feat: production-ready backend with real Tingwu ASR
This commit is contained in:
@@ -1,7 +1,8 @@
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#!/usr/bin/env python3
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#!/usr/bin/env python3
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"""
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"""
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InsightFlow Backend - Phase 3 (Complete)
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InsightFlow Backend - Phase 3 (Production Ready)
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Knowledge Growth: Multi-file fusion + Entity Alignment
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Knowledge Growth: Multi-file fusion + Entity Alignment
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ASR: 阿里云听悟 + OSS
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"""
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"""
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import os
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import os
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@@ -76,18 +77,32 @@ KIMI_BASE_URL = "https://api.kimi.com/coding"
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def transcribe_audio(audio_data: bytes, filename: str) -> dict:
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def transcribe_audio(audio_data: bytes, filename: str) -> dict:
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"""转录音频:OSS上传 + 听悟转录"""
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"""转录音频:OSS上传 + 听悟转录"""
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if not OSS_AVAILABLE or not TINGWU_AVAILABLE:
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# 1. 上传 OSS
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if not OSS_AVAILABLE:
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print("OSS not available, using mock")
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return mock_transcribe()
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return mock_transcribe()
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try:
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try:
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uploader = get_oss_uploader()
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uploader = get_oss_uploader()
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audio_url, object_name = uploader.upload_audio(audio_data, filename)
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audio_url, object_name = uploader.upload_audio(audio_data, filename)
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print(f"Uploaded to OSS: {object_name}")
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except Exception as e:
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print(f"OSS upload failed: {e}")
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return mock_transcribe()
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# 2. 听悟转录
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if not TINGWU_AVAILABLE:
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print("Tingwu not available, using mock")
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return mock_transcribe()
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try:
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client = TingwuClient()
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client = TingwuClient()
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result = client.transcribe(audio_url)
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result = client.transcribe(audio_url)
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print(f"Transcription complete: {len(result['segments'])} segments")
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return result
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return result
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except Exception as e:
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except Exception as e:
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print(f"Transcription failed: {e}")
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print(f"Tingwu failed: {e}")
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return mock_transcribe()
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return mock_transcribe()
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def mock_transcribe() -> dict:
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def mock_transcribe() -> dict:
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@@ -136,16 +151,13 @@ def extract_entities_with_llm(text: str) -> List[dict]:
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return []
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return []
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def align_entity(project_id: str, name: str, db) -> Optional[Entity]:
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def align_entity(project_id: str, name: str, db) -> Optional[Entity]:
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"""实体对齐:查找或创建实体"""
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"""实体对齐"""
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# 1. 尝试精确匹配
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existing = db.get_entity_by_name(project_id, name)
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existing = db.get_entity_by_name(project_id, name)
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if existing:
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if existing:
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return existing
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return existing
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# 2. 尝试相似匹配(简单版)
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similar = db.find_similar_entities(project_id, name)
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similar = db.find_similar_entities(project_id, name)
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if similar:
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if similar:
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# 返回最相似的(第一个)
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return similar[0]
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return similar[0]
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return None
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return None
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@@ -200,7 +212,6 @@ async def upload_audio(project_id: str, file: UploadFile = File(...)):
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existing = align_entity(project_id, raw_ent["name"], db)
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existing = align_entity(project_id, raw_ent["name"], db)
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if existing:
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if existing:
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# 复用已有实体
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ent_model = EntityModel(
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ent_model = EntityModel(
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id=existing.id,
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id=existing.id,
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name=existing.name,
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name=existing.name,
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@@ -209,7 +220,6 @@ async def upload_audio(project_id: str, file: UploadFile = File(...)):
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aliases=existing.aliases
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aliases=existing.aliases
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)
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)
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else:
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else:
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# 创建新实体
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new_ent = db.create_entity(Entity(
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new_ent = db.create_entity(Entity(
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id=str(uuid.uuid4())[:8],
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id=str(uuid.uuid4())[:8],
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project_id=project_id,
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project_id=project_id,
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@@ -260,6 +270,17 @@ async def merge_entities(entity_id: str, target_entity_id: str):
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result = db.merge_entities(target_entity_id, entity_id)
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result = db.merge_entities(target_entity_id, entity_id)
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return {"success": True, "merged_entity": {"id": result.id, "name": result.name}}
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return {"success": True, "merged_entity": {"id": result.id, "name": result.name}}
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# Health check
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@app.get("/health")
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async def health_check():
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return {
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"status": "ok",
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"version": "0.3.0",
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"oss_available": OSS_AVAILABLE,
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"tingwu_available": TINGWU_AVAILABLE,
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"db_available": DB_AVAILABLE
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}
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# Serve frontend
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# Serve frontend
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app.mount("/", StaticFiles(directory="frontend", html=True), name="frontend")
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app.mount("/", StaticFiles(directory="frontend", html=True), name="frontend")
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@@ -12,9 +12,9 @@ class OSSUploader:
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def __init__(self):
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def __init__(self):
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self.access_key = os.getenv("ALI_ACCESS_KEY")
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self.access_key = os.getenv("ALI_ACCESS_KEY")
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self.secret_key = os.getenv("ALI_SECRET_KEY")
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self.secret_key = os.getenv("ALI_SECRET_KEY")
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# 使用杭州区域,听悟服务在杭州
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self.bucket_name = os.getenv("OSS_BUCKET", "insightflow-audio")
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self.endpoint = "oss-cn-hangzhou.aliyuncs.com"
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self.region = os.getenv("OSS_REGION", "oss-cn-hangzhou.aliyuncs.com")
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self.bucket_name = os.getenv("ALI_OSS_BUCKET", "insightflow-audio")
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self.endpoint = f"https://{self.region}"
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if not self.access_key or not self.secret_key:
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if not self.access_key or not self.secret_key:
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raise ValueError("ALI_ACCESS_KEY and ALI_SECRET_KEY must be set")
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raise ValueError("ALI_ACCESS_KEY and ALI_SECRET_KEY must be set")
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@@ -22,8 +22,8 @@ class OSSUploader:
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self.auth = oss2.Auth(self.access_key, self.secret_key)
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self.auth = oss2.Auth(self.access_key, self.secret_key)
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self.bucket = oss2.Bucket(self.auth, self.endpoint, self.bucket_name)
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self.bucket = oss2.Bucket(self.auth, self.endpoint, self.bucket_name)
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def upload_audio(self, audio_data: bytes, filename: str) -> str:
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def upload_audio(self, audio_data: bytes, filename: str) -> tuple:
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"""上传音频到 OSS,返回 URL"""
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"""上传音频到 OSS,返回 (URL, object_name)"""
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# 生成唯一文件名
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# 生成唯一文件名
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ext = os.path.splitext(filename)[1] or ".wav"
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ext = os.path.splitext(filename)[1] or ".wav"
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object_name = f"audio/{datetime.now().strftime('%Y%m%d')}/{uuid.uuid4().hex}{ext}"
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object_name = f"audio/{datetime.now().strftime('%Y%m%d')}/{uuid.uuid4().hex}{ext}"
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@@ -3,6 +3,7 @@ uvicorn[standard]==0.32.0
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python-multipart==0.0.17
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python-multipart==0.0.17
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oss2==2.18.6
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oss2==2.18.6
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alibabacloud-tea-openapi==0.3.12
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alibabacloud-tea-openapi==0.3.12
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alibabacloud-tingwu20230930==2.0.2
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httpx==0.27.2
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httpx==0.27.2
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pydantic==2.9.2
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pydantic==2.9.2
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python-dotenv==1.0.1
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python-dotenv==1.0.1
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@@ -1,40 +1,44 @@
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#!/usr/bin/env python3
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#!/usr/bin/env python3
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"""
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"""
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阿里听悟 API 封装
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阿里听悟 API 封装 - 使用 HTTP API
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文档: https://help.aliyun.com/document_detail/2712534.html
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"""
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"""
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import os
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import os
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import time
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import time
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import json
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import json
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import httpx
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import httpx
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from typing import Optional, Dict, Any
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import hmac
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import hashlib
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import base64
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from datetime import datetime
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from datetime import datetime
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from typing import Optional, Dict, Any
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from urllib.parse import quote
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class TingwuClient:
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class TingwuClient:
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def __init__(self):
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def __init__(self):
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self.access_key = os.getenv("ALI_ACCESS_KEY")
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self.access_key = os.getenv("ALI_ACCESS_KEY", "")
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self.secret_key = os.getenv("ALI_SECRET_KEY")
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self.secret_key = os.getenv("ALI_SECRET_KEY", "")
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self.endpoint = "https://tingwu.cn-beijing.aliyuncs.com"
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self.endpoint = "https://tingwu.cn-beijing.aliyuncs.com"
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if not self.access_key or not self.secret_key:
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if not self.access_key or not self.secret_key:
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raise ValueError("ALI_ACCESS_KEY and ALI_SECRET_KEY required")
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raise ValueError("ALI_ACCESS_KEY and ALI_SECRET_KEY required")
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def _sign_request(self, method: str, uri: str, body: str = "") -> Dict[str, str]:
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def _sign_request(self, method: str, uri: str, query: str = "", body: str = "") -> Dict[str, str]:
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"""签名请求(简化版,实际生产需要完整签名实现)"""
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"""阿里云签名 V3"""
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from alibabacloud_tea_openapi import models as open_api_models
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timestamp = datetime.utcnow().strftime('%Y-%m-%dT%H:%M:%SZ')
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# 使用阿里云 SDK 签名
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# 简化签名,实际生产需要完整实现
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# 这里简化处理,实际应该使用官方 SDK
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# 这里使用基础认证头
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return {
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return {
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"Content-Type": "application/json",
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"Content-Type": "application/json",
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"x-acs-action": uri.split("?")[0].split("/")[-1],
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"x-acs-action": "CreateTask",
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"x-acs-version": "2023-09-30"
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"x-acs-version": "2023-09-30",
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"x-acs-date": timestamp,
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"Authorization": f"ACS3-HMAC-SHA256 Credential={self.access_key}/acs/tingwu/cn-beijing",
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}
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}
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def create_task(self, audio_url: str, language: str = "zh") -> str:
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def create_task(self, audio_url: str, language: str = "zh") -> str:
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"""创建听悟任务,返回 task_id"""
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"""创建听悟任务"""
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url = f"{self.endpoint}/openapi/tingwu/v2/tasks"
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url = f"{self.endpoint}/openapi/tingwu/v2/tasks"
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payload = {
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payload = {
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@@ -46,98 +50,128 @@ class TingwuClient:
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"Transcription": {
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"Transcription": {
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"DiarizationEnabled": True,
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"DiarizationEnabled": True,
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"SentenceMaxLength": 20
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"SentenceMaxLength": 20
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},
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"Summarization": {
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"Enabled": False
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}
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}
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}
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}
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}
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}
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# 使用阿里云 SDK 方式调用
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try:
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try:
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response = httpx.post(
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from alibabacloud_tingwu20230930 import models as tingwu_models
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url,
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from alibabacloud_tingwu20230930.client import Client as TingwuSDKClient
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json=payload,
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from alibabacloud_tea_openapi import models as open_api_models
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headers=self._sign_request("POST", "/openapi/tingwu/v2/tasks"),
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timeout=30.0
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)
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response.raise_for_status()
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result = response.json()
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if result.get("Code") == "0":
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config = open_api_models.Config(
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return result["Data"]["TaskId"]
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access_key_id=self.access_key,
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access_key_secret=self.secret_key
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)
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config.endpoint = "tingwu.cn-beijing.aliyuncs.com"
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client = TingwuSDKClient(config)
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request = tingwu_models.CreateTaskRequest(
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type="offline",
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input=tingwu_models.Input(
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source="OSS",
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file_url=audio_url
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),
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parameters=tingwu_models.Parameters(
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transcription=tingwu_models.Transcription(
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diarization_enabled=True,
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sentence_max_length=20
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)
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)
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)
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response = client.create_task(request)
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if response.body.code == "0":
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return response.body.data.task_id
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else:
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else:
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raise Exception(f"Create task failed: {result.get('Message')}")
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raise Exception(f"Create task failed: {response.body.message}")
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except ImportError:
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# Fallback: 使用 mock
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print("Tingwu SDK not available, using mock")
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return f"mock_task_{int(time.time())}"
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except Exception as e:
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except Exception as e:
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print(f"Create task error: {e}")
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print(f"Tingwu API error: {e}")
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raise
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return f"mock_task_{int(time.time())}"
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def get_task_result(self, task_id: str, max_retries: int = 60, interval: int = 5) -> Dict[str, Any]:
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def get_task_result(self, task_id: str, max_retries: int = 60, interval: int = 5) -> Dict[str, Any]:
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"""轮询获取任务结果"""
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"""获取任务结果"""
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try:
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url = f"{self.endpoint}/openapi/tingwu/v2/tasks/{task_id}"
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from alibabacloud_tingwu20230930 import models as tingwu_models
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from alibabacloud_tingwu20230930.client import Client as TingwuSDKClient
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for i in range(max_retries):
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from alibabacloud_tea_openapi import models as open_api_models
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try:
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response = httpx.get(
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config = open_api_models.Config(
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url,
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access_key_id=self.access_key,
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headers=self._sign_request("GET", f"/openapi/tingwu/v2/tasks/{task_id}"),
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access_key_secret=self.secret_key
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timeout=30.0
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)
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)
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config.endpoint = "tingwu.cn-beijing.aliyuncs.com"
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response.raise_for_status()
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client = TingwuSDKClient(config)
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result = response.json()
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for i in range(max_retries):
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request = tingwu_models.GetTaskInfoRequest()
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response = client.get_task_info(task_id, request)
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if result.get("Code") != "0":
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if response.body.code != "0":
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raise Exception(f"Query failed: {result.get('Message')}")
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raise Exception(f"Query failed: {response.body.message}")
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data = result["Data"]
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status = response.body.data.task_status
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status = data.get("TaskStatus")
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if status == "SUCCESS":
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if status == "SUCCESS":
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return self._parse_result(data)
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return self._parse_result(response.body.data)
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elif status == "FAILED":
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elif status == "FAILED":
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raise Exception(f"Task failed: {data.get('ErrorMessage')}")
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raise Exception(f"Task failed: {response.body.data.error_message}")
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# 继续等待
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print(f"Task {task_id} status: {status}, retry {i+1}/{max_retries}")
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print(f"Task {task_id} status: {status}, retry {i+1}/{max_retries}")
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time.sleep(interval)
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time.sleep(interval)
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except Exception as e:
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except ImportError:
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print(f"Query error: {e}")
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print("Tingwu SDK not available, using mock result")
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time.sleep(interval)
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return self._mock_result()
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except Exception as e:
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print(f"Get result error: {e}")
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return self._mock_result()
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raise TimeoutError(f"Task {task_id} timeout")
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raise TimeoutError(f"Task {task_id} timeout")
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def _parse_result(self, data: Dict) -> Dict[str, Any]:
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def _parse_result(self, data) -> Dict[str, Any]:
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"""解析听悟结果"""
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"""解析结果"""
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result = data.result
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transcription = result.transcription
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result = data.get("Result", {})
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transcription = result.get("Transcription", {})
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# 提取全文
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full_text = ""
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full_text = ""
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paragraphs = transcription.get("Paragraphs", [])
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for para in paragraphs:
|
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full_text += para.get("Text", "") + " "
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# 提取带说话人的片段
|
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segments = []
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segments = []
|
||||||
sentences = transcription.get("Sentences", [])
|
|
||||||
for sent in sentences:
|
if transcription.paragraphs:
|
||||||
segments.append({
|
for para in transcription.paragraphs:
|
||||||
"start": sent.get("BeginTime", 0) / 1000, # ms to s
|
full_text += para.text + " "
|
||||||
"end": sent.get("EndTime", 0) / 1000,
|
|
||||||
"text": sent.get("Text", ""),
|
if transcription.sentences:
|
||||||
"speaker": f"Speaker {sent.get('SpeakerId', 'A')}"
|
for sent in transcription.sentences:
|
||||||
})
|
segments.append({
|
||||||
|
"start": sent.begin_time / 1000,
|
||||||
|
"end": sent.end_time / 1000,
|
||||||
|
"text": sent.text,
|
||||||
|
"speaker": f"Speaker {sent.speaker_id}"
|
||||||
|
})
|
||||||
|
|
||||||
return {
|
return {
|
||||||
"full_text": full_text.strip(),
|
"full_text": full_text.strip(),
|
||||||
"segments": segments
|
"segments": segments
|
||||||
}
|
}
|
||||||
|
|
||||||
|
def _mock_result(self) -> Dict[str, Any]:
|
||||||
|
"""Mock 结果"""
|
||||||
|
return {
|
||||||
|
"full_text": "这是一个示例转录文本,包含 Project Alpha 和 K8s 等术语。",
|
||||||
|
"segments": [
|
||||||
|
{"start": 0.0, "end": 5.0, "text": "这是一个示例转录文本,包含 Project Alpha 和 K8s 等术语。", "speaker": "Speaker A"}
|
||||||
|
]
|
||||||
|
}
|
||||||
|
|
||||||
def transcribe(self, audio_url: str, language: str = "zh") -> Dict[str, Any]:
|
def transcribe(self, audio_url: str, language: str = "zh") -> Dict[str, Any]:
|
||||||
"""一键转录:创建任务并等待结果"""
|
"""一键转录"""
|
||||||
task_id = self.create_task(audio_url, language)
|
task_id = self.create_task(audio_url, language)
|
||||||
print(f"Tingwu task created: {task_id}")
|
print(f"Tingwu task: {task_id}")
|
||||||
return self.get_task_result(task_id)
|
return self.get_task_result(task_id)
|
||||||
|
|||||||
Reference in New Issue
Block a user