cohit's picture
Upload folder using huggingface_hub
0827183 verified
"""Implements a CosmosDB based storage provider.
"""
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
from hashlib import sha256
from typing import Dict, List
from threading import Semaphore
import json
import warnings
from jsonpickle.pickler import Pickler
from jsonpickle.unpickler import Unpickler
import azure.cosmos.cosmos_client as cosmos_client # pylint: disable=no-name-in-module,import-error
import azure.cosmos.errors as cosmos_errors # pylint: disable=no-name-in-module,import-error
from botbuilder.core.storage import Storage
class CosmosDbConfig:
"""The class for CosmosDB configuration for the Azure Bot Framework."""
def __init__(
self,
endpoint: str = None,
masterkey: str = None,
database: str = None,
container: str = None,
partition_key: str = None,
database_creation_options: dict = None,
container_creation_options: dict = None,
**kwargs,
):
"""Create the Config object.
:param endpoint:
:param masterkey:
:param database:
:param container:
:param filename:
:return CosmosDbConfig:
"""
self.__config_file = kwargs.get("filename")
if self.__config_file:
kwargs = json.load(open(self.__config_file))
self.endpoint = endpoint or kwargs.get("endpoint")
self.masterkey = masterkey or kwargs.get("masterkey")
self.database = database or kwargs.get("database", "bot_db")
self.container = container or kwargs.get("container", "bot_container")
self.partition_key = partition_key or kwargs.get("partition_key")
self.database_creation_options = database_creation_options or kwargs.get(
"database_creation_options"
)
self.container_creation_options = container_creation_options or kwargs.get(
"container_creation_options"
)
class CosmosDbKeyEscape:
@staticmethod
def sanitize_key(
key: str, key_suffix: str = "", compatibility_mode: bool = True
) -> str:
"""Return the sanitized key.
Replace characters that are not allowed in keys in Cosmos.
:param key: The provided key to be escaped.
:param key_suffix: The string to add a the end of all RowKeys.
:param compatibility_mode: True if keys should be truncated in order to support previous CosmosDb
max key length of 255. This behavior can be overridden by setting
cosmosdb_partitioned_config.compatibility_mode to False.
:return str:
"""
# forbidden characters
bad_chars = ["\\", "?", "/", "#", "\t", "\n", "\r", "*"]
# replace those with with '*' and the
# Unicode code point of the character and return the new string
key = "".join(map(lambda x: "*" + str(ord(x)) if x in bad_chars else x, key))
if key_suffix is None:
key_suffix = ""
return CosmosDbKeyEscape.truncate_key(f"{key}{key_suffix}", compatibility_mode)
@staticmethod
def truncate_key(key: str, compatibility_mode: bool = True) -> str:
max_key_len = 255
if not compatibility_mode:
return key
if len(key) > max_key_len:
aux_hash = sha256(key.encode("utf-8"))
aux_hex = aux_hash.hexdigest()
key = key[0 : max_key_len - len(aux_hex)] + aux_hex
return key
class CosmosDbStorage(Storage):
"""A CosmosDB based storage provider for a bot."""
def __init__(
self, config: CosmosDbConfig, client: cosmos_client.CosmosClient = None
):
"""Create the storage object.
:param config:
"""
super(CosmosDbStorage, self).__init__()
warnings.warn(
"CosmosDbStorage is obsolete. Use CosmosDbPartitionedStorage instead."
)
self.config = config
self.client = client or cosmos_client.CosmosClient(
self.config.endpoint, {"masterKey": self.config.masterkey}
)
# these are set by the functions that check
# the presence of the database and container or creates them
self.database = None
self.container = None
self._database_creation_options = config.database_creation_options
self._container_creation_options = config.container_creation_options
self.__semaphore = Semaphore()
async def read(self, keys: List[str]) -> Dict[str, object]:
"""Read storeitems from storage.
:param keys:
:return dict:
"""
try:
# check if the database and container exists and if not create
if not self.__container_exists:
self.__create_db_and_container()
if keys:
# create the parameters object
parameters = [
{
"name": f"@id{i}",
"value": f"{CosmosDbKeyEscape.sanitize_key(key)}",
}
for i, key in enumerate(keys)
]
# get the names of the params
parameter_sequence = ",".join(param.get("name") for param in parameters)
# create the query
query = {
"query": f"SELECT c.id, c.realId, c.document, c._etag FROM c WHERE c.id in ({parameter_sequence})",
"parameters": parameters,
}
if self.config.partition_key:
options = {"partitionKey": self.config.partition_key}
else:
options = {"enableCrossPartitionQuery": True}
# run the query and store the results as a list
results = list(
self.client.QueryItems(self.__container_link, query, options)
)
# return a dict with a key and an object
return {r.get("realId"): self.__create_si(r) for r in results}
# No keys passed in, no result to return.
return {}
except TypeError as error:
raise error
async def write(self, changes: Dict[str, object]):
"""Save storeitems to storage.
:param changes:
:return:
"""
if changes is None:
raise Exception("Changes are required when writing")
if not changes:
return
try:
# check if the database and container exists and if not create
if not self.__container_exists:
self.__create_db_and_container()
# iterate over the changes
for key, change in changes.items():
# store the e_tag
e_tag = None
if isinstance(change, dict):
e_tag = change.get("e_tag", None)
elif hasattr(change, "e_tag"):
e_tag = change.e_tag
# create the new document
doc = {
"id": CosmosDbKeyEscape.sanitize_key(key),
"realId": key,
"document": self.__create_dict(change),
}
if e_tag == "":
raise Exception("cosmosdb_storage.write(): etag missing")
# the e_tag will be * for new docs so do an insert
if e_tag == "*" or not e_tag:
self.client.UpsertItem(
database_or_Container_link=self.__container_link,
document=doc,
options={"disableAutomaticIdGeneration": True},
)
# if we have an etag, do opt. concurrency replace
elif e_tag:
access_condition = {"type": "IfMatch", "condition": e_tag}
self.client.ReplaceItem(
document_link=self.__item_link(
CosmosDbKeyEscape.sanitize_key(key)
),
new_document=doc,
options={"accessCondition": access_condition},
)
except Exception as error:
raise error
async def delete(self, keys: List[str]):
"""Remove storeitems from storage.
:param keys:
:return:
"""
try:
# check if the database and container exists and if not create
if not self.__container_exists:
self.__create_db_and_container()
options = {}
if self.config.partition_key:
options["partitionKey"] = self.config.partition_key
# call the function for each key
for key in keys:
self.client.DeleteItem(
document_link=self.__item_link(CosmosDbKeyEscape.sanitize_key(key)),
options=options,
)
# print(res)
except cosmos_errors.HTTPFailure as http_failure:
# print(h.status_code)
if http_failure.status_code != 404:
raise http_failure
except TypeError as error:
raise error
def __create_si(self, result) -> object:
"""Create an object from a result out of CosmosDB.
:param result:
:return object:
"""
# get the document item from the result and turn into a dict
doc = result.get("document")
# read the e_tag from Cosmos
if result.get("_etag"):
doc["e_tag"] = result["_etag"]
result_obj = Unpickler().restore(doc)
# create and return the object
return result_obj
def __create_dict(self, store_item: object) -> Dict:
"""Return the dict of an object.
This eliminates non_magic attributes and the e_tag.
:param store_item:
:return dict:
"""
# read the content
json_dict = Pickler().flatten(store_item)
if "e_tag" in json_dict:
del json_dict["e_tag"]
# loop through attributes and write and return a dict
return json_dict
def __item_link(self, identifier) -> str:
"""Return the item link of a item in the container.
:param identifier:
:return str:
"""
return self.__container_link + "/docs/" + identifier
@property
def __container_link(self) -> str:
"""Return the container link in the database.
:param:
:return str:
"""
return self.__database_link + "/colls/" + self.container
@property
def __database_link(self) -> str:
"""Return the database link.
:return str:
"""
return "dbs/" + self.database
@property
def __container_exists(self) -> bool:
"""Return whether the database and container have been created.
:return bool:
"""
return self.database and self.container
def __create_db_and_container(self):
"""Call the get or create methods."""
with self.__semaphore:
db_id = self.config.database
container_name = self.config.container
self.database = self._get_or_create_database(self.client, db_id)
self.container = self._get_or_create_container(self.client, container_name)
def _get_or_create_database( # pylint: disable=invalid-name
self, doc_client, id
) -> str:
"""Return the database link.
Check if the database exists or create the database.
:param doc_client:
:param id:
:return str:
"""
# query CosmosDB for a database with that name/id
dbs = list(
doc_client.QueryDatabases(
{
"query": "SELECT * FROM r WHERE r.id=@id",
"parameters": [{"name": "@id", "value": id}],
}
)
)
# if there are results, return the first (database names are unique)
if dbs:
return dbs[0]["id"]
# create the database if it didn't exist
res = doc_client.CreateDatabase({"id": id}, self._database_creation_options)
return res["id"]
def _get_or_create_container(self, doc_client, container) -> str:
"""Return the container link.
Check if the container exists or create the container.
:param doc_client:
:param container:
:return str:
"""
# query CosmosDB for a container in the database with that name
containers = list(
doc_client.QueryContainers(
self.__database_link,
{
"query": "SELECT * FROM r WHERE r.id=@id",
"parameters": [{"name": "@id", "value": container}],
},
)
)
# if there are results, return the first (container names are unique)
if containers:
return containers[0]["id"]
# Create a container if it didn't exist
res = doc_client.CreateContainer(
self.__database_link, {"id": container}, self._container_creation_options
)
return res["id"]