Refactor API for document and session (#2819)

### What problem does this PR solve?

Refactor API for document and session.

### Type of change


- [x] Refactoring

---------

Co-authored-by: liuhua <10215101452@stu.ecun.edu.cn>
This commit is contained in:
liuhua
2024-10-12 19:35:19 +08:00
committed by GitHub
parent 7d80fc474c
commit 6eed115723
9 changed files with 821 additions and 745 deletions

View File

@ -4,9 +4,11 @@ import datetime
import json
import traceback
from botocore.docs.method import document_model_driven_method
from flask import request
from flask_login import login_required, current_user
from elasticsearch_dsl import Q
from sphinx.addnodes import document
from rag.app.qa import rmPrefix, beAdoc
from rag.nlp import search, rag_tokenizer, keyword_extraction
@ -16,22 +18,22 @@ from api.db import LLMType, ParserType
from api.db.services.knowledgebase_service import KnowledgebaseService
from api.db.services.llm_service import TenantLLMService
from api.db.services.user_service import UserTenantService
from api.utils.api_utils import server_error_response, get_data_error_result, validate_request
from api.utils.api_utils import server_error_response, get_error_data_result, validate_request
from api.db.services.document_service import DocumentService
from api.settings import RetCode, retrievaler, kg_retrievaler
from api.utils.api_utils import get_json_result
from api.utils.api_utils import get_result
import hashlib
import re
from api.utils.api_utils import get_json_result, token_required, get_data_error_result
from api.utils.api_utils import get_result, token_required, get_error_data_result
from api.db.db_models import Task, File
from api.db.services.task_service import TaskService, queue_tasks
from api.db.services.user_service import TenantService, UserTenantService
from api.utils.api_utils import server_error_response, get_data_error_result, validate_request
from api.utils.api_utils import server_error_response, get_error_data_result, validate_request
from api.utils.api_utils import get_json_result
from api.utils.api_utils import get_result, get_result, get_error_data_result
from functools import partial
from io import BytesIO
@ -59,307 +61,163 @@ MAXIMUM_OF_UPLOADING_FILES = 256
MAXIMUM_OF_UPLOADING_FILES = 256
@manager.route('/dataset/<dataset_id>/documents/upload', methods=['POST'])
@manager.route('/dataset/<dataset_id>/document', methods=['POST'])
@token_required
def upload(dataset_id, tenant_id):
if 'file' not in request.files:
return get_json_result(
data=False, retmsg='No file part!', retcode=RetCode.ARGUMENT_ERROR)
return get_error_data_result(
retmsg='No file part!', retcode=RetCode.ARGUMENT_ERROR)
file_objs = request.files.getlist('file')
for file_obj in file_objs:
if file_obj.filename == '':
return get_json_result(
data=False, retmsg='No file selected!', retcode=RetCode.ARGUMENT_ERROR)
return get_result(
retmsg='No file selected!', retcode=RetCode.ARGUMENT_ERROR)
e, kb = KnowledgebaseService.get_by_id(dataset_id)
if not e:
raise LookupError(f"Can't find the knowledgebase with ID {dataset_id}!")
err, _ = FileService.upload_document(kb, file_objs, tenant_id)
if err:
return get_json_result(
data=False, retmsg="\n".join(err), retcode=RetCode.SERVER_ERROR)
return get_json_result(data=True)
return get_result(
retmsg="\n".join(err), retcode=RetCode.SERVER_ERROR)
return get_result()
@manager.route('/infos', methods=['GET'])
@manager.route('/dataset/<dataset_id>/info/<document_id>', methods=['PUT'])
@token_required
def docinfos(tenant_id):
req = request.args
if "id" not in req and "name" not in req:
return get_data_error_result(
retmsg="Id or name should be provided")
doc_id=None
if "id" in req:
doc_id = req["id"]
if "name" in req:
doc_name = req["name"]
doc_id = DocumentService.get_doc_id_by_doc_name(doc_name)
e, doc = DocumentService.get_by_id(doc_id)
#rename key's name
key_mapping = {
"chunk_num": "chunk_count",
"kb_id": "knowledgebase_id",
"token_num": "token_count",
"parser_id":"parser_method",
}
renamed_doc = {}
for key, value in doc.to_dict().items():
new_key = key_mapping.get(key, key)
renamed_doc[new_key] = value
return get_json_result(data=renamed_doc)
@manager.route('/save', methods=['POST'])
@token_required
def save_doc(tenant_id):
def update_doc(tenant_id, dataset_id, document_id):
req = request.json
#get doc by id or name
doc_id = None
if "id" in req:
doc_id = req["id"]
elif "name" in req:
doc_name = req["name"]
doc_id = DocumentService.get_doc_id_by_doc_name(doc_name)
if not doc_id:
return get_json_result(retcode=400, retmsg="Document ID or name is required")
e, doc = DocumentService.get_by_id(doc_id)
if not e:
return get_data_error_result(retmsg="Document not found!")
#other value can't be changed
if not KnowledgebaseService.query(id=dataset_id, tenant_id=tenant_id):
return get_error_data_result(retmsg='You do not own the dataset.')
doc = DocumentService.query(kb_id=dataset_id, id=document_id)
if not doc:
return get_error_data_result(retmsg='The dataset not own the document.')
doc = doc[0]
if "chunk_count" in req:
if req["chunk_count"] != doc.chunk_num:
return get_data_error_result(
retmsg="Can't change chunk_count.")
return get_error_data_result(retmsg="Can't change chunk_count.")
if "token_count" in req:
if req["token_count"] != doc.token_num:
return get_data_error_result(
retmsg="Can't change token_count.")
return get_error_data_result(retmsg="Can't change token_count.")
if "progress" in req:
if req['progress'] != doc.progress:
return get_data_error_result(
retmsg="Can't change progress.")
#change name or parse_method
return get_error_data_result(retmsg="Can't change progress.")
if "name" in req and req["name"] != doc.name:
try:
if pathlib.Path(req["name"].lower()).suffix != pathlib.Path(
doc.name.lower()).suffix:
return get_json_result(
data=False,
retmsg="The extension of file can't be changed",
retcode=RetCode.ARGUMENT_ERROR)
for d in DocumentService.query(name=req["name"], kb_id=doc.kb_id):
if d.name == req["name"]:
return get_data_error_result(
retmsg="Duplicated document name in the same knowledgebase.")
if pathlib.Path(req["name"].lower()).suffix != pathlib.Path(doc.name.lower()).suffix:
return get_result(retmsg="The extension of file can't be changed", retcode=RetCode.ARGUMENT_ERROR)
for d in DocumentService.query(name=req["name"], kb_id=doc.kb_id):
if d.name == req["name"]:
return get_error_data_result(
retmsg="Duplicated document name in the same knowledgebase.")
if not DocumentService.update_by_id(
document_id, {"name": req["name"]}):
return get_error_data_result(
retmsg="Database error (Document rename)!")
if not DocumentService.update_by_id(
doc_id, {"name": req["name"]}):
return get_data_error_result(
retmsg="Database error (Document rename)!")
informs = File2DocumentService.get_by_document_id(doc_id)
if informs:
e, file = FileService.get_by_id(informs[0].file_id)
FileService.update_by_id(file.id, {"name": req["name"]})
except Exception as e:
return server_error_response(e)
informs = File2DocumentService.get_by_document_id(document_id)
if informs:
e, file = FileService.get_by_id(informs[0].file_id)
FileService.update_by_id(file.id, {"name": req["name"]})
if "parser_method" in req:
try:
if doc.parser_id.lower() == req["parser_method"].lower():
if "parser_config" in req:
if req["parser_config"] == doc.parser_config:
return get_json_result(data=True)
else:
return get_json_result(data=True)
if doc.type == FileType.VISUAL or re.search(
r"\.(ppt|pptx|pages)$", doc.name):
return get_data_error_result(retmsg="Not supported yet!")
e = DocumentService.update_by_id(doc.id,
{"parser_id": req["parser_method"], "progress": 0, "progress_msg": "",
"run": TaskStatus.UNSTART.value})
if not e:
return get_data_error_result(retmsg="Document not found!")
if "parser_config" in req:
DocumentService.update_parser_config(doc.id, req["parser_config"])
if doc.token_num > 0:
e = DocumentService.increment_chunk_num(doc.id, doc.kb_id, doc.token_num * -1, doc.chunk_num * -1,
doc.process_duation * -1)
if not e:
return get_data_error_result(retmsg="Document not found!")
tenant_id = DocumentService.get_tenant_id(req["id"])
if not tenant_id:
return get_data_error_result(retmsg="Tenant not found!")
ELASTICSEARCH.deleteByQuery(
Q("match", doc_id=doc.id), idxnm=search.index_name(tenant_id))
except Exception as e:
return server_error_response(e)
return get_json_result(data=True)
@manager.route('/change_parser', methods=['POST'])
@token_required
def change_parser(tenant_id):
req = request.json
try:
e, doc = DocumentService.get_by_id(req["doc_id"])
if not e:
return get_data_error_result(retmsg="Document not found!")
if doc.parser_id.lower() == req["parser_id"].lower():
if doc.parser_id.lower() == req["parser_method"].lower():
if "parser_config" in req:
if req["parser_config"] == doc.parser_config:
return get_json_result(data=True)
return get_result(retcode=RetCode.SUCCESS)
else:
return get_json_result(data=True)
return get_result(retcode=RetCode.SUCCESS)
if doc.type == FileType.VISUAL or re.search(
r"\.(ppt|pptx|pages)$", doc.name):
return get_data_error_result(retmsg="Not supported yet!")
return get_error_data_result(retmsg="Not supported yet!")
e = DocumentService.update_by_id(doc.id,
{"parser_id": req["parser_id"], "progress": 0, "progress_msg": "",
{"parser_id": req["parser_method"], "progress": 0, "progress_msg": "",
"run": TaskStatus.UNSTART.value})
if not e:
return get_data_error_result(retmsg="Document not found!")
if "parser_config" in req:
DocumentService.update_parser_config(doc.id, req["parser_config"])
return get_error_data_result(retmsg="Document not found!")
if doc.token_num > 0:
e = DocumentService.increment_chunk_num(doc.id, doc.kb_id, doc.token_num * -1, doc.chunk_num * -1,
doc.process_duation * -1)
if not e:
return get_data_error_result(retmsg="Document not found!")
tenant_id = DocumentService.get_tenant_id(req["doc_id"])
return get_error_data_result(retmsg="Document not found!")
tenant_id = DocumentService.get_tenant_id(req["id"])
if not tenant_id:
return get_data_error_result(retmsg="Tenant not found!")
return get_error_data_result(retmsg="Tenant not found!")
ELASTICSEARCH.deleteByQuery(
Q("match", doc_id=doc.id), idxnm=search.index_name(tenant_id))
if "parser_config" in req:
DocumentService.update_parser_config(doc.id, req["parser_config"])
return get_json_result(data=True)
except Exception as e:
return server_error_response(e)
@manager.route('/rename', methods=['POST'])
@login_required
@validate_request("doc_id", "name")
def rename():
req = request.json
try:
e, doc = DocumentService.get_by_id(req["doc_id"])
if not e:
return get_data_error_result(retmsg="Document not found!")
if pathlib.Path(req["name"].lower()).suffix != pathlib.Path(
doc.name.lower()).suffix:
return get_json_result(
data=False,
retmsg="The extension of file can't be changed",
retcode=RetCode.ARGUMENT_ERROR)
for d in DocumentService.query(name=req["name"], kb_id=doc.kb_id):
if d.name == req["name"]:
return get_data_error_result(
retmsg="Duplicated document name in the same knowledgebase.")
if not DocumentService.update_by_id(
req["doc_id"], {"name": req["name"]}):
return get_data_error_result(
retmsg="Database error (Document rename)!")
informs = File2DocumentService.get_by_document_id(req["doc_id"])
if informs:
e, file = FileService.get_by_id(informs[0].file_id)
FileService.update_by_id(file.id, {"name": req["name"]})
return get_json_result(data=True)
except Exception as e:
return server_error_response(e)
return get_result()
@manager.route("/<document_id>", methods=["GET"])
@manager.route('/dataset/<dataset_id>/document/<document_id>', methods=['GET'])
@token_required
def download_document(document_id,tenant_id):
try:
# Check whether there is this document
exist, document = DocumentService.get_by_id(document_id)
if not exist:
return construct_json_result(message=f"This document '{document_id}' cannot be found!",
code=RetCode.ARGUMENT_ERROR)
# The process of downloading
doc_id, doc_location = File2DocumentService.get_storage_address(doc_id=document_id) # minio address
file_stream = STORAGE_IMPL.get(doc_id, doc_location)
if not file_stream:
return construct_json_result(message="This file is empty.", code=RetCode.DATA_ERROR)
file = BytesIO(file_stream)
# Use send_file with a proper filename and MIME type
return send_file(
file,
as_attachment=True,
download_name=document.name,
mimetype='application/octet-stream' # Set a default MIME type
)
# Error
except Exception as e:
return construct_error_response(e)
def download(tenant_id, dataset_id, document_id):
if not KnowledgebaseService.query(id=dataset_id, tenant_id=tenant_id):
return get_error_data_result(retmsg=f'You do not own the dataset {dataset_id}.')
doc = DocumentService.query(kb_id=dataset_id, id=document_id)
if not doc:
return get_error_data_result(retmsg=f'The dataset not own the document {doc.id}.')
# The process of downloading
doc_id, doc_location = File2DocumentService.get_storage_address(doc_id=document_id) # minio address
file_stream = STORAGE_IMPL.get(doc_id, doc_location)
if not file_stream:
return construct_json_result(message="This file is empty.", code=RetCode.DATA_ERROR)
file = BytesIO(file_stream)
# Use send_file with a proper filename and MIME type
return send_file(
file,
as_attachment=True,
download_name=doc[0].name,
mimetype='application/octet-stream' # Set a default MIME type
)
@manager.route('/dataset/<dataset_id>/documents', methods=['GET'])
@manager.route('/dataset/<dataset_id>/info', methods=['GET'])
@token_required
def list_docs(dataset_id, tenant_id):
kb_id = request.args.get("knowledgebase_id")
if not kb_id:
return get_json_result(
data=False, retmsg='Lack of "KB ID"', retcode=RetCode.ARGUMENT_ERROR)
tenants = UserTenantService.query(user_id=tenant_id)
for tenant in tenants:
if KnowledgebaseService.query(
tenant_id=tenant.tenant_id, id=kb_id):
break
else:
return get_json_result(
data=False, retmsg=f'Only owner of knowledgebase authorized for this operation.',
retcode=RetCode.OPERATING_ERROR)
keywords = request.args.get("keywords", "")
page_number = int(request.args.get("page", 1))
items_per_page = int(request.args.get("page_size", 15))
if not KnowledgebaseService.query(id=dataset_id, tenant_id=tenant_id):
return get_error_data_result(retmsg=f"You don't own the dataset {dataset_id}. ")
id = request.args.get("id")
if not DocumentService.query(id=id,kb_id=dataset_id):
return get_error_data_result(retmsg=f"You don't own the document {id}.")
offset = int(request.args.get("offset", 1))
keywords = request.args.get("keywords","")
limit = int(request.args.get("limit", 1024))
orderby = request.args.get("orderby", "create_time")
desc = request.args.get("desc", True)
try:
docs, tol = DocumentService.get_by_kb_id(
kb_id, page_number, items_per_page, orderby, desc, keywords)
if request.args.get("desc") == "False":
desc = False
else:
desc = True
docs, tol = DocumentService.get_list(dataset_id, offset, limit, orderby, desc, keywords, id)
# rename key's name
renamed_doc_list = []
for doc in docs:
key_mapping = {
"chunk_num": "chunk_count",
"kb_id": "knowledgebase_id",
"token_num": "token_count",
"parser_id":"parser_method"
}
renamed_doc = {}
for key, value in doc.items():
new_key = key_mapping.get(key, key)
renamed_doc[new_key] = value
renamed_doc_list.append(renamed_doc)
return get_json_result(data={"total": tol, "docs": renamed_doc_list})
except Exception as e:
return server_error_response(e)
# rename key's name
renamed_doc_list = []
for doc in docs:
key_mapping = {
"chunk_num": "chunk_count",
"kb_id": "knowledgebase_id",
"token_num": "token_count",
"parser_id": "parser_method"
}
renamed_doc = {}
for key, value in doc.items():
new_key = key_mapping.get(key, key)
renamed_doc[new_key] = value
renamed_doc_list.append(renamed_doc)
return get_result(data={"total": tol, "docs": renamed_doc_list})
@manager.route('/delete', methods=['DELETE'])
@manager.route('/dataset/<dataset_id>/document', methods=['DELETE'])
@token_required
def rm(tenant_id):
req = request.args
if "document_id" not in req:
return get_data_error_result(
retmsg="doc_id is required")
doc_ids = req["document_id"]
if isinstance(doc_ids, str): doc_ids = [doc_ids]
def delete(tenant_id,dataset_id):
if not KnowledgebaseService.query(id=dataset_id, tenant_id=tenant_id):
return get_error_data_result(retmsg=f"You don't own the dataset {dataset_id}. ")
req = request.json
if not req.get("ids"):
return get_error_data_result(retmsg="ids is required")
doc_ids = req["ids"]
root_folder = FileService.get_root_folder(tenant_id)
pf_id = root_folder["id"]
FileService.init_knowledgebase_docs(pf_id, tenant_id)
@ -368,15 +226,15 @@ def rm(tenant_id):
try:
e, doc = DocumentService.get_by_id(doc_id)
if not e:
return get_data_error_result(retmsg="Document not found!")
return get_error_data_result(retmsg="Document not found!")
tenant_id = DocumentService.get_tenant_id(doc_id)
if not tenant_id:
return get_data_error_result(retmsg="Tenant not found!")
return get_error_data_result(retmsg="Tenant not found!")
b, n = File2DocumentService.get_storage_address(doc_id=doc_id)
if not DocumentService.remove_document(doc, tenant_id):
return get_data_error_result(
return get_error_data_result(
retmsg="Database error (Document removal)!")
f2d = File2DocumentService.get_by_document_id(doc_id)
@ -388,80 +246,69 @@ def rm(tenant_id):
errors += str(e)
if errors:
return get_json_result(data=False, retmsg=errors, retcode=RetCode.SERVER_ERROR)
return get_result(retmsg=errors, retcode=RetCode.SERVER_ERROR)
return get_json_result(data=True, retmsg="success")
return get_result()
@manager.route("/<document_id>/status", methods=["GET"])
@manager.route('/dataset/<dataset_id>/chunk', methods=['POST'])
@token_required
def show_parsing_status(tenant_id, document_id):
try:
# valid document
exist, _ = DocumentService.get_by_id(document_id)
if not exist:
return construct_json_result(code=RetCode.DATA_ERROR,
message=f"This document: '{document_id}' is not a valid document.")
_, doc = DocumentService.get_by_id(document_id) # get doc object
doc_attributes = doc.to_dict()
return construct_json_result(
data={"progress": doc_attributes["progress"], "status": TaskStatus(doc_attributes["status"]).name},
code=RetCode.SUCCESS
)
except Exception as e:
return construct_error_response(e)
@manager.route('/run', methods=['POST'])
@token_required
def run(tenant_id):
def parse(tenant_id,dataset_id):
if not KnowledgebaseService.query(id=dataset_id, tenant_id=tenant_id):
return get_error_data_result(retmsg=f"You don't own the dataset {dataset_id}.")
req = request.json
try:
for id in req["document_ids"]:
info = {"run": str(req["run"]), "progress": 0}
if str(req["run"]) == TaskStatus.RUNNING.value:
info["progress_msg"] = ""
info["chunk_num"] = 0
info["token_num"] = 0
DocumentService.update_by_id(id, info)
# if str(req["run"]) == TaskStatus.CANCEL.value:
tenant_id = DocumentService.get_tenant_id(id)
if not tenant_id:
return get_data_error_result(retmsg="Tenant not found!")
ELASTICSEARCH.deleteByQuery(
Q("match", doc_id=id), idxnm=search.index_name(tenant_id))
for id in req["document_ids"]:
if not DocumentService.query(id=id,kb_id=dataset_id):
return get_error_data_result(retmsg=f"You don't own the document {id}.")
info = {"run": "1", "progress": 0}
info["progress_msg"] = ""
info["chunk_num"] = 0
info["token_num"] = 0
DocumentService.update_by_id(id, info)
# if str(req["run"]) == TaskStatus.CANCEL.value:
ELASTICSEARCH.deleteByQuery(
Q("match", doc_id=id), idxnm=search.index_name(tenant_id))
TaskService.filter_delete([Task.doc_id == id])
e, doc = DocumentService.get_by_id(id)
doc = doc.to_dict()
doc["tenant_id"] = tenant_id
bucket, name = File2DocumentService.get_storage_address(doc_id=doc["id"])
queue_tasks(doc, bucket, name)
return get_result()
if str(req["run"]) == TaskStatus.RUNNING.value:
TaskService.filter_delete([Task.doc_id == id])
e, doc = DocumentService.get_by_id(id)
doc = doc.to_dict()
doc["tenant_id"] = tenant_id
bucket, name = File2DocumentService.get_storage_address(doc_id=doc["id"])
queue_tasks(doc, bucket, name)
return get_json_result(data=True)
except Exception as e:
return server_error_response(e)
@manager.route('/chunk/list', methods=['POST'])
@manager.route('/dataset/<dataset_id>/chunk', methods=['DELETE'])
@token_required
@validate_request("document_id")
def list_chunk(tenant_id):
def stop_parsing(tenant_id,dataset_id):
if not KnowledgebaseService.query(id=dataset_id, tenant_id=tenant_id):
return get_error_data_result(retmsg=f"You don't own the dataset {dataset_id}.")
req = request.json
doc_id = req["document_id"]
page = int(req.get("page", 1))
size = int(req.get("size", 30))
for id in req["document_ids"]:
if not DocumentService.query(id=id,kb_id=dataset_id):
return get_error_data_result(retmsg=f"You don't own the document {id}.")
info = {"run": "2", "progress": 0}
DocumentService.update_by_id(id, info)
# if str(req["run"]) == TaskStatus.CANCEL.value:
tenant_id = DocumentService.get_tenant_id(id)
ELASTICSEARCH.deleteByQuery(
Q("match", doc_id=id), idxnm=search.index_name(tenant_id))
return get_result()
@manager.route('/dataset/{dataset_id}/document/{document_id}/chunk', methods=['GET'])
@token_required
def list_chunk(tenant_id,dataset_id,document_id):
if not KnowledgebaseService.query(id=dataset_id, tenant_id=tenant_id):
return get_error_data_result(retmsg=f"You don't own the dataset {dataset_id}.")
doc=DocumentService.query(id=document_id, kb_id=dataset_id)
if not doc:
return get_error_data_result(retmsg=f"You don't own the document {document_id}.")
doc=doc[0]
req = request.args
doc_id = document_id
page = int(req.get("offset", 1))
size = int(req.get("limit", 30))
question = req.get("keywords", "")
try:
tenant_id = DocumentService.get_tenant_id(req["document_id"])
if not tenant_id:
return get_data_error_result(retmsg="Tenant not found!")
e, doc = DocumentService.get_by_id(doc_id)
if not e:
return get_data_error_result(retmsg="Document not found!")
query = {
"doc_ids": [doc_id], "page": page, "size": size, "question": question, "sort": True
}
@ -470,7 +317,7 @@ def list_chunk(tenant_id):
sres = retrievaler.search(query, search.index_name(tenant_id), highlight=True)
res = {"total": sres.total, "chunks": [], "doc": doc.to_dict()}
origin_chunks=[]
origin_chunks = []
for id in sres.ids:
d = {
"chunk_id": id,
@ -490,7 +337,7 @@ def list_chunk(tenant_id):
poss.append([float(d["positions"][i]), float(d["positions"][i + 1]), float(d["positions"][i + 2]),
float(d["positions"][i + 3]), float(d["positions"][i + 4])])
d["positions"] = poss
origin_chunks.append(d)
##rename keys
for chunk in origin_chunks:
@ -499,28 +346,34 @@ def list_chunk(tenant_id):
"content_with_weight": "content",
"doc_id": "document_id",
"important_kwd": "important_keywords",
"img_id":"image_id",
"img_id": "image_id",
}
renamed_chunk = {}
for key, value in chunk.items():
new_key = key_mapping.get(key, key)
renamed_chunk[new_key] = value
res["chunks"].append(renamed_chunk)
return get_json_result(data=res)
return get_result(data=res)
except Exception as e:
if str(e).find("not_found") > 0:
return get_json_result(data=False, retmsg=f'No chunk found!',
return get_result(retmsg=f'No chunk found!',
retcode=RetCode.DATA_ERROR)
return server_error_response(e)
@manager.route('/chunk/create', methods=['POST'])
@manager.route('/dataset/{dataset_id}/document/{document_id}/chunk', methods=['POST'])
@token_required
@validate_request("document_id", "content")
def create(tenant_id):
def create(tenant_id,dataset_id,document_id):
if not KnowledgebaseService.query(id=dataset_id, tenant_id=tenant_id):
return get_error_data_result(retmsg=f"You don't own the dataset {dataset_id}.")
doc = DocumentService.query(id=document_id, kb_id=dataset_id)
if not doc:
return get_error_data_result(retmsg=f"You don't own the document {document_id}.")
req = request.json
if not req.get("content"):
return get_error_data_result(retmsg="`content` is required")
md5 = hashlib.md5()
md5.update((req["content"] + req["document_id"]).encode("utf-8"))
md5.update((req["content"] + document_id).encode("utf-8"))
chunk_id = md5.hexdigest()
d = {"id": chunk_id, "content_ltks": rag_tokenizer.tokenize(req["content"]),
@ -530,80 +383,77 @@ def create(tenant_id):
d["important_tks"] = rag_tokenizer.tokenize(" ".join(req.get("important_kwd", [])))
d["create_time"] = str(datetime.datetime.now()).replace("T", " ")[:19]
d["create_timestamp_flt"] = datetime.datetime.now().timestamp()
d["kb_id"] = [doc.kb_id]
d["docnm_kwd"] = doc.name
d["doc_id"] = doc.id
embd_id = DocumentService.get_embd_id(document_id)
embd_mdl = TenantLLMService.model_instance(
tenant_id, LLMType.EMBEDDING.value, embd_id)
try:
e, doc = DocumentService.get_by_id(req["document_id"])
if not e:
return get_data_error_result(retmsg="Document not found!")
d["kb_id"] = [doc.kb_id]
d["docnm_kwd"] = doc.name
d["doc_id"] = doc.id
v, c = embd_mdl.encode([doc.name, req["content"]])
v = 0.1 * v[0] + 0.9 * v[1]
d["q_%d_vec" % len(v)] = v.tolist()
ELASTICSEARCH.upsert([d], search.index_name(tenant_id))
tenant_id = DocumentService.get_tenant_id(req["document_id"])
if not tenant_id:
return get_data_error_result(retmsg="Tenant not found!")
DocumentService.increment_chunk_num(
doc.id, doc.kb_id, c, 1, 0)
d["chunk_id"] = chunk_id
# rename keys
key_mapping = {
"chunk_id": "id",
"content_with_weight": "content",
"doc_id": "document_id",
"important_kwd": "important_keywords",
"kb_id": "dataset_id",
"create_timestamp_flt": "create_timestamp",
"create_time": "create_time",
"document_keyword": "document",
}
renamed_chunk = {}
for key, value in d.items():
if key in key_mapping:
new_key = key_mapping.get(key, key)
renamed_chunk[new_key] = value
return get_result(data={"chunk": renamed_chunk})
# return get_result(data={"chunk_id": chunk_id})
embd_id = DocumentService.get_embd_id(req["document_id"])
embd_mdl = TenantLLMService.model_instance(
tenant_id, LLMType.EMBEDDING.value, embd_id)
v, c = embd_mdl.encode([doc.name, req["content"]])
v = 0.1 * v[0] + 0.9 * v[1]
d["q_%d_vec" % len(v)] = v.tolist()
ELASTICSEARCH.upsert([d], search.index_name(tenant_id))
DocumentService.increment_chunk_num(
doc.id, doc.kb_id, c, 1, 0)
d["chunk_id"] = chunk_id
#rename keys
key_mapping = {
"chunk_id": "id",
"content_with_weight": "content",
"doc_id": "document_id",
"important_kwd": "important_keywords",
"kb_id":"dataset_id",
"create_timestamp_flt":"create_timestamp",
"create_time": "create_time",
"document_keyword":"document",
}
renamed_chunk = {}
for key, value in d.items():
if key in key_mapping:
new_key = key_mapping.get(key, key)
renamed_chunk[new_key] = value
return get_json_result(data={"chunk": renamed_chunk})
# return get_json_result(data={"chunk_id": chunk_id})
except Exception as e:
return server_error_response(e)
@manager.route('/chunk/rm', methods=['POST'])
@manager.route('dataset/{dataset_id}/document/{document_id}/chunk', methods=['DELETE'])
@token_required
@validate_request("chunk_ids", "document_id")
def rm_chunk(tenant_id):
def rm_chunk(tenant_id,dataset_id,document_id):
if not KnowledgebaseService.query(id=dataset_id, tenant_id=tenant_id):
return get_error_data_result(retmsg=f"You don't own the dataset {dataset_id}.")
doc = DocumentService.query(id=document_id, kb_id=dataset_id)
if not doc:
return get_error_data_result(retmsg=f"You don't own the document {document_id}.")
req = request.json
try:
if not ELASTICSEARCH.deleteByQuery(
Q("ids", values=req["chunk_ids"]), search.index_name(tenant_id)):
return get_data_error_result(retmsg="Index updating failure")
e, doc = DocumentService.get_by_id(req["document_id"])
if not e:
return get_data_error_result(retmsg="Document not found!")
deleted_chunk_ids = req["chunk_ids"]
chunk_number = len(deleted_chunk_ids)
DocumentService.decrement_chunk_num(doc.id, doc.kb_id, 1, chunk_number, 0)
return get_json_result(data=True)
except Exception as e:
return server_error_response(e)
if not req.get("chunk_ids"):
return get_error_data_result("`chunk_ids` is required")
if not ELASTICSEARCH.deleteByQuery(
Q("ids", values=req["chunk_ids"]), search.index_name(tenant_id)):
return get_error_data_result(retmsg="Index updating failure")
deleted_chunk_ids = req["chunk_ids"]
chunk_number = len(deleted_chunk_ids)
DocumentService.decrement_chunk_num(doc.id, doc.kb_id, 1, chunk_number, 0)
return get_result()
@manager.route('/chunk/set', methods=['POST'])
@manager.route('/dataset/{dataset_id}/document/{document_id}/chunk/{chunk_id}', methods=['PUT'])
@token_required
@validate_request("document_id", "chunk_id", "content",
"important_keywords")
def set(tenant_id):
def set(tenant_id,dataset_id,document_id,chunk_id):
if not KnowledgebaseService.query(id=dataset_id, tenant_id=tenant_id):
return get_error_data_result(retmsg=f"You don't own the dataset {dataset_id}.")
doc = DocumentService.query(id=document_id, kb_id=dataset_id)
if not doc:
return get_error_data_result(retmsg=f"You don't own the document {document_id}.")
req = request.json
if not req.get("content"):
return get_error_data_result("`content` is required")
if not req.get("important_keywords"):
return get_error_data_result("`important_keywords` is required")
d = {
"id": req["chunk_id"],
"id": chunk_id,
"content_with_weight": req["content"]}
d["content_ltks"] = rag_tokenizer.tokenize(req["content"])
d["content_sm_ltks"] = rag_tokenizer.fine_grained_tokenize(d["content_ltks"])
@ -611,71 +461,54 @@ def set(tenant_id):
d["important_tks"] = rag_tokenizer.tokenize(" ".join(req["important_keywords"]))
if "available" in req:
d["available_int"] = req["available"]
embd_id = DocumentService.get_embd_id(document_id)
embd_mdl = TenantLLMService.model_instance(
tenant_id, LLMType.EMBEDDING.value, embd_id)
if doc.parser_id == ParserType.QA:
arr = [
t for t in re.split(
r"[\n\t]",
req["content"]) if len(t) > 1]
if len(arr) != 2:
return get_error_data_result(
retmsg="Q&A must be separated by TAB/ENTER key.")
q, a = rmPrefix(arr[0]), rmPrefix(arr[1])
d = beAdoc(d, arr[0], arr[1], not any(
[rag_tokenizer.is_chinese(t) for t in q + a]))
try:
tenant_id = DocumentService.get_tenant_id(req["document_id"])
if not tenant_id:
return get_data_error_result(retmsg="Tenant not found!")
v, c = embd_mdl.encode([doc.name, req["content"]])
v = 0.1 * v[0] + 0.9 * v[1] if doc.parser_id != ParserType.QA else v[1]
d["q_%d_vec" % len(v)] = v.tolist()
ELASTICSEARCH.upsert([d], search.index_name(tenant_id))
return get_result()
embd_id = DocumentService.get_embd_id(req["document_id"])
embd_mdl = TenantLLMService.model_instance(
tenant_id, LLMType.EMBEDDING.value, embd_id)
e, doc = DocumentService.get_by_id(req["document_id"])
if not e:
return get_data_error_result(retmsg="Document not found!")
if doc.parser_id == ParserType.QA:
arr = [
t for t in re.split(
r"[\n\t]",
req["content"]) if len(t) > 1]
if len(arr) != 2:
return get_data_error_result(
retmsg="Q&A must be separated by TAB/ENTER key.")
q, a = rmPrefix(arr[0]), rmPrefix(arr[1])
d = beAdoc(d, arr[0], arr[1], not any(
[rag_tokenizer.is_chinese(t) for t in q + a]))
v, c = embd_mdl.encode([doc.name, req["content"]])
v = 0.1 * v[0] + 0.9 * v[1] if doc.parser_id != ParserType.QA else v[1]
d["q_%d_vec" % len(v)] = v.tolist()
ELASTICSEARCH.upsert([d], search.index_name(tenant_id))
return get_json_result(data=True)
except Exception as e:
return server_error_response(e)
@manager.route('/retrieval_test', methods=['POST'])
@manager.route('/retrieval', methods=['GET'])
@token_required
@validate_request("knowledgebase_id", "question")
def retrieval_test(tenant_id):
req = request.json
page = int(req.get("page", 1))
size = int(req.get("size", 30))
req = request.args
if not req.get("datasets"):
return get_error_data_result("`datasets` is required.")
for id in req.get("datasets"):
if not KnowledgebaseService.query(id=id,tenant_id=tenant_id):
return get_error_data_result(f"You don't own the dataset {id}.")
if not req.get("question"):
return get_error_data_result("`question` is required.")
page = int(req.get("offset", 1))
size = int(req.get("limit", 30))
question = req["question"]
kb_id = req["knowledgebase_id"]
kb_id = req["datasets"]
if isinstance(kb_id, str): kb_id = [kb_id]
doc_ids = req.get("doc_ids", [])
doc_ids = req.get("documents", [])
similarity_threshold = float(req.get("similarity_threshold", 0.2))
vector_similarity_weight = float(req.get("vector_similarity_weight", 0.3))
top = int(req.get("top_k", 1024))
try:
tenants = UserTenantService.query(user_id=tenant_id)
for kid in kb_id:
for tenant in tenants:
if KnowledgebaseService.query(
tenant_id=tenant.tenant_id, id=kid):
break
else:
return get_json_result(
data=False, retmsg=f'Only owner of knowledgebase authorized for this operation.',
retcode=RetCode.OPERATING_ERROR)
e, kb = KnowledgebaseService.get_by_id(kb_id[0])
if not e:
return get_data_error_result(retmsg="Knowledgebase not found!")
return get_error_data_result(retmsg="Knowledgebase not found!")
embd_mdl = TenantLLMService.model_instance(
kb.tenant_id, LLMType.EMBEDDING.value, llm_name=kb.embd_id)
@ -697,24 +530,24 @@ def retrieval_test(tenant_id):
del c["vector"]
##rename keys
renamed_chunks=[]
renamed_chunks = []
for chunk in ranks["chunks"]:
key_mapping = {
"chunk_id": "id",
"content_with_weight": "content",
"doc_id": "document_id",
"important_kwd": "important_keywords",
"docnm_kwd":"document_keyword"
"docnm_kwd": "document_keyword"
}
rename_chunk={}
rename_chunk = {}
for key, value in chunk.items():
new_key = key_mapping.get(key, key)
rename_chunk[new_key] = value
renamed_chunks.append(rename_chunk)
ranks["chunks"] = renamed_chunks
return get_json_result(data=ranks)
return get_result(data=ranks)
except Exception as e:
if str(e).find("not_found") > 0:
return get_json_result(data=False, retmsg=f'No chunk found! Check the chunk status please!',
return get_result(retmsg=f'No chunk found! Check the chunk status please!',
retcode=RetCode.DATA_ERROR)
return server_error_response(e)

View File

@ -20,47 +20,18 @@ from flask import request, Response
from api.db import StatusEnum
from api.db.services.dialog_service import DialogService, ConversationService, chat
from api.settings import RetCode
from api.utils import get_uuid
from api.utils.api_utils import get_data_error_result
from api.utils.api_utils import get_json_result, token_required
from api.utils.api_utils import get_error_data_result
from api.utils.api_utils import get_result, token_required
@manager.route('/save', methods=['POST'])
@manager.route('/chat/<chat_id>/session', methods=['POST'])
@token_required
def set_conversation(tenant_id):
def create(tenant_id,chat_id):
req = request.json
conv_id = req.get("id")
if "assistant_id" in req:
req["dialog_id"] = req.pop("assistant_id")
if "id" in req:
del req["id"]
conv = ConversationService.query(id=conv_id)
if not conv:
return get_data_error_result(retmsg="Session does not exist")
if not DialogService.query(id=conv[0].dialog_id, tenant_id=tenant_id, status=StatusEnum.VALID.value):
return get_data_error_result(retmsg="You do not own the session")
if req.get("dialog_id"):
dia = DialogService.query(tenant_id=tenant_id, id=req["dialog_id"], status=StatusEnum.VALID.value)
if not dia:
return get_data_error_result(retmsg="You do not own the assistant")
if "dialog_id" in req and not req.get("dialog_id"):
return get_data_error_result(retmsg="assistant_id can not be empty.")
if "message" in req:
return get_data_error_result(retmsg="message can not be change")
if "reference" in req:
return get_data_error_result(retmsg="reference can not be change")
if "name" in req and not req.get("name"):
return get_data_error_result(retmsg="name can not be empty.")
if not ConversationService.update_by_id(conv_id, req):
return get_data_error_result(retmsg="Session updates error")
return get_json_result(data=True)
if not req.get("dialog_id"):
return get_data_error_result(retmsg="assistant_id is required.")
req["dialog_id"] = chat_id
dia = DialogService.query(tenant_id=tenant_id, id=req["dialog_id"], status=StatusEnum.VALID.value)
if not dia:
return get_data_error_result(retmsg="You do not own the assistant")
return get_error_data_result(retmsg="You do not own the assistant")
conv = {
"id": get_uuid(),
"dialog_id": req["dialog_id"],
@ -68,33 +39,58 @@ def set_conversation(tenant_id):
"message": [{"role": "assistant", "content": "Hi! I am your assistantcan I help you?"}]
}
if not conv.get("name"):
return get_data_error_result(retmsg="name can not be empty.")
return get_error_data_result(retmsg="Name can not be empty.")
ConversationService.save(**conv)
e, conv = ConversationService.get_by_id(conv["id"])
if not e:
return get_data_error_result(retmsg="Fail to new session!")
return get_error_data_result(retmsg="Fail to create a session!")
conv = conv.to_dict()
conv['messages'] = conv.pop("message")
conv["assistant_id"] = conv.pop("dialog_id")
conv["chat_id"] = conv.pop("dialog_id")
del conv["reference"]
return get_json_result(data=conv)
return get_result(data=conv)
@manager.route('/completion', methods=['POST'])
@manager.route('/chat/<chat_id>/session/<session_id>', methods=['PUT'])
@token_required
def completion(tenant_id):
def update(tenant_id,chat_id,session_id):
req = request.json
if "dialog_id" in req and req.get("dialog_id") != chat_id:
return get_error_data_result(retmsg="Can't change chat_id")
if "chat_id" in req and req.get("chat_id") != chat_id:
return get_error_data_result(retmsg="Can't change chat_id")
req["dialog_id"] = chat_id
conv_id = session_id
conv = ConversationService.query(id=conv_id,dialog_id=chat_id)
if not conv:
return get_error_data_result(retmsg="Session does not exist")
if not DialogService.query(id=chat_id, tenant_id=tenant_id, status=StatusEnum.VALID.value):
return get_error_data_result(retmsg="You do not own the session")
if "message" in req or "messages" in req:
return get_error_data_result(retmsg="Message can not be change")
if "reference" in req:
return get_error_data_result(retmsg="Reference can not be change")
if "name" in req and not req.get("name"):
return get_error_data_result(retmsg="Name can not be empty.")
if not ConversationService.update_by_id(conv_id, req):
return get_error_data_result(retmsg="Session updates error")
return get_result()
@manager.route('/chat/<chat_id>/session/<session_id>/completion', methods=['POST'])
@token_required
def completion(tenant_id,chat_id,session_id):
req = request.json
# req = {"conversation_id": "9aaaca4c11d311efa461fa163e197198", "messages": [
# {"role": "user", "content": "上海有吗?"}
# ]}
if "session_id" not in req:
return get_data_error_result(retmsg="session_id is required")
conv = ConversationService.query(id=req["session_id"])
if not req.get("question"):
return get_error_data_result(retmsg="Please input your question.")
conv = ConversationService.query(id=session_id,dialog_id=chat_id)
if not conv:
return get_data_error_result(retmsg="Session does not exist")
return get_error_data_result(retmsg="Session does not exist")
conv = conv[0]
if not DialogService.query(id=conv.dialog_id, tenant_id=tenant_id, status=StatusEnum.VALID.value):
return get_data_error_result(retmsg="You do not own the session")
if not DialogService.query(id=chat_id, tenant_id=tenant_id, status=StatusEnum.VALID.value):
return get_error_data_result(retmsg="You do not own the session")
msg = []
question = {
"content": req.get("question"),
@ -108,7 +104,6 @@ def completion(tenant_id):
msg.append(m)
message_id = msg[-1].get("id")
e, dia = DialogService.get_by_id(conv.dialog_id)
del req["session_id"]
if not conv.reference:
conv.reference = []
@ -130,13 +125,13 @@ def completion(tenant_id):
try:
for ans in chat(dia, msg, **req):
fillin_conv(ans)
yield "data:" + json.dumps({"retcode": 0, "retmsg": "", "data": ans}, ensure_ascii=False) + "\n\n"
yield "data:" + json.dumps({"code": 0, "data": ans}, ensure_ascii=False) + "\n\n"
ConversationService.update_by_id(conv.id, conv.to_dict())
except Exception as e:
yield "data:" + json.dumps({"retcode": 500, "retmsg": str(e),
yield "data:" + json.dumps({"code": 500, "message": str(e),
"data": {"answer": "**ERROR**: " + str(e), "reference": []}},
ensure_ascii=False) + "\n\n"
yield "data:" + json.dumps({"retcode": 0, "retmsg": "", "data": True}, ensure_ascii=False) + "\n\n"
yield "data:" + json.dumps({"code": 0, "data": True}, ensure_ascii=False) + "\n\n"
if req.get("stream", True):
resp = Response(stream(), mimetype="text/event-stream")
@ -153,73 +148,31 @@ def completion(tenant_id):
fillin_conv(ans)
ConversationService.update_by_id(conv.id, conv.to_dict())
break
return get_json_result(data=answer)
return get_result(data=answer)
@manager.route('/get', methods=['GET'])
@manager.route('/chat/<chat_id>/session', methods=['GET'])
@token_required
def get(tenant_id):
req = request.args
if "id" not in req:
return get_data_error_result(retmsg="id is required")
conv_id = req["id"]
conv = ConversationService.query(id=conv_id)
if not conv:
return get_data_error_result(retmsg="Session does not exist")
if not DialogService.query(id=conv[0].dialog_id, tenant_id=tenant_id, status=StatusEnum.VALID.value):
return get_data_error_result(retmsg="You do not own the session")
if "assistant_id" in req:
if req["assistant_id"] != conv[0].dialog_id:
return get_data_error_result(retmsg="The session doesn't belong to the assistant")
conv = conv[0].to_dict()
conv['messages'] = conv.pop("message")
conv["assistant_id"] = conv.pop("dialog_id")
if conv["reference"]:
messages = conv["messages"]
message_num = 0
chunk_num = 0
while message_num < len(messages):
if message_num != 0 and messages[message_num]["role"] != "user":
chunk_list = []
if "chunks" in conv["reference"][chunk_num]:
chunks = conv["reference"][chunk_num]["chunks"]
for chunk in chunks:
new_chunk = {
"id": chunk["chunk_id"],
"content": chunk["content_with_weight"],
"document_id": chunk["doc_id"],
"document_name": chunk["docnm_kwd"],
"knowledgebase_id": chunk["kb_id"],
"image_id": chunk["img_id"],
"similarity": chunk["similarity"],
"vector_similarity": chunk["vector_similarity"],
"term_similarity": chunk["term_similarity"],
"positions": chunk["positions"],
}
chunk_list.append(new_chunk)
chunk_num += 1
messages[message_num]["reference"] = chunk_list
message_num += 1
del conv["reference"]
return get_json_result(data=conv)
@manager.route('/list', methods=["GET"])
@token_required
def list(tenant_id):
assistant_id = request.args["assistant_id"]
if not DialogService.query(tenant_id=tenant_id, id=assistant_id, status=StatusEnum.VALID.value):
return get_json_result(
data=False, retmsg=f"You don't own the assistant.",
retcode=RetCode.OPERATING_ERROR)
convs = ConversationService.query(
dialog_id=assistant_id,
order_by=ConversationService.model.create_time,
reverse=True)
convs = [d.to_dict() for d in convs]
def list(chat_id,tenant_id):
if not DialogService.query(tenant_id=tenant_id, id=chat_id, status=StatusEnum.VALID.value):
return get_error_data_result(retmsg=f"You don't own the assistant {chat_id}.")
id = request.args.get("id")
name = request.args.get("name")
session = ConversationService.query(id=id,name=name,dialog_id=chat_id)
if not session:
return get_error_data_result(retmsg="The session doesn't exist")
page_number = int(request.args.get("page", 1))
items_per_page = int(request.args.get("page_size", 1024))
orderby = request.args.get("orderby", "create_time")
if request.args.get("desc") == "False":
desc = False
else:
desc = True
convs = ConversationService.get_list(chat_id,page_number,items_per_page,orderby,desc,id,name)
if not convs:
return get_result(data=[])
for conv in convs:
conv['messages'] = conv.pop("message")
conv["assistant_id"] = conv.pop("dialog_id")
conv["chat"] = conv.pop("dialog_id")
if conv["reference"]:
messages = conv["messages"]
message_num = 0
@ -247,20 +200,19 @@ def list(tenant_id):
messages[message_num]["reference"] = chunk_list
message_num += 1
del conv["reference"]
return get_json_result(data=convs)
return get_result(data=convs)
@manager.route('/delete', methods=["DELETE"])
@manager.route('/chat/<chat_id>/session', methods=["DELETE"])
@token_required
def delete(tenant_id):
id = request.args.get("id")
if not id:
return get_data_error_result(retmsg="`id` is required in deleting operation")
conv = ConversationService.query(id=id)
if not conv:
return get_data_error_result(retmsg="Session doesn't exist")
conv = conv[0]
if not DialogService.query(id=conv.dialog_id, tenant_id=tenant_id, status=StatusEnum.VALID.value):
return get_data_error_result(retmsg="You don't own the session")
ConversationService.delete_by_id(id)
return get_json_result(data=True)
def delete(tenant_id,chat_id):
if not DialogService.query(id=chat_id, tenant_id=tenant_id, status=StatusEnum.VALID.value):
return get_error_data_result(retmsg="You don't own the chat")
ids = request.json.get("ids")
if not ids:
return get_error_data_result(retmsg="`ids` is required in deleting operation")
for id in ids:
conv = ConversationService.query(id=id,dialog_id=chat_id)
if not conv:
return get_error_data_result(retmsg="The chat doesn't own the session")
ConversationService.delete_by_id(id)
return get_result()