使用并发调用api方式获取信息抽取结果

This commit is contained in:
2024-07-02 08:50:21 +08:00
parent 2f188a3dc6
commit 732bfb828a
3 changed files with 79 additions and 65 deletions

View File

@@ -1,4 +1,4 @@
import json
import concurrent.futures
import logging
import math
import os
@@ -10,30 +10,27 @@ import urllib.request
import cv2
import numpy as np
import paddleclas
from paddlenlp import Taskflow
from paddleocr import PaddleOCR
import requests
sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
from time import sleep
from sqlalchemy import update
from config.keys import PATIENT_NAME, ADMISSION_DATE, DISCHARGE_DATE, MEDICAL_EXPENSES, PERSONAL_CASH_PAYMENT, \
PERSONAL_ACCOUNT_PAYMENT, PERSONAL_FUNDED_AMOUNT, MEDICAL_INSURANCE_TYPE, HOSPITAL, DEPARTMENT, DOCTOR, \
SETTLEMENT_LIST_SCHEMA, DISCHARGE_RECORD_SCHEMA, COST_LIST_SCHEMA
PERSONAL_ACCOUNT_PAYMENT, PERSONAL_FUNDED_AMOUNT, MEDICAL_INSURANCE_TYPE, HOSPITAL, DEPARTMENT, DOCTOR
from config.mysql import MysqlSession
from config.photo_review import PHHD_BATCH_SIZE, SLEEP_MINUTES, LAYOUT_ANALYSIS
from config.photo_review import PHHD_BATCH_SIZE, SLEEP_MINUTES
from photo_review.entity.bd_yljg import BdYljg
from photo_review.entity.bd_ylks import BdYlks
from photo_review.entity.zx_ie_cost import ZxIeCost
from photo_review.entity.zx_ie_discharge import ZxIeDischarge
from photo_review.entity.zx_ie_settlement import ZxIeSettlement
from photo_review.entity.zx_ocr import ZxOcr
from photo_review.entity.zx_phhd import ZxPhhd
from photo_review.entity.zx_phrec import ZxPhrec
from photo_review.util.data_util import handle_date, handle_decimal, parse_department, handle_name, \
handle_insurance_type, handle_original_data, handle_hospital, handle_department
from photo_review.util.util import get_default_datetime
from ucloud import ucloud
from photo_review.enumeration.task import TaskEnum
# 获取图片
@@ -178,6 +175,18 @@ def get_ocr_layout(ocr, img_path):
return layout
def request_ie_result(task_enum, phrec, identity):
url = task_enum.request_url()
payload = {"image_name": phrec.cfjaddress, "schema": task_enum.schema(), "pk_phhd": phrec.pk_phhd,
"pk_phrec": phrec.pk_phrec, "identity": identity}
response = requests.post(url, json=payload)
if response.status_code == 200:
return response.json()["data"]
else:
raise Exception(f"请求信息抽取结果失败,状态码:{response.status_code}")
def ie_temp_image(ie, ocr, image):
with tempfile.NamedTemporaryFile(delete=False, suffix=".jpg") as temp_file:
cv2.imwrite(temp_file.name, image)
@@ -201,39 +210,13 @@ def ie_temp_image(ie, ocr, image):
# 关键信息提取
def information_extraction(ie, phrecs):
def information_extraction(task_enum, phrecs):
result = {}
# 同一批图的标识
identity = int(time.time())
ocr = PaddleOCR(use_angle_cls=False, lang="ch", show_log=False)
for phrec in phrecs:
pic_path = ucloud.get_private_url(phrec.cfjaddress)
if not pic_path:
continue
split_result = split_image(pic_path)
for img in split_result:
angles = get_image_rotation_angles(img["img"])
rotated_img = rotate_image(img["img"], int(angles[0]))
ie_results = [{"result": ie_temp_image(ie, ocr, rotated_img), "angle": angles[0]}]
if not ie_results[0] or len(ie_results[0]) < len(ie.kwargs.get("schema")):
rotated_img = rotate_image(img["img"], int(angles[1]))
ie_results.append({"result": ie_temp_image(ie, ocr, rotated_img), "angle": angles[1]})
now = get_default_datetime()
for ie_result in ie_results:
result_json = json.dumps(ie_result["result"], ensure_ascii=False)
if len(result_json) > 5000:
result_json = result_json[:5000]
session = MysqlSession()
zx_ocr = ZxOcr(pk_phhd=phrec.pk_phhd, pk_phrec=phrec.pk_phrec, id=identity, cfjaddress=phrec.cfjaddress,
content=result_json, rotation_angle=ie_result["angle"], x_offset=img["x_offset"],
y_offset=img["y_offset"], create_time=now, update_time=now)
session.add(zx_ocr)
session.commit()
session.close()
result = merge_result(result, ie_result["result"])
ie_result = request_ie_result(task_enum, phrec, identity)
result = merge_result(result, ie_result)
return result
@@ -290,27 +273,8 @@ def save_or_update_ie(table, pk_phhd, data):
session.close()
def photo_review(pk_phhd):
settlement_list = []
discharge_record = []
cost_list = []
session = MysqlSession()
phrecs = session.query(ZxPhrec.pk_phrec, ZxPhrec.pk_phhd, ZxPhrec.cRectype, ZxPhrec.cfjaddress) \
.filter(ZxPhrec.pk_phhd == pk_phhd) \
.all()
session.close()
for phrec in phrecs:
if phrec.cRectype == "1":
settlement_list.append(phrec)
elif phrec.cRectype == "3":
discharge_record.append(phrec)
elif phrec.cRectype == "4":
cost_list.append(phrec)
settlement_list_ie_result = information_extraction(
Taskflow("information_extraction", schema=SETTLEMENT_LIST_SCHEMA, model="uie-x-base",
task_path="config/model/settlement_list_model", layout_analysis=LAYOUT_ANALYSIS), settlement_list)
def settlement_task(pk_phhd, settlement_list):
settlement_list_ie_result = information_extraction(TaskEnum.SETTLEMENT, settlement_list)
settlement_data = {
"pk_phhd": pk_phhd,
"name": handle_name(get_best_value_in_keys(settlement_list_ie_result, PATIENT_NAME)),
@@ -336,9 +300,9 @@ def photo_review(pk_phhd):
settlement_data["personal_funded_amount"] = handle_decimal(settlement_data["personal_funded_amount_str"])
save_or_update_ie(ZxIeSettlement, pk_phhd, settlement_data)
discharge_record_ie_result = information_extraction(
Taskflow("information_extraction", schema=DISCHARGE_RECORD_SCHEMA, model="uie-x-base",
task_path="config/model/discharge_record_model", layout_analysis=LAYOUT_ANALYSIS), discharge_record)
def discharge_task(pk_phhd, discharge_record):
discharge_record_ie_result = information_extraction(TaskEnum.DISCHARGE, discharge_record)
discharge_data = {
"pk_phhd": pk_phhd,
"hospital": handle_hospital(get_best_value_in_keys(discharge_record_ie_result, HOSPITAL)),
@@ -375,9 +339,9 @@ def photo_review(pk_phhd):
discharge_data["department"] = ylks.name
save_or_update_ie(ZxIeDischarge, pk_phhd, discharge_data)
cost_list_ie_result = information_extraction(
Taskflow("information_extraction", schema=COST_LIST_SCHEMA, model="uie-x-base",
task_path="config/model/cost_list_model", layout_analysis=LAYOUT_ANALYSIS), cost_list)
def cost_task(pk_phhd, cost_list):
cost_list_ie_result = information_extraction(TaskEnum.COST, cost_list)
cost_data = {
"pk_phhd": pk_phhd,
"name": handle_name(get_best_value_in_keys(cost_list_ie_result, PATIENT_NAME)),
@@ -391,6 +355,30 @@ def photo_review(pk_phhd):
save_or_update_ie(ZxIeCost, pk_phhd, cost_data)
def photo_review(pk_phhd):
settlement_list = []
discharge_record = []
cost_list = []
session = MysqlSession()
phrecs = session.query(ZxPhrec.pk_phrec, ZxPhrec.pk_phhd, ZxPhrec.cRectype, ZxPhrec.cfjaddress) \
.filter(ZxPhrec.pk_phhd == pk_phhd) \
.all()
session.close()
for phrec in phrecs:
if phrec.cRectype == "1":
settlement_list.append(phrec)
elif phrec.cRectype == "3":
discharge_record.append(phrec)
elif phrec.cRectype == "4":
cost_list.append(phrec)
with concurrent.futures.ProcessPoolExecutor() as executor:
executor.submit(settlement_task, pk_phhd, settlement_list)
executor.submit(discharge_task, pk_phhd, discharge_record)
executor.submit(cost_task, pk_phhd, cost_list)
def main():
# 持续检测新案子
while 1: