*/
private processSSEMessage(
data: string,
onProgress: (step: number, totalSteps: number, stage: string, percentage?: number) => void | undefined,
resolve: (value: any) => void,
reject: (reason?: any) => void,
errorMessage: string = '分析失败'
): void {
try {
const parsed = JSON.parse(data);
if (parsed.type === 'progress') {
if (onProgress) {
onProgress(parsed.step, parsed.total_steps, parsed.stage, parsed.percentage);
}
} else if (parsed.type === 'result') {
const resultData = parsed.data;
if (resultData && resultData.success === false) {
reject(new Error(resultData.message || errorMessage));
} else {
resolve(resultData);
}
} else if (parsed.type === 'error') {
reject(new Error(parsed.message || errorMessage));
}
} catch (e) {
const msg = e instanceof SyntaxError
? `SSE 数据解析失败:${e.message}(可能是后端返回了无效 JSON,如 NaN)`
: `SSE 消息处理失败:${e instanceof Error ? e.message : String(e)}`;
reject(new Error(msg));
}
}
}
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