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import sys, os
import traceback
from dotenv import load_dotenv
load_dotenv()
import os, io
sys.path.insert(
0, os.path.abspath("../..")
) # Adds the parent directory to the system path
import pytest
import litellm
from litellm import embedding, completion, completion_cost, Timeout
from litellm import RateLimitError
# litellm.num_retries = 3
litellm.cache = None
litellm.success_callback = []
user_message = "Write a short poem about the sky"
messages = [{"content": user_message, "role": "user"}]
@pytest.fixture(autouse=True)
def reset_callbacks():
print("\npytest fixture - resetting callbacks")
litellm.success_callback = []
litellm._async_success_callback = []
litellm.failure_callback = []
litellm.callbacks = []
def test_completion_bedrock_claude_completion_auth():
print("calling bedrock claude completion params auth")
import os
aws_access_key_id = os.environ["AWS_ACCESS_KEY_ID"]
aws_secret_access_key = os.environ["AWS_SECRET_ACCESS_KEY"]
aws_region_name = os.environ["AWS_REGION_NAME"]
os.environ.pop("AWS_ACCESS_KEY_ID", None)
os.environ.pop("AWS_SECRET_ACCESS_KEY", None)
os.environ.pop("AWS_REGION_NAME", None)
try:
response = completion(
model="bedrock/anthropic.claude-instant-v1",
messages=messages,
max_tokens=10,
temperature=0.1,
aws_access_key_id=aws_access_key_id,
aws_secret_access_key=aws_secret_access_key,
aws_region_name=aws_region_name,
)
# Add any assertions here to check the response
print(response)
os.environ["AWS_ACCESS_KEY_ID"] = aws_access_key_id
os.environ["AWS_SECRET_ACCESS_KEY"] = aws_secret_access_key
os.environ["AWS_REGION_NAME"] = aws_region_name
except RateLimitError:
pass
except Exception as e:
pytest.fail(f"Error occurred: {e}")
# test_completion_bedrock_claude_completion_auth()
def test_completion_bedrock_claude_2_1_completion_auth():
print("calling bedrock claude 2.1 completion params auth")
import os
aws_access_key_id = os.environ["AWS_ACCESS_KEY_ID"]
aws_secret_access_key = os.environ["AWS_SECRET_ACCESS_KEY"]
aws_region_name = os.environ["AWS_REGION_NAME"]
os.environ.pop("AWS_ACCESS_KEY_ID", None)
os.environ.pop("AWS_SECRET_ACCESS_KEY", None)
os.environ.pop("AWS_REGION_NAME", None)
try:
response = completion(
model="bedrock/anthropic.claude-v2:1",
messages=messages,
max_tokens=10,
temperature=0.1,
aws_access_key_id=aws_access_key_id,
aws_secret_access_key=aws_secret_access_key,
aws_region_name=aws_region_name,
)
# Add any assertions here to check the response
print(response)
os.environ["AWS_ACCESS_KEY_ID"] = aws_access_key_id
os.environ["AWS_SECRET_ACCESS_KEY"] = aws_secret_access_key
os.environ["AWS_REGION_NAME"] = aws_region_name
except RateLimitError:
pass
except Exception as e:
pytest.fail(f"Error occurred: {e}")
# test_completion_bedrock_claude_2_1_completion_auth()
def test_completion_bedrock_claude_external_client_auth():
print("\ncalling bedrock claude external client auth")
import os
aws_access_key_id = os.environ["AWS_ACCESS_KEY_ID"]
aws_secret_access_key = os.environ["AWS_SECRET_ACCESS_KEY"]
aws_region_name = os.environ["AWS_REGION_NAME"]
os.environ.pop("AWS_ACCESS_KEY_ID", None)
os.environ.pop("AWS_SECRET_ACCESS_KEY", None)
os.environ.pop("AWS_REGION_NAME", None)
try:
import boto3
litellm.set_verbose = True
bedrock = boto3.client(
service_name="bedrock-runtime",
region_name=aws_region_name,
aws_access_key_id=aws_access_key_id,
aws_secret_access_key=aws_secret_access_key,
endpoint_url=f"https://bedrock-runtime.{aws_region_name}.amazonaws.com",
)
response = completion(
model="bedrock/anthropic.claude-instant-v1",
messages=messages,
max_tokens=10,
temperature=0.1,
aws_bedrock_client=bedrock,
)
# Add any assertions here to check the response
print(response)
os.environ["AWS_ACCESS_KEY_ID"] = aws_access_key_id
os.environ["AWS_SECRET_ACCESS_KEY"] = aws_secret_access_key
os.environ["AWS_REGION_NAME"] = aws_region_name
except RateLimitError:
pass
except Exception as e:
pytest.fail(f"Error occurred: {e}")
# test_completion_bedrock_claude_external_client_auth()
def test_provisioned_throughput():
try:
litellm.set_verbose = True
import botocore, json, io
import botocore.session
from botocore.stub import Stubber
bedrock_client = botocore.session.get_session().create_client(
"bedrock-runtime", region_name="us-east-1"
)
expected_params = {
"accept": "application/json",
"body": '{"prompt": "\\n\\nHuman: Hello, how are you?\\n\\nAssistant: ", '
'"max_tokens_to_sample": 256}',
"contentType": "application/json",
"modelId": "provisioned-model-arn",
}
response_from_bedrock = {
"body": io.StringIO(
json.dumps(
{
"completion": " Here is a short poem about the sky:",
"stop_reason": "max_tokens",
"stop": None,
}
)
),
"contentType": "contentType",
"ResponseMetadata": {"HTTPStatusCode": 200},
}
with Stubber(bedrock_client) as stubber:
stubber.add_response(
"invoke_model",
service_response=response_from_bedrock,
expected_params=expected_params,
)
response = litellm.completion(
model="bedrock/anthropic.claude-instant-v1",
model_id="provisioned-model-arn",
messages=[{"content": "Hello, how are you?", "role": "user"}],
aws_bedrock_client=bedrock_client,
)
print("response stubbed", response)
except Exception as e:
pytest.fail(f"Error occurred: {e}")
# test_provisioned_throughput()
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