|
| 1 | +"""Unit tests for dynamic system prompt middleware with SystemMessage support. |
| 2 | +
|
| 3 | +These tests replicate the functionality from langchainjs PR #9459: |
| 4 | +- Middleware accepting functions that return SystemMessage |
| 5 | +- Error handling for invalid return types |
| 6 | +""" |
| 7 | + |
| 8 | +from typing import cast |
| 9 | + |
| 10 | +import pytest |
| 11 | +from langchain_core.language_models.fake_chat_models import GenericFakeChatModel |
| 12 | +from langchain_core.messages import AIMessage, HumanMessage, SystemMessage |
| 13 | +from langgraph.runtime import Runtime |
| 14 | + |
| 15 | +from langchain.agents.middleware.types import ModelRequest, ModelResponse |
| 16 | + |
| 17 | + |
| 18 | +def _fake_runtime(context: dict | None = None) -> Runtime: |
| 19 | + """Create a fake runtime with optional context.""" |
| 20 | + if context: |
| 21 | + # Create a simple object with context |
| 22 | + class FakeRuntime: |
| 23 | + def __init__(self): |
| 24 | + self.context = type("Context", (), context)() |
| 25 | + |
| 26 | + return cast(Runtime, FakeRuntime()) |
| 27 | + return cast(Runtime, object()) |
| 28 | + |
| 29 | + |
| 30 | +def _make_request( |
| 31 | + system_message: SystemMessage | None = None, |
| 32 | + system_prompt: str | None = None, |
| 33 | +) -> ModelRequest: |
| 34 | + """Create a minimal ModelRequest for testing.""" |
| 35 | + model = GenericFakeChatModel(messages=iter([AIMessage(content="response")])) |
| 36 | + return ModelRequest( |
| 37 | + model=model, |
| 38 | + system_message=system_message, |
| 39 | + system_prompt=system_prompt, |
| 40 | + messages=[], |
| 41 | + tool_choice=None, |
| 42 | + tools=[], |
| 43 | + response_format=None, |
| 44 | + state=cast("AgentState", {"messages": []}), # type: ignore[name-defined] |
| 45 | + runtime=_fake_runtime(), |
| 46 | + model_settings={}, |
| 47 | + ) |
| 48 | + |
| 49 | + |
| 50 | +class TestDynamicSystemPromptWithSystemMessage: |
| 51 | + """Test middleware that accepts SystemMessage return types. |
| 52 | +
|
| 53 | + These tests verify that middleware can work with SystemMessage objects, |
| 54 | + not just strings, enabling richer metadata handling. |
| 55 | + """ |
| 56 | + |
| 57 | + def test_middleware_can_return_system_message(self) -> None: |
| 58 | + """Test that middleware can return a SystemMessage instead of string. |
| 59 | +
|
| 60 | + This replicates the JS test: "should support returning a SystemMessage" |
| 61 | + """ |
| 62 | + |
| 63 | + # Create a middleware function that returns SystemMessage |
| 64 | + def dynamic_system_prompt_middleware(request: ModelRequest) -> SystemMessage: |
| 65 | + """Return a SystemMessage with dynamic content.""" |
| 66 | + region = getattr(request.runtime.context, "region", "n/a") |
| 67 | + return SystemMessage(content=f"You are a helpful assistant. Region: {region}") |
| 68 | + |
| 69 | + # Create request with runtime context |
| 70 | + runtime = _fake_runtime(context={"region": "EU"}) |
| 71 | + request = ModelRequest( |
| 72 | + model=GenericFakeChatModel(messages=iter([AIMessage(content="response")])), |
| 73 | + system_message=None, |
| 74 | + messages=[HumanMessage(content="Hello")], |
| 75 | + tool_choice=None, |
| 76 | + tools=[], |
| 77 | + response_format=None, |
| 78 | + state=cast("AgentState", {"messages": []}), # type: ignore[name-defined] |
| 79 | + runtime=runtime, |
| 80 | + model_settings={}, |
| 81 | + ) |
| 82 | + |
| 83 | + # Apply the middleware |
| 84 | + new_system_message = dynamic_system_prompt_middleware(request) |
| 85 | + |
| 86 | + # Verify the system message was created correctly |
| 87 | + assert isinstance(new_system_message, SystemMessage) |
| 88 | + assert len(new_system_message.content_blocks) == 1 |
| 89 | + assert ( |
| 90 | + new_system_message.content_blocks[0]["text"] |
| 91 | + == "You are a helpful assistant. Region: EU" |
| 92 | + ) |
| 93 | + |
| 94 | + def test_middleware_rejects_invalid_return_types(self) -> None: |
| 95 | + """Test that middleware properly validates return types. |
| 96 | +
|
| 97 | + This replicates the JS test for error handling with invalid return types. |
| 98 | + """ |
| 99 | + |
| 100 | + def invalid_middleware(request: ModelRequest) -> int: |
| 101 | + """Return an invalid type (should raise error).""" |
| 102 | + return 123 |
| 103 | + |
| 104 | + request = _make_request(system_prompt="Base prompt") |
| 105 | + |
| 106 | + # The middleware should not accept non-string/non-SystemMessage types |
| 107 | + # In Python, we rely on type checking, but let's verify the behavior |
| 108 | + result = invalid_middleware(request) |
| 109 | + assert not isinstance(result, (str, SystemMessage)) |
| 110 | + # In a real implementation, this would be caught by type checking or runtime validation |
| 111 | + |
| 112 | + def test_middleware_can_use_system_message_with_metadata(self) -> None: |
| 113 | + """Test middleware creating SystemMessage with additional metadata.""" |
| 114 | + |
| 115 | + def metadata_middleware(request: ModelRequest) -> SystemMessage: |
| 116 | + """Return SystemMessage with metadata.""" |
| 117 | + return SystemMessage( |
| 118 | + content="You are a helpful assistant", |
| 119 | + additional_kwargs={"temperature": 0.7, "model": "gpt-4"}, |
| 120 | + response_metadata={"region": "us-east"}, |
| 121 | + ) |
| 122 | + |
| 123 | + request = _make_request() |
| 124 | + new_system_message = metadata_middleware(request) |
| 125 | + |
| 126 | + assert len(new_system_message.content_blocks) == 1 |
| 127 | + assert new_system_message.content_blocks[0]["text"] == "You are a helpful assistant" |
| 128 | + assert new_system_message.additional_kwargs == { |
| 129 | + "temperature": 0.7, |
| 130 | + "model": "gpt-4", |
| 131 | + } |
| 132 | + assert new_system_message.response_metadata == {"region": "us-east"} |
| 133 | + |
| 134 | + def test_middleware_handles_none_system_message(self) -> None: |
| 135 | + """Test middleware creating new SystemMessage when none exists.""" |
| 136 | + |
| 137 | + def create_if_none_middleware(request: ModelRequest) -> SystemMessage: |
| 138 | + """Create a system message if none exists.""" |
| 139 | + if request.system_message is None: |
| 140 | + return SystemMessage(content="Default system prompt") |
| 141 | + return request.system_message |
| 142 | + |
| 143 | + request = _make_request(system_message=None) |
| 144 | + new_system_message = create_if_none_middleware(request) |
| 145 | + |
| 146 | + assert isinstance(new_system_message, SystemMessage) |
| 147 | + assert len(new_system_message.content_blocks) == 1 |
| 148 | + assert new_system_message.content_blocks[0]["text"] == "Default system prompt" |
| 149 | + |
| 150 | + def test_middleware_with_content_blocks(self) -> None: |
| 151 | + """Test middleware creating SystemMessage with content blocks.""" |
| 152 | + |
| 153 | + def content_blocks_middleware(request: ModelRequest) -> SystemMessage: |
| 154 | + """Create SystemMessage with content blocks including cache control.""" |
| 155 | + return SystemMessage( |
| 156 | + content=[ |
| 157 | + {"type": "text", "text": "Base instructions"}, |
| 158 | + { |
| 159 | + "type": "text", |
| 160 | + "text": "Cached instructions", |
| 161 | + "cache_control": {"type": "ephemeral"}, |
| 162 | + }, |
| 163 | + ] |
| 164 | + ) |
| 165 | + |
| 166 | + request = _make_request() |
| 167 | + new_system_message = content_blocks_middleware(request) |
| 168 | + |
| 169 | + assert isinstance(new_system_message.content_blocks, list) |
| 170 | + assert len(new_system_message.content_blocks) == 2 |
| 171 | + assert new_system_message.content_blocks[0]["text"] == "Base instructions" |
| 172 | + assert new_system_message.content_blocks[1]["cache_control"] == {"type": "ephemeral"} |
| 173 | + |
| 174 | + |
| 175 | +class TestSystemMessageMiddlewareIntegration: |
| 176 | + """Test integration of SystemMessage with middleware chain.""" |
| 177 | + |
| 178 | + def test_multiple_middleware_can_modify_system_message(self) -> None: |
| 179 | + """Test that multiple middleware can modify system message in sequence.""" |
| 180 | + |
| 181 | + def first_middleware(request: ModelRequest) -> ModelRequest: |
| 182 | + """First middleware adds base system message.""" |
| 183 | + new_message = SystemMessage( |
| 184 | + content="You are an assistant.", |
| 185 | + additional_kwargs={"middleware_1": "applied"}, |
| 186 | + ) |
| 187 | + return request.override(system_message=new_message) |
| 188 | + |
| 189 | + def second_middleware(request: ModelRequest) -> ModelRequest: |
| 190 | + """Second middleware appends to system message.""" |
| 191 | + current_content = request.system_message.text |
| 192 | + new_content = current_content + " Be helpful." |
| 193 | + |
| 194 | + merged_kwargs = { |
| 195 | + **request.system_message.additional_kwargs, |
| 196 | + "middleware_2": "applied", |
| 197 | + } |
| 198 | + |
| 199 | + new_message = SystemMessage( |
| 200 | + content=new_content, |
| 201 | + additional_kwargs=merged_kwargs, |
| 202 | + ) |
| 203 | + return request.override(system_message=new_message) |
| 204 | + |
| 205 | + # Start with no system message |
| 206 | + request = _make_request(system_message=None) |
| 207 | + |
| 208 | + # Apply middleware in sequence |
| 209 | + request = first_middleware(request) |
| 210 | + assert len(request.system_message.content_blocks) == 1 |
| 211 | + assert request.system_message.content_blocks[0]["text"] == "You are an assistant." |
| 212 | + assert request.system_message.additional_kwargs["middleware_1"] == "applied" |
| 213 | + |
| 214 | + request = second_middleware(request) |
| 215 | + assert len(request.system_message.content_blocks) == 1 |
| 216 | + assert ( |
| 217 | + request.system_message.content_blocks[0]["text"] == "You are an assistant. Be helpful." |
| 218 | + ) |
| 219 | + assert request.system_message.additional_kwargs["middleware_1"] == "applied" |
| 220 | + assert request.system_message.additional_kwargs["middleware_2"] == "applied" |
| 221 | + |
| 222 | + def test_middleware_preserves_system_message_metadata(self) -> None: |
| 223 | + """Test that metadata is preserved when middleware modifies system message.""" |
| 224 | + base_message = SystemMessage( |
| 225 | + content="Base prompt", |
| 226 | + additional_kwargs={"key1": "value1", "key2": "value2"}, |
| 227 | + response_metadata={"model": "gpt-4"}, |
| 228 | + ) |
| 229 | + |
| 230 | + def preserving_middleware(request: ModelRequest) -> ModelRequest: |
| 231 | + """Middleware that preserves existing metadata.""" |
| 232 | + new_message = SystemMessage( |
| 233 | + content=request.system_message.text + " Extended.", |
| 234 | + additional_kwargs=request.system_message.additional_kwargs, |
| 235 | + response_metadata=request.system_message.response_metadata, |
| 236 | + ) |
| 237 | + return request.override(system_message=new_message) |
| 238 | + |
| 239 | + request = _make_request(system_message=base_message) |
| 240 | + new_request = preserving_middleware(request) |
| 241 | + |
| 242 | + assert len(new_request.system_message.content_blocks) == 1 |
| 243 | + assert new_request.system_message.content_blocks[0]["text"] == "Base prompt Extended." |
| 244 | + assert new_request.system_message.additional_kwargs == { |
| 245 | + "key1": "value1", |
| 246 | + "key2": "value2", |
| 247 | + } |
| 248 | + assert new_request.system_message.response_metadata == {"model": "gpt-4"} |
| 249 | + |
| 250 | + def test_backward_compatibility_with_string_system_prompt(self) -> None: |
| 251 | + """Test that middleware still works with string system prompts.""" |
| 252 | + |
| 253 | + def string_middleware(request: ModelRequest) -> ModelRequest: |
| 254 | + """Middleware using string system prompt (backward compatible).""" |
| 255 | + current_prompt = request.system_prompt or "" |
| 256 | + new_prompt = current_prompt + " Additional instructions." |
| 257 | + return request.override(system_prompt=new_prompt.strip()) |
| 258 | + |
| 259 | + request = _make_request(system_prompt="Base prompt") |
| 260 | + new_request = string_middleware(request) |
| 261 | + |
| 262 | + assert new_request.system_prompt == "Base prompt Additional instructions." |
| 263 | + # The system_prompt should be converted to SystemMessage internally |
| 264 | + assert isinstance(new_request.system_message, SystemMessage) |
| 265 | + |
| 266 | + def test_middleware_can_switch_between_string_and_system_message(self) -> None: |
| 267 | + """Test middleware can work with both string and SystemMessage. |
| 268 | +
|
| 269 | + Note: In the Python implementation, system_prompt is automatically |
| 270 | + converted to SystemMessage, so middleware always sees a SystemMessage. |
| 271 | + """ |
| 272 | + |
| 273 | + def flexible_middleware(request: ModelRequest) -> ModelRequest: |
| 274 | + """Middleware that works with both formats.""" |
| 275 | + if request.system_message: |
| 276 | + # Work with SystemMessage |
| 277 | + new_message = SystemMessage(content=request.system_message.text + " [modified]") |
| 278 | + return request.override(system_message=new_message) |
| 279 | + else: |
| 280 | + # Create new SystemMessage if none exists |
| 281 | + new_message = SystemMessage(content="[created]") |
| 282 | + return request.override(system_message=new_message) |
| 283 | + |
| 284 | + # Test with explicit SystemMessage |
| 285 | + request1 = _make_request(system_message=SystemMessage(content="Hello")) |
| 286 | + result1 = flexible_middleware(request1) |
| 287 | + assert len(result1.system_message.content_blocks) == 1 |
| 288 | + assert result1.system_message.content_blocks[0]["text"] == "Hello [modified]" |
| 289 | + |
| 290 | + # Test with string (gets converted to SystemMessage automatically) |
| 291 | + request2 = _make_request(system_prompt="Hello") |
| 292 | + result2 = flexible_middleware(request2) |
| 293 | + # String prompts are converted to SystemMessage internally |
| 294 | + assert len(result2.system_message.content_blocks) == 1 |
| 295 | + assert result2.system_message.content_blocks[0]["text"] == "Hello [modified]" |
| 296 | + |
| 297 | + # Test with None |
| 298 | + request3 = _make_request(system_message=None) |
| 299 | + result3 = flexible_middleware(request3) |
| 300 | + assert len(result3.system_message.content_blocks) == 1 |
| 301 | + assert result3.system_message.content_blocks[0]["text"] == "[created]" |
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