|
| 1 | +# tests/llm_translation/test_base_aws_llm.py |
| 2 | +import os |
| 3 | +import json |
| 4 | +import pytest |
| 5 | +from unittest.mock import patch |
| 6 | +from botocore.credentials import Credentials |
| 7 | +import sys |
| 8 | + |
| 9 | +sys.path.insert( |
| 10 | + 0, os.path.abspath("../..") |
| 11 | +) # Adds the parent directory to the system path |
| 12 | + |
| 13 | +import litellm |
| 14 | +from litellm.llms.custom_httpx.http_handler import HTTPHandler |
| 15 | +from unittest.mock import Mock |
| 16 | +from litellm.llms.bedrock.base_aws_llm import BaseAWSLLM |
| 17 | + |
| 18 | +import json |
| 19 | +import pytest |
| 20 | +from unittest.mock import patch, Mock |
| 21 | + |
| 22 | +import litellm |
| 23 | +from litellm.llms.custom_httpx.http_handler import HTTPHandler |
| 24 | +from litellm.llms.bedrock.base_aws_llm import BaseAWSLLM |
| 25 | + |
| 26 | + |
| 27 | +def test_bedrock_completion_with_region_name(): |
| 28 | + litellm._turn_on_debug() |
| 29 | + client = HTTPHandler() |
| 30 | + |
| 31 | + with patch.object(client, "post") as mock_post: |
| 32 | + mock_response = Mock() |
| 33 | + # Construct a response similar to our other tests. |
| 34 | + mock_response.text = json.dumps( |
| 35 | + { |
| 36 | + "response_id": "379ed018/60744aff-e741-4aad-bd10-74639a4ade79", |
| 37 | + "text": "Hello! How's it going? I hope you're having a fantastic day!", |
| 38 | + "generation_id": "38709bb9-f20f-42d9-9c61-13a73b7bbc12", |
| 39 | + "chat_history": [ |
| 40 | + {"role": "USER", "message": "Hello, world!"}, |
| 41 | + { |
| 42 | + "role": "CHATBOT", |
| 43 | + "message": "Hello! How's it going? I hope you're having a fantastic day!", |
| 44 | + }, |
| 45 | + ], |
| 46 | + "finish_reason": "COMPLETE", |
| 47 | + } |
| 48 | + ) |
| 49 | + mock_response.status_code = 200 |
| 50 | + mock_response.headers = {"Content-Type": "application/json"} |
| 51 | + mock_response.json = lambda: json.loads(mock_response.text) |
| 52 | + mock_post.return_value = mock_response |
| 53 | + |
| 54 | + # Pass the client so that the HTTP call will be intercepted. |
| 55 | + response = litellm.completion( |
| 56 | + model="cohere.command-r-v1:0", |
| 57 | + messages=[{"role": "user", "content": "Hello, world!"}], |
| 58 | + aws_region_name="us-west-12", |
| 59 | + client=client, |
| 60 | + ) |
| 61 | + |
| 62 | + # Ensure our post method has been called. |
| 63 | + mock_post.assert_called_once() |
| 64 | + |
| 65 | + assert ( |
| 66 | + mock_post.call_args.kwargs["url"] |
| 67 | + == "https://bedrock-runtime.us-west-12.amazonaws.com/model/cohere.command-r-v1:0/invoke" |
| 68 | + ) |
| 69 | + assert ( |
| 70 | + mock_post.call_args.kwargs["data"] |
| 71 | + == '{"message": "Hello, world!", "chat_history": []}' |
| 72 | + ) |
| 73 | + |
| 74 | + # Print the URL and body of the HTTP request. |
| 75 | + # assert request was signed with the correct region |
| 76 | + _authorization_header = mock_post.call_args.kwargs["headers"]["Authorization"] |
| 77 | + import re |
| 78 | + |
| 79 | + # Ensure the authorization header contains the exact region segment "us-west-12/bedrock/aws4_request" |
| 80 | + pattern = r"us-west-12/bedrock/aws4_request" |
| 81 | + assert re.search(pattern, _authorization_header) is not None |
| 82 | + |
| 83 | + |
| 84 | +def test_bedrock_completion_with_dynamic_authentication_params(): |
| 85 | + litellm._turn_on_debug() |
| 86 | + client = HTTPHandler() |
| 87 | + |
| 88 | + with patch.object(client, "post") as mock_post: |
| 89 | + mock_response = Mock() |
| 90 | + # Construct a response similar to our other tests. |
| 91 | + mock_response.text = json.dumps( |
| 92 | + { |
| 93 | + "response_id": "379ed018/60744aff-e741-4aad-bd10-74639a4ade79", |
| 94 | + "text": "Hello! How's it going? I hope you're having a fantastic day!", |
| 95 | + "generation_id": "38709bb9-f20f-42d9-9c61-13a73b7bbc12", |
| 96 | + "chat_history": [ |
| 97 | + {"role": "USER", "message": "Hello, world!"}, |
| 98 | + { |
| 99 | + "role": "CHATBOT", |
| 100 | + "message": "Hello! How's it going? I hope you're having a fantastic day!", |
| 101 | + }, |
| 102 | + ], |
| 103 | + "finish_reason": "COMPLETE", |
| 104 | + } |
| 105 | + ) |
| 106 | + mock_response.status_code = 200 |
| 107 | + mock_response.headers = {"Content-Type": "application/json"} |
| 108 | + mock_response.json = lambda: json.loads(mock_response.text) |
| 109 | + mock_post.return_value = mock_response |
| 110 | + |
| 111 | + # Pass the client so that the HTTP call will be intercepted. |
| 112 | + response = litellm.completion( |
| 113 | + model="cohere.command-r-v1:0", |
| 114 | + messages=[{"role": "user", "content": "Hello, world!"}], |
| 115 | + aws_access_key_id="dynamically_generated_access_key_id", |
| 116 | + aws_secret_access_key="dynamically_generated_secret_access_key", |
| 117 | + client=client, |
| 118 | + ) |
| 119 | + |
| 120 | + # Ensure our post method has been called. |
| 121 | + mock_post.assert_called_once() |
| 122 | + import re |
| 123 | + |
| 124 | + # Get authorization header |
| 125 | + _authorization_header = mock_post.call_args.kwargs["headers"]["Authorization"] |
| 126 | + |
| 127 | + # Check for exact credential pattern |
| 128 | + pattern = r"AWS4-HMAC-SHA256 Credential=dynamically_generated_access_key_id/\d{8}/[a-z0-9-]+/bedrock/aws4_request" |
| 129 | + assert re.search(pattern, _authorization_header) is not None |
| 130 | + |
| 131 | + |
| 132 | +def test_bedrock_completion_with_dynamic_bedrock_runtime_endpoint(): |
| 133 | + litellm._turn_on_debug() |
| 134 | + client = HTTPHandler() |
| 135 | + |
| 136 | + with patch.object(client, "post") as mock_post: |
| 137 | + mock_response = Mock() |
| 138 | + # Construct a response similar to our other tests. |
| 139 | + mock_response.text = json.dumps( |
| 140 | + { |
| 141 | + "response_id": "379ed018/60744aff-e741-4aad-bd10-74639a4ade79", |
| 142 | + "text": "Hello! How's it going? I hope you're having a fantastic day!", |
| 143 | + "generation_id": "38709bb9-f20f-42d9-9c61-13a73b7bbc12", |
| 144 | + "chat_history": [ |
| 145 | + {"role": "USER", "message": "Hello, world!"}, |
| 146 | + { |
| 147 | + "role": "CHATBOT", |
| 148 | + "message": "Hello! How's it going? I hope you're having a fantastic day!", |
| 149 | + }, |
| 150 | + ], |
| 151 | + "finish_reason": "COMPLETE", |
| 152 | + } |
| 153 | + ) |
| 154 | + mock_response.status_code = 200 |
| 155 | + mock_response.headers = {"Content-Type": "application/json"} |
| 156 | + mock_response.json = lambda: json.loads(mock_response.text) |
| 157 | + mock_post.return_value = mock_response |
| 158 | + |
| 159 | + # Pass the client so that the HTTP call will be intercepted. |
| 160 | + response = litellm.completion( |
| 161 | + model="cohere.command-r-v1:0", |
| 162 | + messages=[{"role": "user", "content": "Hello, world!"}], |
| 163 | + aws_bedrock_runtime_endpoint="https://my-fake-endpoint.com", |
| 164 | + client=client, |
| 165 | + ) |
| 166 | + |
| 167 | + # Ensure our post method has been called. |
| 168 | + mock_post.assert_called_once() |
| 169 | + assert ( |
| 170 | + mock_post.call_args.kwargs["url"] |
| 171 | + == "https://my-fake-endpoint.com/model/cohere.command-r-v1:0/invoke" |
| 172 | + ) |
| 173 | + |
| 174 | + |
| 175 | +# ------------------------------------------------------------------------------ |
| 176 | +# A dummy credentials object to return from get_credentials. |
| 177 | +# (It must have attributes so that SigV4Auth.add_auth doesn't break.) |
| 178 | +# ------------------------------------------------------------------------------ |
| 179 | +class DummyCredentials: |
| 180 | + access_key = "dummy_access" |
| 181 | + secret_key = "dummy_secret" |
| 182 | + token = "dummy_token" |
| 183 | + |
| 184 | + |
| 185 | +# ------------------------------------------------------------------------------ |
| 186 | +# This test makes sure that a given dynamic parameter is passed into the call |
| 187 | +# to BaseAWSLLM.get_credentials. (Some dynamic params—for example aws_region_name |
| 188 | +# or aws_bedrock_runtime_endpoint—are already covered by other tests.) |
| 189 | +# ------------------------------------------------------------------------------ |
| 190 | +@pytest.mark.parametrize( |
| 191 | + "model", |
| 192 | + [ |
| 193 | + "bedrock/converse/cohere.command-r-v1:0", |
| 194 | + "cohere.command-r-v1:0", |
| 195 | + "bedrock/cohere.command-r-v1:0", |
| 196 | + "bedrock/invoke/cohere.command-r-v1:0", |
| 197 | + ], |
| 198 | +) |
| 199 | +@pytest.mark.parametrize( |
| 200 | + "param_name, param_value", |
| 201 | + [ |
| 202 | + ("aws_session_token", "dummy_session_token"), |
| 203 | + ("aws_session_name", "dummy_session_name"), |
| 204 | + ("aws_profile_name", "dummy_profile_name"), |
| 205 | + ("aws_role_name", "dummy_role_name"), |
| 206 | + ("aws_web_identity_token", "dummy_web_identity_token"), |
| 207 | + ("aws_sts_endpoint", "dummy_sts_endpoint"), |
| 208 | + ], |
| 209 | +) |
| 210 | +def test_dynamic_aws_params_propagation(model, param_name, param_value): |
| 211 | + """ |
| 212 | + When passed to litellm.completion, each dynamic AWS authentication parameter |
| 213 | + should propagate down to the get_credentials() call in BaseAWSLLM. |
| 214 | +
|
| 215 | + Also tests different model parameter values. |
| 216 | + """ |
| 217 | + client = HTTPHandler() |
| 218 | + |
| 219 | + # Base parameters required for the completion call. |
| 220 | + # (We include aws_access_key_id and aws_secret_access_key so that the correct auth |
| 221 | + # branch in get_credentials() is reached.) |
| 222 | + base_params = { |
| 223 | + "model": model, |
| 224 | + "messages": [{"role": "user", "content": "Hello, world!"}], |
| 225 | + "aws_access_key_id": "dummy_access", |
| 226 | + "aws_secret_access_key": "dummy_secret", |
| 227 | + "client": client, |
| 228 | + } |
| 229 | + # For parameters such as aws_role_name or aws_web_identity_token a session name is required. |
| 230 | + if param_name in ("aws_role_name", "aws_web_identity_token"): |
| 231 | + base_params["aws_session_name"] = "dummy_session_name" |
| 232 | + if param_name == "aws_web_identity_token": |
| 233 | + # The web identity branch also requires a role name. |
| 234 | + base_params["aws_role_name"] = "dummy_role_name" |
| 235 | + # Inject the dynamic parameter under test. |
| 236 | + base_params[param_name] = param_value |
| 237 | + |
| 238 | + # Patch SigV4Auth in the signing (so that no actual signing is done). |
| 239 | + with patch("botocore.auth.SigV4Auth", autospec=True) as mock_sigv4: |
| 240 | + instance = mock_sigv4.return_value |
| 241 | + instance.add_auth.return_value = None |
| 242 | + |
| 243 | + # Patch BaseAWSLLM.get_credentials so that we can capture its kwargs. |
| 244 | + def dummy_get_credentials(**kwargs): |
| 245 | + dummy_get_credentials.called_kwargs = kwargs # type: ignore[attr-defined] |
| 246 | + return DummyCredentials() |
| 247 | + |
| 248 | + with patch.object( |
| 249 | + BaseAWSLLM, "get_credentials", side_effect=dummy_get_credentials |
| 250 | + ): |
| 251 | + # Patch the HTTP client's post method to avoid an actual HTTP call. |
| 252 | + with patch.object(client, "post") as mock_post: |
| 253 | + mock_response = Mock() |
| 254 | + mock_response.text = json.dumps( |
| 255 | + { |
| 256 | + "response_id": "dummy_response", |
| 257 | + "text": "Hello! world", |
| 258 | + "generation_id": "dummy_gen", |
| 259 | + "chat_history": [], |
| 260 | + "finish_reason": "COMPLETE", |
| 261 | + } |
| 262 | + ) |
| 263 | + if "converse" in model: |
| 264 | + mock_response.text = json.dumps( |
| 265 | + { |
| 266 | + "output": { |
| 267 | + "message": { |
| 268 | + "role": "assistant", |
| 269 | + "content": [{"text": "Here's a joke..."}], |
| 270 | + } |
| 271 | + }, |
| 272 | + "usage": { |
| 273 | + "inputTokens": 12, |
| 274 | + "outputTokens": 6, |
| 275 | + "totalTokens": 18, |
| 276 | + }, |
| 277 | + "stopReason": "stop", |
| 278 | + } |
| 279 | + ) |
| 280 | + |
| 281 | + mock_response.status_code = 200 |
| 282 | + mock_response.headers = {"Content-Type": "application/json"} |
| 283 | + mock_response.json = lambda: json.loads(mock_response.text) |
| 284 | + mock_post.return_value = mock_response |
| 285 | + |
| 286 | + # Call litellm.completion with our base & dynamic parameters. |
| 287 | + litellm.completion(**base_params) |
| 288 | + |
| 289 | + print( |
| 290 | + "get_credentials.called_kwargs", |
| 291 | + json.dumps(dummy_get_credentials.called_kwargs, indent=4), |
| 292 | + ) |
| 293 | + |
| 294 | + # We now assert that get_credentials() was called with the dynamic param. |
| 295 | + assert ( |
| 296 | + dummy_get_credentials.called_kwargs.get(param_name) == param_value |
| 297 | + ) |
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