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         | 
| 151 | 
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         | 
| 152 | 
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| 153 | 
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         | 
| 154 | 
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                        "tests/models/gemma3/test_modeling_gemma3.py::Gemma3IntegrationTest::test_model_4b_bf16"
         | 
| 155 | 
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| 156 | 
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         | 
| 157 | 
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         | 
| 158 | 
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         | 
| 159 | 
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                        "tests/models/gemma3/test_modeling_gemma3.py::Gemma3IntegrationTest::test_model_4b_bf16"
         | 
| 160 | 
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         | 
| 161 | 
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         | 
| 162 | 
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         | 
| 163 | 
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         | 
| 164 | 
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         | 
| 165 | 
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| 166 | 
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                    "multi-gpu": [
         | 
| 167 | 
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         | 
| 168 | 
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| 169 | 
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         | 
| 170 | 
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         | 
| 171 | 
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         | 
| 172 | 
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         | 
| 173 | 
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| 174 | 
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         | 
| 175 | 
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         | 
| 176 | 
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| 177 | 
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         | 
| 178 | 
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         | 
| 179 | 
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         | 
| 180 | 
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         | 
| 181 | 
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| 182 | 
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         | 
| 183 | 
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| 184 | 
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| 185 | 
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         | 
| 186 | 
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         | 
| 187 | 
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         | 
| 188 | 
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| 189 | 
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| 190 | 
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| 191 | 
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         | 
| 192 | 
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| 193 | 
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         | 
| 194 | 
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         | 
| 195 | 
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         | 
| 196 | 
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         | 
| 197 | 
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         | 
| 198 | 
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         | 
| 199 | 
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         | 
| 200 | 
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                    "multi-gpu": [
         | 
| 201 | 
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         | 
| 202 | 
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         | 
| 203 | 
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         | 
| 204 | 
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         | 
| 205 | 
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         | 
| 206 | 
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| 207 | 
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         | 
| 208 | 
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         | 
| 209 | 
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| 210 | 
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         | 
| 211 | 
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         | 
| 212 | 
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         | 
| 213 | 
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                        "tests/models/helium/test_modeling_helium.py::HeliumIntegrationTest::test_model_2b"
         | 
| 214 | 
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         | 
| 215 | 
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         | 
| 216 | 
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         | 
| 217 | 
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         | 
| 218 | 
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         | 
| 219 | 
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                        "tests/models/internvl/test_modeling_internvl.py::InternVLLlamaIntegrationTest::test_llama_small_model_integration_interleaved_images_videos"
         | 
| 220 | 
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         | 
| 221 | 
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         | 
| 222 | 
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         | 
| 223 | 
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                        "tests/models/internvl/test_modeling_internvl.py::InternVLLlamaIntegrationTest::test_llama_small_model_integration_interleaved_images_videos"
         | 
| 224 | 
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         | 
| 225 | 
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         | 
| 226 | 
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         | 
| 227 | 
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         | 
| 228 | 
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         | 
| 229 | 
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         | 
| 230 | 
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         | 
| 231 | 
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         | 
| 232 | 
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         | 
| 233 | 
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         | 
| 234 | 
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         | 
| 235 | 
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         | 
| 236 | 
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         | 
| 237 | 
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         | 
| 238 | 
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                        "tests/models/jetmoe/test_modeling_jetmoe.py::JetMoeIntegrationTest::test_model_8b_logits"
         | 
| 239 | 
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         | 
| 240 | 
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         | 
| 241 | 
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         | 
| 242 | 
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         | 
| 243 | 
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         | 
| 244 | 
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         | 
| 245 | 
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         | 
| 246 | 
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         | 
| 247 | 
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         | 
| 248 | 
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         | 
| 249 | 
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| 250 | 
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         | 
| 251 | 
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         | 
| 252 | 
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         | 
| 253 | 
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         | 
| 254 | 
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         | 
| 255 | 
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         | 
| 256 | 
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         | 
| 257 | 
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         | 
| 258 | 
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         | 
| 259 | 
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         | 
| 260 | 
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         | 
| 261 | 
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         | 
| 262 | 
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         | 
| 263 | 
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         | 
| 264 | 
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                    "multi-gpu": [
         | 
| 265 | 
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         | 
| 266 | 
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         | 
| 267 | 
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         | 
| 268 | 
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         | 
| 269 | 
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         | 
| 270 | 
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         | 
| 271 | 
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         | 
| 272 | 
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         | 
| 273 | 
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         | 
| 274 | 
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         | 
| 275 | 
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         | 
| 276 | 
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         | 
| 277 | 
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         | 
| 278 | 
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         | 
| 279 | 
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         | 
| 280 | 
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         | 
| 281 | 
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         | 
| 282 | 
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         | 
| 283 | 
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         | 
| 284 | 
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         | 
| 285 | 
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         | 
| 286 | 
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         | 
| 287 | 
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         | 
| 288 | 
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         | 
| 289 | 
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         | 
| 290 | 
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         | 
| 291 | 
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         | 
| 292 | 
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         | 
| 293 | 
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         | 
| 294 | 
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         | 
| 295 | 
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         | 
| 296 | 
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         | 
| 297 | 
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         | 
| 298 | 
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         | 
| 299 | 
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         | 
| 300 | 
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         | 
| 301 | 
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         | 
| 302 | 
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         | 
| 303 | 
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         | 
| 304 | 
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         | 
| 305 | 
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         | 
| 306 | 
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         | 
| 307 | 
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                    "single-gpu": [],
         | 
| 308 | 
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         | 
| 309 | 
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         | 
| 310 | 
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         | 
| 311 | 
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         | 
| 312 | 
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         | 
| 313 | 
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         | 
| 314 | 
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         | 
| 315 | 
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         | 
| 316 | 
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         | 
| 317 | 
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         | 
| 318 | 
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                        "tests/models/moshi/test_modeling_moshi.py::MoshiIntegrationTests::test_moshiko_greedy_unconditional_fp32"
         | 
| 319 | 
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         | 
| 320 | 
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                    "multi-gpu": []
         | 
| 321 | 
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         | 
| 322 | 
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         | 
| 323 | 
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         | 
| 324 | 
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         | 
| 325 | 
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                    ],
         | 
| 326 | 
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                    "multi-gpu": []
         | 
| 327 | 
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         | 
| 328 | 
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                "olmoe": {
         | 
| 329 | 
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                    "single-gpu": [],
         | 
| 330 | 
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                    "multi-gpu": [
         | 
| 331 | 
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         | 
| 332 | 
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                    ]
         | 
| 333 | 
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                },
         | 
| 334 | 
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                "paligemma": {
         | 
| 335 | 
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                    "single-gpu": [
         | 
| 336 | 
            +
                        "tests/models/paligemma/test_modeling_paligemma.py::PaliGemmaForConditionalGenerationIntegrationTest::test_integration_detection_bug"
         | 
| 337 | 
            +
                    ],
         | 
| 338 | 
            +
                    "multi-gpu": [
         | 
| 339 | 
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                        "tests/models/paligemma/test_modeling_paligemma.py::PaliGemmaForConditionalGenerationIntegrationTest::test_integration_detection_bug"
         | 
| 340 | 
            +
                    ]
         | 
| 341 | 
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                },
         | 
| 342 | 
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                "phi3": {
         | 
| 343 | 
            +
                    "single-gpu": [],
         | 
| 344 | 
            +
                    "multi-gpu": [
         | 
| 345 | 
            +
                        "tests/models/phi3/test_modeling_phi3.py::Phi3IntegrationTest::test_export_static_cache"
         | 
| 346 | 
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                    ]
         | 
| 347 | 
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                },
         | 
| 348 | 
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                "phi4_multimodal": {
         | 
| 349 | 
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                    "single-gpu": [
         | 
| 350 | 
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                        "tests/models/phi4_multimodal/test_modeling_phi4_multimodal.py::Phi4MultimodalIntegrationTest::test_vision_text_generation"
         | 
| 351 | 
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                    ],
         | 
| 352 | 
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                    "multi-gpu": [
         | 
| 353 | 
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                        "tests/models/phi4_multimodal/test_modeling_phi4_multimodal.py::Phi4MultimodalIntegrationTest::test_vision_text_generation"
         | 
| 354 | 
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                    ]
         | 
| 355 | 
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                },
         | 
| 356 | 
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                "phimoe": {
         | 
| 357 | 
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                    "single-gpu": [
         | 
| 358 | 
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                        "tests/models/phimoe/test_modeling_phimoe.py::PhimoeIntegrationTest::test_model_phimoe_instruct_logits",
         | 
| 359 | 
            +
                        "tests/models/phimoe/test_modeling_phimoe.py::PhimoeIntegrationTest::test_phimoe_instruct_generation"
         | 
| 360 | 
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                    ],
         | 
| 361 | 
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                    "multi-gpu": [
         | 
| 362 | 
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                        "tests/models/phimoe/test_modeling_phimoe.py::PhimoeIntegrationTest::test_model_phimoe_instruct_logits",
         | 
| 363 | 
            +
                        "tests/models/phimoe/test_modeling_phimoe.py::PhimoeIntegrationTest::test_phimoe_instruct_generation"
         | 
| 364 | 
            +
                    ]
         | 
| 365 | 
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                },
         | 
| 366 | 
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                "pixtral": {
         | 
| 367 | 
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                    "single-gpu": [
         | 
| 368 | 
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                        "tests/models/pixtral/test_modeling_pixtral.py::PixtralVisionModelModelTest::test_sdpa_can_dispatch_on_flash"
         | 
| 369 | 
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                    ],
         | 
| 370 | 
            +
                    "multi-gpu": [
         | 
| 371 | 
            +
                        "tests/models/pixtral/test_modeling_pixtral.py::PixtralVisionModelModelTest::test_sdpa_can_dispatch_on_flash"
         | 
| 372 | 
            +
                    ]
         | 
| 373 | 
            +
                },
         | 
| 374 | 
            +
                "qwen2_vl": {
         | 
| 375 | 
            +
                    "single-gpu": [],
         | 
| 376 | 
            +
                    "multi-gpu": [
         | 
| 377 | 
            +
                        "tests/models/qwen2_vl/test_modeling_qwen2_vl.py::Qwen2VLIntegrationTest::test_small_model_integration_test_batch_different_resolutions"
         | 
| 378 | 
            +
                    ]
         | 
| 379 | 
            +
                },
         | 
| 380 | 
            +
                "qwen3": {
         | 
| 381 | 
            +
                    "single-gpu": [
         | 
| 382 | 
            +
                        "tests/models/qwen3/test_modeling_qwen3.py::Qwen3IntegrationTest::test_export_static_cache"
         | 
| 383 | 
            +
                    ],
         | 
| 384 | 
            +
                    "multi-gpu": []
         | 
| 385 | 
            +
                },
         | 
| 386 | 
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                "qwen3_moe": {
         | 
| 387 | 
            +
                    "single-gpu": [],
         | 
| 388 | 
            +
                    "multi-gpu": [
         | 
| 389 | 
            +
                        "tests/models/qwen3_moe/test_modeling_qwen3_moe.py::Qwen3MoeIntegrationTest::test_model_15b_a2b_generation",
         | 
| 390 | 
            +
                        "tests/models/qwen3_moe/test_modeling_qwen3_moe.py::Qwen3MoeIntegrationTest::test_model_15b_a2b_logits",
         | 
| 391 | 
            +
                        "tests/models/qwen3_moe/test_modeling_qwen3_moe.py::Qwen3MoeIntegrationTest::test_model_15b_a2b_long_prompt_sdpa",
         | 
| 392 | 
            +
                        "tests/models/qwen3_moe/test_modeling_qwen3_moe.py::Qwen3MoeIntegrationTest::test_speculative_generation"
         | 
| 393 | 
            +
                    ]
         | 
| 394 | 
            +
                },
         | 
| 395 | 
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                "sam": {
         | 
| 396 | 
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                    "single-gpu": [
         | 
| 397 | 
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                        "tests/models/sam/test_modeling_sam.py::SamVisionModelTest::test_sdpa_can_dispatch_on_flash"
         | 
| 398 | 
            +
                    ],
         | 
| 399 | 
            +
                    "multi-gpu": [
         | 
| 400 | 
            +
                        "tests/models/sam/test_modeling_sam.py::SamVisionModelTest::test_sdpa_can_dispatch_on_flash"
         | 
| 401 | 
            +
                    ]
         | 
| 402 | 
            +
                },
         | 
| 403 | 
            +
                "sam_hq": {
         | 
| 404 | 
            +
                    "single-gpu": [
         | 
| 405 | 
            +
                        "tests/models/sam_hq/test_modeling_sam_hq.py::SamHQVisionModelTest::test_sdpa_can_dispatch_on_flash"
         | 
| 406 | 
            +
                    ],
         | 
| 407 | 
            +
                    "multi-gpu": [
         | 
| 408 | 
            +
                        "tests/models/sam_hq/test_modeling_sam_hq.py::SamHQVisionModelTest::test_sdpa_can_dispatch_on_flash"
         | 
| 409 | 
            +
                    ]
         | 
| 410 | 
            +
                },
         | 
| 411 | 
            +
                "seamless_m4t_v2": {
         | 
| 412 | 
            +
                    "single-gpu": [],
         | 
| 413 | 
            +
                    "multi-gpu": [
         | 
| 414 | 
            +
                        "tests/models/seamless_m4t_v2/test_modeling_seamless_m4t_v2.py::SeamlessM4Tv2ModelIntegrationTest::test_speech_to_speech_model",
         | 
| 415 | 
            +
                        "tests/models/seamless_m4t_v2/test_modeling_seamless_m4t_v2.py::SeamlessM4Tv2ModelIntegrationTest::test_text_to_speech_model"
         | 
| 416 | 
            +
                    ]
         | 
| 417 | 
            +
                },
         | 
| 418 | 
            +
                "segformer": {
         | 
| 419 | 
            +
                    "single-gpu": [
         | 
| 420 | 
            +
                        "tests/models/segformer/test_modeling_segformer.py::SegformerModelTest::test_batching_equivalence"
         | 
| 421 | 
            +
                    ],
         | 
| 422 | 
            +
                    "multi-gpu": [
         | 
| 423 | 
            +
                        "tests/models/segformer/test_modeling_segformer.py::SegformerModelTest::test_batching_equivalence"
         | 
| 424 | 
            +
                    ]
         | 
| 425 | 
            +
                },
         | 
| 426 | 
            +
                "speecht5": {
         | 
| 427 | 
            +
                    "single-gpu": [
         | 
| 428 | 
            +
                        "tests/models/speecht5/test_modeling_speecht5.py::SpeechT5ForTextToSpeechIntegrationTests::test_batch_generation",
         | 
| 429 | 
            +
                        "tests/models/speecht5/test_modeling_speecht5.py::SpeechT5ForTextToSpeechIntegrationTests::test_one_to_many_generation"
         | 
| 430 | 
            +
                    ],
         | 
| 431 | 
            +
                    "multi-gpu": [
         | 
| 432 | 
            +
                        "tests/models/speecht5/test_modeling_speecht5.py::SpeechT5ForTextToSpeechIntegrationTests::test_batch_generation",
         | 
| 433 | 
            +
                        "tests/models/speecht5/test_modeling_speecht5.py::SpeechT5ForTextToSpeechIntegrationTests::test_one_to_many_generation"
         | 
| 434 | 
            +
                    ]
         | 
| 435 | 
            +
                },
         | 
| 436 | 
            +
                "swin2sr": {
         | 
| 437 | 
            +
                    "single-gpu": [],
         | 
| 438 | 
            +
                    "multi-gpu": [
         | 
| 439 | 
            +
                        "tests/models/swin2sr/test_modeling_swin2sr.py::Swin2SRModelIntegrationTest::test_inference_fp16",
         | 
| 440 | 
            +
                        "tests/models/swin2sr/test_modeling_swin2sr.py::Swin2SRModelIntegrationTest::test_inference_image_super_resolution_head"
         | 
| 441 | 
            +
                    ]
         | 
| 442 | 
            +
                },
         | 
| 443 | 
            +
                "t5": {
         | 
| 444 | 
            +
                    "single-gpu": [],
         | 
| 445 | 
            +
                    "multi-gpu": [
         | 
| 446 | 
            +
                        "tests/models/t5/test_modeling_t5.py::T5ModelIntegrationTests::test_small_integration_test"
         | 
| 447 | 
            +
                    ]
         | 
| 448 | 
            +
                },
         | 
| 449 | 
            +
                "tapas": {
         | 
| 450 | 
            +
                    "single-gpu": [
         | 
| 451 | 
            +
                        "tests/models/tapas/test_modeling_tapas.py::TapasModelIntegrationTest::test_training_question_answering_head_weak_supervision"
         | 
| 452 | 
            +
                    ],
         | 
| 453 | 
            +
                    "multi-gpu": [
         | 
| 454 | 
            +
                        "tests/models/tapas/test_modeling_tapas.py::TapasModelIntegrationTest::test_training_question_answering_head_weak_supervision"
         | 
| 455 | 
            +
                    ]
         | 
| 456 | 
            +
                },
         | 
| 457 | 
            +
                "upernet": {
         | 
| 458 | 
            +
                    "single-gpu": [],
         | 
| 459 | 
            +
                    "multi-gpu": [
         | 
| 460 | 
            +
                        "tests/models/upernet/test_modeling_upernet.py::UperNetModelIntegrationTest::test_inference_swin_backbone"
         | 
| 461 | 
            +
                    ]
         | 
| 462 | 
            +
                },
         | 
| 463 | 
            +
                "vitmatte": {
         | 
| 464 | 
            +
                    "single-gpu": [
         | 
| 465 | 
            +
                        "tests/models/vitmatte/test_modeling_vitmatte.py::VitMatteModelTest::test_batching_equivalence"
         | 
| 466 | 
            +
                    ],
         | 
| 467 | 
            +
                    "multi-gpu": [
         | 
| 468 | 
            +
                        "tests/models/vitmatte/test_modeling_vitmatte.py::VitMatteModelTest::test_batching_equivalence"
         | 
| 469 | 
            +
                    ]
         | 
| 470 | 
            +
                },
         | 
| 471 | 
            +
                "vitpose": {
         | 
| 472 | 
            +
                    "single-gpu": [],
         | 
| 473 | 
            +
                    "multi-gpu": [
         | 
| 474 | 
            +
                        "tests/models/vitpose/test_modeling_vitpose.py::VitPoseModelIntegrationTest::test_batched_inference",
         | 
| 475 | 
            +
                        "tests/models/vitpose/test_modeling_vitpose.py::VitPoseModelIntegrationTest::test_inference_pose_estimation"
         | 
| 476 | 
            +
                    ]
         | 
| 477 | 
            +
                },
         | 
| 478 | 
            +
                "vjepa2": {
         | 
| 479 | 
            +
                    "single-gpu": [],
         | 
| 480 | 
            +
                    "multi-gpu": [
         | 
| 481 | 
            +
                        "tests/models/vjepa2/test_modeling_vjepa2.py::VJEPA2ModelIntegrationTest::test_video_classification"
         | 
| 482 | 
            +
                    ]
         | 
| 483 | 
            +
                },
         | 
| 484 | 
            +
                "xglm": {
         | 
| 485 | 
            +
                    "single-gpu": [],
         | 
| 486 | 
            +
                    "multi-gpu": [
         | 
| 487 | 
            +
                        "tests/models/xglm/test_modeling_xglm.py::XGLMModelLanguageGenerationTest::test_xglm_sample"
         | 
| 488 | 
            +
                    ]
         | 
| 489 | 
            +
                },
         | 
| 490 | 
            +
                "xlnet": {
         | 
| 491 | 
            +
                    "single-gpu": [
         | 
| 492 | 
            +
                        "tests/models/xlnet/test_modeling_xlnet.py::XLNetModelLanguageGenerationTest::test_lm_generate_xlnet_base_cased"
         | 
| 493 | 
            +
                    ],
         | 
| 494 | 
            +
                    "multi-gpu": [
         | 
| 495 | 
            +
                        "tests/models/xlnet/test_modeling_xlnet.py::XLNetModelLanguageGenerationTest::test_lm_generate_xlnet_base_cased"
         | 
| 496 | 
            +
                    ]
         | 
| 497 | 
            +
                },
         | 
| 498 | 
            +
                "zamba2": {
         | 
| 499 | 
            +
                    "single-gpu": [
         | 
| 500 | 
            +
                        "tests/models/zamba2/test_modeling_zamba2.py::Zamba2ModelTest::test_sdpa_can_dispatch_on_flash"
         | 
| 501 | 
            +
                    ],
         | 
| 502 | 
            +
                    "multi-gpu": [
         | 
| 503 | 
            +
                        "tests/models/zamba2/test_modeling_zamba2.py::Zamba2ModelTest::test_sdpa_can_dispatch_on_flash"
         | 
| 504 | 
            +
                    ]
         | 
| 505 | 
            +
                },
         | 
| 506 | 
            +
                "pipelines": {
         | 
| 507 | 
            +
                    "single-gpu": [],
         | 
| 508 | 
            +
                    "multi-gpu": [
         | 
| 509 | 
            +
                        "tests/pipelines/test_pipelines_automatic_speech_recognition.py::AutomaticSpeechRecognitionPipelineTests::test_simple_s2t",
         | 
| 510 | 
            +
                        "tests/pipelines/test_pipelines_automatic_speech_recognition.py::AutomaticSpeechRecognitionPipelineTests::test_small_model_pt",
         | 
| 511 | 
            +
                        "tests/pipelines/test_pipelines_automatic_speech_recognition.py::AutomaticSpeechRecognitionPipelineTests::test_small_model_pt_bf16",
         | 
| 512 | 
            +
                        "tests/pipelines/test_pipelines_automatic_speech_recognition.py::AutomaticSpeechRecognitionPipelineTests::test_small_model_pt_fp16",
         | 
| 513 | 
            +
                        "tests/pipelines/test_pipelines_image_text_to_text.py::ImageTextToTextPipelineTests::test_model_pt_chat_template",
         | 
| 514 | 
            +
                        "tests/pipelines/test_pipelines_image_text_to_text.py::ImageTextToTextPipelineTests::test_small_model_pt_token",
         | 
| 515 | 
            +
                        "tests/pipelines/test_pipelines_text_to_audio.py::TextToAudioPipelineTests::test_generative_model_kwargs"
         | 
| 516 | 
            +
                    ]
         | 
| 517 | 
            +
                },
         | 
| 518 | 
            +
                "quantization": {
         | 
| 519 | 
            +
                    "single-gpu": [],
         | 
| 520 | 
            +
                    "multi-gpu": [
         | 
| 521 | 
            +
                        "tests/quantization/autoawq/test_awq.py::AwqConfigTest::test_wrong_backend",
         | 
| 522 | 
            +
                        "tests/quantization/finegrained_fp8/test_fp8.py::FP8QuantizerTest::test_quantized_model",
         | 
| 523 | 
            +
                        "tests/quantization/finegrained_fp8/test_fp8.py::FP8QuantizerTest::test_quantized_model_multi_accelerator",
         | 
| 524 | 
            +
                        "tests/quantization/finegrained_fp8/test_fp8.py::FP8QuantizerTest::test_save_pretrained",
         | 
| 525 | 
            +
                        "tests/quantization/finegrained_fp8/test_fp8.py::FP8QuantizerTest::test_save_pretrained_multi_accelerators",
         | 
| 526 | 
            +
                        "tests/quantization/finegrained_fp8/test_fp8.py::FP8QuantizerTest::test_save_pretrained_offload",
         | 
| 527 | 
            +
                        "tests/quantization/finegrained_fp8/test_fp8.py::FP8LinearTest::test_linear_preserves_shape",
         | 
| 528 | 
            +
                        "tests/quantization/finegrained_fp8/test_fp8.py::FP8LinearTest::test_linear_with_diff_feature_size_preserves_shape"
         | 
| 529 | 
            +
                    ]
         | 
| 530 | 
            +
                },
         | 
| 531 | 
            +
                "trainer": {
         | 
| 532 | 
            +
                    "single-gpu": [
         | 
| 533 | 
            +
                        "tests/trainer/test_trainer.py::TrainerIntegrationTest::test_auto_batch_size_finder",
         | 
| 534 | 
            +
                        "tests/trainer/test_trainer.py::TrainerHyperParameterOptunaIntegrationTest::test_hyperparameter_search",
         | 
| 535 | 
            +
                        "tests/trainer/test_trainer.py::TrainerHyperParameterMultiObjectOptunaIntegrationTest::test_hyperparameter_search",
         | 
| 536 | 
            +
                        "tests/trainer/test_trainer.py::TrainerHyperParameterOptunaIntegrationTestWithFullEval::test_hyperparameter_search"
         | 
| 537 | 
            +
                    ],
         | 
| 538 | 
            +
                    "multi-gpu": [
         | 
| 539 | 
            +
                        "tests/trainer/test_trainer.py::TrainerHyperParameterOptunaIntegrationTest::test_hyperparameter_search",
         | 
| 540 | 
            +
                        "tests/trainer/test_trainer.py::TrainerHyperParameterMultiObjectOptunaIntegrationTest::test_hyperparameter_search",
         | 
| 541 | 
            +
                        "tests/trainer/test_trainer_fsdp.py::TestFSDPTrainerTorchCompile::test_trainer"
         | 
| 542 | 
            +
                    ]
         | 
| 543 | 
            +
                }
         | 
| 544 | 
            +
            }
         | 

