Storage: Support the s3, azure blob as the object storage of ragflow. (#2278)

### What problem does this PR solve?

issue: https://github.com/infiniflow/ragflow/issues/2277

_Briefly describe what this PR aims to solve. Include background context
that will help reviewers understand the purpose of the PR._

### Type of change

- [ ] Bug Fix (non-breaking change which fixes an issue)
- [x] New Feature (non-breaking change which adds functionality)
- [ ] Documentation Update
- [ ] Refactoring
- [ ] Performance Improvement
- [ ] Other (please describe):

Co-authored-by: Kevin Hu <kevinhu.sh@gmail.com>

api/apps/api_app.py

@@ -39,7 +39,7 @@ from itsdangerous import URLSafeTimedSerializer
 
 from api.utils.file_utils import filename_type, thumbnail
 from rag.nlp import keyword_extraction
-from rag.utils.minio_conn import MINIO
+from rag.utils.storage_factory import STORAGE_IMPL
 
 from api.db.services.canvas_service import CanvasTemplateService, UserCanvasService
 from agent.canvas import Canvas
@@ -427,10 +427,10 @@ def upload():
                 retmsg="This type of file has not been supported yet!")
 
         location = filename
-        while MINIO.obj_exist(kb_id, location):
+        while STORAGE_IMPL.obj_exist(kb_id, location):
             location += "_"
         blob = request.files['file'].read()
-        MINIO.put(kb_id, location, blob)
+        STORAGE_IMPL.put(kb_id, location, blob)
         doc = {
             "id": get_uuid(),
             "kb_id": kb.id,
@@ -650,7 +650,7 @@ def document_rm():
             FileService.filter_delete([File.source_type == FileSource.KNOWLEDGEBASE, File.id == f2d[0].file_id])
             File2DocumentService.delete_by_document_id(doc_id)
 
-            MINIO.rm(b, n)
+            STORAGE_IMPL.rm(b, n)
         except Exception as e:
             errors += str(e)
 
@@ -723,7 +723,7 @@ def completion_faq():
             if ans["reference"]["chunks"][chunk_idx]["img_id"]:
                 try:
                     bkt, nm = ans["reference"]["chunks"][chunk_idx]["img_id"].split("-")
-                    response = MINIO.get(bkt, nm)
+                    response = STORAGE_IMPL.get(bkt, nm)
                     data_type_picture["url"] = base64.b64encode(response).decode('utf-8')
                     data.append(data_type_picture)
                     break

api/apps/dataset_api.py

@@ -42,7 +42,7 @@ from api.utils.file_utils import filename_type, thumbnail
 from rag.app import book, laws, manual, naive, one, paper, presentation, qa, resume, table, picture, audio, email
 from rag.nlp import search
 from rag.utils.es_conn import ELASTICSEARCH
-from rag.utils.minio_conn import MINIO
+from rag.utils.storage_factory import STORAGE_IMPL
 
 MAXIMUM_OF_UPLOADING_FILES = 256
 
@@ -352,7 +352,7 @@ def upload_documents(dataset_id):
 
             # upload to the minio
             location = filename
-            while MINIO.obj_exist(dataset_id, location):
+            while STORAGE_IMPL.obj_exist(dataset_id, location):
                 location += "_"
 
             blob = file.read()
@@ -361,7 +361,7 @@ def upload_documents(dataset_id):
             if blob == b'':
                 warnings.warn(f"[WARNING]: The content of the file {filename} is empty.")
 
-            MINIO.put(dataset_id, location, blob)
+            STORAGE_IMPL.put(dataset_id, location, blob)
 
             doc = {
                 "id": get_uuid(),
@@ -441,7 +441,7 @@ def delete_document(document_id, dataset_id):  # string
         File2DocumentService.delete_by_document_id(document_id)
 
         # delete it from minio
-        MINIO.rm(dataset_id, location)
+        STORAGE_IMPL.rm(dataset_id, location)
     except Exception as e:
         errors += str(e)
     if errors:
@@ -596,7 +596,7 @@ def download_document(dataset_id, document_id):
 
         # The process of downloading
         doc_id, doc_location = File2DocumentService.get_minio_address(doc_id=document_id)  # minio address
-        file_stream = MINIO.get(doc_id, doc_location)
+        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)
 
@@ -737,7 +737,7 @@ def parsing_document_internal(id):
         doc_id = doc_attributes["id"]
 
         bucket, doc_name = File2DocumentService.get_minio_address(doc_id=doc_id)
-        binary = MINIO.get(bucket, doc_name)
+        binary = STORAGE_IMPL.get(bucket, doc_name)
         parser_name = doc_attributes["parser_id"]
         if binary:
             res = doc_parse(binary, doc_name, parser_name, tenant_id, doc_id)

api/apps/document_app.py

@@ -48,7 +48,7 @@ from api.db import FileType, TaskStatus, ParserType, FileSource, LLMType
 from api.db.services.document_service import DocumentService, doc_upload_and_parse
 from api.settings import RetCode, stat_logger
 from api.utils.api_utils import get_json_result
-from rag.utils.minio_conn import MINIO
+from rag.utils.storage_factory import STORAGE_IMPL
 from api.utils.file_utils import filename_type, thumbnail, get_project_base_directory
 from api.utils.web_utils import html2pdf, is_valid_url
 
@@ -118,9 +118,9 @@ def web_crawl():
             raise RuntimeError("This type of file has not been supported yet!")
 
         location = filename
-        while MINIO.obj_exist(kb_id, location):
+        while STORAGE_IMPL.obj_exist(kb_id, location):
             location += "_"
-        MINIO.put(kb_id, location, blob)
+        STORAGE_IMPL.put(kb_id, location, blob)
         doc = {
             "id": get_uuid(),
             "kb_id": kb.id,
@@ -307,7 +307,7 @@ def rm():
             FileService.filter_delete([File.source_type == FileSource.KNOWLEDGEBASE, File.id == f2d[0].file_id])
             File2DocumentService.delete_by_document_id(doc_id)
 
-            MINIO.rm(b, n)
+            STORAGE_IMPL.rm(b, n)
         except Exception as e:
             errors += str(e)
 
@@ -394,7 +394,7 @@ def get(doc_id):
             return get_data_error_result(retmsg="Document not found!")
 
         b, n = File2DocumentService.get_minio_address(doc_id=doc_id)
-        response = flask.make_response(MINIO.get(b, n))
+        response = flask.make_response(STORAGE_IMPL.get(b, n))
 
         ext = re.search(r"\.([^.]+)$", doc.name)
         if ext:
@@ -458,7 +458,7 @@ def change_parser():
 def get_image(image_id):
     try:
         bkt, nm = image_id.split("-")
-        response = flask.make_response(MINIO.get(bkt, nm))
+        response = flask.make_response(STORAGE_IMPL.get(bkt, nm))
         response.headers.set('Content-Type', 'image/JPEG')
         return response
     except Exception as e:

api/apps/file_app.py

@@ -34,7 +34,7 @@ from api.utils.api_utils import get_json_result
 from api.utils.file_utils import filename_type
 from rag.nlp import search
 from rag.utils.es_conn import ELASTICSEARCH
-from rag.utils.minio_conn import MINIO
+from rag.utils.storage_factory import STORAGE_IMPL
 
 
 @manager.route('/upload', methods=['POST'])
@@ -98,7 +98,7 @@ def upload():
             # file type
             filetype = filename_type(file_obj_names[file_len - 1])
             location = file_obj_names[file_len - 1]
-            while MINIO.obj_exist(last_folder.id, location):
+            while STORAGE_IMPL.obj_exist(last_folder.id, location):
                 location += "_"
             blob = file_obj.read()
             filename = duplicate_name(
@@ -260,7 +260,7 @@ def rm():
                     e, file = FileService.get_by_id(inner_file_id)
                     if not e:
                         return get_data_error_result(retmsg="File not found!")
-                    MINIO.rm(file.parent_id, file.location)
+                    STORAGE_IMPL.rm(file.parent_id, file.location)
                 FileService.delete_folder_by_pf_id(current_user.id, file_id)
             else:
                 if not FileService.delete(file):
@@ -333,7 +333,7 @@ def get(file_id):
         if not e:
             return get_data_error_result(retmsg="Document not found!")
         b, n = File2DocumentService.get_minio_address(file_id=file_id)
-        response = flask.make_response(MINIO.get(b, n))
+        response = flask.make_response(STORAGE_IMPL.get(b, n))
         ext = re.search(r"\.([^.]+)$", file.name)
         if ext:
             if file.type == FileType.VISUAL.value:

api/apps/system_app.py

@@ -22,7 +22,7 @@ from api.utils.api_utils import get_json_result
 from api.versions import get_rag_version
 from rag.settings import SVR_QUEUE_NAME
 from rag.utils.es_conn import ELASTICSEARCH
-from rag.utils.minio_conn import MINIO
+from rag.utils.storage_factory import STORAGE_IMPL
 from timeit import default_timer as timer
 
 from rag.utils.redis_conn import REDIS_CONN
@@ -47,7 +47,7 @@ def status():
 
     st = timer()
     try:
-        MINIO.health()
+        STORAGE_IMPL.health()
         res["minio"] = {"status": "green", "elapsed": "{:.1f}".format((timer() - st)*1000.)}
     except Exception as e:
         res["minio"] = {"status": "red", "elapsed": "{:.1f}".format((timer() - st)*1000.), "error": str(e)}

api/db/services/document_service.py

@@ -34,7 +34,7 @@ from api.utils.file_utils import get_project_base_directory
 from graphrag.mind_map_extractor import MindMapExtractor
 from rag.settings import SVR_QUEUE_NAME
 from rag.utils.es_conn import ELASTICSEARCH
-from rag.utils.minio_conn import MINIO
+from rag.utils.storage_factory import STORAGE_IMPL
 from rag.nlp import search, rag_tokenizer
 
 from api.db import FileType, TaskStatus, ParserType, LLMType
@@ -473,7 +473,7 @@ def doc_upload_and_parse(conversation_id, file_objs, user_id):
             else:
                 d["image"].save(output_buffer, format='JPEG')
 
-            MINIO.put(kb.id, d["_id"], output_buffer.getvalue())
+            STORAGE_IMPL.put(kb.id, d["_id"], output_buffer.getvalue())
             d["img_id"] = "{}-{}".format(kb.id, d["_id"])
             del d["image"]
             docs.append(d)

api/db/services/file_service.py

@@ -27,7 +27,7 @@ from api.db.services.document_service import DocumentService
 from api.db.services.file2document_service import File2DocumentService
 from api.utils import get_uuid
 from api.utils.file_utils import filename_type, thumbnail
-from rag.utils.minio_conn import MINIO
+from rag.utils.storage_factory import STORAGE_IMPL
 
 
 class FileService(CommonService):
@@ -350,10 +350,10 @@ class FileService(CommonService):
                     raise RuntimeError("This type of file has not been supported yet!")
 
                 location = filename
-                while MINIO.obj_exist(kb.id, location):
+                while STORAGE_IMPL.obj_exist(kb.id, location):
                     location += "_"
                 blob = file.read()
-                MINIO.put(kb.id, location, blob)
+                STORAGE_IMPL.put(kb.id, location, blob)
                 doc = {
                     "id": get_uuid(),
                     "kb_id": kb.id,

api/db/services/task_service.py

@@ -27,7 +27,7 @@ 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.storage_factory import STORAGE_IMPL
 from rag.utils.redis_conn import REDIS_CONN
 
 
@@ -143,7 +143,7 @@ def queue_tasks(doc, bucket, name):
     tsks = []
 
     if doc["type"] == FileType.PDF.value:
-        file_bin = MINIO.get(bucket, name)
+        file_bin = STORAGE_IMPL.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)
@@ -169,7 +169,7 @@ def queue_tasks(doc, bucket, name):
                 tsks.append(task)
 
     elif doc["parser_id"] == "table":
-        file_bin = MINIO.get(bucket, name)
+        file_bin = STORAGE_IMPL.get(bucket, name)
         rn = RAGFlowExcelParser.row_number(
             doc["name"], file_bin)
         for i in range(0, rn, 3000):

conf/service_conf.yaml

@@ -13,6 +13,22 @@ minio:
   user: 'rag_flow'
   password: 'infini_rag_flow'
   host: 'minio:9000'
+azure:
+  auth_type: 'sas'
+  container_url: 'container_url'
+  sas_token: 'sas_token'
+#azure:
+#  auth_type: 'spn'
+#  account_url: 'account_url'
+#  client_id: 'client_id'
+#  secret: 'secret'
+#  tenant_id: 'tenant_id'
+#  container_name: 'container_name'
+s3:
+  endpoint: 'endpoint'
+  access_key: 'access_key'
+  secret_key: 'secret_key'
+  region: 'region'
 es:
   hosts: 'http://es01:9200'
   username: 'elastic'

rag/settings.py

@@ -24,6 +24,8 @@ RAG_CONF_PATH = os.path.join(get_project_base_directory(), "conf")
 SUBPROCESS_STD_LOG_NAME = "std.log"
 
 ES = get_base_config("es", {})
+AZURE = get_base_config("azure", {})
+S3 = get_base_config("s3", {})
 MINIO = decrypt_database_config(name="minio")
 try:
     REDIS = decrypt_database_config(name="redis")
@@ -43,6 +45,8 @@ LoggerFactory.LEVEL = 30
 
 es_logger = getLogger("es")
 minio_logger = getLogger("minio")
+s3_logger = getLogger("s3")
+azure_logger = getLogger("azure")
 cron_logger = getLogger("cron_logger")
 cron_logger.setLevel(20)
 chunk_logger = getLogger("chunk_logger")

rag/svr/cache_file_svr.py

@@ -20,7 +20,7 @@ import traceback
 from api.db.db_models import close_connection
 from api.db.services.task_service import TaskService
 from rag.settings import cron_logger
-from rag.utils.minio_conn import MINIO
+from rag.utils.storage_factory import STORAGE_IMPL
 from rag.utils.redis_conn import REDIS_CONN
 
 
@@ -42,7 +42,7 @@ def main():
                 try:
                     key = "{}/{}".format(kb_id, loc)
                     if REDIS_CONN.exist(key):continue
-                    file_bin = MINIO.get(kb_id, loc)
+                    file_bin = STORAGE_IMPL.get(kb_id, loc)
                     REDIS_CONN.transaction(key, file_bin, 12 * 60)
                     cron_logger.info("CACHE: {}".format(loc))
                 except Exception as e:

rag/svr/task_executor.py

@@ -29,7 +29,7 @@ from functools import partial
 from api.db.services.file2document_service import File2DocumentService
 from api.settings import retrievaler
 from rag.raptor import RecursiveAbstractiveProcessing4TreeOrganizedRetrieval as Raptor
-from rag.utils.minio_conn import MINIO
+from rag.utils.storage_factory import STORAGE_IMPL
 from api.db.db_models import close_connection
 from rag.settings import database_logger, SVR_QUEUE_NAME
 from rag.settings import cron_logger, DOC_MAXIMUM_SIZE
@@ -138,7 +138,7 @@ def collect():
 
 
 def get_minio_binary(bucket, name):
-    return MINIO.get(bucket, name)
+    return STORAGE_IMPL.get(bucket, name)
 
 
 def build(row):
@@ -214,7 +214,7 @@ def build(row):
                 d["image"].save(output_buffer, format='JPEG')
 
             st = timer()
-            MINIO.put(row["kb_id"], d["_id"], output_buffer.getvalue())
+            STORAGE_IMPL.put(row["kb_id"], d["_id"], output_buffer.getvalue())
             el += timer() - st
         except Exception as e:
             cron_logger.error(str(e))

rag/utils/azure_sas_conn.py

@@ -0,0 +1,80 @@
+import os
+import time
+from io import BytesIO
+from rag import settings
+from rag.settings import azure_logger
+from rag.utils import singleton
+from azure.storage.blob import ContainerClient
+
+
+@singleton
+class RAGFlowAzureSasBlob(object):
+    def __init__(self):
+        self.conn = None
+        self.container_url = os.getenv('CONTAINER_URL', settings.AZURE["container_url"])
+        self.sas_token = os.getenv('SAS_TOKEN', settings.AZURE["sas_token"])
+        self.__open__()
+
+    def __open__(self):
+        try:
+            if self.conn:
+                self.__close__()
+        except Exception as e:
+            pass
+
+        try:
+            self.conn = ContainerClient.from_container_url(self.account_url + "?" + self.sas_token)
+        except Exception as e:
+            azure_logger.error(
+                "Fail to connect %s " % self.account_url + str(e))
+
+    def __close__(self):
+        del self.conn
+        self.conn = None
+
+    def health(self):
+        bucket, fnm, binary = "txtxtxtxt1", "txtxtxtxt1", b"_t@@@1"
+        return self.conn.upload_blob(name=fnm, data=BytesIO(binary), length=len(binary))
+
+    def put(self, bucket, fnm, binary):
+        for _ in range(3):
+            try:
+                return self.conn.upload_blob(name=fnm, data=BytesIO(binary), length=len(binary))
+            except Exception as e:
+                azure_logger.error(f"Fail put {bucket}/{fnm}: " + str(e))
+                self.__open__()
+                time.sleep(1)
+
+    def rm(self, bucket, fnm):
+        try:
+            self.conn.delete_blob(fnm)
+        except Exception as e:
+            azure_logger.error(f"Fail rm {bucket}/{fnm}: " + str(e))
+
+    def get(self, bucket, fnm):
+        for _ in range(1):
+            try:
+                r = self.conn.download_blob(fnm)
+                return r.read()
+            except Exception as e:
+                azure_logger.error(f"fail get {bucket}/{fnm}: " + str(e))
+                self.__open__()
+                time.sleep(1)
+        return
+
+    def obj_exist(self, bucket, fnm):
+        try:
+            return self.conn.get_blob_client(fnm).exists()
+        except Exception as e:
+            azure_logger.error(f"Fail put {bucket}/{fnm}: " + str(e))
+        return False
+
+    def get_presigned_url(self, bucket, fnm, expires):
+        for _ in range(10):
+            try:
+                return self.conn.get_presigned_url("GET", bucket, fnm, expires)
+            except Exception as e:
+                azure_logger.error(f"fail get {bucket}/{fnm}: " + str(e))
+                self.__open__()
+                time.sleep(1)
+        return

rag/utils/azure_spn_conn.py

@@ -0,0 +1,90 @@
+import os
+import time
+from rag import settings
+from rag.settings import azure_logger
+from rag.utils import singleton
+from azure.identity import ClientSecretCredential, AzureAuthorityHosts
+from azure.storage.filedatalake import FileSystemClient
+
+
+@singleton
+class RAGFlowAzureSpnBlob(object):
+    def __init__(self):
+        self.conn = None
+        self.account_url = os.getenv('ACCOUNT_URL', settings.AZURE["account_url"])
+        self.client_id = os.getenv('CLIENT_ID', settings.AZURE["client_id"])
+        self.secret = os.getenv('SECRET', settings.AZURE["secret"])
+        self.tenant_id = os.getenv('TENANT_ID', settings.AZURE["tenant_id"])
+        self.container_name = os.getenv('CONTAINER_NAME', settings.AZURE["container_name"])
+        self.__open__()
+
+    def __open__(self):
+        try:
+            if self.conn:
+                self.__close__()
+        except Exception as e:
+            pass
+
+        try:
+            credentials = ClientSecretCredential(tenant_id=self.tenant_id, client_id=self.client_id, client_secret=self.secret, authority=AzureAuthorityHosts.AZURE_CHINA)
+            self.conn = FileSystemClient(account_url=self.account_url, file_system_name=self.container_name, credential=credentials)
+        except Exception as e:
+            azure_logger.error(
+                "Fail to connect %s " % self.account_url + str(e))
+
+    def __close__(self):
+        del self.conn
+        self.conn = None
+
+    def health(self):
+        bucket, fnm, binary = "txtxtxtxt1", "txtxtxtxt1", b"_t@@@1"
+        f = self.conn.create_file(fnm)
+        f.append_data(binary, offset=0, length=len(binary))
+        return f.flush_data(len(binary))
+
+    def put(self, bucket, fnm, binary):
+        for _ in range(3):
+            try:
+                f = self.conn.create_file(fnm)
+                f.append_data(binary, offset=0, length=len(binary))
+                return f.flush_data(len(binary))
+            except Exception as e:
+                azure_logger.error(f"Fail put {bucket}/{fnm}: " + str(e))
+                self.__open__()
+                time.sleep(1)
+
+    def rm(self, bucket, fnm):
+        try:
+            self.conn.delete_file(fnm)
+        except Exception as e:
+            azure_logger.error(f"Fail rm {bucket}/{fnm}: " + str(e))
+
+    def get(self, bucket, fnm):
+        for _ in range(1):
+            try:
+                client = self.conn.get_file_client(fnm)
+                r = client.download_file()
+                return r.read()
+            except Exception as e:
+                azure_logger.error(f"fail get {bucket}/{fnm}: " + str(e))
+                self.__open__()
+                time.sleep(1)
+        return
+
+    def obj_exist(self, bucket, fnm):
+        try:
+            client = self.conn.get_file_client(fnm)
+            return client.exists()
+        except Exception as e:
+            azure_logger.error(f"Fail put {bucket}/{fnm}: " + str(e))
+        return False
+
+    def get_presigned_url(self, bucket, fnm, expires):
+        for _ in range(10):
+            try:
+                return self.conn.get_presigned_url("GET", bucket, fnm, expires)
+            except Exception as e:
+                azure_logger.error(f"fail get {bucket}/{fnm}: " + str(e))
+                self.__open__()
+                time.sleep(1)
+        return

rag/utils/s3_conn.py

@@ -0,0 +1,135 @@
+import boto3
+import os
+from botocore.exceptions import ClientError
+from botocore.client import Config
+import time
+from io import BytesIO
+from rag.settings import s3_logger
+from rag.utils import singleton
+
+@singleton
+class RAGFlowS3(object):
+    def __init__(self):
+        self.conn = None
+        self.endpoint = os.getenv('ENDPOINT', None)
+        self.access_key = os.getenv('ACCESS_KEY', None)
+        self.secret_key = os.getenv('SECRET_KEY', None)
+        self.region = os.getenv('REGION', None)
+        self.__open__()
+
+    def __open__(self):
+        try:
+            if self.conn:
+                self.__close__()
+        except Exception as e:
+            pass
+
+        try:
+
+            config = Config(
+                s3={
+                    'addressing_style': 'virtual'
+                }
+            )
+
+            self.conn = boto3.client(
+                's3',
+                endpoint_url=self.endpoint,
+                region_name=self.region,
+                aws_access_key_id=self.access_key,
+                aws_secret_access_key=self.secret_key,
+                config=config
+            )
+        except Exception as e:
+            s3_logger.error(
+                "Fail to connect %s " % self.endpoint + str(e))
+
+    def __close__(self):
+        del self.conn
+        self.conn = None
+
+    def bucket_exists(self, bucket):
+        try:
+            s3_logger.error(f"head_bucket bucketname  {bucket}")
+            self.conn.head_bucket(Bucket=bucket)
+            exists = True
+        except ClientError as e:
+            s3_logger.error(f"head_bucket error {bucket}: " + str(e))
+            exists = False
+        return exists
+
+    def health(self):
+        bucket, fnm, binary = "txtxtxtxt1", "txtxtxtxt1", b"_t@@@1"
+
+        if not self.bucket_exists(bucket):
+            self.conn.create_bucket(Bucket=bucket)
+            s3_logger.error(f"create bucket {bucket} ********")
+
+        r = self.conn.upload_fileobj(BytesIO(binary), bucket, fnm)
+        return r
+
+    def get_properties(self, bucket, key):
+        return {}
+
+    def list(self, bucket, dir, recursive=True):
+        return []
+
+    def put(self, bucket, fnm, binary):
+        s3_logger.error(f"bucket name {bucket}; filename :{fnm}:")
+        for _ in range(1):
+            try:
+                if not self.bucket_exists(bucket):
+                    self.conn.create_bucket(Bucket=bucket)
+                    s3_logger.error(f"create bucket {bucket} ********")
+                r = self.conn.upload_fileobj(BytesIO(binary), bucket, fnm)
+
+                return r
+            except Exception as e:
+                s3_logger.error(f"Fail put {bucket}/{fnm}: " + str(e))
+                self.__open__()
+                time.sleep(1)
+
+    def rm(self, bucket, fnm):
+        try:
+            self.conn.delete_object(Bucket=bucket, Key=fnm)
+        except Exception as e:
+            s3_logger.error(f"Fail rm {bucket}/{fnm}: " + str(e))
+
+    def get(self, bucket, fnm):
+        for _ in range(1):
+            try:
+                r = self.conn.get_object(Bucket=bucket, Key=fnm)
+                object_data = r['Body'].read()
+                return object_data
+            except Exception as e:
+                s3_logger.error(f"fail get {bucket}/{fnm}: " + str(e))
+                self.__open__()
+                time.sleep(1)
+        return
+
+    def obj_exist(self, bucket, fnm):
+        try:
+
+            if self.conn.head_object(Bucket=bucket, Key=fnm):
+                return True
+        except ClientError as e:
+            if e.response['Error']['Code'] == '404':
+
+                return False
+            else:
+                raise
+
+    def get_presigned_url(self, bucket, fnm, expires):
+        for _ in range(10):
+            try:
+                r = self.conn.generate_presigned_url('get_object',
+                                                     Params={'Bucket': bucket,
+                                                             'Key': fnm},
+                                                     ExpiresIn=expires)
+
+                return r
+            except Exception as e:
+                s3_logger.error(f"fail get url {bucket}/{fnm}: " + str(e))
+                self.__open__()
+                time.sleep(1)
+        return

rag/utils/storage_factory.py

@@ -0,0 +1,30 @@
+import os
+from enum import Enum
+
+from rag.utils.azure_sas_conn import RAGFlowAzureSasBlob
+from rag.utils.azure_spn_conn import RAGFlowAzureSpnBlob
+from rag.utils.minio_conn import RAGFlowMinio
+from rag.utils.s3_conn import RAGFlowS3
+
+
+class Storage(Enum):
+    MINIO = 1
+    AZURE_SPN = 2
+    AZURE_SAS = 3
+    AWS_S3 = 4
+
+
+class StorageFactory:
+    storage_mapping = {
+        Storage.MINIO: RAGFlowMinio,
+        Storage.AZURE_SPN: RAGFlowAzureSpnBlob,
+        Storage.AZURE_SAS: RAGFlowAzureSasBlob,
+        Storage.AWS_S3: RAGFlowS3,
+    }
+
+    @classmethod
+    def create(cls, storage: Storage):
+        return cls.storage_mapping[storage]()
+
+
+STORAGE_IMPL = StorageFactory.create(Storage[os.getenv('STORAGE_IMPL', 'MINIO')])

requirements.txt

@@ -1,5 +1,7 @@
-akshare==1.14.72
+azure-storage-blob==12.22.0
-anthropic==0.34.1   
+azure-identity==1.17.1
+azure-storage-file-datalake==12.16.0
+anthropic===0.34.1
 arxiv==2.1.3
 Aspose.Slides==24.2.0
 BCEmbedding==0.1.3