尝试使用多进程来优化整体识别速度
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@@ -1,3 +1,4 @@
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import concurrent.futures
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import json
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import logging
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import math
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@@ -290,25 +291,10 @@ def save_or_update_ie(table, pk_phhd, data):
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session.close()
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def photo_review(pk_phhd, task_flows):
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settlement_list = []
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discharge_record = []
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cost_list = []
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session = MysqlSession()
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phrecs = session.query(ZxPhrec.pk_phrec, ZxPhrec.pk_phhd, ZxPhrec.cRectype, ZxPhrec.cfjaddress) \
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.filter(ZxPhrec.pk_phhd == pk_phhd) \
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.all()
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session.close()
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for phrec in phrecs:
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if phrec.cRectype == "1":
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settlement_list.append(phrec)
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elif phrec.cRectype == "3":
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discharge_record.append(phrec)
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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(task_flows[0], settlement_list)
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def settlement_task(pk_phhd, settlement_list):
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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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"name": handle_name(get_best_value_in_keys(settlement_list_ie_result, PATIENT_NAME)),
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@@ -334,7 +320,11 @@ def photo_review(pk_phhd, task_flows):
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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(task_flows[1], discharge_record)
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def discharge_task(pk_phhd, discharge_record):
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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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"hospital": handle_hospital(get_best_value_in_keys(discharge_record_ie_result, HOSPITAL)),
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@@ -371,7 +361,11 @@ def photo_review(pk_phhd, task_flows):
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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(task_flows[2], cost_list)
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def cost_task(pk_phhd, cost_list):
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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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"name": handle_name(get_best_value_in_keys(cost_list_ie_result, PATIENT_NAME)),
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@@ -385,6 +379,30 @@ def photo_review(pk_phhd, task_flows):
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save_or_update_ie(ZxIeCost, pk_phhd, cost_data)
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def photo_review(pk_phhd):
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settlement_list = []
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discharge_record = []
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cost_list = []
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session = MysqlSession()
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phrecs = session.query(ZxPhrec.pk_phrec, ZxPhrec.pk_phhd, ZxPhrec.cRectype, ZxPhrec.cfjaddress) \
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.filter(ZxPhrec.pk_phhd == pk_phhd) \
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.all()
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session.close()
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for phrec in phrecs:
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if phrec.cRectype == "1":
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settlement_list.append(phrec)
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elif phrec.cRectype == "3":
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discharge_record.append(phrec)
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elif phrec.cRectype == "4":
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cost_list.append(phrec)
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with concurrent.futures.ProcessPoolExecutor() as executor:
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executor.submit(settlement_task, pk_phhd, settlement_list)
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executor.submit(discharge_task, pk_phhd, discharge_record)
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executor.submit(cost_task, pk_phhd, cost_list)
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def main():
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# 持续检测新案子
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while 1:
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@@ -393,18 +411,10 @@ def main():
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phhds = session.query(ZxPhhd.pk_phhd).filter(ZxPhhd.exsuccess_flag == '1').limit(PHHD_BATCH_SIZE).all()
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session.close()
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if phhds:
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ie_task_flows = [
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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),
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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),
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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),
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]
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for phhd in phhds:
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pk_phhd = phhd.pk_phhd
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logging.info(f"开始识别:{pk_phhd}")
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photo_review(pk_phhd, ie_task_flows)
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photo_review(pk_phhd)
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# 识别完成更新标识
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session = MysqlSession()
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