From 1bd4547b990cdf90040be099f78a565a6ea3227e Mon Sep 17 00:00:00 2001
From: Tordor <3262978839@qq.com>
Date: Fri, 30 Jan 2026 14:43:30 +0800
Subject: [PATCH] Implement feature extraction and inference enhancements,
 including async processing and MongoDB integration

---
 .gitignore            |  1 +
 feature_extraction.py | 40 +++++++++++++++++++++++++++
 inference.py          |  7 +++++
 main.py               | 24 ++++++++++++++--
 pyproject.toml        |  1 +
 services/mongo.py     | 32 ++++++++++++++++++++++
 uv.lock               | 64 +++++++++++++++++++++++++++++++++++++++++++
 7 files changed, 166 insertions(+), 3 deletions(-)
 create mode 100644 services/mongo.py

diff --git a/.gitignore b/.gitignore
index ed0fa05..0f8f29a 100644
--- a/.gitignore
+++ b/.gitignore
@@ -3,3 +3,4 @@ Qwen3-1.7B/**
 
 .venv
 .env
+best_ckpt.pth
diff --git a/feature_extraction.py b/feature_extraction.py
index d2948af..f550dea 100644
--- a/feature_extraction.py
+++ b/feature_extraction.py
@@ -391,6 +391,46 @@ def process_single_txt(file_path, output_dir=OUTPUT_DIR):
         raise RuntimeError(f"保存JSON失败：{str(e)}") from e
 
 
+async def process_single(content : str):
+    # 3. 构建提示词并调用API
+    prompt = build_extraction_prompt(content)
+    try:
+        print("正在调用API提取特征...")
+        response = client.chat.completions.create(
+            model=MODEL,
+            messages=[{"role": "user", "content": prompt}],
+            temperature=TEMPERATURE,
+            max_tokens=8000,
+            timeout=30
+        )
+    except Exception as e:
+        raise RuntimeError(f"API调用失败：{str(e)}") from e
+
+    # 4. 提取并清洗JSON
+    feature_json_str = response.choices[0].message.content.strip()
+    json_match = re.search(r"\{[\s\S]*\}", feature_json_str)
+    if not json_match:
+        raise RuntimeError(f"API返回无有效JSON：{feature_json_str[:200]}...")
+    cleaned_json = clean_and_fix_json(json_match.group())
+
+    # 5. 解析并验证JSON
+    try:
+        parsed_dict = json.loads(cleaned_json)
+    except json.JSONDecodeError as e:
+        raise RuntimeError(f"JSON解析失败：{str(e)} | 清洗后内容：{cleaned_json[:500]}") from e
+
+    # 验证核心字段
+    if "Follow_up_Priority" not in parsed_dict:
+        raise RuntimeError("核心字段Follow_up_Priority缺失")
+    fu_prio = parsed_dict["Follow_up_Priority"]
+    if not isinstance(fu_prio, dict) or "value" not in fu_prio or "evidence" not in fu_prio:
+        raise RuntimeError("Follow_up_Priority格式错误（需包含value和evidence）")
+    if not isinstance(fu_prio["evidence"], list):
+        raise RuntimeError("evidence必须是数组类型")
+    if len(str(fu_prio["value"])) >= 20:
+        raise RuntimeError(f"value超20字限制：{fu_prio['value']}")
+    
+    return parsed_dict
 
 if __name__ == "__main__":
     # 要处理的源文件夹路径
diff --git a/inference.py b/inference.py
index d48760e..f8347d3 100644
--- a/inference.py
+++ b/inference.py
@@ -104,6 +104,13 @@ class InferenceEngine:
         """
         return self.inference_batch([json_path])
 
+# 配置参数
+backbone_dir = "Qwen3-1.7B"
+ckpt_path = "best_ckpt.pth"
+device = "cuda"
+
+engine = InferenceEngine(backbone_dir, ckpt_path, device)
+
 if __name__ == "__main__":
     # 配置参数
     backbone_dir = "Qwen3-1.7B"
diff --git a/main.py b/main.py
index 5fce849..b54a1f5 100644
--- a/main.py
+++ b/main.py
@@ -1,6 +1,24 @@
-def main():
-    print("Hello from deal-classification!")
+from feature_extraction import process_single
+from inference import engine
+from services.mongo import voice_collection
 
 
+async def get_customer_record():
+    cursor = voice_collection.find({
+        "tag": "20分钟通话",
+        "matched_contacts": {
+            "$elemMatch": {
+                "wecom_id": {"$exists": True, "$ne": ""}
+            }
+        }
+    }).sort([('_id', -1)]).limit(24)
+    return await cursor.to_list(length=24)
+
+async def main():
+     records = await get_customer_record()
+     for record in records:
+        print(record)
+
 if __name__ == "__main__":
-    main()
+    import asyncio
+    asyncio.run(main())
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
index 0dc0675..f48caca 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -6,6 +6,7 @@ readme = "README.md"
 requires-python = ">=3.13"
 dependencies = [
     "matplotlib>=3.10.8",
+    "motor>=3.7.1",
     "openai>=2.16.0",
     "pandas>=3.0.0",
     "python-dotenv>=1.2.1",
diff --git a/services/mongo.py b/services/mongo.py
new file mode 100644
index 0000000..75b39d0
--- /dev/null
+++ b/services/mongo.py
@@ -0,0 +1,32 @@
+import datetime
+import os
+from typing import Dict, List, Optional
+
+from bson import ObjectId
+from motor.motor_asyncio import (
+    AsyncIOMotorClient,
+    AsyncIOMotorCollection,
+    AsyncIOMotorDatabase,
+)
+
+MONGO_URI = os.getenv("MONGO_URI")
+
+MongoQueryParam = int | str | None | bool | datetime.datetime
+
+MongoQueryListParam = (
+    List[int] | List[str] | List[datetime.datetime] | List[bool] | List[None]
+)
+
+MongoQueryDictParam = Dict[
+    str, MongoQueryListParam | MongoQueryParam | "MongoQueryDictParam"
+]
+
+MongoQuery = Dict[
+    str, MongoQueryDictParam | MongoQueryParam | MongoQueryListParam | "MongoQuery"
+]
+
+# 明确的类型注解
+client: AsyncIOMotorClient = AsyncIOMotorClient(host=MONGO_URI)
+db: AsyncIOMotorDatabase = client["TriCore"]
+voice_collection: AsyncIOMotorCollection = db["voice_insight"]
+
diff --git a/uv.lock b/uv.lock
index 58df9fd..dbd1670 100644
--- a/uv.lock
+++ b/uv.lock
@@ -153,6 +153,7 @@ version = "0.1.0"
 source = { virtual = "." }
 dependencies = [
     { name = "matplotlib" },
+    { name = "motor" },
     { name = "openai" },
     { name = "pandas" },
     { name = "python-dotenv" },
@@ -163,6 +164,7 @@ dependencies = [
 [package.metadata]
 requires-dist = [
     { name = "matplotlib", specifier = ">=3.10.8" },
+    { name = "motor", specifier = ">=3.7.1" },
     { name = "openai", specifier = ">=2.16.0" },
     { name = "pandas", specifier = ">=3.0.0" },
     { name = "python-dotenv", specifier = ">=1.2.1" },
@@ -179,6 +181,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/12/b3/231ffd4ab1fc9d679809f356cebee130ac7daa00d6d6f3206dd4fd137e9e/distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2", size = 20277, upload-time = "2023-12-24T09:54:30.421Z" },
 ]
 
+[[package]]
+name = "dnspython"
+version = "2.8.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/8c/8b/57666417c0f90f08bcafa776861060426765fdb422eb10212086fb811d26/dnspython-2.8.0.tar.gz", hash = "sha256:181d3c6996452cb1189c4046c61599b84a5a86e099562ffde77d26984ff26d0f", size = 368251, upload-time = "2025-09-07T18:58:00.022Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/ba/5a/18ad964b0086c6e62e2e7500f7edc89e3faa45033c71c1893d34eed2b2de/dnspython-2.8.0-py3-none-any.whl", hash = "sha256:01d9bbc4a2d76bf0db7c1f729812ded6d912bd318d3b1cf81d30c0f845dbf3af", size = 331094, upload-time = "2025-09-07T18:57:58.071Z" },
+]
+
 [[package]]
 name = "filelock"
 version = "3.20.3"
@@ -547,6 +558,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/5d/49/d651878698a0b67f23aa28e17f45a6d6dd3d3f933fa29087fa4ce5947b5a/matplotlib-3.10.8-cp314-cp314t-win_arm64.whl", hash = "sha256:113bb52413ea508ce954a02c10ffd0d565f9c3bc7f2eddc27dfe1731e71c7b5f", size = 8192560, upload-time = "2025-12-10T22:56:38.008Z" },
 ]
 
+[[package]]
+name = "motor"
+version = "3.7.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pymongo" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/93/ae/96b88362d6a84cb372f7977750ac2a8aed7b2053eed260615df08d5c84f4/motor-3.7.1.tar.gz", hash = "sha256:27b4d46625c87928f331a6ca9d7c51c2f518ba0e270939d395bc1ddc89d64526", size = 280997, upload-time = "2025-05-14T18:56:33.653Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/01/9a/35e053d4f442addf751ed20e0e922476508ee580786546d699b0567c4c67/motor-3.7.1-py3-none-any.whl", hash = "sha256:8a63b9049e38eeeb56b4fdd57c3312a6d1f25d01db717fe7d82222393c410298", size = 74996, upload-time = "2025-05-14T18:56:31.665Z" },
+]
+
 [[package]]
 name = "mpmath"
 version = "1.3.0"
@@ -947,6 +970,47 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/9f/ed/068e41660b832bb0b1aa5b58011dea2a3fe0ba7861ff38c4d4904c1c1a99/pydantic_core-2.41.5-cp314-cp314t-win_arm64.whl", hash = "sha256:35b44f37a3199f771c3eaa53051bc8a70cd7b54f333531c59e29fd4db5d15008", size = 1974769, upload-time = "2025-11-04T13:42:01.186Z" },
 ]
 
+[[package]]
+name = "pymongo"
+version = "4.16.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "dnspython" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/65/9c/a4895c4b785fc9865a84a56e14b5bd21ca75aadc3dab79c14187cdca189b/pymongo-4.16.0.tar.gz", hash = "sha256:8ba8405065f6e258a6f872fe62d797a28f383a12178c7153c01ed04e845c600c", size = 2495323, upload-time = "2026-01-07T18:05:48.107Z" }
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