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