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azure-cosmos-py

Azure Cosmos DB SDK for Python (NoSQL API). Use for document CRUD, queries, containers, and globally distributed data. Triggers: "cosmos db", "CosmosClient", "container", "document", "NoSQL", "partition key".

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集成工具Azure

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包含的文件(5)

  • SKILL.md7.1 KB
  • references/acceptance-criteria.md6.6 KB
  • references/partitioning.md10.3 KB
  • references/query-patterns.md10.6 KB
  • scripts/setup_cosmos_container.py10.1 KB

SKILL.md(原文)

安装前可以查看交给 AI 代理的指令内容。

Azure Cosmos DB SDK for Python

Client library for Azure Cosmos DB NoSQL API — globally distributed, multi-model database.

Installation

pip install azure-cosmos azure-identity

Environment Variables

COSMOS_ENDPOINT=https://<account>.documents.azure.com:443/
COSMOS_DATABASE=mydb
COSMOS_CONTAINER=mycontainer

Authentication

from azure.identity import DefaultAzureCredential
from azure.cosmos import CosmosClient

credential = DefaultAzureCredential()
endpoint = "https://<account>.documents.azure.com:443/"

client = CosmosClient(url=endpoint, credential=credential)

Client Hierarchy

ClientPurposeGet From
CosmosClientAccount-level operationsDirect instantiation
DatabaseProxyDatabase operationsclient.get_database_client()
ContainerProxyContainer/item operationsdatabase.get_container_client()

Core Workflow

Setup Database and Container

# Get or create database
database = client.create_database_if_not_exists(id="mydb")

# Get or create container with partition key
container = database.create_container_if_not_exists(
    id="mycontainer",
    partition_key=PartitionKey(path="/category")
)

# Get existing
database = client.get_database_client("mydb")
container = database.get_container_client("mycontainer")

Create Item

item = {
    "id": "item-001",           # Required: unique within partition
    "category": "electronics",   # Partition key value
    "name": "Laptop",
    "price": 999.99,
    "tags": ["computer", "portable"]
}

created = container.create_item(body=item)
print(f"Created: {created['id']}")

Read Item

# Read requires id AND partition key
item = container.read_item(
    item="item-001",
    partition_key="electronics"
)
print(f"Name: {item['name']}")

Update Item (Replace)

item = container.read_item(item="item-001", partition_key="electronics")
item["price"] = 899.99
item["on_sale"] = True

updated = container.replace_item(item=item["id"], body=item)

Upsert Item

# Create if not exists, replace if exists
item = {
    "id": "item-002",
    "category": "electronics",
    "name": "Tablet",
    "price": 499.99
}

result = container.upsert_item(body=item)

Delete Item

container.delete_item(
    item="item-001",
    partition_key="electronics"
)

Queries

Basic Query

# Query within a partition (efficient)
query = "SELECT * FROM c WHERE c.price < @max_price"
items = container.query_items(
    query=query,
    parameters=[{"name": "@max_price", "value": 500}],
    partition_key="electronics"
)

for item in items:
    print(f"{item['name']}: ${item['price']}")

Cross-Partition Query

# Cross-partition (more expensive, use sparingly)
query = "SELECT * FROM c WHERE c.price < @max_price"
items = container.query_items(
    query=query,
    parameters=[{"name": "@max_price", "value": 500}],
    enable_cross_partition_query=True
)

for item in items:
    print(item)

Query with Projection

query = "SELECT c.id, c.name, c.price FROM c WHERE c.category = @category"
items = container.query_items(
    query=query,
    parameters=[{"name": "@category", "value": "electronics"}],
    partition_key="electronics"
)

Read All Items

# Read all in a partition
items = container.read_all_items()  # Cross-partition
# Or with partition key
items = container.query_items(
    query="SELECT * FROM c",
    partition_key="electronics"
)

Partition Keys

Critical: Always include partition key for efficient operations.

from azure.cosmos import PartitionKey

# Single partition key
container = database.create_container_if_not_exists(
    id="orders",
    partition_key=PartitionKey(path="/customer_id")
)

# Hierarchical partition key (preview)
container = database.create_container_if_not_exists(
    id="events",
    partition_key=PartitionKey(path=["/tenant_id", "/user_id"])
)

Throughput

# Create container with provisioned throughput
container = database.create_container_if_not_exists(
    id="mycontainer",
    partition_key=PartitionKey(path="/pk"),
    offer_throughput=400  # RU/s
)

# Read current throughput
offer = container.read_offer()
print(f"Throughput: {offer.offer_throughput} RU/s")

# Update throughput
container.replace_throughput(throughput=1000)

Async Client

from azure.cosmos.aio import CosmosClient
from azure.identity.aio import DefaultAzureCredential

async def cosmos_operations():
    credential = DefaultAzureCredential()
    
    async with CosmosClient(endpoint, credential=credential) as client:
        database = client.get_database_client("mydb")
        container = database.get_container_client("mycontainer")
        
        # Create
        await container.create_item(body={"id": "1", "pk": "test"})
        
        # Read
        item = await container.read_item(item="1", partition_key="test")
        
        # Query
        async for item in container.query_items(
            query="SELECT * FROM c",
            partition_key="test"
        ):
            print(item)

import asyncio
asyncio.run(cosmos_operations())

Error Handling

from azure.cosmos.exceptions import CosmosHttpResponseError

try:
    item = container.read_item(item="nonexistent", partition_key="pk")
except CosmosHttpResponseError as e:
    if e.status_code == 404:
        print("Item not found")
    elif e.status_code == 429:
        print(f"Rate limited. Retry after: {e.headers.get('x-ms-retry-after-ms')}ms")
    else:
        raise

Best Practices

  1. Always specify partition key for point reads and queries
  2. Use parameterized queries to prevent injection and improve caching
  3. Avoid cross-partition queries when possible
  4. Use upsert_item for idempotent writes
  5. Use async client for high-throughput scenarios
  6. Design partition key for even data distribution
  7. Use read_item instead of query for single document retrieval

Reference Files

FileContents
references/partitioning.mdPartition key strategies, hierarchical keys, hot partition detection and mitigation
references/query-patterns.mdQuery optimization, aggregations, pagination, transactions, change feed
scripts/setup_cosmos_container.pyCLI tool for creating containers with partitioning, throughput, and indexing

When to Use

Azure Cosmos DB SDK for Python (NoSQL API). Use for document CRUD, queries, containers, and globally distributed data.

Covers: Azure Cosmos DB SDK for Python, Environment Variables, Authentication, Client Hierarchy, Setup Database and Container.

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