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# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. | ||
# SPDX-License-Identifier: MIT-0 | ||
"""Helper utilities for working with Amazon Bedrock from Python notebooks""" | ||
# Python Built-Ins: | ||
import os | ||
from typing import Optional | ||
|
||
# External Dependencies: | ||
import boto3 | ||
from botocore.config import Config | ||
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def get_bedrock_client( | ||
assumed_role: Optional[str] = None, | ||
region: Optional[str] = None, | ||
runtime: Optional[bool] = True, | ||
): | ||
"""Create a boto3 client for Amazon Bedrock, with optional configuration overrides | ||
Parameters | ||
---------- | ||
assumed_role : | ||
Optional ARN of an AWS IAM role to assume for calling the Bedrock service. If not | ||
specified, the current active credentials will be used. | ||
region : | ||
Optional name of the AWS Region in which the service should be called (e.g. "us-east-1"). | ||
If not specified, AWS_REGION or AWS_DEFAULT_REGION environment variable will be used. | ||
runtime : | ||
Optional choice of getting different client to perform operations with the Amazon Bedrock service. | ||
""" | ||
if region is None: | ||
target_region = os.environ.get( | ||
"AWS_REGION", os.environ.get("AWS_DEFAULT_REGION") | ||
) | ||
else: | ||
target_region = region | ||
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print(f"Create new client\n Using region: {target_region}") | ||
session_kwargs = {"region_name": target_region} | ||
client_kwargs = {**session_kwargs} | ||
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profile_name = os.environ.get("AWS_PROFILE") | ||
if profile_name: | ||
print(f" Using profile: {profile_name}") | ||
session_kwargs["profile_name"] = profile_name | ||
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retry_config = Config( | ||
region_name=target_region, | ||
retries={ | ||
"max_attempts": 10, | ||
"mode": "standard", | ||
}, | ||
) | ||
session = boto3.Session(**session_kwargs) | ||
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if assumed_role: | ||
print(f" Using role: {assumed_role}", end="") | ||
sts = session.client("sts") | ||
response = sts.assume_role( | ||
RoleArn=str(assumed_role), RoleSessionName="langchain-llm-1" | ||
) | ||
print(" ... successful!") | ||
client_kwargs["aws_access_key_id"] = response["Credentials"]["AccessKeyId"] | ||
client_kwargs["aws_secret_access_key"] = response["Credentials"][ | ||
"SecretAccessKey" | ||
] | ||
client_kwargs["aws_session_token"] = response["Credentials"]["SessionToken"] | ||
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if runtime: | ||
service_name = "bedrock-runtime" | ||
else: | ||
service_name = "bedrock" | ||
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bedrock_client = session.client( | ||
service_name=service_name, config=retry_config, **client_kwargs | ||
) | ||
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print("boto3 Bedrock client successfully created!") | ||
print(bedrock_client._endpoint) | ||
return bedrock_client |
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# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. | ||
# SPDX-License-Identifier: MIT-0 | ||
"""General helper utilities the workshop notebooks""" | ||
# Python Built-Ins: | ||
from io import StringIO | ||
import sys | ||
import textwrap | ||
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def print_ww(*args, width: int = 100, **kwargs): | ||
"""Like print(), but wraps output to `width` characters (default 100)""" | ||
buffer = StringIO() | ||
try: | ||
_stdout = sys.stdout | ||
sys.stdout = buffer | ||
print(*args, **kwargs) | ||
output = buffer.getvalue() | ||
finally: | ||
sys.stdout = _stdout | ||
for line in output.splitlines(): | ||
print("\n".join(textwrap.wrap(line, width=width))) |
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