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# -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See LICENSE.txt in the project root for
# license information.
# -------------------------------------------------------------------------
from azure.cosmos.aio import CosmosClient
import azure.cosmos.exceptions as exceptions
from azure.cosmos.http_constants import StatusCodes
from azure.cosmos.partition_key import PartitionKey
import datetime
import asyncio
import config
# ----------------------------------------------------------------------------------------------------------
# Prerequisites -
#
# 1. An Azure Cosmos account -
# https:#azure.microsoft.com/documentation/articles/documentdb-create-account/
#
# 2. Microsoft Azure Cosmos PyPi package -
# https://pypi.python.org/pypi/azure-cosmos/
# ----------------------------------------------------------------------------------------------------------
# Sample - demonstrates the basic CRUD operations on a Item resource for Azure Cosmos
# ----------------------------------------------------------------------------------------------------------
HOST = config.settings['host']
MASTER_KEY = config.settings['master_key']
DATABASE_ID = config.settings['database_id']
CONTAINER_ID = config.settings['container_id']
CONTAINER_MH_ID = config.settings['container_mh_id']
async def create_items(container):
print('Creating Items')
print('\n1.1 Create Item\n')
# Create a SalesOrder object. This object has nested properties and various types including numbers, DateTimes and strings.
# This can be saved as JSON as is without converting into rows/columns.
sales_order = get_sales_order("SalesOrder1")
await container.create_item(body=sales_order)
# As your app evolves, let's say your object has a new schema. You can insert SalesOrderV2 objects without any
# changes to the database tier.
sales_order2 = get_sales_order_v2("SalesOrder2")
await container.create_item(body=sales_order2)
async def read_item(container, doc_id):
print('\n1.2 Reading Item by Id\n')
# Note that Reads require a partition key to be specified.
response = await container.read_item(item=doc_id, partition_key=doc_id)
print('Item read by Id {0}'.format(doc_id))
print('Account Number: {0}'.format(response.get('account_number')))
print('Subtotal: {0}'.format(response.get('subtotal')))
async def read_items(container):
print('\n1.3 - Reading all items in a container\n')
# NOTE: Use MaxItemCount on Options to control how many items come back per trip to the server
# Important to handle throttles whenever you are doing operations such as this that might
# result in a 429 (throttled request)
read_all_items_response = container.read_all_items(max_item_count=10)
# The asynchronous client returns an asynchronous iterator object for methods that
# return several items, so attempting to cast this object into a list directly will
# throw an error; instead, iterate over the items using an async for loop like shown
# here and in the query_items() method below. We also do not await read_all() because
# it doesn't deal with partition key logic the way query_items() does
item_list = [item async for item in read_all_items_response]
print('Found {0} items'.format(item_list.__len__()))
for doc in item_list:
print('Item Id: {0}'.format(doc.get('id')))
# Alternatively, you can directly iterate over the asynchronous iterator without building a separate
# list if you don't need the ordering or indexing capabilities
async for item in read_all_items_response:
print(item.get('id'))
async def query_items(container, doc_id):
print('\n1.4 Querying for an Item by Id\n')
# The enable_cross_partition_query option is not used by the async client - this is the default behavior
# In this case, we do have to await the asynchronous iterator object since logic
# within the query_items() method makes network calls to verify the partition key
# definition in the container
query_items_response = container.query_items(
query="SELECT * FROM r WHERE r.id=@id",
parameters=[
{"name": "@id", "value": doc_id}
]
)
items = [item async for item in query_items_response]
print('Item queried by Id {0}'.format(items[0].get("id")))
async def query_items_with_continuation_token(container):
print('\n1.5 Querying for Items using Pagination and Continuation Token\n')
# When using Pagination, max_item_count will limit the number of items in each page
query_iterable = container.query_items(
query="SELECT * FROM r",
max_item_count=1
)
item_pages = query_iterable.by_page()
first_page = await anext(item_pages) # type: ignore[name-defined] # cspell:disable-line
continuation_token = item_pages.continuation_token
# Other code logic where you only need the first page of results would go here
# Now we use the continuation token from the first page to pick up where we left off and
# access the second page of items
items_from_continuation = query_iterable.by_page(continuation_token)
second_page_items_with_continuation = \
[i async for i in await anext(items_from_continuation)] # type: ignore[name-defined] # cspell:disable-line
print('The single items in the second page are {}'.format(second_page_items_with_continuation[0].get("id")))
async def replace_item(container, doc_id):
print('\n1.6 Replace an Item\n')
read_item = await container.read_item(item=doc_id, partition_key=doc_id)
read_item['subtotal'] = read_item['subtotal'] + 1
response = await container.replace_item(item=read_item, body=read_item)
print('Replaced Item\'s Id is {0}, new subtotal={1}'.format(response['id'], response['subtotal']))
async def replace_item_using_etags(container, doc_id):
print('\n1.7 Replace an Item using Etags and IfMatch\n')
# The use of etags and if-match/if-none-match options allows users to run conditional replace operations
# based on the etag value passed. When using if-match, the request will only succeed if the item's latest etag
# matches the passed in value. For more on optimistic concurrency control, see the link below:
# https://learn.microsoft.com/azure/cosmos-db/nosql/database-transactions-optimistic-concurrency
read_item = await container.read_item(item=doc_id, partition_key=doc_id)
item_etag = read_item["_etag"]
read_item['subtotal'] = read_item['subtotal'] + 1
response = await container.replace_item(
read_item,
read_item,
if_match=item_etag)
print('Replaced Item\'s Id is {0}, new subtotal={1}'.format(response['id'], response['subtotal']))
read_item = await container.read_item(item=doc_id, partition_key=doc_id)
read_item['subtotal'] = read_item['subtotal'] + 1
response = await container.replace_item(
read_item,
read_item,
if_none_match="some-etag")
print('Replaced Item\'s Id is {0}, new subtotal={1}'.format(response['id'], response['subtotal']))
async def upsert_item(container, doc_id):
print('\n1.8 Upserting an item\n')
read_item = await container.read_item(item=doc_id, partition_key=doc_id)
read_item['subtotal'] = read_item['subtotal'] + 1
response = await container.upsert_item(body=read_item)
print('Upserted Item\'s Id is {0}, new subtotal={1}'.format(response['id'], response['subtotal']))
async def conditional_patch_item(container, doc_id):
print('\n1.9 Patching Item by Id based on filter\n')
operations = [
{"op": "add", "path": "/favorite_color", "value": "red"},
{"op": "remove", "path": "/ttl"},
{"op": "replace", "path": "/tax_amount", "value": 14},
{"op": "set", "path": "/items/0/discount", "value": 20.0512},
{"op": "incr", "path": "/total_due", "value": 5},
{"op": "move", "from": "/freight", "path": "/service_addition"}
]
filter_predicate = "from c where c.tax_amount = 10"
print("Filter predicate match failure will result in BadRequestException.")
try:
await container.patch_item(item=doc_id, partition_key=doc_id,
patch_operations=operations, filter_predicate=filter_predicate)
except exceptions.CosmosHttpResponseError as e:
assert (e.status_code == StatusCodes.PRECONDITION_FAILED)
print("Failed as expected.")
async def patch_item(container, doc_id):
print('\n1.10 Patching Item by Id\n')
operations = [
{"op": "add", "path": "/favorite_color", "value": "red"},
{"op": "remove", "path": "/ttl"},
{"op": "replace", "path": "/tax_amount", "value": 14},
{"op": "set", "path": "/items/0/discount", "value": 20.0512},
{"op": "incr", "path": "/total_due", "value": 5},
{"op": "move", "from": "/freight", "path": "/service_addition"}
]
response = await container.patch_item(item=doc_id, partition_key=doc_id, patch_operations=operations)
print('Patched Item\'s Id is {0}, new path favorite color={1}, removed path ttl={2}, replaced path tax_amount={3},'
' set path for item at index 0 of discount={4}, increase in path total_due, new total_due={5}, '
'move from path freight={6} to path service_addition={7}'.format(response["id"], response["favorite_color"],
response.get("ttl"), response["tax_amount"],
response["items"][0].get("discount"),
response["total_due"],
response.get("freight"),
response["service_addition"]))
async def execute_item_batch(database):
print('\n1.11 Executing Batch Item operations\n')
container = await database.create_container_if_not_exists(id="batch_container",
partition_key=PartitionKey(path='/account_number'))
# We create three items to use for the sample.
await container.create_item(get_sales_order("read_item"))
await container.create_item(get_sales_order("delete_item"))
create_response = await container.create_item(get_sales_order("replace_item"))
# We create our batch operations
create_item_operation = ("create", (get_sales_order("create_item"),))
upsert_item_operation = ("upsert", (get_sales_order("upsert_item"),))
read_item_operation = ("read", ("read_item",))
delete_item_operation = ("delete", ("delete_item",))
replace_item_operation = ("replace", ("replace_item", {"id": "replace_item", 'account_number': 'Account1',
"message": "item was replaced"}))
replace_item_if_match_operation = ("replace",
("replace_item", {"id": "replace_item", 'account_number': 'Account1',
"message": "item was replaced"}),
{"if_match_etag": create_response.get_response_headers().get("etag")})
replace_item_if_none_match_operation = ("replace",
("replace_item", {"id": "replace_item", 'account_number': 'Account1',
"message": "item was replaced"}),
{"if_none_match_etag": create_response.get_response_headers().get("etag")})
# Put our operations into a list
batch_operations = [
create_item_operation,
upsert_item_operation,
read_item_operation,
delete_item_operation,
replace_item_operation,
replace_item_if_match_operation,
replace_item_if_none_match_operation]
# Run that list of operations
batch_results = await container.execute_item_batch(batch_operations=batch_operations, partition_key="Account1")
# Batch results are returned as a list of item operation results - or raise a CosmosBatchOperationError if
# one of the operations failed within your batch request.
print("\nResults for the batch operations: {}\n".format(batch_results))
# You can also use this logic to read directly from a file into the batch you'd like to create:
with open("file_name.txt", "r") as data_file:
container.execute_item_batch([("upsert", (t,)) for t in data_file.readlines()])
# For error handling, you should use try/ except with CosmosBatchOperationError and use the information in the
# error returned for your application debugging, making it easy to pinpoint the failing operation
# [START handle_batch_error]
batch_operations = [create_item_operation, create_item_operation]
try:
await container.execute_item_batch(batch_operations, partition_key="Account1")
except exceptions.CosmosBatchOperationError as e:
error_operation_index = e.error_index
error_operation_response = e.operation_responses[error_operation_index]
error_operation = batch_operations[error_operation_index]
print("\nError operation: {}, error operation response: {}\n".format(error_operation, error_operation_response))
# [END handle_batch_error]
async def delete_item(container, doc_id):
print('\n1.12 Deleting Item by Id\n')
await container.delete_item(item=doc_id, partition_key=doc_id)
print('Deleted item\'s Id is {0}'.format(doc_id))
async def delete_all_items_by_partition_key(db, partitionkey):
print('\n1.13 Deleting all Items by Partition Key\n')
# A container with a partition key that is different from id is needed
container = await db.create_container_if_not_exists(id="Partition Key Delete Container",
partition_key=PartitionKey(path='/company'))
sales_order_company_A1 = get_sales_order("SalesOrderCompanyA1")
sales_order_company_A1["company"] = partitionkey
await container.upsert_item(sales_order_company_A1)
print("\nUpserted Item is {} with Partition Key: {}".format(sales_order_company_A1["id"], partitionkey))
sales_order_company_A2 = get_sales_order("SalesOrderCompanyA2")
sales_order_company_A2["company"] = partitionkey
await container.upsert_item(sales_order_company_A2)
print("\nUpserted Item is {} with Partition Key: {}".format(sales_order_company_A2["id"], partitionkey))
sales_order_company_B1 = get_sales_order("SalesOrderCompanyB1")
sales_order_company_B1["company"] = "companyB"
await container.upsert_item(sales_order_company_B1)
print("\nUpserted Item is {} with Partition Key: {}".format(sales_order_company_B1["id"], "companyB"))
item_list = [item async for item in container.read_all_items()]
print('Found {0} items'.format(item_list.__len__()))
for doc in item_list:
print('Item Id: {0}; Partition Key: {1}'.format(doc.get('id'), doc.get("company")))
print("\nDelete all items for Partition Key: {}\n".format(partitionkey))
await container.delete_all_items_by_partition_key(partitionkey)
item_list = [item async for item in container.read_all_items()]
print('Found {0} items'.format(item_list.__len__()))
for doc in item_list:
print('Item Id: {0}; Partition Key: {1}'.format(doc.get('id'), doc.get("company")))
async def create_mh_items(container):
print('Creating Items')
print('\n2.1 Create Item with Multi Hash Partition Key\n')
# Create a SalesOrder object. This object has nested properties and various types including numbers, DateTimes and strings.
# This can be saved as JSON as is without converting into rows/columns.
sales_order = get_sales_order("SalesOrder1")
await container.create_item(body=sales_order)
# As your app evolves, let's say your object has a new schema. You can insert SalesOrderV2 objects without any
# changes to the database tier.
sales_order2 = get_sales_order_v2("SalesOrder2")
await container.create_item(body=sales_order2)
async def read_mh_item(container, doc_id, pk):
print('\n2.2 Reading Item by Multi Hash Partition Key\n')
# Note that Reads require a partition key to be specified.
response = await container.read_item(item=doc_id, partition_key=pk)
print('Item read by Partition Key {0}'.format(pk))
print('Account Number: {0}'.format(response.get('account_number')))
print('Purchase Order Number: {0}'.format(response.get('purchase_order_number')))
async def query_mh_items(container, pk):
print('\n2.3 Querying for an Item by Multi Hash Partition Key\n')
query_items_response = container.query_items(
query="SELECT * FROM r WHERE r.account_number=@account_number and r.purchase_order_number=@purchase_order_number",
parameters=[
{"name": "@account_number", "value": pk[0]},
{"name": "@purchase_order_number", "value": pk[1]}
]
)
items = [item async for item in query_items_response]
print('Account Number: {0}'.format(items[0].get('account_number')))
print('Purchase Order Number: {0}'.format(items[0].get('purchase_order_number')))
async def replace_mh_item(container, doc_id, pk):
print('\n2.4 Replace an Item with Multi Hash Partition Key\n')
read_item = await container.read_item(item=doc_id, partition_key=pk)
read_item['subtotal'] = read_item['subtotal'] + 1
response = await container.replace_item(item=read_item, body=read_item)
print('Replaced Item\'s Account Number is {0}, Purchase Order Number is {1}, new subtotal={2}'.format(
response['account_number'], response['purchase_order_number'], response['subtotal']))
async def upsert_mh_item(container, doc_id, pk):
print('\n2.5 Upserting an item with Multi Hash Partition Key\n')
read_item = await container.read_item(item=doc_id, partition_key=pk)
read_item['subtotal'] = read_item['subtotal'] + 1
response = await container.upsert_item(body=read_item)
print('Replaced Item\'s Account Number is {0}, Purchase Order Number is {1}, new subtotal={2}'.format(
response['account_number'], response['purchase_order_number'], response['subtotal']))
async def patch_mh_item(container, doc_id, pk):
print('\n2.6 Patching Item by Multi Hash Partition Key\n')
operations = [
{"op": "add", "path": "/favorite_color", "value": "red"},
{"op": "remove", "path": "/ttl"},
{"op": "replace", "path": "/tax_amount", "value": 14},
{"op": "set", "path": "/items/0/discount", "value": 20.0512},
{"op": "incr", "path": "/total_due", "value": 5},
{"op": "move", "from": "/freight", "path": "/service_addition"}
]
response = await container.patch_item(item=doc_id, partition_key=pk, patch_operations=operations)
print('Patched Item\'s Id is {0}, new path favorite color={1}, removed path ttl={2}, replaced path tax_amount={3},'
' set path for item at index 0 of discount={4}, increase in path total_due, new total_due={5}, move from path freight={6}'
' to path service_addition={7}'.format(response["id"], response["favorite_color"], response.get("ttl"),
response["tax_amount"], response["items"][0].get("discount"),
response["total_due"], response.get("freight"),
response["service_addition"]))
async def delete_mh_item(container, doc_id, pk):
print('\n2.7 Deleting Item by Multi Hash Partition Key\n')
response = await container.delete_item(item=doc_id, partition_key=pk)
print('Deleted item\'s Account Number is {0} Purchase Order Number is {1}'.format(pk[0], pk[1]))
async def delete_all_items_by_partition_key_mh(db, partitionkey):
print('\n2.8 Deleting all Items by Partition Key Multi Hash\n')
# A container with a partition key that is different from id is needed
container = await db.create_container_if_not_exists(id="Partition Key Delete Container Multi Hash",
partition_key=PartitionKey(path=['/id', '/company'],
kind='MultiHash'))
sales_order_company_A1 = get_sales_order(partitionkey[0])
sales_order_company_A1["company"] = partitionkey[1]
await container.upsert_item(sales_order_company_A1)
print("\nUpserted Item is {} with Partition Key: {}".format(sales_order_company_A1["id"], partitionkey))
sales_order_company_A2 = get_sales_order(partitionkey[0])
sales_order_company_A2["company"] = partitionkey[1]
await container.upsert_item(sales_order_company_A2)
print("\nUpserted Item is {} with Partition Key: {}".format(sales_order_company_A2["id"], partitionkey))
sales_order_company_B1 = get_sales_order("SalesOrderCompanyB1")
sales_order_company_B1["company"] = "companyB"
await container.upsert_item(sales_order_company_B1)
print("\nUpserted Item is {} with Partition Key: {}".format(sales_order_company_B1["id"], "companyB"))
item_list = [item async for item in container.read_all_items()]
print('Found {0} items'.format(item_list.__len__()))
for doc in item_list:
print('Item Id: {0}; Partition Key: {1}'.format(doc.get('id'), doc.get("company")))
print("\nDelete all items for Partition Key: {}\n".format(partitionkey))
await container.delete_all_items_by_partition_key(partitionkey)
item_list = [item async for item in container.read_all_items()]
print('Found {0} items'.format(item_list.__len__()))
for doc in item_list:
print('Item Id: {0}; Partition Key: {1}'.format(doc.get('id'), doc.get("company")))
async def query_items_with_continuation_token_size_limit(container, doc_id):
print('\n2.9 Query Items With Continuation Token Size Limit.\n')
size_limit_in_kb = 8
sales_order = get_sales_order(doc_id)
await container.create_item(body=sales_order)
# set continuation_token_limit to 8 to limit size to 8KB
items = container.query_items(
query="SELECT * FROM r",
partition_key=doc_id,
continuation_token_limit=size_limit_in_kb
)
print('Continuation Token size has been limited to {}KB.'.format(size_limit_in_kb))
def get_sales_order(item_id):
order1 = {'id': item_id,
'account_number': 'Account1',
'purchase_order_number': 'PO18009186470',
'order_date': datetime.date(2005, 1, 10).strftime('%c'),
'subtotal': 419.4589,
'tax_amount': 12.5838,
'freight': 472.3108,
'total_due': 985.018,
'items': [
{'order_qty': 1,
'product_id': 100,
'unit_price': 418.4589,
'line_price': 418.4589
}
],
'ttl': 60 * 60 * 24 * 30
}
return order1
def get_sales_order_v2(item_id):
# notice new fields have been added to the sales order
order2 = {'id': item_id,
'account_number': 'Account2',
'purchase_order_number': 'PO15428132599',
'order_date': datetime.date(2005, 7, 11).strftime('%c'),
'due_date': datetime.date(2005, 7, 21).strftime('%c'),
'shipped_date': datetime.date(2005, 7, 15).strftime('%c'),
'subtotal': 6107.0820,
'tax_amount': 586.1203,
'freight': 183.1626,
'discount_amt': 1982.872,
'total_due': 4893.3929,
'items': [
{'order_qty': 3,
'product_code': 'A-123', # notice how in item details we no longer reference a ProductId
'product_name': 'Product 1', # instead we have decided to denormalise our schema and include
'currency_symbol': '$', # the Product details relevant to the Order on to the Order directly
'currency_code': 'USD', # this is a typical refactor that happens in the course of an application
'unit_price': 17.1, # that would have previously required schema changes and data migrations etc.
'line_price': 5.7
}
],
'ttl': 60 * 60 * 24 * 30
}
return order2
async def run_sample():
async with CosmosClient(HOST, {'masterKey': MASTER_KEY}) as client:
try:
# setup database for this sample
db = await client.create_database_if_not_exists(id=DATABASE_ID)
# setup container for this sample
container = await db.create_container_if_not_exists(id=CONTAINER_ID,
partition_key=PartitionKey(path='/id', kind='Hash'))
print('Container with id \'{0}\' created'.format(CONTAINER_ID))
await create_items(container)
await read_item(container, 'SalesOrder1')
await read_items(container)
await query_items(container, 'SalesOrder1')
await query_items_with_continuation_token(container)
await replace_item(container, 'SalesOrder1')
await replace_item_using_etags(container, 'SalesOrder1')
await upsert_item(container, 'SalesOrder1')
await conditional_patch_item(container, 'SalesOrder1')
await patch_item(container, 'SalesOrder1')
await delete_item(container, 'SalesOrder1')
await delete_all_items_by_partition_key(db, "CompanyA")
await query_items_with_continuation_token_size_limit(container, 'SalesOrder1')
# setup MultiHash samples
container_multi_hash = await db.create_container_if_not_exists(id=CONTAINER_MH_ID,
partition_key=PartitionKey(
path=['/account_number',
'/purchase_order_number'],
kind="MultiHash"))
await create_mh_items(container_multi_hash)
await read_mh_item(container_multi_hash, 'SalesOrder1', ['Account1', 'PO18009186470'])
await query_mh_items(container_multi_hash, ['Account1', 'PO18009186470'])
await replace_mh_item(container_multi_hash, 'SalesOrder1', ['Account1', 'PO18009186470'])
await upsert_mh_item(container_multi_hash, 'SalesOrder1', ['Account1', 'PO18009186470'])
await patch_mh_item(container_multi_hash, 'SalesOrder1', ['Account1', 'PO18009186470'])
await delete_mh_item(container_multi_hash, 'SalesOrder1', ['Account1', 'PO18009186470'])
await delete_all_items_by_partition_key_mh(db, ["SalesOrderCompany", "CompanyA"])
# cleanup database after sample
try:
await client.delete_database(db)
except exceptions.CosmosResourceNotFoundError:
pass
except exceptions.CosmosHttpResponseError as e:
print('\nrun_sample has caught an error. {0}'.format(e.message))
finally:
print("\nrun_sample done")
if __name__ == '__main__':
asyncio.run(run_sample())
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