|
| 1 | +""" |
| 2 | +Tests for OCI streaming responses with tool calls. |
| 3 | +
|
| 4 | +This test file specifically addresses the issue where OCI API returns tool calls |
| 5 | +without required fields like 'arguments', 'id', or 'name' during streaming, |
| 6 | +causing Pydantic validation errors. |
| 7 | +
|
| 8 | +Issue: OCI API returns tool calls with incomplete structures during streaming |
| 9 | +Error: ValidationError: 1 validation error for OCIStreamChunk message.toolCalls.0.arguments Field required |
| 10 | +""" |
| 11 | +import os |
| 12 | +import sys |
| 13 | +import pytest |
| 14 | +from unittest.mock import MagicMock |
| 15 | + |
| 16 | +# Adds the parent directory to the system path |
| 17 | +sys.path.insert(0, os.path.abspath("../../../../..")) |
| 18 | + |
| 19 | +from litellm.llms.oci.chat.transformation import OCIStreamWrapper |
| 20 | +from litellm.types.utils import ModelResponseStream |
| 21 | + |
| 22 | + |
| 23 | +class TestOCIStreamingToolCalls: |
| 24 | + """Test cases for OCI streaming responses with incomplete tool call data.""" |
| 25 | + |
| 26 | + def test_stream_chunk_with_missing_arguments_field(self): |
| 27 | + """ |
| 28 | + Test that streaming chunks with tool calls missing 'arguments' field are handled. |
| 29 | +
|
| 30 | + OCI API can return tool calls in early chunks without the 'arguments' field, |
| 31 | + which should be filled with an empty string to satisfy Pydantic validation. |
| 32 | + """ |
| 33 | + # Mock streaming chunk with tool call missing 'arguments' field |
| 34 | + chunk_data = { |
| 35 | + "index": 0, |
| 36 | + "finishReason": None, |
| 37 | + "message": { |
| 38 | + "role": "ASSISTANT", |
| 39 | + "content": None, |
| 40 | + "toolCalls": [ |
| 41 | + { |
| 42 | + "type": "FUNCTION", |
| 43 | + "id": "call_abc123", |
| 44 | + "name": "get_weather" |
| 45 | + # Note: 'arguments' field is missing |
| 46 | + } |
| 47 | + ] |
| 48 | + } |
| 49 | + } |
| 50 | + |
| 51 | + wrapper = OCIStreamWrapper( |
| 52 | + completion_stream=iter([]), |
| 53 | + model="meta.llama-3.1-405b-instruct", |
| 54 | + custom_llm_provider="oci", |
| 55 | + logging_obj=MagicMock() |
| 56 | + ) |
| 57 | + |
| 58 | + # This should not raise a ValidationError |
| 59 | + result = wrapper._handle_generic_stream_chunk(chunk_data) |
| 60 | + |
| 61 | + assert isinstance(result, ModelResponseStream) |
| 62 | + assert len(result.choices) == 1 |
| 63 | + assert result.choices[0].delta.tool_calls is not None |
| 64 | + assert len(result.choices[0].delta.tool_calls) == 1 |
| 65 | + assert result.choices[0].delta.tool_calls[0]["function"]["arguments"] == "" |
| 66 | + |
| 67 | + def test_stream_chunk_with_missing_id_field(self): |
| 68 | + """ |
| 69 | + Test that streaming chunks with tool calls missing 'id' field are handled. |
| 70 | + """ |
| 71 | + chunk_data = { |
| 72 | + "index": 0, |
| 73 | + "finishReason": None, |
| 74 | + "message": { |
| 75 | + "role": "ASSISTANT", |
| 76 | + "content": None, |
| 77 | + "toolCalls": [ |
| 78 | + { |
| 79 | + "type": "FUNCTION", |
| 80 | + "name": "get_weather", |
| 81 | + "arguments": '{"location": "San Francisco"}' |
| 82 | + # Note: 'id' field is missing |
| 83 | + } |
| 84 | + ] |
| 85 | + } |
| 86 | + } |
| 87 | + |
| 88 | + wrapper = OCIStreamWrapper( |
| 89 | + completion_stream=iter([]), |
| 90 | + model="meta.llama-3.1-405b-instruct", |
| 91 | + custom_llm_provider="oci", |
| 92 | + logging_obj=MagicMock() |
| 93 | + ) |
| 94 | + |
| 95 | + result = wrapper._handle_generic_stream_chunk(chunk_data) |
| 96 | + |
| 97 | + assert isinstance(result, ModelResponseStream) |
| 98 | + assert result.choices[0].delta.tool_calls is not None |
| 99 | + assert result.choices[0].delta.tool_calls[0]["id"] == "" |
| 100 | + |
| 101 | + def test_stream_chunk_with_missing_name_field(self): |
| 102 | + """ |
| 103 | + Test that streaming chunks with tool calls missing 'name' field are handled. |
| 104 | + """ |
| 105 | + chunk_data = { |
| 106 | + "index": 0, |
| 107 | + "finishReason": None, |
| 108 | + "message": { |
| 109 | + "role": "ASSISTANT", |
| 110 | + "content": None, |
| 111 | + "toolCalls": [ |
| 112 | + { |
| 113 | + "type": "FUNCTION", |
| 114 | + "id": "call_abc123", |
| 115 | + "arguments": '{"location": "San Francisco"}' |
| 116 | + # Note: 'name' field is missing |
| 117 | + } |
| 118 | + ] |
| 119 | + } |
| 120 | + } |
| 121 | + |
| 122 | + wrapper = OCIStreamWrapper( |
| 123 | + completion_stream=iter([]), |
| 124 | + model="meta.llama-3.1-405b-instruct", |
| 125 | + custom_llm_provider="oci", |
| 126 | + logging_obj=MagicMock() |
| 127 | + ) |
| 128 | + |
| 129 | + result = wrapper._handle_generic_stream_chunk(chunk_data) |
| 130 | + |
| 131 | + assert isinstance(result, ModelResponseStream) |
| 132 | + assert result.choices[0].delta.tool_calls is not None |
| 133 | + assert result.choices[0].delta.tool_calls[0]["function"]["name"] == "" |
| 134 | + |
| 135 | + def test_stream_chunk_with_all_missing_fields(self): |
| 136 | + """ |
| 137 | + Test that streaming chunks with tool calls missing all optional fields are handled. |
| 138 | + """ |
| 139 | + chunk_data = { |
| 140 | + "index": 0, |
| 141 | + "finishReason": None, |
| 142 | + "message": { |
| 143 | + "role": "ASSISTANT", |
| 144 | + "content": None, |
| 145 | + "toolCalls": [ |
| 146 | + { |
| 147 | + "type": "FUNCTION" |
| 148 | + # All fields missing: id, name, arguments |
| 149 | + } |
| 150 | + ] |
| 151 | + } |
| 152 | + } |
| 153 | + |
| 154 | + wrapper = OCIStreamWrapper( |
| 155 | + completion_stream=iter([]), |
| 156 | + model="meta.llama-3.1-405b-instruct", |
| 157 | + custom_llm_provider="oci", |
| 158 | + logging_obj=MagicMock() |
| 159 | + ) |
| 160 | + |
| 161 | + result = wrapper._handle_generic_stream_chunk(chunk_data) |
| 162 | + |
| 163 | + assert isinstance(result, ModelResponseStream) |
| 164 | + assert result.choices[0].delta.tool_calls is not None |
| 165 | + assert result.choices[0].delta.tool_calls[0]["id"] == "" |
| 166 | + assert result.choices[0].delta.tool_calls[0]["function"]["name"] == "" |
| 167 | + assert result.choices[0].delta.tool_calls[0]["function"]["arguments"] == "" |
| 168 | + |
| 169 | + def test_stream_chunk_with_complete_tool_call(self): |
| 170 | + """ |
| 171 | + Test that streaming chunks with complete tool calls still work correctly. |
| 172 | + """ |
| 173 | + chunk_data = { |
| 174 | + "index": 0, |
| 175 | + "finishReason": None, |
| 176 | + "message": { |
| 177 | + "role": "ASSISTANT", |
| 178 | + "content": None, |
| 179 | + "toolCalls": [ |
| 180 | + { |
| 181 | + "type": "FUNCTION", |
| 182 | + "id": "call_abc123", |
| 183 | + "name": "get_weather", |
| 184 | + "arguments": '{"location": "San Francisco", "unit": "celsius"}' |
| 185 | + } |
| 186 | + ] |
| 187 | + } |
| 188 | + } |
| 189 | + |
| 190 | + wrapper = OCIStreamWrapper( |
| 191 | + completion_stream=iter([]), |
| 192 | + model="meta.llama-3.1-405b-instruct", |
| 193 | + custom_llm_provider="oci", |
| 194 | + logging_obj=MagicMock() |
| 195 | + ) |
| 196 | + |
| 197 | + result = wrapper._handle_generic_stream_chunk(chunk_data) |
| 198 | + |
| 199 | + assert isinstance(result, ModelResponseStream) |
| 200 | + assert result.choices[0].delta.tool_calls is not None |
| 201 | + assert len(result.choices[0].delta.tool_calls) == 1 |
| 202 | + assert result.choices[0].delta.tool_calls[0]["id"] == "call_abc123" |
| 203 | + assert result.choices[0].delta.tool_calls[0]["function"]["name"] == "get_weather" |
| 204 | + assert result.choices[0].delta.tool_calls[0]["function"]["arguments"] == '{"location": "San Francisco", "unit": "celsius"}' |
| 205 | + |
| 206 | + def test_stream_chunk_with_multiple_tool_calls_missing_fields(self): |
| 207 | + """ |
| 208 | + Test that streaming chunks with multiple tool calls, some with missing fields, are handled. |
| 209 | + """ |
| 210 | + chunk_data = { |
| 211 | + "index": 0, |
| 212 | + "finishReason": None, |
| 213 | + "message": { |
| 214 | + "role": "ASSISTANT", |
| 215 | + "content": None, |
| 216 | + "toolCalls": [ |
| 217 | + { |
| 218 | + "type": "FUNCTION", |
| 219 | + "id": "call_1", |
| 220 | + "name": "get_weather" |
| 221 | + # Missing arguments |
| 222 | + }, |
| 223 | + { |
| 224 | + "type": "FUNCTION", |
| 225 | + "name": "get_time", |
| 226 | + "arguments": '{"timezone": "UTC"}' |
| 227 | + # Missing id |
| 228 | + }, |
| 229 | + { |
| 230 | + "type": "FUNCTION", |
| 231 | + "id": "call_3", |
| 232 | + "name": "calculate", |
| 233 | + "arguments": '{"expression": "2+2"}' |
| 234 | + # Complete |
| 235 | + } |
| 236 | + ] |
| 237 | + } |
| 238 | + } |
| 239 | + |
| 240 | + wrapper = OCIStreamWrapper( |
| 241 | + completion_stream=iter([]), |
| 242 | + model="meta.llama-3.1-405b-instruct", |
| 243 | + custom_llm_provider="oci", |
| 244 | + logging_obj=MagicMock() |
| 245 | + ) |
| 246 | + |
| 247 | + result = wrapper._handle_generic_stream_chunk(chunk_data) |
| 248 | + |
| 249 | + assert isinstance(result, ModelResponseStream) |
| 250 | + assert result.choices[0].delta.tool_calls is not None |
| 251 | + assert len(result.choices[0].delta.tool_calls) == 3 |
| 252 | + |
| 253 | + # First tool call - missing arguments |
| 254 | + assert result.choices[0].delta.tool_calls[0]["id"] == "call_1" |
| 255 | + assert result.choices[0].delta.tool_calls[0]["function"]["name"] == "get_weather" |
| 256 | + assert result.choices[0].delta.tool_calls[0]["function"]["arguments"] == "" |
| 257 | + |
| 258 | + # Second tool call - missing id |
| 259 | + assert result.choices[0].delta.tool_calls[1]["id"] == "" |
| 260 | + assert result.choices[0].delta.tool_calls[1]["function"]["name"] == "get_time" |
| 261 | + assert result.choices[0].delta.tool_calls[1]["function"]["arguments"] == '{"timezone": "UTC"}' |
| 262 | + |
| 263 | + # Third tool call - complete |
| 264 | + assert result.choices[0].delta.tool_calls[2]["id"] == "call_3" |
| 265 | + assert result.choices[0].delta.tool_calls[2]["function"]["name"] == "calculate" |
| 266 | + assert result.choices[0].delta.tool_calls[2]["function"]["arguments"] == '{"expression": "2+2"}' |
| 267 | + |
| 268 | + def test_stream_chunk_without_tool_calls(self): |
| 269 | + """ |
| 270 | + Test that streaming chunks without tool calls continue to work as before. |
| 271 | + """ |
| 272 | + chunk_data = { |
| 273 | + "index": 0, |
| 274 | + "finishReason": None, |
| 275 | + "message": { |
| 276 | + "role": "ASSISTANT", |
| 277 | + "content": [ |
| 278 | + { |
| 279 | + "type": "TEXT", |
| 280 | + "text": "Hello, how can I help you?" |
| 281 | + } |
| 282 | + ] |
| 283 | + } |
| 284 | + } |
| 285 | + |
| 286 | + wrapper = OCIStreamWrapper( |
| 287 | + completion_stream=iter([]), |
| 288 | + model="meta.llama-3.1-405b-instruct", |
| 289 | + custom_llm_provider="oci", |
| 290 | + logging_obj=MagicMock() |
| 291 | + ) |
| 292 | + |
| 293 | + result = wrapper._handle_generic_stream_chunk(chunk_data) |
| 294 | + |
| 295 | + assert isinstance(result, ModelResponseStream) |
| 296 | + assert result.choices[0].delta.content == "Hello, how can I help you?" |
| 297 | + assert result.choices[0].delta.tool_calls is None |
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