优化图片标识
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@@ -9,7 +9,6 @@ import urllib.request
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import cv2
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import numpy as np
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import paddle
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import paddleclas
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from paddlenlp import Taskflow
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@@ -18,7 +17,8 @@ sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
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from time import sleep
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from sqlalchemy import update
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from config.keys import PATIENT_NAME, ADMISSION_DATE, DISCHARGE_DATE, MEDICAL_EXPENSES, PERSONAL_CASH_PAYMENT, \
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PERSONAL_ACCOUNT_PAYMENT, PERSONAL_FUNDED_AMOUNT, MEDICAL_INSURANCE_TYPE, HOSPITAL, DEPARTMENT, DOCTOR, SETTLEMENT_LIST_SCHEMA, DISCHARGE_RECORD_SCHEMA, COST_LIST_SCHEMA
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PERSONAL_ACCOUNT_PAYMENT, PERSONAL_FUNDED_AMOUNT, MEDICAL_INSURANCE_TYPE, HOSPITAL, DEPARTMENT, DOCTOR, \
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SETTLEMENT_LIST_SCHEMA, DISCHARGE_RECORD_SCHEMA, COST_LIST_SCHEMA
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from config.mysql import MysqlSession
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from config.photo_review import PHHD_BATCH_SIZE, SLEEP_MINUTES, LAYOUT_ANALYSIS
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from photo_review.entity.bd_yljg import BdYljg
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@@ -74,7 +74,8 @@ def split_image(img_path, max_ratio=2.82, best_ration=1.41, overlap=0.05):
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split_result.append({"img": cropped_img, "x_offset": 0, "y_offset": offset})
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# 最后一次裁剪时不足的部分填充黑色
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last_img = split_result[-1]["img"]
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split_result[-1]["img"] = cv2.copyMakeBorder(last_img, 0, round(cropped_width - last_img.shape[0]), 0, 0, cv2.BORDER_CONSTANT, value=(0, 0, 0))
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split_result[-1]["img"] = cv2.copyMakeBorder(last_img, 0, round(cropped_width - last_img.shape[0]), 0, 0,
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cv2.BORDER_CONSTANT, value=(0, 0, 0))
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else:
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# 宽度是较长边
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cropped_height = height * best_ration
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@@ -84,7 +85,8 @@ def split_image(img_path, max_ratio=2.82, best_ration=1.41, overlap=0.05):
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split_result.append({"img": cropped_img, "x_offset": offset, "y_offset": 0})
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# 最后一次裁剪时不足的部分填充黑色
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last_img = split_result[-1]["img"]
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split_result[-1]["img"] = cv2.copyMakeBorder(last_img, 0, 0, 0, round(cropped_height - last_img.shape[1]), cv2.BORDER_CONSTANT, value=(0, 0, 0))
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split_result[-1]["img"] = cv2.copyMakeBorder(last_img, 0, 0, 0, round(cropped_height - last_img.shape[1]),
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cv2.BORDER_CONSTANT, value=(0, 0, 0))
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else:
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split_result.append({"img": img, "x_offset": 0, "y_offset": 0})
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return split_result
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@@ -134,14 +136,14 @@ def rotate_image(img, angle):
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# 关键信息提取
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def information_extraction(ie, phrecs):
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result = {}
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# 同一批图的标识
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identity = int(time.time())
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for phrec in phrecs:
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pic_path = ucloud.get_private_url(phrec.cfjaddress)
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if not pic_path:
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continue
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split_result = split_image(pic_path)
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# 同一张图的标识
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identity = int(time.time())
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for img in split_result:
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with tempfile.NamedTemporaryFile(delete=False, suffix=".jpg") as temp_file:
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angle = get_image_rotation_angle(img["img"])
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@@ -165,17 +167,14 @@ def information_extraction(ie, phrecs):
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result_json = result_json[:5000]
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session = MysqlSession()
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zx_ocr = ZxOcr(pk_phhd=phrec.pk_phhd, pk_phrec=phrec.pk_phrec, id=identity, cfjaddress=phrec.cfjaddress,
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content=result_json, rotation_angle=angle, x_offset=img["x_offset"], y_offset=img["y_offset"],
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create_time=now, update_time=now)
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content=result_json, rotation_angle=angle, x_offset=img["x_offset"],
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y_offset=img["y_offset"], create_time=now, update_time=now)
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session.add(zx_ocr)
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session.commit()
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session.close()
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result = merge_result(result, ie_result)
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# # 完成一次任务释放显存
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# paddle.device.cuda.empty_cache()
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# logging.info("显存释放完成")
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return result
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@@ -249,7 +248,8 @@ def photo_review(pk_phhd):
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elif phrec.cRectype == "4":
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cost_list.append(phrec)
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settlement_list_ie_result = information_extraction(Taskflow("information_extraction", schema=SETTLEMENT_LIST_SCHEMA, model="uie-x-base",
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settlement_list_ie_result = information_extraction(
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Taskflow("information_extraction", schema=SETTLEMENT_LIST_SCHEMA, model="uie-x-base",
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task_path="config/model/settlement_list_model", layout_analysis=LAYOUT_ANALYSIS), settlement_list)
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settlement_data = {
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"pk_phhd": pk_phhd,
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@@ -276,7 +276,8 @@ def photo_review(pk_phhd):
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settlement_data["personal_funded_amount"] = handle_decimal(settlement_data["personal_funded_amount_str"])
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save_or_update_ie(ZxIeSettlement, pk_phhd, settlement_data)
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discharge_record_ie_result = information_extraction(Taskflow("information_extraction", schema=DISCHARGE_RECORD_SCHEMA, model="uie-x-base",
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discharge_record_ie_result = information_extraction(
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Taskflow("information_extraction", schema=DISCHARGE_RECORD_SCHEMA, model="uie-x-base",
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task_path="config/model/discharge_record_model", layout_analysis=LAYOUT_ANALYSIS), discharge_record)
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discharge_data = {
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"pk_phhd": pk_phhd,
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@@ -314,7 +315,8 @@ def photo_review(pk_phhd):
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discharge_data["department"] = ylks.name
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save_or_update_ie(ZxIeDischarge, pk_phhd, discharge_data)
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cost_list_ie_result = information_extraction(Taskflow("information_extraction", schema=COST_LIST_SCHEMA, model="uie-x-base",
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cost_list_ie_result = information_extraction(
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Taskflow("information_extraction", schema=COST_LIST_SCHEMA, model="uie-x-base",
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task_path="config/model/cost_list_model", layout_analysis=LAYOUT_ANALYSIS), cost_list)
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cost_data = {
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"pk_phhd": pk_phhd,
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