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| import os
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| import random
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| from api.db.db_utils import bulk_insert_into_db
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| from deepdoc.parser import PdfParser
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| from peewee import JOIN
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| from api.db.db_models import DB, File2Document, File
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| from api.db import StatusEnum, FileType, TaskStatus
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| from api.db.db_models import Task, Document, Knowledgebase, Tenant
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| from api.db.services.common_service import CommonService
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| from api.db.services.document_service import DocumentService
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| from api.utils import current_timestamp, get_uuid
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| from deepdoc.parser.excel_parser import RAGFlowExcelParser
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| from rag.settings import SVR_QUEUE_NAME
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| from rag.utils.minio_conn import MINIO
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| from rag.utils.redis_conn import REDIS_CONN
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| class TaskService(CommonService):
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| model = Task
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| @classmethod
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| @DB.connection_context()
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| def get_tasks(cls, task_id):
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| fields = [
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| cls.model.id,
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| cls.model.doc_id,
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| cls.model.from_page,
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| cls.model.to_page,
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| Document.kb_id,
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| Document.parser_id,
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| Document.parser_config,
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| Document.name,
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| Document.type,
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| Document.location,
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| Document.size,
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| Knowledgebase.tenant_id,
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| Knowledgebase.language,
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| Knowledgebase.embd_id,
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| Tenant.img2txt_id,
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| Tenant.asr_id,
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| Tenant.llm_id,
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| cls.model.update_time]
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| docs = cls.model.select(*fields) \
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| .join(Document, on=(cls.model.doc_id == Document.id)) \
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| .join(Knowledgebase, on=(Document.kb_id == Knowledgebase.id)) \
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| .join(Tenant, on=(Knowledgebase.tenant_id == Tenant.id)) \
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| .where(cls.model.id == task_id)
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| docs = list(docs.dicts())
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| if not docs: return []
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| cls.model.update(progress_msg=cls.model.progress_msg + "\n" + "Task has been received.",
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| progress=random.random() / 10.).where(
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| cls.model.id == docs[0]["id"]).execute()
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| return docs
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|
|
| @classmethod
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| @DB.connection_context()
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| def get_ongoing_doc_name(cls):
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| with DB.lock("get_task", -1):
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| docs = cls.model.select(*[Document.id, Document.kb_id, Document.location, File.parent_id]) \
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| .join(Document, on=(cls.model.doc_id == Document.id)) \
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| .join(File2Document, on=(File2Document.document_id == Document.id), join_type=JOIN.LEFT_OUTER) \
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| .join(File, on=(File2Document.file_id == File.id), join_type=JOIN.LEFT_OUTER) \
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| .where(
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| Document.status == StatusEnum.VALID.value,
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| Document.run == TaskStatus.RUNNING.value,
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| ~(Document.type == FileType.VIRTUAL.value),
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| cls.model.progress < 1,
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| cls.model.create_time >= current_timestamp() - 1000 * 600
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| )
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| docs = list(docs.dicts())
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| if not docs: return []
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| return list(set([(d["parent_id"] if d["parent_id"] else d["kb_id"], d["location"]) for d in docs]))
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|
|
| @classmethod
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| @DB.connection_context()
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| def do_cancel(cls, id):
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| try:
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| task = cls.model.get_by_id(id)
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| _, doc = DocumentService.get_by_id(task.doc_id)
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| return doc.run == TaskStatus.CANCEL.value or doc.progress < 0
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| except Exception as e:
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| pass
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| return False
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|
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| @classmethod
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| @DB.connection_context()
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| def update_progress(cls, id, info):
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| if os.environ.get("MACOS"):
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| if info["progress_msg"]:
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| cls.model.update(progress_msg=cls.model.progress_msg + "\n" + info["progress_msg"]).where(
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| cls.model.id == id).execute()
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| if "progress" in info:
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| cls.model.update(progress=info["progress"]).where(
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| cls.model.id == id).execute()
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| return
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|
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| with DB.lock("update_progress", -1):
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| if info["progress_msg"]:
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| cls.model.update(progress_msg=cls.model.progress_msg + "\n" + info["progress_msg"]).where(
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| cls.model.id == id).execute()
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| if "progress" in info:
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| cls.model.update(progress=info["progress"]).where(
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| cls.model.id == id).execute()
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|
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|
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| def queue_tasks(doc, bucket, name):
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| def new_task():
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| nonlocal doc
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| return {
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| "id": get_uuid(),
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| "doc_id": doc["id"]
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| }
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| tsks = []
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|
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| if doc["type"] == FileType.PDF.value:
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| file_bin = MINIO.get(bucket, name)
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| do_layout = doc["parser_config"].get("layout_recognize", True)
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| pages = PdfParser.total_page_number(doc["name"], file_bin)
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| page_size = doc["parser_config"].get("task_page_size", 12)
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| if doc["parser_id"] == "paper":
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| page_size = doc["parser_config"].get("task_page_size", 22)
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| if doc["parser_id"] == "one":
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| page_size = 1000000000
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| if doc["parser_id"] == "knowledge_graph":
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| page_size = 1000000000
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| if not do_layout:
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| page_size = 1000000000
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| page_ranges = doc["parser_config"].get("pages")
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| if not page_ranges:
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| page_ranges = [(1, 100000)]
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| for s, e in page_ranges:
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| s -= 1
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| s = max(0, s)
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| e = min(e - 1, pages)
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| for p in range(s, e, page_size):
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| task = new_task()
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| task["from_page"] = p
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| task["to_page"] = min(p + page_size, e)
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| tsks.append(task)
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|
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| elif doc["parser_id"] == "table":
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| file_bin = MINIO.get(bucket, name)
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| rn = RAGFlowExcelParser.row_number(
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| doc["name"], file_bin)
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| for i in range(0, rn, 3000):
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| task = new_task()
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| task["from_page"] = i
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| task["to_page"] = min(i + 3000, rn)
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| tsks.append(task)
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| else:
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| tsks.append(new_task())
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|
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| bulk_insert_into_db(Task, tsks, True)
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| DocumentService.begin2parse(doc["id"])
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|
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| for t in tsks:
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| assert REDIS_CONN.queue_product(SVR_QUEUE_NAME, message=t), "Can't access Redis. Please check the Redis' status."
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