diff --git a/tests/torch/data/reference_graphs/fx/reference_metatypes/yolov8n.json b/tests/torch/data/reference_graphs/fx/reference_metatypes/yolov8n.json deleted file mode 100644 index 61afa90e897..00000000000 --- a/tests/torch/data/reference_graphs/fx/reference_metatypes/yolov8n.json +++ /dev/null @@ -1 +0,0 @@ -{"arg0_1": "input_noop", "_param_constant0": "const_noop", "conv2d": "Conv2DOp", "empty": "unknown", "_param_constant1": "const_noop", "_param_constant2": "const_noop", "_tensor_constant0": "const_noop", "_tensor_constant1": "const_noop", "_native_batch_norm_legit_no_training": "BatchNormOp", "getitem": "GatherOp", "getitem_1": "GatherOp", "getitem_2": "GatherOp", "silu_": "SiluOp", "_param_constant3": "const_noop", "conv2d_1": "Conv2DOp", "empty_1": "unknown", "_param_constant4": "const_noop", "_param_constant5": "const_noop", "_tensor_constant2": "const_noop", "_tensor_constant3": "const_noop", "_native_batch_norm_legit_no_training_1": "BatchNormOp", "getitem_3": "GatherOp", "getitem_4": "GatherOp", "getitem_5": "GatherOp", "silu__1": "SiluOp", "_param_constant6": "const_noop", "conv2d_2": "Conv2DOp", "empty_2": "unknown", "_param_constant7": "const_noop", "_param_constant8": "const_noop", "_tensor_constant4": "const_noop", "_tensor_constant5": "const_noop", "_native_batch_norm_legit_no_training_2": "BatchNormOp", "getitem_6": "GatherOp", "getitem_7": "GatherOp", "getitem_8": "GatherOp", "silu__2": "SiluOp", "chunk": "SplitOp", "getitem_9": "GatherOp", "getitem_10": "GatherOp", "_param_constant9": "const_noop", "conv2d_3": "Conv2DOp", "empty_3": "unknown", "_param_constant10": "const_noop", "_param_constant11": "const_noop", "_tensor_constant6": "const_noop", "_tensor_constant7": "const_noop", "_native_batch_norm_legit_no_training_3": "BatchNormOp", "getitem_11": "GatherOp", "getitem_12": "GatherOp", "getitem_13": "GatherOp", "silu__3": "SiluOp", "_param_constant12": "const_noop", "conv2d_4": "Conv2DOp", "empty_4": "unknown", "_param_constant13": "const_noop", "_param_constant14": "const_noop", "_tensor_constant8": "const_noop", "_tensor_constant9": "const_noop", "_native_batch_norm_legit_no_training_4": "BatchNormOp", "getitem_14": "GatherOp", "getitem_15": "GatherOp", "getitem_16": "GatherOp", "silu__4": "SiluOp", "add": "AddOp", "cat": "CatOp", "_param_constant15": "const_noop", "conv2d_5": "Conv2DOp", "empty_5": "unknown", "_param_constant16": "const_noop", "_param_constant17": "const_noop", "_tensor_constant10": "const_noop", "_tensor_constant11": "const_noop", "_native_batch_norm_legit_no_training_5": "BatchNormOp", "getitem_17": "GatherOp", "getitem_18": "GatherOp", "getitem_19": "GatherOp", "silu__5": "SiluOp", "_param_constant18": "const_noop", "conv2d_6": "Conv2DOp", "empty_6": "unknown", "_param_constant19": "const_noop", "_param_constant20": "const_noop", "_tensor_constant12": "const_noop", "_tensor_constant13": "const_noop", "_native_batch_norm_legit_no_training_6": "BatchNormOp", "getitem_20": "GatherOp", "getitem_21": "GatherOp", "getitem_22": "GatherOp", "silu__6": "SiluOp", "_param_constant21": "const_noop", "conv2d_7": "Conv2DOp", "empty_7": "unknown", "_param_constant22": "const_noop", "_param_constant23": "const_noop", "_tensor_constant14": "const_noop", "_tensor_constant15": "const_noop", "_native_batch_norm_legit_no_training_7": "BatchNormOp", "getitem_23": "GatherOp", "getitem_24": "GatherOp", "getitem_25": "GatherOp", "silu__7": "SiluOp", "chunk_1": "SplitOp", "getitem_26": "GatherOp", "getitem_27": "GatherOp", "_param_constant24": "const_noop", "conv2d_8": "Conv2DOp", "empty_8": "unknown", "_param_constant25": "const_noop", "_param_constant26": "const_noop", "_tensor_constant16": "const_noop", "_tensor_constant17": "const_noop", "_native_batch_norm_legit_no_training_8": "BatchNormOp", "getitem_28": "GatherOp", "getitem_29": "GatherOp", "getitem_30": "GatherOp", "silu__8": "SiluOp", "_param_constant27": "const_noop", "conv2d_9": "Conv2DOp", "empty_9": "unknown", "_param_constant28": "const_noop", "_param_constant29": "const_noop", "_tensor_constant18": "const_noop", "_tensor_constant19": "const_noop", "_native_batch_norm_legit_no_training_9": "BatchNormOp", "getitem_31": "GatherOp", "getitem_32": "GatherOp", "getitem_33": "GatherOp", "silu__9": "SiluOp", "add_1": "AddOp", "_param_constant30": "const_noop", "conv2d_10": "Conv2DOp", "empty_10": "unknown", "_param_constant31": "const_noop", "_param_constant32": "const_noop", "_tensor_constant20": "const_noop", "_tensor_constant21": "const_noop", "_native_batch_norm_legit_no_training_10": "BatchNormOp", "getitem_34": "GatherOp", "getitem_35": "GatherOp", "getitem_36": "GatherOp", "silu__10": "SiluOp", "_param_constant33": "const_noop", "conv2d_11": "Conv2DOp", "empty_11": "unknown", "_param_constant34": "const_noop", "_param_constant35": "const_noop", "_tensor_constant22": "const_noop", "_tensor_constant23": "const_noop", "_native_batch_norm_legit_no_training_11": "BatchNormOp", "getitem_37": "GatherOp", "getitem_38": "GatherOp", "getitem_39": "GatherOp", "silu__11": "SiluOp", "add_2": "AddOp", "cat_1": "CatOp", "_param_constant36": "const_noop", "conv2d_12": "Conv2DOp", "empty_12": "unknown", "_param_constant37": "const_noop", "_param_constant38": "const_noop", "_tensor_constant24": "const_noop", "_tensor_constant25": "const_noop", "_native_batch_norm_legit_no_training_12": "BatchNormOp", "getitem_40": "GatherOp", "getitem_41": "GatherOp", "getitem_42": "GatherOp", "silu__12": "SiluOp", "_param_constant39": "const_noop", "conv2d_13": "Conv2DOp", "empty_13": "unknown", "_param_constant40": "const_noop", "_param_constant41": "const_noop", "_tensor_constant26": "const_noop", "_tensor_constant27": "const_noop", "_native_batch_norm_legit_no_training_13": "BatchNormOp", "getitem_43": "GatherOp", "getitem_44": "GatherOp", "getitem_45": "GatherOp", "silu__13": "SiluOp", "_param_constant42": "const_noop", "conv2d_14": "Conv2DOp", "empty_14": "unknown", "_param_constant43": "const_noop", "_param_constant44": "const_noop", "_tensor_constant28": "const_noop", "_tensor_constant29": "const_noop", "_native_batch_norm_legit_no_training_14": "BatchNormOp", "getitem_46": "GatherOp", "getitem_47": "GatherOp", "getitem_48": "GatherOp", "silu__14": "SiluOp", "chunk_2": "SplitOp", "getitem_49": "GatherOp", "getitem_50": "GatherOp", "_param_constant45": "const_noop", "conv2d_15": "Conv2DOp", "empty_15": "unknown", "_param_constant46": "const_noop", "_param_constant47": "const_noop", "_tensor_constant30": "const_noop", "_tensor_constant31": "const_noop", "_native_batch_norm_legit_no_training_15": "BatchNormOp", "getitem_51": "GatherOp", "getitem_52": "GatherOp", "getitem_53": "GatherOp", "silu__15": "SiluOp", "_param_constant48": "const_noop", "conv2d_16": "Conv2DOp", "empty_16": "unknown", "_param_constant49": "const_noop", "_param_constant50": "const_noop", "_tensor_constant32": "const_noop", "_tensor_constant33": "const_noop", "_native_batch_norm_legit_no_training_16": "BatchNormOp", "getitem_54": "GatherOp", "getitem_55": "GatherOp", "getitem_56": "GatherOp", "silu__16": "SiluOp", "add_3": "AddOp", "_param_constant51": "const_noop", "conv2d_17": "Conv2DOp", "empty_17": "unknown", "_param_constant52": "const_noop", "_param_constant53": "const_noop", "_tensor_constant34": "const_noop", "_tensor_constant35": "const_noop", "_native_batch_norm_legit_no_training_17": "BatchNormOp", "getitem_57": "GatherOp", "getitem_58": "GatherOp", "getitem_59": "GatherOp", "silu__17": "SiluOp", "_param_constant54": "const_noop", "conv2d_18": "Conv2DOp", "empty_18": "unknown", "_param_constant55": "const_noop", "_param_constant56": "const_noop", "_tensor_constant36": "const_noop", "_tensor_constant37": "const_noop", "_native_batch_norm_legit_no_training_18": "BatchNormOp", "getitem_60": "GatherOp", "getitem_61": "GatherOp", "getitem_62": "GatherOp", "silu__18": "SiluOp", "add_4": "AddOp", "cat_2": "CatOp", "_param_constant57": "const_noop", "conv2d_19": "Conv2DOp", "empty_19": "unknown", "_param_constant58": "const_noop", "_param_constant59": "const_noop", "_tensor_constant38": "const_noop", "_tensor_constant39": "const_noop", "_native_batch_norm_legit_no_training_19": "BatchNormOp", "getitem_63": "GatherOp", "getitem_64": "GatherOp", "getitem_65": "GatherOp", "silu__19": "SiluOp", "_param_constant60": "const_noop", "conv2d_20": "Conv2DOp", "empty_20": "unknown", "_param_constant61": "const_noop", "_param_constant62": "const_noop", "_tensor_constant40": "const_noop", "_tensor_constant41": "const_noop", "_native_batch_norm_legit_no_training_20": "BatchNormOp", "getitem_66": "GatherOp", "getitem_67": "GatherOp", "getitem_68": "GatherOp", "silu__20": "SiluOp", "_param_constant63": "const_noop", "conv2d_21": "Conv2DOp", "empty_21": "unknown", "_param_constant64": "const_noop", "_param_constant65": "const_noop", "_tensor_constant42": "const_noop", "_tensor_constant43": "const_noop", "_native_batch_norm_legit_no_training_21": "BatchNormOp", "getitem_69": "GatherOp", "getitem_70": "GatherOp", "getitem_71": "GatherOp", "silu__21": "SiluOp", "chunk_3": "SplitOp", "getitem_72": "GatherOp", "getitem_73": "GatherOp", "_param_constant66": "const_noop", "conv2d_22": "Conv2DOp", "empty_22": "unknown", "_param_constant67": "const_noop", "_param_constant68": "const_noop", "_tensor_constant44": "const_noop", "_tensor_constant45": "const_noop", "_native_batch_norm_legit_no_training_22": "BatchNormOp", "getitem_74": "GatherOp", "getitem_75": "GatherOp", "getitem_76": "GatherOp", "silu__22": "SiluOp", "_param_constant69": "const_noop", "conv2d_23": "Conv2DOp", "empty_23": "unknown", "_param_constant70": "const_noop", "_param_constant71": "const_noop", "_tensor_constant46": "const_noop", "_tensor_constant47": "const_noop", "_native_batch_norm_legit_no_training_23": "BatchNormOp", "getitem_77": "GatherOp", "getitem_78": "GatherOp", "getitem_79": "GatherOp", "silu__23": "SiluOp", "add_5": "AddOp", "cat_3": "CatOp", "_param_constant72": "const_noop", "conv2d_24": "Conv2DOp", "empty_24": "unknown", "_param_constant73": "const_noop", "_param_constant74": "const_noop", "_tensor_constant48": "const_noop", "_tensor_constant49": "const_noop", "_native_batch_norm_legit_no_training_24": "BatchNormOp", "getitem_80": "GatherOp", "getitem_81": "GatherOp", "getitem_82": "GatherOp", "silu__24": "SiluOp", "_param_constant75": "const_noop", "conv2d_25": "Conv2DOp", "empty_25": "unknown", "_param_constant76": "const_noop", "_param_constant77": "const_noop", "_tensor_constant50": "const_noop", "_tensor_constant51": "const_noop", "_native_batch_norm_legit_no_training_25": "BatchNormOp", "getitem_83": "GatherOp", "getitem_84": "GatherOp", "getitem_85": "GatherOp", "silu__25": "SiluOp", "max_pool2d": "MaxPool2DOp", "max_pool2d_1": "MaxPool2DOp", "max_pool2d_2": "MaxPool2DOp", "cat_4": "CatOp", "_param_constant78": "const_noop", "conv2d_26": "Conv2DOp", "empty_26": "unknown", "_param_constant79": "const_noop", "_param_constant80": "const_noop", "_tensor_constant52": "const_noop", "_tensor_constant53": "const_noop", "_native_batch_norm_legit_no_training_26": "BatchNormOp", "getitem_86": "GatherOp", "getitem_87": "GatherOp", "getitem_88": "GatherOp", "silu__26": "SiluOp", "upsample_nearest2d": "InterpolateOp", "cat_5": "CatOp", "_param_constant81": "const_noop", "conv2d_27": "Conv2DOp", "empty_27": "unknown", "_param_constant82": "const_noop", "_param_constant83": "const_noop", "_tensor_constant54": "const_noop", "_tensor_constant55": "const_noop", "_native_batch_norm_legit_no_training_27": "BatchNormOp", "getitem_89": "GatherOp", "getitem_90": "GatherOp", "getitem_91": "GatherOp", "silu__27": "SiluOp", "chunk_4": "SplitOp", "getitem_92": "GatherOp", "getitem_93": "GatherOp", "_param_constant84": "const_noop", "conv2d_28": "Conv2DOp", "empty_28": "unknown", "_param_constant85": "const_noop", "_param_constant86": "const_noop", "_tensor_constant56": "const_noop", "_tensor_constant57": "const_noop", "_native_batch_norm_legit_no_training_28": "BatchNormOp", "getitem_94": "GatherOp", "getitem_95": "GatherOp", "getitem_96": "GatherOp", "silu__28": "SiluOp", "_param_constant87": "const_noop", "conv2d_29": "Conv2DOp", "empty_29": "unknown", "_param_constant88": "const_noop", "_param_constant89": "const_noop", "_tensor_constant58": "const_noop", "_tensor_constant59": "const_noop", "_native_batch_norm_legit_no_training_29": "BatchNormOp", "getitem_97": "GatherOp", "getitem_98": "GatherOp", "getitem_99": "GatherOp", "silu__29": "SiluOp", "cat_6": "CatOp", "_param_constant90": "const_noop", "conv2d_30": "Conv2DOp", "empty_30": "unknown", "_param_constant91": "const_noop", "_param_constant92": "const_noop", "_tensor_constant60": "const_noop", "_tensor_constant61": "const_noop", "_native_batch_norm_legit_no_training_30": "BatchNormOp", "getitem_100": "GatherOp", "getitem_101": "GatherOp", "getitem_102": "GatherOp", "silu__30": "SiluOp", "upsample_nearest2d_1": "InterpolateOp", "cat_7": "CatOp", "_param_constant93": "const_noop", "conv2d_31": "Conv2DOp", "empty_31": "unknown", "_param_constant94": "const_noop", "_param_constant95": "const_noop", "_tensor_constant62": "const_noop", "_tensor_constant63": "const_noop", "_native_batch_norm_legit_no_training_31": "BatchNormOp", "getitem_103": "GatherOp", "getitem_104": "GatherOp", "getitem_105": "GatherOp", "silu__31": "SiluOp", "chunk_5": "SplitOp", "getitem_106": "GatherOp", "getitem_107": "GatherOp", "_param_constant96": "const_noop", "conv2d_32": "Conv2DOp", "empty_32": "unknown", "_param_constant97": "const_noop", "_param_constant98": "const_noop", "_tensor_constant64": "const_noop", "_tensor_constant65": "const_noop", "_native_batch_norm_legit_no_training_32": "BatchNormOp", "getitem_108": "GatherOp", "getitem_109": "GatherOp", "getitem_110": "GatherOp", "silu__32": "SiluOp", "_param_constant99": "const_noop", "conv2d_33": "Conv2DOp", "empty_33": "unknown", "_param_constant100": "const_noop", "_param_constant101": "const_noop", "_tensor_constant66": "const_noop", "_tensor_constant67": "const_noop", "_native_batch_norm_legit_no_training_33": "BatchNormOp", "getitem_111": "GatherOp", "getitem_112": "GatherOp", "getitem_113": "GatherOp", "silu__33": "SiluOp", "cat_8": "CatOp", "_param_constant102": "const_noop", "conv2d_34": "Conv2DOp", "empty_34": "unknown", "_param_constant103": "const_noop", "_param_constant104": "const_noop", "_tensor_constant68": "const_noop", "_tensor_constant69": "const_noop", "_native_batch_norm_legit_no_training_34": "BatchNormOp", "getitem_114": "GatherOp", "getitem_115": "GatherOp", "getitem_116": "GatherOp", "silu__34": "SiluOp", "_param_constant105": "const_noop", "conv2d_35": "Conv2DOp", "empty_35": "unknown", "_param_constant106": "const_noop", "_param_constant107": "const_noop", "_tensor_constant70": "const_noop", "_tensor_constant71": "const_noop", "_native_batch_norm_legit_no_training_35": "BatchNormOp", "getitem_117": "GatherOp", "getitem_118": "GatherOp", "getitem_119": "GatherOp", "silu__35": "SiluOp", "cat_9": "CatOp", "_param_constant108": "const_noop", "conv2d_36": "Conv2DOp", "empty_36": "unknown", "_param_constant109": "const_noop", "_param_constant110": "const_noop", "_tensor_constant72": "const_noop", "_tensor_constant73": "const_noop", "_native_batch_norm_legit_no_training_36": "BatchNormOp", "getitem_120": "GatherOp", "getitem_121": "GatherOp", "getitem_122": "GatherOp", "silu__36": "SiluOp", "chunk_6": "SplitOp", "getitem_123": "GatherOp", "getitem_124": "GatherOp", "_param_constant111": "const_noop", "conv2d_37": "Conv2DOp", "empty_37": "unknown", "_param_constant112": "const_noop", "_param_constant113": "const_noop", "_tensor_constant74": "const_noop", "_tensor_constant75": "const_noop", "_native_batch_norm_legit_no_training_37": "BatchNormOp", "getitem_125": "GatherOp", "getitem_126": "GatherOp", "getitem_127": "GatherOp", "silu__37": "SiluOp", "_param_constant114": "const_noop", "conv2d_38": "Conv2DOp", "empty_38": "unknown", "_param_constant115": "const_noop", "_param_constant116": "const_noop", "_tensor_constant76": "const_noop", "_tensor_constant77": "const_noop", "_native_batch_norm_legit_no_training_38": "BatchNormOp", "getitem_128": "GatherOp", "getitem_129": "GatherOp", "getitem_130": "GatherOp", "silu__38": "SiluOp", "cat_10": "CatOp", "_param_constant117": "const_noop", "conv2d_39": "Conv2DOp", "empty_39": "unknown", "_param_constant118": "const_noop", "_param_constant119": "const_noop", "_tensor_constant78": "const_noop", "_tensor_constant79": "const_noop", "_native_batch_norm_legit_no_training_39": "BatchNormOp", "getitem_131": "GatherOp", "getitem_132": "GatherOp", "getitem_133": "GatherOp", "silu__39": "SiluOp", "_param_constant120": "const_noop", "conv2d_40": "Conv2DOp", "empty_40": "unknown", "_param_constant121": "const_noop", "_param_constant122": "const_noop", "_tensor_constant80": "const_noop", "_tensor_constant81": "const_noop", "_native_batch_norm_legit_no_training_40": "BatchNormOp", "getitem_134": "GatherOp", "getitem_135": "GatherOp", "getitem_136": "GatherOp", "silu__40": "SiluOp", "cat_11": "CatOp", "_param_constant123": "const_noop", "conv2d_41": "Conv2DOp", "empty_41": "unknown", "_param_constant124": "const_noop", "_param_constant125": "const_noop", "_tensor_constant82": "const_noop", "_tensor_constant83": "const_noop", "_native_batch_norm_legit_no_training_41": "BatchNormOp", "getitem_137": "GatherOp", "getitem_138": "GatherOp", "getitem_139": "GatherOp", "silu__41": "SiluOp", "chunk_7": "SplitOp", "getitem_140": "GatherOp", "getitem_141": "GatherOp", "_param_constant126": "const_noop", "conv2d_42": "Conv2DOp", "empty_42": "unknown", "_param_constant127": "const_noop", "_param_constant128": "const_noop", "_tensor_constant84": "const_noop", "_tensor_constant85": "const_noop", "_native_batch_norm_legit_no_training_42": "BatchNormOp", "getitem_142": "GatherOp", "getitem_143": "GatherOp", "getitem_144": "GatherOp", "silu__42": "SiluOp", "_param_constant129": "const_noop", "conv2d_43": "Conv2DOp", "empty_43": "unknown", "_param_constant130": "const_noop", "_param_constant131": "const_noop", "_tensor_constant86": "const_noop", "_tensor_constant87": "const_noop", "_native_batch_norm_legit_no_training_43": "BatchNormOp", "getitem_145": "GatherOp", "getitem_146": "GatherOp", "getitem_147": "GatherOp", "silu__43": "SiluOp", "cat_12": "CatOp", "_param_constant132": "const_noop", "conv2d_44": "Conv2DOp", "empty_44": "unknown", "_param_constant133": "const_noop", "_param_constant134": "const_noop", "_tensor_constant88": "const_noop", "_tensor_constant89": "const_noop", "_native_batch_norm_legit_no_training_44": "BatchNormOp", "getitem_148": "GatherOp", "getitem_149": "GatherOp", "getitem_150": "GatherOp", "silu__44": "SiluOp", "_param_constant135": "const_noop", "conv2d_45": "Conv2DOp", "empty_45": "unknown", "_param_constant136": "const_noop", "_param_constant137": "const_noop", "_tensor_constant90": "const_noop", "_tensor_constant91": "const_noop", "_native_batch_norm_legit_no_training_45": "BatchNormOp", "getitem_151": "GatherOp", "getitem_152": "GatherOp", "getitem_153": "GatherOp", "silu__45": "SiluOp", "_param_constant138": "const_noop", "conv2d_46": "Conv2DOp", "empty_46": "unknown", "_param_constant139": "const_noop", "_param_constant140": "const_noop", "_tensor_constant92": "const_noop", "_tensor_constant93": "const_noop", "_native_batch_norm_legit_no_training_46": "BatchNormOp", "getitem_154": "GatherOp", "getitem_155": "GatherOp", "getitem_156": "GatherOp", "silu__46": "SiluOp", "_param_constant141": "const_noop", "_param_constant142": "const_noop", "conv2d_47": "Conv2DOp", "_param_constant143": "const_noop", "conv2d_48": "Conv2DOp", "empty_47": "unknown", "_param_constant144": "const_noop", "_param_constant145": "const_noop", "_tensor_constant94": "const_noop", "_tensor_constant95": "const_noop", "_native_batch_norm_legit_no_training_47": "BatchNormOp", "getitem_157": "GatherOp", "getitem_158": "GatherOp", "getitem_159": "GatherOp", "silu__47": "SiluOp", "_param_constant146": "const_noop", "conv2d_49": "Conv2DOp", "empty_48": "unknown", "_param_constant147": "const_noop", "_param_constant148": "const_noop", "_tensor_constant96": "const_noop", "_tensor_constant97": "const_noop", "_native_batch_norm_legit_no_training_48": "BatchNormOp", "getitem_160": "GatherOp", "getitem_161": "GatherOp", "getitem_162": "GatherOp", "silu__48": "SiluOp", "_param_constant149": "const_noop", "_param_constant150": "const_noop", "conv2d_50": "Conv2DOp", "cat_13": "CatOp", "_param_constant151": "const_noop", "conv2d_51": "Conv2DOp", "empty_49": "unknown", "_param_constant152": "const_noop", "_param_constant153": "const_noop", "_tensor_constant98": "const_noop", "_tensor_constant99": "const_noop", "_native_batch_norm_legit_no_training_49": "BatchNormOp", "getitem_163": "GatherOp", "getitem_164": "GatherOp", "getitem_165": "GatherOp", "silu__49": "SiluOp", "_param_constant154": "const_noop", "conv2d_52": "Conv2DOp", "empty_50": "unknown", "_param_constant155": "const_noop", "_param_constant156": "const_noop", "_tensor_constant100": "const_noop", "_tensor_constant101": "const_noop", "_native_batch_norm_legit_no_training_50": "BatchNormOp", "getitem_166": "GatherOp", "getitem_167": "GatherOp", "getitem_168": "GatherOp", "silu__50": "SiluOp", "_param_constant157": "const_noop", "_param_constant158": "const_noop", "conv2d_53": "Conv2DOp", "_param_constant159": "const_noop", "conv2d_54": "Conv2DOp", "empty_51": "unknown", "_param_constant160": "const_noop", "_param_constant161": "const_noop", "_tensor_constant102": "const_noop", "_tensor_constant103": "const_noop", "_native_batch_norm_legit_no_training_51": "BatchNormOp", "getitem_169": "GatherOp", "getitem_170": "GatherOp", "getitem_171": "GatherOp", "silu__51": "SiluOp", "_param_constant162": "const_noop", "conv2d_55": "Conv2DOp", "empty_52": "unknown", "_param_constant163": "const_noop", "_param_constant164": "const_noop", "_tensor_constant104": "const_noop", "_tensor_constant105": "const_noop", "_native_batch_norm_legit_no_training_52": "BatchNormOp", "getitem_172": "GatherOp", "getitem_173": "GatherOp", "getitem_174": "GatherOp", "silu__52": "SiluOp", "_param_constant165": "const_noop", "_param_constant166": "const_noop", "conv2d_56": "Conv2DOp", "cat_14": "CatOp", "_param_constant167": "const_noop", "conv2d_57": "Conv2DOp", "empty_53": "unknown", "_param_constant168": "const_noop", "_param_constant169": "const_noop", "_tensor_constant106": "const_noop", "_tensor_constant107": "const_noop", "_native_batch_norm_legit_no_training_53": "BatchNormOp", "getitem_175": "GatherOp", "getitem_176": "GatherOp", "getitem_177": "GatherOp", "silu__53": "SiluOp", "_param_constant170": "const_noop", "conv2d_58": "Conv2DOp", "empty_54": "unknown", "_param_constant171": "const_noop", "_param_constant172": "const_noop", "_tensor_constant108": "const_noop", "_tensor_constant109": "const_noop", "_native_batch_norm_legit_no_training_54": "BatchNormOp", "getitem_178": "GatherOp", "getitem_179": "GatherOp", "getitem_180": "GatherOp", "silu__54": "SiluOp", "_param_constant173": "const_noop", "_param_constant174": "const_noop", "conv2d_59": "Conv2DOp", "_param_constant175": "const_noop", "conv2d_60": "Conv2DOp", "empty_55": "unknown", "_param_constant176": "const_noop", "_param_constant177": "const_noop", "_tensor_constant110": "const_noop", "_tensor_constant111": "const_noop", "_native_batch_norm_legit_no_training_55": "BatchNormOp", "getitem_181": "GatherOp", "getitem_182": "GatherOp", "getitem_183": "GatherOp", "silu__55": "SiluOp", "_param_constant178": "const_noop", "conv2d_61": "Conv2DOp", "empty_56": "unknown", "_param_constant179": "const_noop", "_param_constant180": "const_noop", "_tensor_constant112": "const_noop", "_tensor_constant113": "const_noop", "_native_batch_norm_legit_no_training_56": "BatchNormOp", "getitem_184": "GatherOp", "getitem_185": "GatherOp", "getitem_186": "GatherOp", "silu__56": "SiluOp", "_param_constant181": "const_noop", "_param_constant182": "const_noop", "conv2d_62": "Conv2DOp", "cat_15": "CatOp", "view": "ReshapeOp", "view_1": "ReshapeOp", "view_2": "ReshapeOp", "cat_16": "CatOp", "split_with_sizes": "SplitOp", "getitem_187": "GatherOp", "getitem_188": "GatherOp", "view_3": "ReshapeOp", "transpose": "TransposeOp", "softmax": "SoftmaxOp", "_param_constant183": "const_noop", "conv2d_63": "Conv2DOp", "view_4": "ReshapeOp", "_tensor_constant114": "const_noop", "unsqueeze": "ReshapeOp", "chunk_8": "SplitOp", "getitem_189": "GatherOp", "getitem_190": "GatherOp", "sub": "SubOp", "add_6": "AddOp", "add_7": "AddOp", "div": "DivOp", "sub_1": "SubOp", "cat_17": "CatOp", "_tensor_constant115": "const_noop", "mul": "MulOp", "sigmoid": "SigmoidOp", "cat_18": "CatOp", "output": "output_noop"} \ No newline at end of file diff --git a/tests/torch/data/reference_graphs/fx/yolov8n.dot b/tests/torch/data/reference_graphs/fx/yolov8n.dot deleted file mode 100644 index a964a41be9d..00000000000 --- a/tests/torch/data/reference_graphs/fx/yolov8n.dot +++ /dev/null @@ -1,1554 +0,0 @@ -strict digraph { -"0 arg0_1" [id=0, type=input]; -"1 _param_constant0" [id=1, type=get_attr]; -"2 conv2d" [id=2, type=conv2d]; -"3 empty" [id=3, type=empty]; -"4 _param_constant1" [id=4, type=get_attr]; -"5 _param_constant2" [id=5, type=get_attr]; -"6 _tensor_constant0" [id=6, type=get_attr]; -"7 _tensor_constant1" [id=7, type=get_attr]; -"8 _native_batch_norm_legit_no_training" [id=8, type=_native_batch_norm_legit_no_training]; -"9 getitem" [id=9, type=__getitem__]; -"10 getitem_1" [id=10, type=__getitem__]; -"11 getitem_2" [id=11, type=__getitem__]; -"12 silu_" [id=12, type=silu_]; -"13 _param_constant3" [id=13, type=get_attr]; -"14 conv2d_1" [id=14, type=conv2d]; -"15 empty_1" [id=15, type=empty]; -"16 _param_constant4" [id=16, type=get_attr]; -"17 _param_constant5" [id=17, type=get_attr]; -"18 _tensor_constant2" [id=18, type=get_attr]; -"19 _tensor_constant3" [id=19, type=get_attr]; -"20 _native_batch_norm_legit_no_training_1" [id=20, type=_native_batch_norm_legit_no_training]; -"21 getitem_3" [id=21, type=__getitem__]; -"22 getitem_4" [id=22, type=__getitem__]; -"23 getitem_5" [id=23, type=__getitem__]; -"24 silu__1" [id=24, type=silu_]; -"25 _param_constant6" [id=25, type=get_attr]; -"26 conv2d_2" [id=26, type=conv2d]; -"27 empty_2" [id=27, type=empty]; -"28 _param_constant7" [id=28, type=get_attr]; -"29 _param_constant8" [id=29, type=get_attr]; -"30 _tensor_constant4" [id=30, type=get_attr]; -"31 _tensor_constant5" [id=31, type=get_attr]; -"32 _native_batch_norm_legit_no_training_2" [id=32, type=_native_batch_norm_legit_no_training]; -"33 getitem_6" [id=33, type=__getitem__]; -"34 getitem_7" [id=34, type=__getitem__]; -"35 getitem_8" [id=35, type=__getitem__]; -"36 silu__2" [id=36, type=silu_]; -"37 chunk" [id=37, type=chunk]; -"38 getitem_9" [id=38, type=__getitem__]; -"39 getitem_10" [id=39, type=__getitem__]; -"40 _param_constant9" [id=40, type=get_attr]; -"41 conv2d_3" [id=41, type=conv2d]; -"42 empty_3" [id=42, type=empty]; -"43 _param_constant10" [id=43, type=get_attr]; -"44 _param_constant11" [id=44, type=get_attr]; -"45 _tensor_constant6" [id=45, type=get_attr]; -"46 _tensor_constant7" [id=46, type=get_attr]; -"47 _native_batch_norm_legit_no_training_3" [id=47, type=_native_batch_norm_legit_no_training]; -"48 getitem_11" [id=48, type=__getitem__]; -"49 getitem_12" [id=49, type=__getitem__]; -"50 getitem_13" [id=50, type=__getitem__]; -"51 silu__3" [id=51, type=silu_]; -"52 _param_constant12" [id=52, type=get_attr]; -"53 conv2d_4" [id=53, type=conv2d]; -"54 empty_4" [id=54, type=empty]; -"55 _param_constant13" [id=55, type=get_attr]; -"56 _param_constant14" [id=56, type=get_attr]; -"57 _tensor_constant8" [id=57, type=get_attr]; -"58 _tensor_constant9" [id=58, type=get_attr]; -"59 _native_batch_norm_legit_no_training_4" [id=59, type=_native_batch_norm_legit_no_training]; -"60 getitem_14" [id=60, type=__getitem__]; -"61 getitem_15" [id=61, type=__getitem__]; -"62 getitem_16" [id=62, type=__getitem__]; -"63 silu__4" [id=63, type=silu_]; -"64 add" [id=64, type=add]; -"65 cat" [id=65, type=cat]; -"66 _param_constant15" [id=66, type=get_attr]; -"67 conv2d_5" [id=67, type=conv2d]; -"68 empty_5" [id=68, type=empty]; -"69 _param_constant16" [id=69, type=get_attr]; -"70 _param_constant17" [id=70, type=get_attr]; -"71 _tensor_constant10" [id=71, type=get_attr]; -"72 _tensor_constant11" [id=72, type=get_attr]; -"73 _native_batch_norm_legit_no_training_5" [id=73, type=_native_batch_norm_legit_no_training]; -"74 getitem_17" [id=74, type=__getitem__]; -"75 getitem_18" [id=75, type=__getitem__]; -"76 getitem_19" [id=76, type=__getitem__]; -"77 silu__5" [id=77, type=silu_]; -"78 _param_constant18" [id=78, type=get_attr]; -"79 conv2d_6" [id=79, type=conv2d]; -"80 empty_6" [id=80, type=empty]; -"81 _param_constant19" [id=81, type=get_attr]; -"82 _param_constant20" [id=82, type=get_attr]; -"83 _tensor_constant12" [id=83, type=get_attr]; -"84 _tensor_constant13" [id=84, type=get_attr]; -"85 _native_batch_norm_legit_no_training_6" [id=85, type=_native_batch_norm_legit_no_training]; -"86 getitem_20" [id=86, type=__getitem__]; -"87 getitem_21" [id=87, type=__getitem__]; -"88 getitem_22" [id=88, type=__getitem__]; -"89 silu__6" [id=89, type=silu_]; -"90 _param_constant21" [id=90, type=get_attr]; -"91 conv2d_7" [id=91, type=conv2d]; -"92 empty_7" [id=92, type=empty]; -"93 _param_constant22" [id=93, type=get_attr]; -"94 _param_constant23" [id=94, type=get_attr]; -"95 _tensor_constant14" [id=95, type=get_attr]; -"96 _tensor_constant15" [id=96, type=get_attr]; -"97 _native_batch_norm_legit_no_training_7" [id=97, type=_native_batch_norm_legit_no_training]; -"98 getitem_23" [id=98, type=__getitem__]; -"99 getitem_24" [id=99, type=__getitem__]; -"100 getitem_25" [id=100, type=__getitem__]; -"101 silu__7" [id=101, type=silu_]; -"102 chunk_1" [id=102, type=chunk]; -"103 getitem_26" [id=103, type=__getitem__]; -"104 getitem_27" [id=104, type=__getitem__]; -"105 _param_constant24" [id=105, type=get_attr]; -"106 conv2d_8" [id=106, type=conv2d]; -"107 empty_8" [id=107, type=empty]; -"108 _param_constant25" [id=108, type=get_attr]; -"109 _param_constant26" [id=109, type=get_attr]; -"110 _tensor_constant16" [id=110, type=get_attr]; -"111 _tensor_constant17" [id=111, type=get_attr]; -"112 _native_batch_norm_legit_no_training_8" [id=112, type=_native_batch_norm_legit_no_training]; -"113 getitem_28" [id=113, type=__getitem__]; -"114 getitem_29" [id=114, type=__getitem__]; -"115 getitem_30" [id=115, type=__getitem__]; -"116 silu__8" [id=116, type=silu_]; -"117 _param_constant27" [id=117, type=get_attr]; -"118 conv2d_9" [id=118, type=conv2d]; -"119 empty_9" [id=119, type=empty]; -"120 _param_constant28" [id=120, type=get_attr]; -"121 _param_constant29" [id=121, type=get_attr]; -"122 _tensor_constant18" [id=122, type=get_attr]; -"123 _tensor_constant19" [id=123, type=get_attr]; -"124 _native_batch_norm_legit_no_training_9" [id=124, type=_native_batch_norm_legit_no_training]; -"125 getitem_31" [id=125, type=__getitem__]; -"126 getitem_32" [id=126, type=__getitem__]; -"127 getitem_33" [id=127, type=__getitem__]; -"128 silu__9" [id=128, type=silu_]; -"129 add_1" [id=129, type=add]; -"130 _param_constant30" [id=130, type=get_attr]; -"131 conv2d_10" [id=131, type=conv2d]; -"132 empty_10" [id=132, type=empty]; -"133 _param_constant31" [id=133, type=get_attr]; -"134 _param_constant32" [id=134, type=get_attr]; -"135 _tensor_constant20" [id=135, type=get_attr]; -"136 _tensor_constant21" [id=136, type=get_attr]; -"137 _native_batch_norm_legit_no_training_10" [id=137, type=_native_batch_norm_legit_no_training]; -"138 getitem_34" [id=138, type=__getitem__]; -"139 getitem_35" [id=139, type=__getitem__]; -"140 getitem_36" [id=140, type=__getitem__]; -"141 silu__10" [id=141, type=silu_]; -"142 _param_constant33" [id=142, type=get_attr]; -"143 conv2d_11" [id=143, type=conv2d]; -"144 empty_11" [id=144, type=empty]; -"145 _param_constant34" [id=145, type=get_attr]; -"146 _param_constant35" [id=146, type=get_attr]; -"147 _tensor_constant22" [id=147, type=get_attr]; -"148 _tensor_constant23" [id=148, type=get_attr]; -"149 _native_batch_norm_legit_no_training_11" [id=149, type=_native_batch_norm_legit_no_training]; -"150 getitem_37" [id=150, type=__getitem__]; -"151 getitem_38" [id=151, type=__getitem__]; -"152 getitem_39" [id=152, type=__getitem__]; -"153 silu__11" [id=153, type=silu_]; -"154 add_2" [id=154, type=add]; -"155 cat_1" [id=155, type=cat]; -"156 _param_constant36" [id=156, type=get_attr]; -"157 conv2d_12" [id=157, type=conv2d]; -"158 empty_12" [id=158, type=empty]; -"159 _param_constant37" [id=159, type=get_attr]; -"160 _param_constant38" [id=160, type=get_attr]; -"161 _tensor_constant24" [id=161, type=get_attr]; -"162 _tensor_constant25" [id=162, type=get_attr]; -"163 _native_batch_norm_legit_no_training_12" [id=163, type=_native_batch_norm_legit_no_training]; -"164 getitem_40" [id=164, type=__getitem__]; -"165 getitem_41" [id=165, type=__getitem__]; -"166 getitem_42" [id=166, type=__getitem__]; -"167 silu__12" [id=167, type=silu_]; -"168 _param_constant39" [id=168, type=get_attr]; -"169 conv2d_13" [id=169, type=conv2d]; -"170 empty_13" [id=170, type=empty]; -"171 _param_constant40" [id=171, type=get_attr]; -"172 _param_constant41" [id=172, type=get_attr]; -"173 _tensor_constant26" [id=173, type=get_attr]; -"174 _tensor_constant27" [id=174, type=get_attr]; -"175 _native_batch_norm_legit_no_training_13" [id=175, type=_native_batch_norm_legit_no_training]; -"176 getitem_43" [id=176, type=__getitem__]; -"177 getitem_44" [id=177, type=__getitem__]; -"178 getitem_45" [id=178, type=__getitem__]; -"179 silu__13" [id=179, type=silu_]; -"180 _param_constant42" [id=180, type=get_attr]; -"181 conv2d_14" [id=181, type=conv2d]; -"182 empty_14" [id=182, type=empty]; -"183 _param_constant43" [id=183, type=get_attr]; -"184 _param_constant44" [id=184, type=get_attr]; -"185 _tensor_constant28" [id=185, type=get_attr]; -"186 _tensor_constant29" [id=186, type=get_attr]; -"187 _native_batch_norm_legit_no_training_14" [id=187, type=_native_batch_norm_legit_no_training]; -"188 getitem_46" [id=188, type=__getitem__]; -"189 getitem_47" [id=189, type=__getitem__]; -"190 getitem_48" [id=190, type=__getitem__]; -"191 silu__14" [id=191, type=silu_]; -"192 chunk_2" [id=192, type=chunk]; -"193 getitem_49" [id=193, type=__getitem__]; -"194 getitem_50" [id=194, type=__getitem__]; -"195 _param_constant45" [id=195, type=get_attr]; -"196 conv2d_15" [id=196, type=conv2d]; -"197 empty_15" [id=197, type=empty]; -"198 _param_constant46" [id=198, type=get_attr]; -"199 _param_constant47" [id=199, type=get_attr]; -"200 _tensor_constant30" [id=200, type=get_attr]; -"201 _tensor_constant31" [id=201, type=get_attr]; -"202 _native_batch_norm_legit_no_training_15" [id=202, type=_native_batch_norm_legit_no_training]; -"203 getitem_51" [id=203, type=__getitem__]; -"204 getitem_52" [id=204, type=__getitem__]; -"205 getitem_53" [id=205, type=__getitem__]; -"206 silu__15" [id=206, type=silu_]; -"207 _param_constant48" [id=207, type=get_attr]; -"208 conv2d_16" [id=208, type=conv2d]; -"209 empty_16" [id=209, type=empty]; -"210 _param_constant49" [id=210, type=get_attr]; -"211 _param_constant50" [id=211, type=get_attr]; -"212 _tensor_constant32" [id=212, type=get_attr]; -"213 _tensor_constant33" [id=213, type=get_attr]; -"214 _native_batch_norm_legit_no_training_16" [id=214, type=_native_batch_norm_legit_no_training]; -"215 getitem_54" [id=215, type=__getitem__]; -"216 getitem_55" [id=216, type=__getitem__]; -"217 getitem_56" [id=217, type=__getitem__]; -"218 silu__16" [id=218, type=silu_]; -"219 add_3" [id=219, type=add]; -"220 _param_constant51" [id=220, type=get_attr]; -"221 conv2d_17" [id=221, type=conv2d]; -"222 empty_17" [id=222, type=empty]; -"223 _param_constant52" [id=223, type=get_attr]; -"224 _param_constant53" [id=224, type=get_attr]; -"225 _tensor_constant34" [id=225, type=get_attr]; -"226 _tensor_constant35" [id=226, type=get_attr]; -"227 _native_batch_norm_legit_no_training_17" [id=227, type=_native_batch_norm_legit_no_training]; -"228 getitem_57" [id=228, type=__getitem__]; -"229 getitem_58" [id=229, type=__getitem__]; -"230 getitem_59" [id=230, type=__getitem__]; -"231 silu__17" [id=231, type=silu_]; -"232 _param_constant54" [id=232, type=get_attr]; -"233 conv2d_18" [id=233, type=conv2d]; -"234 empty_18" [id=234, type=empty]; -"235 _param_constant55" [id=235, type=get_attr]; -"236 _param_constant56" [id=236, type=get_attr]; -"237 _tensor_constant36" [id=237, type=get_attr]; -"238 _tensor_constant37" [id=238, type=get_attr]; -"239 _native_batch_norm_legit_no_training_18" [id=239, type=_native_batch_norm_legit_no_training]; -"240 getitem_60" [id=240, type=__getitem__]; -"241 getitem_61" [id=241, type=__getitem__]; -"242 getitem_62" [id=242, type=__getitem__]; -"243 silu__18" [id=243, type=silu_]; -"244 add_4" [id=244, type=add]; -"245 cat_2" [id=245, type=cat]; -"246 _param_constant57" [id=246, type=get_attr]; -"247 conv2d_19" [id=247, type=conv2d]; -"248 empty_19" [id=248, type=empty]; -"249 _param_constant58" [id=249, type=get_attr]; -"250 _param_constant59" [id=250, type=get_attr]; -"251 _tensor_constant38" [id=251, type=get_attr]; -"252 _tensor_constant39" [id=252, type=get_attr]; -"253 _native_batch_norm_legit_no_training_19" [id=253, type=_native_batch_norm_legit_no_training]; -"254 getitem_63" [id=254, type=__getitem__]; -"255 getitem_64" [id=255, type=__getitem__]; -"256 getitem_65" [id=256, type=__getitem__]; -"257 silu__19" [id=257, type=silu_]; -"258 _param_constant60" [id=258, type=get_attr]; -"259 conv2d_20" [id=259, type=conv2d]; -"260 empty_20" [id=260, type=empty]; -"261 _param_constant61" [id=261, type=get_attr]; -"262 _param_constant62" [id=262, type=get_attr]; -"263 _tensor_constant40" [id=263, type=get_attr]; -"264 _tensor_constant41" [id=264, type=get_attr]; -"265 _native_batch_norm_legit_no_training_20" [id=265, type=_native_batch_norm_legit_no_training]; -"266 getitem_66" [id=266, type=__getitem__]; -"267 getitem_67" [id=267, type=__getitem__]; -"268 getitem_68" [id=268, type=__getitem__]; -"269 silu__20" [id=269, type=silu_]; -"270 _param_constant63" [id=270, type=get_attr]; -"271 conv2d_21" [id=271, type=conv2d]; -"272 empty_21" [id=272, type=empty]; -"273 _param_constant64" [id=273, type=get_attr]; -"274 _param_constant65" [id=274, type=get_attr]; -"275 _tensor_constant42" [id=275, type=get_attr]; -"276 _tensor_constant43" [id=276, type=get_attr]; -"277 _native_batch_norm_legit_no_training_21" [id=277, type=_native_batch_norm_legit_no_training]; -"278 getitem_69" [id=278, type=__getitem__]; -"279 getitem_70" [id=279, type=__getitem__]; -"280 getitem_71" [id=280, type=__getitem__]; -"281 silu__21" [id=281, type=silu_]; -"282 chunk_3" [id=282, type=chunk]; -"283 getitem_72" [id=283, type=__getitem__]; -"284 getitem_73" [id=284, type=__getitem__]; -"285 _param_constant66" [id=285, type=get_attr]; -"286 conv2d_22" [id=286, type=conv2d]; -"287 empty_22" [id=287, type=empty]; -"288 _param_constant67" [id=288, type=get_attr]; -"289 _param_constant68" [id=289, type=get_attr]; -"290 _tensor_constant44" [id=290, type=get_attr]; -"291 _tensor_constant45" [id=291, type=get_attr]; -"292 _native_batch_norm_legit_no_training_22" [id=292, type=_native_batch_norm_legit_no_training]; -"293 getitem_74" [id=293, type=__getitem__]; -"294 getitem_75" [id=294, type=__getitem__]; -"295 getitem_76" [id=295, type=__getitem__]; -"296 silu__22" [id=296, type=silu_]; -"297 _param_constant69" [id=297, type=get_attr]; -"298 conv2d_23" [id=298, type=conv2d]; -"299 empty_23" [id=299, type=empty]; -"300 _param_constant70" [id=300, type=get_attr]; -"301 _param_constant71" [id=301, type=get_attr]; -"302 _tensor_constant46" [id=302, type=get_attr]; -"303 _tensor_constant47" [id=303, type=get_attr]; -"304 _native_batch_norm_legit_no_training_23" [id=304, type=_native_batch_norm_legit_no_training]; -"305 getitem_77" [id=305, type=__getitem__]; -"306 getitem_78" [id=306, type=__getitem__]; -"307 getitem_79" [id=307, type=__getitem__]; -"308 silu__23" [id=308, type=silu_]; -"309 add_5" [id=309, type=add]; -"310 cat_3" [id=310, type=cat]; -"311 _param_constant72" [id=311, type=get_attr]; -"312 conv2d_24" [id=312, type=conv2d]; -"313 empty_24" [id=313, type=empty]; -"314 _param_constant73" [id=314, type=get_attr]; -"315 _param_constant74" [id=315, type=get_attr]; -"316 _tensor_constant48" [id=316, type=get_attr]; -"317 _tensor_constant49" [id=317, type=get_attr]; -"318 _native_batch_norm_legit_no_training_24" [id=318, type=_native_batch_norm_legit_no_training]; -"319 getitem_80" [id=319, type=__getitem__]; -"320 getitem_81" [id=320, type=__getitem__]; -"321 getitem_82" [id=321, type=__getitem__]; -"322 silu__24" [id=322, type=silu_]; -"323 _param_constant75" [id=323, type=get_attr]; -"324 conv2d_25" [id=324, type=conv2d]; -"325 empty_25" [id=325, type=empty]; -"326 _param_constant76" [id=326, type=get_attr]; -"327 _param_constant77" [id=327, type=get_attr]; -"328 _tensor_constant50" [id=328, type=get_attr]; -"329 _tensor_constant51" [id=329, type=get_attr]; -"330 _native_batch_norm_legit_no_training_25" [id=330, type=_native_batch_norm_legit_no_training]; -"331 getitem_83" [id=331, type=__getitem__]; -"332 getitem_84" [id=332, type=__getitem__]; -"333 getitem_85" [id=333, type=__getitem__]; -"334 silu__25" [id=334, type=silu_]; -"335 max_pool2d" [id=335, type=max_pool2d]; -"336 max_pool2d_1" [id=336, type=max_pool2d]; -"337 max_pool2d_2" [id=337, type=max_pool2d]; -"338 cat_4" [id=338, type=cat]; -"339 _param_constant78" [id=339, type=get_attr]; -"340 conv2d_26" [id=340, type=conv2d]; -"341 empty_26" [id=341, type=empty]; -"342 _param_constant79" [id=342, type=get_attr]; -"343 _param_constant80" [id=343, type=get_attr]; -"344 _tensor_constant52" [id=344, type=get_attr]; -"345 _tensor_constant53" [id=345, type=get_attr]; -"346 _native_batch_norm_legit_no_training_26" [id=346, type=_native_batch_norm_legit_no_training]; -"347 getitem_86" [id=347, type=__getitem__]; -"348 getitem_87" [id=348, type=__getitem__]; -"349 getitem_88" [id=349, type=__getitem__]; -"350 silu__26" [id=350, type=silu_]; -"351 upsample_nearest2d" [id=351, type=upsample_nearest2d]; -"352 cat_5" [id=352, type=cat]; -"353 _param_constant81" [id=353, type=get_attr]; -"354 conv2d_27" [id=354, type=conv2d]; -"355 empty_27" [id=355, type=empty]; -"356 _param_constant82" [id=356, type=get_attr]; -"357 _param_constant83" [id=357, type=get_attr]; -"358 _tensor_constant54" [id=358, type=get_attr]; -"359 _tensor_constant55" [id=359, type=get_attr]; -"360 _native_batch_norm_legit_no_training_27" [id=360, type=_native_batch_norm_legit_no_training]; -"361 getitem_89" [id=361, type=__getitem__]; -"362 getitem_90" [id=362, type=__getitem__]; -"363 getitem_91" [id=363, type=__getitem__]; -"364 silu__27" [id=364, type=silu_]; -"365 chunk_4" [id=365, type=chunk]; -"366 getitem_92" [id=366, type=__getitem__]; -"367 getitem_93" [id=367, type=__getitem__]; -"368 _param_constant84" [id=368, type=get_attr]; -"369 conv2d_28" [id=369, type=conv2d]; -"370 empty_28" [id=370, type=empty]; -"371 _param_constant85" [id=371, type=get_attr]; -"372 _param_constant86" [id=372, type=get_attr]; -"373 _tensor_constant56" [id=373, type=get_attr]; -"374 _tensor_constant57" [id=374, type=get_attr]; -"375 _native_batch_norm_legit_no_training_28" [id=375, type=_native_batch_norm_legit_no_training]; -"376 getitem_94" [id=376, type=__getitem__]; -"377 getitem_95" [id=377, type=__getitem__]; -"378 getitem_96" [id=378, type=__getitem__]; -"379 silu__28" [id=379, type=silu_]; -"380 _param_constant87" [id=380, type=get_attr]; -"381 conv2d_29" [id=381, type=conv2d]; -"382 empty_29" [id=382, type=empty]; -"383 _param_constant88" [id=383, type=get_attr]; -"384 _param_constant89" [id=384, type=get_attr]; -"385 _tensor_constant58" [id=385, type=get_attr]; -"386 _tensor_constant59" [id=386, type=get_attr]; -"387 _native_batch_norm_legit_no_training_29" [id=387, type=_native_batch_norm_legit_no_training]; -"388 getitem_97" [id=388, type=__getitem__]; -"389 getitem_98" [id=389, type=__getitem__]; -"390 getitem_99" [id=390, type=__getitem__]; -"391 silu__29" [id=391, type=silu_]; -"392 cat_6" [id=392, type=cat]; -"393 _param_constant90" [id=393, type=get_attr]; -"394 conv2d_30" [id=394, type=conv2d]; -"395 empty_30" [id=395, type=empty]; -"396 _param_constant91" [id=396, type=get_attr]; -"397 _param_constant92" [id=397, type=get_attr]; -"398 _tensor_constant60" [id=398, type=get_attr]; -"399 _tensor_constant61" [id=399, type=get_attr]; -"400 _native_batch_norm_legit_no_training_30" [id=400, type=_native_batch_norm_legit_no_training]; -"401 getitem_100" [id=401, type=__getitem__]; -"402 getitem_101" [id=402, type=__getitem__]; -"403 getitem_102" [id=403, type=__getitem__]; -"404 silu__30" [id=404, type=silu_]; -"405 upsample_nearest2d_1" [id=405, type=upsample_nearest2d]; -"406 cat_7" [id=406, type=cat]; -"407 _param_constant93" [id=407, type=get_attr]; -"408 conv2d_31" [id=408, type=conv2d]; -"409 empty_31" [id=409, type=empty]; -"410 _param_constant94" [id=410, type=get_attr]; -"411 _param_constant95" [id=411, type=get_attr]; -"412 _tensor_constant62" [id=412, type=get_attr]; -"413 _tensor_constant63" [id=413, type=get_attr]; -"414 _native_batch_norm_legit_no_training_31" [id=414, type=_native_batch_norm_legit_no_training]; -"415 getitem_103" [id=415, type=__getitem__]; -"416 getitem_104" [id=416, type=__getitem__]; -"417 getitem_105" [id=417, type=__getitem__]; -"418 silu__31" [id=418, type=silu_]; -"419 chunk_5" [id=419, type=chunk]; -"420 getitem_106" [id=420, type=__getitem__]; -"421 getitem_107" [id=421, type=__getitem__]; -"422 _param_constant96" [id=422, type=get_attr]; -"423 conv2d_32" [id=423, type=conv2d]; -"424 empty_32" [id=424, type=empty]; -"425 _param_constant97" [id=425, type=get_attr]; -"426 _param_constant98" [id=426, type=get_attr]; -"427 _tensor_constant64" [id=427, type=get_attr]; -"428 _tensor_constant65" [id=428, type=get_attr]; -"429 _native_batch_norm_legit_no_training_32" [id=429, type=_native_batch_norm_legit_no_training]; -"430 getitem_108" [id=430, type=__getitem__]; -"431 getitem_109" [id=431, type=__getitem__]; -"432 getitem_110" [id=432, type=__getitem__]; -"433 silu__32" [id=433, type=silu_]; -"434 _param_constant99" [id=434, type=get_attr]; -"435 conv2d_33" [id=435, type=conv2d]; -"436 empty_33" [id=436, type=empty]; -"437 _param_constant100" [id=437, type=get_attr]; -"438 _param_constant101" [id=438, type=get_attr]; -"439 _tensor_constant66" [id=439, type=get_attr]; -"440 _tensor_constant67" [id=440, type=get_attr]; -"441 _native_batch_norm_legit_no_training_33" [id=441, type=_native_batch_norm_legit_no_training]; -"442 getitem_111" [id=442, type=__getitem__]; -"443 getitem_112" [id=443, type=__getitem__]; -"444 getitem_113" [id=444, type=__getitem__]; -"445 silu__33" [id=445, type=silu_]; -"446 cat_8" [id=446, type=cat]; -"447 _param_constant102" [id=447, type=get_attr]; -"448 conv2d_34" [id=448, type=conv2d]; -"449 empty_34" [id=449, type=empty]; -"450 _param_constant103" [id=450, type=get_attr]; -"451 _param_constant104" [id=451, type=get_attr]; -"452 _tensor_constant68" [id=452, type=get_attr]; -"453 _tensor_constant69" [id=453, type=get_attr]; -"454 _native_batch_norm_legit_no_training_34" [id=454, type=_native_batch_norm_legit_no_training]; -"455 getitem_114" [id=455, type=__getitem__]; -"456 getitem_115" [id=456, type=__getitem__]; -"457 getitem_116" [id=457, type=__getitem__]; -"458 silu__34" [id=458, type=silu_]; -"459 _param_constant105" [id=459, type=get_attr]; -"460 conv2d_35" [id=460, type=conv2d]; -"461 empty_35" [id=461, type=empty]; -"462 _param_constant106" [id=462, type=get_attr]; -"463 _param_constant107" [id=463, type=get_attr]; -"464 _tensor_constant70" [id=464, type=get_attr]; -"465 _tensor_constant71" [id=465, type=get_attr]; -"466 _native_batch_norm_legit_no_training_35" [id=466, type=_native_batch_norm_legit_no_training]; -"467 getitem_117" [id=467, type=__getitem__]; -"468 getitem_118" [id=468, type=__getitem__]; -"469 getitem_119" [id=469, type=__getitem__]; -"470 silu__35" [id=470, type=silu_]; -"471 cat_9" [id=471, type=cat]; -"472 _param_constant108" [id=472, type=get_attr]; -"473 conv2d_36" [id=473, type=conv2d]; -"474 empty_36" [id=474, type=empty]; -"475 _param_constant109" [id=475, type=get_attr]; -"476 _param_constant110" [id=476, type=get_attr]; -"477 _tensor_constant72" [id=477, type=get_attr]; -"478 _tensor_constant73" [id=478, type=get_attr]; -"479 _native_batch_norm_legit_no_training_36" [id=479, type=_native_batch_norm_legit_no_training]; -"480 getitem_120" [id=480, type=__getitem__]; -"481 getitem_121" [id=481, type=__getitem__]; -"482 getitem_122" [id=482, type=__getitem__]; -"483 silu__36" [id=483, type=silu_]; -"484 chunk_6" [id=484, type=chunk]; -"485 getitem_123" [id=485, type=__getitem__]; -"486 getitem_124" [id=486, type=__getitem__]; -"487 _param_constant111" [id=487, type=get_attr]; -"488 conv2d_37" [id=488, type=conv2d]; -"489 empty_37" [id=489, type=empty]; -"490 _param_constant112" [id=490, type=get_attr]; -"491 _param_constant113" [id=491, type=get_attr]; -"492 _tensor_constant74" [id=492, type=get_attr]; -"493 _tensor_constant75" [id=493, type=get_attr]; -"494 _native_batch_norm_legit_no_training_37" [id=494, type=_native_batch_norm_legit_no_training]; -"495 getitem_125" [id=495, type=__getitem__]; -"496 getitem_126" [id=496, type=__getitem__]; -"497 getitem_127" [id=497, type=__getitem__]; -"498 silu__37" [id=498, type=silu_]; -"499 _param_constant114" [id=499, type=get_attr]; -"500 conv2d_38" [id=500, type=conv2d]; -"501 empty_38" [id=501, type=empty]; -"502 _param_constant115" [id=502, type=get_attr]; -"503 _param_constant116" [id=503, type=get_attr]; -"504 _tensor_constant76" [id=504, type=get_attr]; -"505 _tensor_constant77" [id=505, type=get_attr]; -"506 _native_batch_norm_legit_no_training_38" [id=506, type=_native_batch_norm_legit_no_training]; -"507 getitem_128" [id=507, type=__getitem__]; -"508 getitem_129" [id=508, type=__getitem__]; -"509 getitem_130" [id=509, type=__getitem__]; -"510 silu__38" [id=510, type=silu_]; -"511 cat_10" [id=511, type=cat]; -"512 _param_constant117" [id=512, type=get_attr]; -"513 conv2d_39" [id=513, type=conv2d]; -"514 empty_39" [id=514, type=empty]; -"515 _param_constant118" [id=515, type=get_attr]; -"516 _param_constant119" [id=516, type=get_attr]; -"517 _tensor_constant78" [id=517, type=get_attr]; -"518 _tensor_constant79" [id=518, type=get_attr]; -"519 _native_batch_norm_legit_no_training_39" [id=519, type=_native_batch_norm_legit_no_training]; -"520 getitem_131" [id=520, type=__getitem__]; -"521 getitem_132" [id=521, type=__getitem__]; -"522 getitem_133" [id=522, type=__getitem__]; -"523 silu__39" [id=523, type=silu_]; -"524 _param_constant120" [id=524, type=get_attr]; -"525 conv2d_40" [id=525, type=conv2d]; -"526 empty_40" [id=526, type=empty]; -"527 _param_constant121" [id=527, type=get_attr]; -"528 _param_constant122" [id=528, type=get_attr]; -"529 _tensor_constant80" [id=529, type=get_attr]; -"530 _tensor_constant81" [id=530, type=get_attr]; -"531 _native_batch_norm_legit_no_training_40" [id=531, type=_native_batch_norm_legit_no_training]; -"532 getitem_134" [id=532, type=__getitem__]; -"533 getitem_135" [id=533, type=__getitem__]; -"534 getitem_136" [id=534, type=__getitem__]; -"535 silu__40" [id=535, type=silu_]; -"536 cat_11" [id=536, type=cat]; -"537 _param_constant123" [id=537, type=get_attr]; -"538 conv2d_41" [id=538, type=conv2d]; -"539 empty_41" [id=539, type=empty]; -"540 _param_constant124" [id=540, type=get_attr]; -"541 _param_constant125" [id=541, type=get_attr]; -"542 _tensor_constant82" [id=542, type=get_attr]; -"543 _tensor_constant83" [id=543, type=get_attr]; -"544 _native_batch_norm_legit_no_training_41" [id=544, type=_native_batch_norm_legit_no_training]; -"545 getitem_137" [id=545, type=__getitem__]; -"546 getitem_138" [id=546, type=__getitem__]; -"547 getitem_139" [id=547, type=__getitem__]; -"548 silu__41" [id=548, type=silu_]; -"549 chunk_7" [id=549, type=chunk]; -"550 getitem_140" [id=550, type=__getitem__]; -"551 getitem_141" [id=551, type=__getitem__]; -"552 _param_constant126" [id=552, type=get_attr]; -"553 conv2d_42" [id=553, type=conv2d]; -"554 empty_42" [id=554, type=empty]; -"555 _param_constant127" [id=555, type=get_attr]; -"556 _param_constant128" [id=556, type=get_attr]; -"557 _tensor_constant84" [id=557, type=get_attr]; -"558 _tensor_constant85" [id=558, type=get_attr]; -"559 _native_batch_norm_legit_no_training_42" [id=559, type=_native_batch_norm_legit_no_training]; -"560 getitem_142" [id=560, type=__getitem__]; -"561 getitem_143" [id=561, type=__getitem__]; -"562 getitem_144" [id=562, type=__getitem__]; -"563 silu__42" [id=563, type=silu_]; -"564 _param_constant129" [id=564, type=get_attr]; -"565 conv2d_43" [id=565, type=conv2d]; -"566 empty_43" [id=566, type=empty]; -"567 _param_constant130" [id=567, type=get_attr]; -"568 _param_constant131" [id=568, type=get_attr]; -"569 _tensor_constant86" [id=569, type=get_attr]; -"570 _tensor_constant87" [id=570, type=get_attr]; -"571 _native_batch_norm_legit_no_training_43" [id=571, type=_native_batch_norm_legit_no_training]; -"572 getitem_145" [id=572, type=__getitem__]; -"573 getitem_146" [id=573, type=__getitem__]; -"574 getitem_147" [id=574, type=__getitem__]; -"575 silu__43" [id=575, type=silu_]; -"576 cat_12" [id=576, type=cat]; -"577 _param_constant132" [id=577, type=get_attr]; -"578 conv2d_44" [id=578, type=conv2d]; -"579 empty_44" [id=579, type=empty]; -"580 _param_constant133" [id=580, type=get_attr]; -"581 _param_constant134" [id=581, type=get_attr]; -"582 _tensor_constant88" [id=582, type=get_attr]; -"583 _tensor_constant89" [id=583, type=get_attr]; -"584 _native_batch_norm_legit_no_training_44" [id=584, type=_native_batch_norm_legit_no_training]; -"585 getitem_148" [id=585, type=__getitem__]; -"586 getitem_149" [id=586, type=__getitem__]; -"587 getitem_150" [id=587, type=__getitem__]; -"588 silu__44" [id=588, type=silu_]; -"589 _param_constant135" [id=589, type=get_attr]; -"590 conv2d_45" [id=590, type=conv2d]; -"591 empty_45" [id=591, type=empty]; -"592 _param_constant136" [id=592, type=get_attr]; -"593 _param_constant137" [id=593, type=get_attr]; -"594 _tensor_constant90" [id=594, type=get_attr]; -"595 _tensor_constant91" [id=595, type=get_attr]; -"596 _native_batch_norm_legit_no_training_45" [id=596, type=_native_batch_norm_legit_no_training]; -"597 getitem_151" [id=597, type=__getitem__]; -"598 getitem_152" [id=598, type=__getitem__]; -"599 getitem_153" [id=599, type=__getitem__]; -"600 silu__45" [id=600, type=silu_]; -"601 _param_constant138" [id=601, type=get_attr]; -"602 conv2d_46" [id=602, type=conv2d]; -"603 empty_46" [id=603, type=empty]; -"604 _param_constant139" [id=604, type=get_attr]; -"605 _param_constant140" [id=605, type=get_attr]; -"606 _tensor_constant92" [id=606, type=get_attr]; -"607 _tensor_constant93" [id=607, type=get_attr]; -"608 _native_batch_norm_legit_no_training_46" [id=608, type=_native_batch_norm_legit_no_training]; -"609 getitem_154" [id=609, type=__getitem__]; -"610 getitem_155" [id=610, type=__getitem__]; -"611 getitem_156" [id=611, type=__getitem__]; -"612 silu__46" [id=612, type=silu_]; -"613 _param_constant141" [id=613, type=get_attr]; -"614 _param_constant142" [id=614, type=get_attr]; -"615 conv2d_47" [id=615, type=conv2d]; -"616 _param_constant143" [id=616, type=get_attr]; -"617 conv2d_48" [id=617, type=conv2d]; -"618 empty_47" [id=618, type=empty]; -"619 _param_constant144" [id=619, type=get_attr]; -"620 _param_constant145" [id=620, type=get_attr]; -"621 _tensor_constant94" [id=621, type=get_attr]; -"622 _tensor_constant95" [id=622, type=get_attr]; -"623 _native_batch_norm_legit_no_training_47" [id=623, type=_native_batch_norm_legit_no_training]; -"624 getitem_157" [id=624, type=__getitem__]; -"625 getitem_158" [id=625, type=__getitem__]; -"626 getitem_159" [id=626, type=__getitem__]; -"627 silu__47" [id=627, type=silu_]; -"628 _param_constant146" [id=628, type=get_attr]; -"629 conv2d_49" [id=629, type=conv2d]; -"630 empty_48" [id=630, type=empty]; -"631 _param_constant147" [id=631, type=get_attr]; -"632 _param_constant148" [id=632, type=get_attr]; -"633 _tensor_constant96" [id=633, type=get_attr]; -"634 _tensor_constant97" [id=634, type=get_attr]; -"635 _native_batch_norm_legit_no_training_48" [id=635, type=_native_batch_norm_legit_no_training]; -"636 getitem_160" [id=636, type=__getitem__]; -"637 getitem_161" [id=637, type=__getitem__]; -"638 getitem_162" [id=638, type=__getitem__]; -"639 silu__48" [id=639, type=silu_]; -"640 _param_constant149" [id=640, type=get_attr]; -"641 _param_constant150" [id=641, type=get_attr]; -"642 conv2d_50" [id=642, type=conv2d]; -"643 cat_13" [id=643, type=cat]; -"644 _param_constant151" [id=644, type=get_attr]; -"645 conv2d_51" [id=645, type=conv2d]; -"646 empty_49" [id=646, type=empty]; -"647 _param_constant152" [id=647, type=get_attr]; -"648 _param_constant153" [id=648, type=get_attr]; -"649 _tensor_constant98" [id=649, type=get_attr]; -"650 _tensor_constant99" [id=650, type=get_attr]; -"651 _native_batch_norm_legit_no_training_49" [id=651, type=_native_batch_norm_legit_no_training]; -"652 getitem_163" [id=652, type=__getitem__]; -"653 getitem_164" [id=653, type=__getitem__]; -"654 getitem_165" [id=654, type=__getitem__]; -"655 silu__49" [id=655, type=silu_]; -"656 _param_constant154" [id=656, type=get_attr]; -"657 conv2d_52" [id=657, type=conv2d]; -"658 empty_50" [id=658, type=empty]; -"659 _param_constant155" [id=659, type=get_attr]; -"660 _param_constant156" [id=660, type=get_attr]; -"661 _tensor_constant100" [id=661, type=get_attr]; -"662 _tensor_constant101" [id=662, type=get_attr]; -"663 _native_batch_norm_legit_no_training_50" [id=663, type=_native_batch_norm_legit_no_training]; -"664 getitem_166" [id=664, type=__getitem__]; -"665 getitem_167" [id=665, type=__getitem__]; -"666 getitem_168" [id=666, type=__getitem__]; -"667 silu__50" [id=667, type=silu_]; -"668 _param_constant157" [id=668, type=get_attr]; -"669 _param_constant158" [id=669, type=get_attr]; -"670 conv2d_53" [id=670, type=conv2d]; -"671 _param_constant159" [id=671, type=get_attr]; -"672 conv2d_54" [id=672, type=conv2d]; -"673 empty_51" [id=673, type=empty]; -"674 _param_constant160" [id=674, type=get_attr]; -"675 _param_constant161" [id=675, type=get_attr]; -"676 _tensor_constant102" [id=676, type=get_attr]; -"677 _tensor_constant103" [id=677, type=get_attr]; -"678 _native_batch_norm_legit_no_training_51" [id=678, type=_native_batch_norm_legit_no_training]; -"679 getitem_169" [id=679, type=__getitem__]; -"680 getitem_170" [id=680, type=__getitem__]; -"681 getitem_171" [id=681, type=__getitem__]; -"682 silu__51" [id=682, type=silu_]; -"683 _param_constant162" [id=683, type=get_attr]; -"684 conv2d_55" [id=684, type=conv2d]; -"685 empty_52" [id=685, type=empty]; -"686 _param_constant163" [id=686, type=get_attr]; -"687 _param_constant164" [id=687, type=get_attr]; -"688 _tensor_constant104" [id=688, type=get_attr]; -"689 _tensor_constant105" [id=689, type=get_attr]; -"690 _native_batch_norm_legit_no_training_52" [id=690, type=_native_batch_norm_legit_no_training]; -"691 getitem_172" [id=691, type=__getitem__]; -"692 getitem_173" [id=692, type=__getitem__]; -"693 getitem_174" [id=693, type=__getitem__]; -"694 silu__52" [id=694, type=silu_]; -"695 _param_constant165" [id=695, type=get_attr]; -"696 _param_constant166" [id=696, type=get_attr]; -"697 conv2d_56" [id=697, type=conv2d]; -"698 cat_14" [id=698, type=cat]; -"699 _param_constant167" [id=699, type=get_attr]; -"700 conv2d_57" [id=700, type=conv2d]; -"701 empty_53" [id=701, type=empty]; -"702 _param_constant168" [id=702, type=get_attr]; -"703 _param_constant169" [id=703, type=get_attr]; -"704 _tensor_constant106" [id=704, type=get_attr]; -"705 _tensor_constant107" [id=705, type=get_attr]; -"706 _native_batch_norm_legit_no_training_53" [id=706, type=_native_batch_norm_legit_no_training]; -"707 getitem_175" [id=707, type=__getitem__]; -"708 getitem_176" [id=708, type=__getitem__]; -"709 getitem_177" [id=709, type=__getitem__]; -"710 silu__53" [id=710, type=silu_]; -"711 _param_constant170" [id=711, type=get_attr]; -"712 conv2d_58" [id=712, type=conv2d]; -"713 empty_54" [id=713, type=empty]; -"714 _param_constant171" [id=714, type=get_attr]; -"715 _param_constant172" [id=715, type=get_attr]; -"716 _tensor_constant108" [id=716, type=get_attr]; -"717 _tensor_constant109" [id=717, type=get_attr]; -"718 _native_batch_norm_legit_no_training_54" [id=718, type=_native_batch_norm_legit_no_training]; -"719 getitem_178" [id=719, type=__getitem__]; -"720 getitem_179" [id=720, type=__getitem__]; -"721 getitem_180" [id=721, type=__getitem__]; -"722 silu__54" [id=722, type=silu_]; -"723 _param_constant173" [id=723, type=get_attr]; -"724 _param_constant174" [id=724, type=get_attr]; -"725 conv2d_59" [id=725, type=conv2d]; -"726 _param_constant175" [id=726, type=get_attr]; -"727 conv2d_60" [id=727, type=conv2d]; -"728 empty_55" [id=728, type=empty]; -"729 _param_constant176" [id=729, type=get_attr]; -"730 _param_constant177" [id=730, type=get_attr]; -"731 _tensor_constant110" [id=731, type=get_attr]; -"732 _tensor_constant111" [id=732, type=get_attr]; -"733 _native_batch_norm_legit_no_training_55" [id=733, type=_native_batch_norm_legit_no_training]; -"734 getitem_181" [id=734, type=__getitem__]; -"735 getitem_182" [id=735, type=__getitem__]; -"736 getitem_183" [id=736, type=__getitem__]; -"737 silu__55" [id=737, type=silu_]; -"738 _param_constant178" [id=738, type=get_attr]; -"739 conv2d_61" [id=739, type=conv2d]; -"740 empty_56" [id=740, type=empty]; -"741 _param_constant179" [id=741, type=get_attr]; -"742 _param_constant180" [id=742, type=get_attr]; -"743 _tensor_constant112" [id=743, type=get_attr]; -"744 _tensor_constant113" [id=744, type=get_attr]; -"745 _native_batch_norm_legit_no_training_56" [id=745, type=_native_batch_norm_legit_no_training]; -"746 getitem_184" [id=746, type=__getitem__]; -"747 getitem_185" [id=747, type=__getitem__]; -"748 getitem_186" [id=748, type=__getitem__]; -"749 silu__56" [id=749, type=silu_]; -"750 _param_constant181" [id=750, type=get_attr]; -"751 _param_constant182" [id=751, type=get_attr]; -"752 conv2d_62" [id=752, type=conv2d]; -"753 cat_15" [id=753, type=cat]; -"754 view" [id=754, type=view]; -"755 view_1" [id=755, type=view]; -"756 view_2" [id=756, type=view]; -"757 cat_16" [id=757, type=cat]; -"758 split_with_sizes" [id=758, type=split_with_sizes]; -"759 getitem_187" [id=759, type=__getitem__]; -"760 getitem_188" [id=760, type=__getitem__]; -"761 view_3" [id=761, type=view]; -"762 transpose" [id=762, type=transpose]; -"763 softmax" [id=763, type=softmax]; -"764 _param_constant183" [id=764, type=get_attr]; -"765 conv2d_63" [id=765, type=conv2d]; -"766 view_4" [id=766, type=view]; -"767 _tensor_constant114" [id=767, type=get_attr]; -"768 unsqueeze" [id=768, type=unsqueeze]; -"769 chunk_8" [id=769, type=chunk]; -"770 getitem_189" [id=770, type=__getitem__]; -"771 getitem_190" [id=771, type=__getitem__]; -"772 sub" [id=772, type=sub]; -"773 add_6" [id=773, type=add]; -"774 add_7" [id=774, type=add]; -"775 div" [id=775, type=div]; -"776 sub_1" [id=776, type=sub]; -"777 cat_17" [id=777, type=cat]; -"778 _tensor_constant115" [id=778, type=get_attr]; -"779 mul" [id=779, type=mul]; -"780 sigmoid" [id=780, type=sigmoid]; -"781 cat_18" [id=781, type=cat]; -"782 output" [id=782, type=output]; -"0 arg0_1" -> "2 conv2d"; -"1 _param_constant0" -> "2 conv2d"; -"2 conv2d" -> "8 _native_batch_norm_legit_no_training"; -"4 _param_constant1" -> "8 _native_batch_norm_legit_no_training"; -"5 _param_constant2" -> "8 _native_batch_norm_legit_no_training"; -"6 _tensor_constant0" -> "8 _native_batch_norm_legit_no_training"; -"7 _tensor_constant1" -> "8 _native_batch_norm_legit_no_training"; -"8 _native_batch_norm_legit_no_training" -> "9 getitem"; -"8 _native_batch_norm_legit_no_training" -> "10 getitem_1"; -"8 _native_batch_norm_legit_no_training" -> "11 getitem_2"; -"9 getitem" -> "12 silu_"; -"12 silu_" -> "14 conv2d_1"; -"13 _param_constant3" -> "14 conv2d_1"; -"14 conv2d_1" -> "20 _native_batch_norm_legit_no_training_1"; -"16 _param_constant4" -> "20 _native_batch_norm_legit_no_training_1"; -"17 _param_constant5" -> "20 _native_batch_norm_legit_no_training_1"; -"18 _tensor_constant2" -> "20 _native_batch_norm_legit_no_training_1"; -"19 _tensor_constant3" -> "20 _native_batch_norm_legit_no_training_1"; -"20 _native_batch_norm_legit_no_training_1" -> "21 getitem_3"; -"20 _native_batch_norm_legit_no_training_1" -> "22 getitem_4"; -"20 _native_batch_norm_legit_no_training_1" -> "23 getitem_5"; -"21 getitem_3" -> "24 silu__1"; -"24 silu__1" -> "26 conv2d_2"; -"25 _param_constant6" -> "26 conv2d_2"; -"26 conv2d_2" -> "32 _native_batch_norm_legit_no_training_2"; -"28 _param_constant7" -> "32 _native_batch_norm_legit_no_training_2"; -"29 _param_constant8" -> "32 _native_batch_norm_legit_no_training_2"; -"30 _tensor_constant4" -> "32 _native_batch_norm_legit_no_training_2"; -"31 _tensor_constant5" -> "32 _native_batch_norm_legit_no_training_2"; -"32 _native_batch_norm_legit_no_training_2" -> "33 getitem_6"; -"32 _native_batch_norm_legit_no_training_2" -> "34 getitem_7"; -"32 _native_batch_norm_legit_no_training_2" -> "35 getitem_8"; -"33 getitem_6" -> "36 silu__2"; -"36 silu__2" -> "37 chunk"; -"37 chunk" -> "38 getitem_9"; -"37 chunk" -> "39 getitem_10"; -"38 getitem_9" -> "65 cat"; -"39 getitem_10" -> "41 conv2d_3"; -"39 getitem_10" -> "64 add"; -"39 getitem_10" -> "65 cat"; -"40 _param_constant9" -> "41 conv2d_3"; -"41 conv2d_3" -> "47 _native_batch_norm_legit_no_training_3"; -"43 _param_constant10" -> "47 _native_batch_norm_legit_no_training_3"; -"44 _param_constant11" -> "47 _native_batch_norm_legit_no_training_3"; -"45 _tensor_constant6" -> "47 _native_batch_norm_legit_no_training_3"; -"46 _tensor_constant7" -> "47 _native_batch_norm_legit_no_training_3"; -"47 _native_batch_norm_legit_no_training_3" -> "48 getitem_11"; -"47 _native_batch_norm_legit_no_training_3" -> "49 getitem_12"; -"47 _native_batch_norm_legit_no_training_3" -> "50 getitem_13"; -"48 getitem_11" -> "51 silu__3"; -"51 silu__3" -> "53 conv2d_4"; -"52 _param_constant12" -> "53 conv2d_4"; -"53 conv2d_4" -> "59 _native_batch_norm_legit_no_training_4"; -"55 _param_constant13" -> "59 _native_batch_norm_legit_no_training_4"; -"56 _param_constant14" -> "59 _native_batch_norm_legit_no_training_4"; -"57 _tensor_constant8" -> "59 _native_batch_norm_legit_no_training_4"; -"58 _tensor_constant9" -> "59 _native_batch_norm_legit_no_training_4"; -"59 _native_batch_norm_legit_no_training_4" -> "60 getitem_14"; -"59 _native_batch_norm_legit_no_training_4" -> "61 getitem_15"; -"59 _native_batch_norm_legit_no_training_4" -> "62 getitem_16"; -"60 getitem_14" -> "63 silu__4"; -"63 silu__4" -> "64 add"; -"64 add" -> "65 cat"; -"65 cat" -> "67 conv2d_5"; -"66 _param_constant15" -> "67 conv2d_5"; -"67 conv2d_5" -> "73 _native_batch_norm_legit_no_training_5"; -"69 _param_constant16" -> "73 _native_batch_norm_legit_no_training_5"; -"70 _param_constant17" -> "73 _native_batch_norm_legit_no_training_5"; -"71 _tensor_constant10" -> "73 _native_batch_norm_legit_no_training_5"; -"72 _tensor_constant11" -> "73 _native_batch_norm_legit_no_training_5"; -"73 _native_batch_norm_legit_no_training_5" -> "74 getitem_17"; -"73 _native_batch_norm_legit_no_training_5" -> "75 getitem_18"; -"73 _native_batch_norm_legit_no_training_5" -> "76 getitem_19"; -"74 getitem_17" -> "77 silu__5"; -"77 silu__5" -> "79 conv2d_6"; -"78 _param_constant18" -> "79 conv2d_6"; -"79 conv2d_6" -> "85 _native_batch_norm_legit_no_training_6"; -"81 _param_constant19" -> "85 _native_batch_norm_legit_no_training_6"; -"82 _param_constant20" -> "85 _native_batch_norm_legit_no_training_6"; -"83 _tensor_constant12" -> "85 _native_batch_norm_legit_no_training_6"; -"84 _tensor_constant13" -> "85 _native_batch_norm_legit_no_training_6"; -"85 _native_batch_norm_legit_no_training_6" -> "86 getitem_20"; -"85 _native_batch_norm_legit_no_training_6" -> "87 getitem_21"; -"85 _native_batch_norm_legit_no_training_6" -> "88 getitem_22"; -"86 getitem_20" -> "89 silu__6"; -"89 silu__6" -> "91 conv2d_7"; -"90 _param_constant21" -> "91 conv2d_7"; -"91 conv2d_7" -> "97 _native_batch_norm_legit_no_training_7"; -"93 _param_constant22" -> "97 _native_batch_norm_legit_no_training_7"; -"94 _param_constant23" -> "97 _native_batch_norm_legit_no_training_7"; -"95 _tensor_constant14" -> "97 _native_batch_norm_legit_no_training_7"; -"96 _tensor_constant15" -> "97 _native_batch_norm_legit_no_training_7"; -"97 _native_batch_norm_legit_no_training_7" -> "98 getitem_23"; -"97 _native_batch_norm_legit_no_training_7" -> "99 getitem_24"; -"97 _native_batch_norm_legit_no_training_7" -> "100 getitem_25"; -"98 getitem_23" -> "101 silu__7"; -"101 silu__7" -> "102 chunk_1"; -"102 chunk_1" -> "103 getitem_26"; -"102 chunk_1" -> "104 getitem_27"; -"103 getitem_26" -> "155 cat_1"; -"104 getitem_27" -> "106 conv2d_8"; -"104 getitem_27" -> "129 add_1"; -"104 getitem_27" -> "131 conv2d_10"; -"104 getitem_27" -> "154 add_2"; -"104 getitem_27" -> "155 cat_1"; -"105 _param_constant24" -> "106 conv2d_8"; -"106 conv2d_8" -> "112 _native_batch_norm_legit_no_training_8"; -"108 _param_constant25" -> "112 _native_batch_norm_legit_no_training_8"; -"109 _param_constant26" -> "112 _native_batch_norm_legit_no_training_8"; -"110 _tensor_constant16" -> "112 _native_batch_norm_legit_no_training_8"; -"111 _tensor_constant17" -> "112 _native_batch_norm_legit_no_training_8"; -"112 _native_batch_norm_legit_no_training_8" -> "113 getitem_28"; -"112 _native_batch_norm_legit_no_training_8" -> "114 getitem_29"; -"112 _native_batch_norm_legit_no_training_8" -> "115 getitem_30"; -"113 getitem_28" -> "116 silu__8"; -"116 silu__8" -> "118 conv2d_9"; -"117 _param_constant27" -> "118 conv2d_9"; -"118 conv2d_9" -> "124 _native_batch_norm_legit_no_training_9"; -"120 _param_constant28" -> "124 _native_batch_norm_legit_no_training_9"; -"121 _param_constant29" -> "124 _native_batch_norm_legit_no_training_9"; -"122 _tensor_constant18" -> "124 _native_batch_norm_legit_no_training_9"; -"123 _tensor_constant19" -> "124 _native_batch_norm_legit_no_training_9"; -"124 _native_batch_norm_legit_no_training_9" -> "125 getitem_31"; -"124 _native_batch_norm_legit_no_training_9" -> "126 getitem_32"; -"124 _native_batch_norm_legit_no_training_9" -> "127 getitem_33"; -"125 getitem_31" -> "128 silu__9"; -"128 silu__9" -> "129 add_1"; -"129 add_1" -> "155 cat_1"; -"130 _param_constant30" -> "131 conv2d_10"; -"131 conv2d_10" -> "137 _native_batch_norm_legit_no_training_10"; -"133 _param_constant31" -> "137 _native_batch_norm_legit_no_training_10"; -"134 _param_constant32" -> "137 _native_batch_norm_legit_no_training_10"; -"135 _tensor_constant20" -> "137 _native_batch_norm_legit_no_training_10"; -"136 _tensor_constant21" -> "137 _native_batch_norm_legit_no_training_10"; -"137 _native_batch_norm_legit_no_training_10" -> "138 getitem_34"; -"137 _native_batch_norm_legit_no_training_10" -> "139 getitem_35"; -"137 _native_batch_norm_legit_no_training_10" -> "140 getitem_36"; -"138 getitem_34" -> "141 silu__10"; -"141 silu__10" -> "143 conv2d_11"; -"142 _param_constant33" -> "143 conv2d_11"; -"143 conv2d_11" -> "149 _native_batch_norm_legit_no_training_11"; -"145 _param_constant34" -> "149 _native_batch_norm_legit_no_training_11"; -"146 _param_constant35" -> "149 _native_batch_norm_legit_no_training_11"; -"147 _tensor_constant22" -> "149 _native_batch_norm_legit_no_training_11"; -"148 _tensor_constant23" -> "149 _native_batch_norm_legit_no_training_11"; -"149 _native_batch_norm_legit_no_training_11" -> "150 getitem_37"; -"149 _native_batch_norm_legit_no_training_11" -> "151 getitem_38"; -"149 _native_batch_norm_legit_no_training_11" -> "152 getitem_39"; -"150 getitem_37" -> "153 silu__11"; -"153 silu__11" -> "154 add_2"; -"154 add_2" -> "155 cat_1"; -"155 cat_1" -> "157 conv2d_12"; -"156 _param_constant36" -> "157 conv2d_12"; -"157 conv2d_12" -> "163 _native_batch_norm_legit_no_training_12"; -"159 _param_constant37" -> "163 _native_batch_norm_legit_no_training_12"; -"160 _param_constant38" -> "163 _native_batch_norm_legit_no_training_12"; -"161 _tensor_constant24" -> "163 _native_batch_norm_legit_no_training_12"; -"162 _tensor_constant25" -> "163 _native_batch_norm_legit_no_training_12"; -"163 _native_batch_norm_legit_no_training_12" -> "164 getitem_40"; -"163 _native_batch_norm_legit_no_training_12" -> "165 getitem_41"; -"163 _native_batch_norm_legit_no_training_12" -> "166 getitem_42"; -"164 getitem_40" -> "167 silu__12"; -"167 silu__12" -> "169 conv2d_13"; -"167 silu__12" -> "406 cat_7"; -"168 _param_constant39" -> "169 conv2d_13"; -"169 conv2d_13" -> "175 _native_batch_norm_legit_no_training_13"; -"171 _param_constant40" -> "175 _native_batch_norm_legit_no_training_13"; -"172 _param_constant41" -> "175 _native_batch_norm_legit_no_training_13"; -"173 _tensor_constant26" -> "175 _native_batch_norm_legit_no_training_13"; -"174 _tensor_constant27" -> "175 _native_batch_norm_legit_no_training_13"; -"175 _native_batch_norm_legit_no_training_13" -> "176 getitem_43"; -"175 _native_batch_norm_legit_no_training_13" -> "177 getitem_44"; -"175 _native_batch_norm_legit_no_training_13" -> "178 getitem_45"; -"176 getitem_43" -> "179 silu__13"; -"179 silu__13" -> "181 conv2d_14"; -"180 _param_constant42" -> "181 conv2d_14"; -"181 conv2d_14" -> "187 _native_batch_norm_legit_no_training_14"; -"183 _param_constant43" -> "187 _native_batch_norm_legit_no_training_14"; -"184 _param_constant44" -> "187 _native_batch_norm_legit_no_training_14"; -"185 _tensor_constant28" -> "187 _native_batch_norm_legit_no_training_14"; -"186 _tensor_constant29" -> "187 _native_batch_norm_legit_no_training_14"; -"187 _native_batch_norm_legit_no_training_14" -> "188 getitem_46"; -"187 _native_batch_norm_legit_no_training_14" -> "189 getitem_47"; -"187 _native_batch_norm_legit_no_training_14" -> "190 getitem_48"; -"188 getitem_46" -> "191 silu__14"; -"191 silu__14" -> "192 chunk_2"; -"192 chunk_2" -> "193 getitem_49"; -"192 chunk_2" -> "194 getitem_50"; -"193 getitem_49" -> "245 cat_2"; -"194 getitem_50" -> "196 conv2d_15"; -"194 getitem_50" -> "219 add_3"; -"194 getitem_50" -> "221 conv2d_17"; -"194 getitem_50" -> "244 add_4"; -"194 getitem_50" -> "245 cat_2"; -"195 _param_constant45" -> "196 conv2d_15"; -"196 conv2d_15" -> "202 _native_batch_norm_legit_no_training_15"; -"198 _param_constant46" -> "202 _native_batch_norm_legit_no_training_15"; -"199 _param_constant47" -> "202 _native_batch_norm_legit_no_training_15"; -"200 _tensor_constant30" -> "202 _native_batch_norm_legit_no_training_15"; -"201 _tensor_constant31" -> "202 _native_batch_norm_legit_no_training_15"; -"202 _native_batch_norm_legit_no_training_15" -> "203 getitem_51"; -"202 _native_batch_norm_legit_no_training_15" -> "204 getitem_52"; -"202 _native_batch_norm_legit_no_training_15" -> "205 getitem_53"; -"203 getitem_51" -> "206 silu__15"; -"206 silu__15" -> "208 conv2d_16"; -"207 _param_constant48" -> "208 conv2d_16"; -"208 conv2d_16" -> "214 _native_batch_norm_legit_no_training_16"; -"210 _param_constant49" -> "214 _native_batch_norm_legit_no_training_16"; -"211 _param_constant50" -> "214 _native_batch_norm_legit_no_training_16"; -"212 _tensor_constant32" -> "214 _native_batch_norm_legit_no_training_16"; -"213 _tensor_constant33" -> "214 _native_batch_norm_legit_no_training_16"; -"214 _native_batch_norm_legit_no_training_16" -> "215 getitem_54"; -"214 _native_batch_norm_legit_no_training_16" -> "216 getitem_55"; -"214 _native_batch_norm_legit_no_training_16" -> "217 getitem_56"; -"215 getitem_54" -> "218 silu__16"; -"218 silu__16" -> "219 add_3"; -"219 add_3" -> "245 cat_2"; -"220 _param_constant51" -> "221 conv2d_17"; -"221 conv2d_17" -> "227 _native_batch_norm_legit_no_training_17"; -"223 _param_constant52" -> "227 _native_batch_norm_legit_no_training_17"; -"224 _param_constant53" -> "227 _native_batch_norm_legit_no_training_17"; -"225 _tensor_constant34" -> "227 _native_batch_norm_legit_no_training_17"; -"226 _tensor_constant35" -> "227 _native_batch_norm_legit_no_training_17"; -"227 _native_batch_norm_legit_no_training_17" -> "228 getitem_57"; -"227 _native_batch_norm_legit_no_training_17" -> "229 getitem_58"; -"227 _native_batch_norm_legit_no_training_17" -> "230 getitem_59"; -"228 getitem_57" -> "231 silu__17"; -"231 silu__17" -> "233 conv2d_18"; -"232 _param_constant54" -> "233 conv2d_18"; -"233 conv2d_18" -> "239 _native_batch_norm_legit_no_training_18"; -"235 _param_constant55" -> "239 _native_batch_norm_legit_no_training_18"; -"236 _param_constant56" -> "239 _native_batch_norm_legit_no_training_18"; -"237 _tensor_constant36" -> "239 _native_batch_norm_legit_no_training_18"; -"238 _tensor_constant37" -> "239 _native_batch_norm_legit_no_training_18"; -"239 _native_batch_norm_legit_no_training_18" -> "240 getitem_60"; -"239 _native_batch_norm_legit_no_training_18" -> "241 getitem_61"; -"239 _native_batch_norm_legit_no_training_18" -> "242 getitem_62"; -"240 getitem_60" -> "243 silu__18"; -"243 silu__18" -> "244 add_4"; -"244 add_4" -> "245 cat_2"; -"245 cat_2" -> "247 conv2d_19"; -"246 _param_constant57" -> "247 conv2d_19"; -"247 conv2d_19" -> "253 _native_batch_norm_legit_no_training_19"; -"249 _param_constant58" -> "253 _native_batch_norm_legit_no_training_19"; -"250 _param_constant59" -> "253 _native_batch_norm_legit_no_training_19"; -"251 _tensor_constant38" -> "253 _native_batch_norm_legit_no_training_19"; -"252 _tensor_constant39" -> "253 _native_batch_norm_legit_no_training_19"; -"253 _native_batch_norm_legit_no_training_19" -> "254 getitem_63"; -"253 _native_batch_norm_legit_no_training_19" -> "255 getitem_64"; -"253 _native_batch_norm_legit_no_training_19" -> "256 getitem_65"; -"254 getitem_63" -> "257 silu__19"; -"257 silu__19" -> "259 conv2d_20"; -"257 silu__19" -> "352 cat_5"; -"258 _param_constant60" -> "259 conv2d_20"; -"259 conv2d_20" -> "265 _native_batch_norm_legit_no_training_20"; -"261 _param_constant61" -> "265 _native_batch_norm_legit_no_training_20"; -"262 _param_constant62" -> "265 _native_batch_norm_legit_no_training_20"; -"263 _tensor_constant40" -> "265 _native_batch_norm_legit_no_training_20"; -"264 _tensor_constant41" -> "265 _native_batch_norm_legit_no_training_20"; -"265 _native_batch_norm_legit_no_training_20" -> "266 getitem_66"; -"265 _native_batch_norm_legit_no_training_20" -> "267 getitem_67"; -"265 _native_batch_norm_legit_no_training_20" -> "268 getitem_68"; -"266 getitem_66" -> "269 silu__20"; -"269 silu__20" -> "271 conv2d_21"; -"270 _param_constant63" -> "271 conv2d_21"; -"271 conv2d_21" -> "277 _native_batch_norm_legit_no_training_21"; -"273 _param_constant64" -> "277 _native_batch_norm_legit_no_training_21"; -"274 _param_constant65" -> "277 _native_batch_norm_legit_no_training_21"; -"275 _tensor_constant42" -> "277 _native_batch_norm_legit_no_training_21"; -"276 _tensor_constant43" -> "277 _native_batch_norm_legit_no_training_21"; -"277 _native_batch_norm_legit_no_training_21" -> "278 getitem_69"; -"277 _native_batch_norm_legit_no_training_21" -> "279 getitem_70"; -"277 _native_batch_norm_legit_no_training_21" -> "280 getitem_71"; -"278 getitem_69" -> "281 silu__21"; -"281 silu__21" -> "282 chunk_3"; -"282 chunk_3" -> "283 getitem_72"; -"282 chunk_3" -> "284 getitem_73"; -"283 getitem_72" -> "310 cat_3"; -"284 getitem_73" -> "286 conv2d_22"; -"284 getitem_73" -> "309 add_5"; -"284 getitem_73" -> "310 cat_3"; -"285 _param_constant66" -> "286 conv2d_22"; -"286 conv2d_22" -> "292 _native_batch_norm_legit_no_training_22"; -"288 _param_constant67" -> "292 _native_batch_norm_legit_no_training_22"; -"289 _param_constant68" -> "292 _native_batch_norm_legit_no_training_22"; -"290 _tensor_constant44" -> "292 _native_batch_norm_legit_no_training_22"; -"291 _tensor_constant45" -> "292 _native_batch_norm_legit_no_training_22"; -"292 _native_batch_norm_legit_no_training_22" -> "293 getitem_74"; -"292 _native_batch_norm_legit_no_training_22" -> "294 getitem_75"; -"292 _native_batch_norm_legit_no_training_22" -> "295 getitem_76"; -"293 getitem_74" -> "296 silu__22"; -"296 silu__22" -> "298 conv2d_23"; -"297 _param_constant69" -> "298 conv2d_23"; -"298 conv2d_23" -> "304 _native_batch_norm_legit_no_training_23"; -"300 _param_constant70" -> "304 _native_batch_norm_legit_no_training_23"; -"301 _param_constant71" -> "304 _native_batch_norm_legit_no_training_23"; -"302 _tensor_constant46" -> "304 _native_batch_norm_legit_no_training_23"; -"303 _tensor_constant47" -> "304 _native_batch_norm_legit_no_training_23"; -"304 _native_batch_norm_legit_no_training_23" -> "305 getitem_77"; -"304 _native_batch_norm_legit_no_training_23" -> "306 getitem_78"; -"304 _native_batch_norm_legit_no_training_23" -> "307 getitem_79"; -"305 getitem_77" -> "308 silu__23"; -"308 silu__23" -> "309 add_5"; -"309 add_5" -> "310 cat_3"; -"310 cat_3" -> "312 conv2d_24"; -"311 _param_constant72" -> "312 conv2d_24"; -"312 conv2d_24" -> "318 _native_batch_norm_legit_no_training_24"; -"314 _param_constant73" -> "318 _native_batch_norm_legit_no_training_24"; -"315 _param_constant74" -> "318 _native_batch_norm_legit_no_training_24"; -"316 _tensor_constant48" -> "318 _native_batch_norm_legit_no_training_24"; -"317 _tensor_constant49" -> "318 _native_batch_norm_legit_no_training_24"; -"318 _native_batch_norm_legit_no_training_24" -> "319 getitem_80"; -"318 _native_batch_norm_legit_no_training_24" -> "320 getitem_81"; -"318 _native_batch_norm_legit_no_training_24" -> "321 getitem_82"; -"319 getitem_80" -> "322 silu__24"; -"322 silu__24" -> "324 conv2d_25"; -"323 _param_constant75" -> "324 conv2d_25"; -"324 conv2d_25" -> "330 _native_batch_norm_legit_no_training_25"; -"326 _param_constant76" -> "330 _native_batch_norm_legit_no_training_25"; -"327 _param_constant77" -> "330 _native_batch_norm_legit_no_training_25"; -"328 _tensor_constant50" -> "330 _native_batch_norm_legit_no_training_25"; -"329 _tensor_constant51" -> "330 _native_batch_norm_legit_no_training_25"; -"330 _native_batch_norm_legit_no_training_25" -> "331 getitem_83"; -"330 _native_batch_norm_legit_no_training_25" -> "332 getitem_84"; -"330 _native_batch_norm_legit_no_training_25" -> "333 getitem_85"; -"331 getitem_83" -> "334 silu__25"; -"334 silu__25" -> "335 max_pool2d"; -"334 silu__25" -> "336 max_pool2d_1"; -"334 silu__25" -> "337 max_pool2d_2"; -"334 silu__25" -> "338 cat_4"; -"335 max_pool2d" -> "338 cat_4"; -"336 max_pool2d_1" -> "338 cat_4"; -"337 max_pool2d_2" -> "338 cat_4"; -"338 cat_4" -> "340 conv2d_26"; -"339 _param_constant78" -> "340 conv2d_26"; -"340 conv2d_26" -> "346 _native_batch_norm_legit_no_training_26"; -"342 _param_constant79" -> "346 _native_batch_norm_legit_no_training_26"; -"343 _param_constant80" -> "346 _native_batch_norm_legit_no_training_26"; -"344 _tensor_constant52" -> "346 _native_batch_norm_legit_no_training_26"; -"345 _tensor_constant53" -> "346 _native_batch_norm_legit_no_training_26"; -"346 _native_batch_norm_legit_no_training_26" -> "347 getitem_86"; -"346 _native_batch_norm_legit_no_training_26" -> "348 getitem_87"; -"346 _native_batch_norm_legit_no_training_26" -> "349 getitem_88"; -"347 getitem_86" -> "350 silu__26"; -"350 silu__26" -> "351 upsample_nearest2d"; -"350 silu__26" -> "536 cat_11"; -"351 upsample_nearest2d" -> "352 cat_5"; -"352 cat_5" -> "354 conv2d_27"; -"353 _param_constant81" -> "354 conv2d_27"; -"354 conv2d_27" -> "360 _native_batch_norm_legit_no_training_27"; -"356 _param_constant82" -> "360 _native_batch_norm_legit_no_training_27"; -"357 _param_constant83" -> "360 _native_batch_norm_legit_no_training_27"; -"358 _tensor_constant54" -> "360 _native_batch_norm_legit_no_training_27"; -"359 _tensor_constant55" -> "360 _native_batch_norm_legit_no_training_27"; -"360 _native_batch_norm_legit_no_training_27" -> "361 getitem_89"; -"360 _native_batch_norm_legit_no_training_27" -> "362 getitem_90"; -"360 _native_batch_norm_legit_no_training_27" -> "363 getitem_91"; -"361 getitem_89" -> "364 silu__27"; -"364 silu__27" -> "365 chunk_4"; -"365 chunk_4" -> "366 getitem_92"; -"365 chunk_4" -> "367 getitem_93"; -"366 getitem_92" -> "392 cat_6"; -"367 getitem_93" -> "369 conv2d_28"; -"367 getitem_93" -> "392 cat_6"; -"368 _param_constant84" -> "369 conv2d_28"; -"369 conv2d_28" -> "375 _native_batch_norm_legit_no_training_28"; -"371 _param_constant85" -> "375 _native_batch_norm_legit_no_training_28"; -"372 _param_constant86" -> "375 _native_batch_norm_legit_no_training_28"; -"373 _tensor_constant56" -> "375 _native_batch_norm_legit_no_training_28"; -"374 _tensor_constant57" -> "375 _native_batch_norm_legit_no_training_28"; -"375 _native_batch_norm_legit_no_training_28" -> "376 getitem_94"; -"375 _native_batch_norm_legit_no_training_28" -> "377 getitem_95"; -"375 _native_batch_norm_legit_no_training_28" -> "378 getitem_96"; -"376 getitem_94" -> "379 silu__28"; -"379 silu__28" -> "381 conv2d_29"; -"380 _param_constant87" -> "381 conv2d_29"; -"381 conv2d_29" -> "387 _native_batch_norm_legit_no_training_29"; -"383 _param_constant88" -> "387 _native_batch_norm_legit_no_training_29"; -"384 _param_constant89" -> "387 _native_batch_norm_legit_no_training_29"; -"385 _tensor_constant58" -> "387 _native_batch_norm_legit_no_training_29"; -"386 _tensor_constant59" -> "387 _native_batch_norm_legit_no_training_29"; -"387 _native_batch_norm_legit_no_training_29" -> "388 getitem_97"; -"387 _native_batch_norm_legit_no_training_29" -> "389 getitem_98"; -"387 _native_batch_norm_legit_no_training_29" -> "390 getitem_99"; -"388 getitem_97" -> "391 silu__29"; -"391 silu__29" -> "392 cat_6"; -"392 cat_6" -> "394 conv2d_30"; -"393 _param_constant90" -> "394 conv2d_30"; -"394 conv2d_30" -> "400 _native_batch_norm_legit_no_training_30"; -"396 _param_constant91" -> "400 _native_batch_norm_legit_no_training_30"; -"397 _param_constant92" -> "400 _native_batch_norm_legit_no_training_30"; -"398 _tensor_constant60" -> "400 _native_batch_norm_legit_no_training_30"; -"399 _tensor_constant61" -> "400 _native_batch_norm_legit_no_training_30"; -"400 _native_batch_norm_legit_no_training_30" -> "401 getitem_100"; -"400 _native_batch_norm_legit_no_training_30" -> "402 getitem_101"; -"400 _native_batch_norm_legit_no_training_30" -> "403 getitem_102"; -"401 getitem_100" -> "404 silu__30"; -"404 silu__30" -> "405 upsample_nearest2d_1"; -"404 silu__30" -> "471 cat_9"; -"405 upsample_nearest2d_1" -> "406 cat_7"; -"406 cat_7" -> "408 conv2d_31"; -"407 _param_constant93" -> "408 conv2d_31"; -"408 conv2d_31" -> "414 _native_batch_norm_legit_no_training_31"; -"410 _param_constant94" -> "414 _native_batch_norm_legit_no_training_31"; -"411 _param_constant95" -> "414 _native_batch_norm_legit_no_training_31"; -"412 _tensor_constant62" -> "414 _native_batch_norm_legit_no_training_31"; -"413 _tensor_constant63" -> "414 _native_batch_norm_legit_no_training_31"; -"414 _native_batch_norm_legit_no_training_31" -> "415 getitem_103"; -"414 _native_batch_norm_legit_no_training_31" -> "416 getitem_104"; -"414 _native_batch_norm_legit_no_training_31" -> "417 getitem_105"; -"415 getitem_103" -> "418 silu__31"; -"418 silu__31" -> "419 chunk_5"; -"419 chunk_5" -> "420 getitem_106"; -"419 chunk_5" -> "421 getitem_107"; -"420 getitem_106" -> "446 cat_8"; -"421 getitem_107" -> "423 conv2d_32"; -"421 getitem_107" -> "446 cat_8"; -"422 _param_constant96" -> "423 conv2d_32"; -"423 conv2d_32" -> "429 _native_batch_norm_legit_no_training_32"; -"425 _param_constant97" -> "429 _native_batch_norm_legit_no_training_32"; -"426 _param_constant98" -> "429 _native_batch_norm_legit_no_training_32"; -"427 _tensor_constant64" -> "429 _native_batch_norm_legit_no_training_32"; -"428 _tensor_constant65" -> "429 _native_batch_norm_legit_no_training_32"; -"429 _native_batch_norm_legit_no_training_32" -> "430 getitem_108"; -"429 _native_batch_norm_legit_no_training_32" -> "431 getitem_109"; -"429 _native_batch_norm_legit_no_training_32" -> "432 getitem_110"; -"430 getitem_108" -> "433 silu__32"; -"433 silu__32" -> "435 conv2d_33"; -"434 _param_constant99" -> "435 conv2d_33"; -"435 conv2d_33" -> "441 _native_batch_norm_legit_no_training_33"; -"437 _param_constant100" -> "441 _native_batch_norm_legit_no_training_33"; -"438 _param_constant101" -> "441 _native_batch_norm_legit_no_training_33"; -"439 _tensor_constant66" -> "441 _native_batch_norm_legit_no_training_33"; -"440 _tensor_constant67" -> "441 _native_batch_norm_legit_no_training_33"; -"441 _native_batch_norm_legit_no_training_33" -> "442 getitem_111"; -"441 _native_batch_norm_legit_no_training_33" -> "443 getitem_112"; -"441 _native_batch_norm_legit_no_training_33" -> "444 getitem_113"; -"442 getitem_111" -> "445 silu__33"; -"445 silu__33" -> "446 cat_8"; -"446 cat_8" -> "448 conv2d_34"; -"447 _param_constant102" -> "448 conv2d_34"; -"448 conv2d_34" -> "454 _native_batch_norm_legit_no_training_34"; -"450 _param_constant103" -> "454 _native_batch_norm_legit_no_training_34"; -"451 _param_constant104" -> "454 _native_batch_norm_legit_no_training_34"; -"452 _tensor_constant68" -> "454 _native_batch_norm_legit_no_training_34"; -"453 _tensor_constant69" -> "454 _native_batch_norm_legit_no_training_34"; -"454 _native_batch_norm_legit_no_training_34" -> "455 getitem_114"; -"454 _native_batch_norm_legit_no_training_34" -> "456 getitem_115"; -"454 _native_batch_norm_legit_no_training_34" -> "457 getitem_116"; -"455 getitem_114" -> "458 silu__34"; -"458 silu__34" -> "460 conv2d_35"; -"458 silu__34" -> "590 conv2d_45"; -"458 silu__34" -> "617 conv2d_48"; -"459 _param_constant105" -> "460 conv2d_35"; -"460 conv2d_35" -> "466 _native_batch_norm_legit_no_training_35"; -"462 _param_constant106" -> "466 _native_batch_norm_legit_no_training_35"; -"463 _param_constant107" -> "466 _native_batch_norm_legit_no_training_35"; -"464 _tensor_constant70" -> "466 _native_batch_norm_legit_no_training_35"; -"465 _tensor_constant71" -> "466 _native_batch_norm_legit_no_training_35"; -"466 _native_batch_norm_legit_no_training_35" -> "467 getitem_117"; -"466 _native_batch_norm_legit_no_training_35" -> "468 getitem_118"; -"466 _native_batch_norm_legit_no_training_35" -> "469 getitem_119"; -"467 getitem_117" -> "470 silu__35"; -"470 silu__35" -> "471 cat_9"; -"471 cat_9" -> "473 conv2d_36"; -"472 _param_constant108" -> "473 conv2d_36"; -"473 conv2d_36" -> "479 _native_batch_norm_legit_no_training_36"; -"475 _param_constant109" -> "479 _native_batch_norm_legit_no_training_36"; -"476 _param_constant110" -> "479 _native_batch_norm_legit_no_training_36"; -"477 _tensor_constant72" -> "479 _native_batch_norm_legit_no_training_36"; -"478 _tensor_constant73" -> "479 _native_batch_norm_legit_no_training_36"; -"479 _native_batch_norm_legit_no_training_36" -> "480 getitem_120"; -"479 _native_batch_norm_legit_no_training_36" -> "481 getitem_121"; -"479 _native_batch_norm_legit_no_training_36" -> "482 getitem_122"; -"480 getitem_120" -> "483 silu__36"; -"483 silu__36" -> "484 chunk_6"; -"484 chunk_6" -> "485 getitem_123"; -"484 chunk_6" -> "486 getitem_124"; -"485 getitem_123" -> "511 cat_10"; -"486 getitem_124" -> "488 conv2d_37"; -"486 getitem_124" -> "511 cat_10"; -"487 _param_constant111" -> "488 conv2d_37"; -"488 conv2d_37" -> "494 _native_batch_norm_legit_no_training_37"; -"490 _param_constant112" -> "494 _native_batch_norm_legit_no_training_37"; -"491 _param_constant113" -> "494 _native_batch_norm_legit_no_training_37"; -"492 _tensor_constant74" -> "494 _native_batch_norm_legit_no_training_37"; -"493 _tensor_constant75" -> "494 _native_batch_norm_legit_no_training_37"; -"494 _native_batch_norm_legit_no_training_37" -> "495 getitem_125"; -"494 _native_batch_norm_legit_no_training_37" -> "496 getitem_126"; -"494 _native_batch_norm_legit_no_training_37" -> "497 getitem_127"; -"495 getitem_125" -> "498 silu__37"; -"498 silu__37" -> "500 conv2d_38"; -"499 _param_constant114" -> "500 conv2d_38"; -"500 conv2d_38" -> "506 _native_batch_norm_legit_no_training_38"; -"502 _param_constant115" -> "506 _native_batch_norm_legit_no_training_38"; -"503 _param_constant116" -> "506 _native_batch_norm_legit_no_training_38"; -"504 _tensor_constant76" -> "506 _native_batch_norm_legit_no_training_38"; -"505 _tensor_constant77" -> "506 _native_batch_norm_legit_no_training_38"; -"506 _native_batch_norm_legit_no_training_38" -> "507 getitem_128"; -"506 _native_batch_norm_legit_no_training_38" -> "508 getitem_129"; -"506 _native_batch_norm_legit_no_training_38" -> "509 getitem_130"; -"507 getitem_128" -> "510 silu__38"; -"510 silu__38" -> "511 cat_10"; -"511 cat_10" -> "513 conv2d_39"; -"512 _param_constant117" -> "513 conv2d_39"; -"513 conv2d_39" -> "519 _native_batch_norm_legit_no_training_39"; -"515 _param_constant118" -> "519 _native_batch_norm_legit_no_training_39"; -"516 _param_constant119" -> "519 _native_batch_norm_legit_no_training_39"; -"517 _tensor_constant78" -> "519 _native_batch_norm_legit_no_training_39"; -"518 _tensor_constant79" -> "519 _native_batch_norm_legit_no_training_39"; -"519 _native_batch_norm_legit_no_training_39" -> "520 getitem_131"; -"519 _native_batch_norm_legit_no_training_39" -> "521 getitem_132"; -"519 _native_batch_norm_legit_no_training_39" -> "522 getitem_133"; -"520 getitem_131" -> "523 silu__39"; -"523 silu__39" -> "525 conv2d_40"; -"523 silu__39" -> "645 conv2d_51"; -"523 silu__39" -> "672 conv2d_54"; -"524 _param_constant120" -> "525 conv2d_40"; -"525 conv2d_40" -> "531 _native_batch_norm_legit_no_training_40"; -"527 _param_constant121" -> "531 _native_batch_norm_legit_no_training_40"; -"528 _param_constant122" -> "531 _native_batch_norm_legit_no_training_40"; -"529 _tensor_constant80" -> "531 _native_batch_norm_legit_no_training_40"; -"530 _tensor_constant81" -> "531 _native_batch_norm_legit_no_training_40"; -"531 _native_batch_norm_legit_no_training_40" -> "532 getitem_134"; -"531 _native_batch_norm_legit_no_training_40" -> "533 getitem_135"; -"531 _native_batch_norm_legit_no_training_40" -> "534 getitem_136"; -"532 getitem_134" -> "535 silu__40"; -"535 silu__40" -> "536 cat_11"; -"536 cat_11" -> "538 conv2d_41"; -"537 _param_constant123" -> "538 conv2d_41"; -"538 conv2d_41" -> "544 _native_batch_norm_legit_no_training_41"; -"540 _param_constant124" -> "544 _native_batch_norm_legit_no_training_41"; -"541 _param_constant125" -> "544 _native_batch_norm_legit_no_training_41"; -"542 _tensor_constant82" -> "544 _native_batch_norm_legit_no_training_41"; -"543 _tensor_constant83" -> "544 _native_batch_norm_legit_no_training_41"; -"544 _native_batch_norm_legit_no_training_41" -> "545 getitem_137"; -"544 _native_batch_norm_legit_no_training_41" -> "546 getitem_138"; -"544 _native_batch_norm_legit_no_training_41" -> "547 getitem_139"; -"545 getitem_137" -> "548 silu__41"; -"548 silu__41" -> "549 chunk_7"; -"549 chunk_7" -> "550 getitem_140"; -"549 chunk_7" -> "551 getitem_141"; -"550 getitem_140" -> "576 cat_12"; -"551 getitem_141" -> "553 conv2d_42"; -"551 getitem_141" -> "576 cat_12"; -"552 _param_constant126" -> "553 conv2d_42"; -"553 conv2d_42" -> "559 _native_batch_norm_legit_no_training_42"; -"555 _param_constant127" -> "559 _native_batch_norm_legit_no_training_42"; -"556 _param_constant128" -> "559 _native_batch_norm_legit_no_training_42"; -"557 _tensor_constant84" -> "559 _native_batch_norm_legit_no_training_42"; -"558 _tensor_constant85" -> "559 _native_batch_norm_legit_no_training_42"; -"559 _native_batch_norm_legit_no_training_42" -> "560 getitem_142"; -"559 _native_batch_norm_legit_no_training_42" -> "561 getitem_143"; -"559 _native_batch_norm_legit_no_training_42" -> "562 getitem_144"; -"560 getitem_142" -> "563 silu__42"; -"563 silu__42" -> "565 conv2d_43"; -"564 _param_constant129" -> "565 conv2d_43"; -"565 conv2d_43" -> "571 _native_batch_norm_legit_no_training_43"; -"567 _param_constant130" -> "571 _native_batch_norm_legit_no_training_43"; -"568 _param_constant131" -> "571 _native_batch_norm_legit_no_training_43"; -"569 _tensor_constant86" -> "571 _native_batch_norm_legit_no_training_43"; -"570 _tensor_constant87" -> "571 _native_batch_norm_legit_no_training_43"; -"571 _native_batch_norm_legit_no_training_43" -> "572 getitem_145"; -"571 _native_batch_norm_legit_no_training_43" -> "573 getitem_146"; -"571 _native_batch_norm_legit_no_training_43" -> "574 getitem_147"; -"572 getitem_145" -> "575 silu__43"; -"575 silu__43" -> "576 cat_12"; -"576 cat_12" -> "578 conv2d_44"; -"577 _param_constant132" -> "578 conv2d_44"; -"578 conv2d_44" -> "584 _native_batch_norm_legit_no_training_44"; -"580 _param_constant133" -> "584 _native_batch_norm_legit_no_training_44"; -"581 _param_constant134" -> "584 _native_batch_norm_legit_no_training_44"; -"582 _tensor_constant88" -> "584 _native_batch_norm_legit_no_training_44"; -"583 _tensor_constant89" -> "584 _native_batch_norm_legit_no_training_44"; -"584 _native_batch_norm_legit_no_training_44" -> "585 getitem_148"; -"584 _native_batch_norm_legit_no_training_44" -> "586 getitem_149"; -"584 _native_batch_norm_legit_no_training_44" -> "587 getitem_150"; -"585 getitem_148" -> "588 silu__44"; -"588 silu__44" -> "700 conv2d_57"; -"588 silu__44" -> "727 conv2d_60"; -"589 _param_constant135" -> "590 conv2d_45"; -"590 conv2d_45" -> "596 _native_batch_norm_legit_no_training_45"; -"592 _param_constant136" -> "596 _native_batch_norm_legit_no_training_45"; -"593 _param_constant137" -> "596 _native_batch_norm_legit_no_training_45"; -"594 _tensor_constant90" -> "596 _native_batch_norm_legit_no_training_45"; -"595 _tensor_constant91" -> "596 _native_batch_norm_legit_no_training_45"; -"596 _native_batch_norm_legit_no_training_45" -> "597 getitem_151"; -"596 _native_batch_norm_legit_no_training_45" -> "598 getitem_152"; -"596 _native_batch_norm_legit_no_training_45" -> "599 getitem_153"; -"597 getitem_151" -> "600 silu__45"; -"600 silu__45" -> "602 conv2d_46"; -"601 _param_constant138" -> "602 conv2d_46"; -"602 conv2d_46" -> "608 _native_batch_norm_legit_no_training_46"; -"604 _param_constant139" -> "608 _native_batch_norm_legit_no_training_46"; -"605 _param_constant140" -> "608 _native_batch_norm_legit_no_training_46"; -"606 _tensor_constant92" -> "608 _native_batch_norm_legit_no_training_46"; -"607 _tensor_constant93" -> "608 _native_batch_norm_legit_no_training_46"; -"608 _native_batch_norm_legit_no_training_46" -> "609 getitem_154"; -"608 _native_batch_norm_legit_no_training_46" -> "610 getitem_155"; -"608 _native_batch_norm_legit_no_training_46" -> "611 getitem_156"; -"609 getitem_154" -> "612 silu__46"; -"612 silu__46" -> "615 conv2d_47"; -"613 _param_constant141" -> "615 conv2d_47"; -"614 _param_constant142" -> "615 conv2d_47"; -"615 conv2d_47" -> "643 cat_13"; -"616 _param_constant143" -> "617 conv2d_48"; -"617 conv2d_48" -> "623 _native_batch_norm_legit_no_training_47"; -"619 _param_constant144" -> "623 _native_batch_norm_legit_no_training_47"; -"620 _param_constant145" -> "623 _native_batch_norm_legit_no_training_47"; -"621 _tensor_constant94" -> "623 _native_batch_norm_legit_no_training_47"; -"622 _tensor_constant95" -> "623 _native_batch_norm_legit_no_training_47"; -"623 _native_batch_norm_legit_no_training_47" -> "624 getitem_157"; -"623 _native_batch_norm_legit_no_training_47" -> "625 getitem_158"; -"623 _native_batch_norm_legit_no_training_47" -> "626 getitem_159"; -"624 getitem_157" -> "627 silu__47"; -"627 silu__47" -> "629 conv2d_49"; -"628 _param_constant146" -> "629 conv2d_49"; -"629 conv2d_49" -> "635 _native_batch_norm_legit_no_training_48"; -"631 _param_constant147" -> "635 _native_batch_norm_legit_no_training_48"; -"632 _param_constant148" -> "635 _native_batch_norm_legit_no_training_48"; -"633 _tensor_constant96" -> "635 _native_batch_norm_legit_no_training_48"; -"634 _tensor_constant97" -> "635 _native_batch_norm_legit_no_training_48"; -"635 _native_batch_norm_legit_no_training_48" -> "636 getitem_160"; -"635 _native_batch_norm_legit_no_training_48" -> "637 getitem_161"; -"635 _native_batch_norm_legit_no_training_48" -> "638 getitem_162"; -"636 getitem_160" -> "639 silu__48"; -"639 silu__48" -> "642 conv2d_50"; -"640 _param_constant149" -> "642 conv2d_50"; -"641 _param_constant150" -> "642 conv2d_50"; -"642 conv2d_50" -> "643 cat_13"; -"643 cat_13" -> "754 view"; -"643 cat_13" -> "782 output"; -"644 _param_constant151" -> "645 conv2d_51"; -"645 conv2d_51" -> "651 _native_batch_norm_legit_no_training_49"; -"647 _param_constant152" -> "651 _native_batch_norm_legit_no_training_49"; -"648 _param_constant153" -> "651 _native_batch_norm_legit_no_training_49"; -"649 _tensor_constant98" -> "651 _native_batch_norm_legit_no_training_49"; -"650 _tensor_constant99" -> "651 _native_batch_norm_legit_no_training_49"; -"651 _native_batch_norm_legit_no_training_49" -> "652 getitem_163"; -"651 _native_batch_norm_legit_no_training_49" -> "653 getitem_164"; -"651 _native_batch_norm_legit_no_training_49" -> "654 getitem_165"; -"652 getitem_163" -> "655 silu__49"; -"655 silu__49" -> "657 conv2d_52"; -"656 _param_constant154" -> "657 conv2d_52"; -"657 conv2d_52" -> "663 _native_batch_norm_legit_no_training_50"; -"659 _param_constant155" -> "663 _native_batch_norm_legit_no_training_50"; -"660 _param_constant156" -> "663 _native_batch_norm_legit_no_training_50"; -"661 _tensor_constant100" -> "663 _native_batch_norm_legit_no_training_50"; -"662 _tensor_constant101" -> "663 _native_batch_norm_legit_no_training_50"; -"663 _native_batch_norm_legit_no_training_50" -> "664 getitem_166"; -"663 _native_batch_norm_legit_no_training_50" -> "665 getitem_167"; -"663 _native_batch_norm_legit_no_training_50" -> "666 getitem_168"; -"664 getitem_166" -> "667 silu__50"; -"667 silu__50" -> "670 conv2d_53"; -"668 _param_constant157" -> "670 conv2d_53"; -"669 _param_constant158" -> "670 conv2d_53"; -"670 conv2d_53" -> "698 cat_14"; -"671 _param_constant159" -> "672 conv2d_54"; -"672 conv2d_54" -> "678 _native_batch_norm_legit_no_training_51"; -"674 _param_constant160" -> "678 _native_batch_norm_legit_no_training_51"; -"675 _param_constant161" -> "678 _native_batch_norm_legit_no_training_51"; -"676 _tensor_constant102" -> "678 _native_batch_norm_legit_no_training_51"; -"677 _tensor_constant103" -> "678 _native_batch_norm_legit_no_training_51"; -"678 _native_batch_norm_legit_no_training_51" -> "679 getitem_169"; -"678 _native_batch_norm_legit_no_training_51" -> "680 getitem_170"; -"678 _native_batch_norm_legit_no_training_51" -> "681 getitem_171"; -"679 getitem_169" -> "682 silu__51"; -"682 silu__51" -> "684 conv2d_55"; -"683 _param_constant162" -> "684 conv2d_55"; -"684 conv2d_55" -> "690 _native_batch_norm_legit_no_training_52"; -"686 _param_constant163" -> "690 _native_batch_norm_legit_no_training_52"; -"687 _param_constant164" -> "690 _native_batch_norm_legit_no_training_52"; -"688 _tensor_constant104" -> "690 _native_batch_norm_legit_no_training_52"; -"689 _tensor_constant105" -> "690 _native_batch_norm_legit_no_training_52"; -"690 _native_batch_norm_legit_no_training_52" -> "691 getitem_172"; -"690 _native_batch_norm_legit_no_training_52" -> "692 getitem_173"; -"690 _native_batch_norm_legit_no_training_52" -> "693 getitem_174"; -"691 getitem_172" -> "694 silu__52"; -"694 silu__52" -> "697 conv2d_56"; -"695 _param_constant165" -> "697 conv2d_56"; -"696 _param_constant166" -> "697 conv2d_56"; -"697 conv2d_56" -> "698 cat_14"; -"698 cat_14" -> "755 view_1"; -"698 cat_14" -> "782 output"; -"699 _param_constant167" -> "700 conv2d_57"; -"700 conv2d_57" -> "706 _native_batch_norm_legit_no_training_53"; -"702 _param_constant168" -> "706 _native_batch_norm_legit_no_training_53"; -"703 _param_constant169" -> "706 _native_batch_norm_legit_no_training_53"; -"704 _tensor_constant106" -> "706 _native_batch_norm_legit_no_training_53"; -"705 _tensor_constant107" -> "706 _native_batch_norm_legit_no_training_53"; -"706 _native_batch_norm_legit_no_training_53" -> "707 getitem_175"; -"706 _native_batch_norm_legit_no_training_53" -> "708 getitem_176"; -"706 _native_batch_norm_legit_no_training_53" -> "709 getitem_177"; -"707 getitem_175" -> "710 silu__53"; -"710 silu__53" -> "712 conv2d_58"; -"711 _param_constant170" -> "712 conv2d_58"; -"712 conv2d_58" -> "718 _native_batch_norm_legit_no_training_54"; -"714 _param_constant171" -> "718 _native_batch_norm_legit_no_training_54"; -"715 _param_constant172" -> "718 _native_batch_norm_legit_no_training_54"; -"716 _tensor_constant108" -> "718 _native_batch_norm_legit_no_training_54"; -"717 _tensor_constant109" -> "718 _native_batch_norm_legit_no_training_54"; -"718 _native_batch_norm_legit_no_training_54" -> "719 getitem_178"; -"718 _native_batch_norm_legit_no_training_54" -> "720 getitem_179"; -"718 _native_batch_norm_legit_no_training_54" -> "721 getitem_180"; -"719 getitem_178" -> "722 silu__54"; -"722 silu__54" -> "725 conv2d_59"; -"723 _param_constant173" -> "725 conv2d_59"; -"724 _param_constant174" -> "725 conv2d_59"; -"725 conv2d_59" -> "753 cat_15"; -"726 _param_constant175" -> "727 conv2d_60"; -"727 conv2d_60" -> "733 _native_batch_norm_legit_no_training_55"; -"729 _param_constant176" -> "733 _native_batch_norm_legit_no_training_55"; -"730 _param_constant177" -> "733 _native_batch_norm_legit_no_training_55"; -"731 _tensor_constant110" -> "733 _native_batch_norm_legit_no_training_55"; -"732 _tensor_constant111" -> "733 _native_batch_norm_legit_no_training_55"; -"733 _native_batch_norm_legit_no_training_55" -> "734 getitem_181"; -"733 _native_batch_norm_legit_no_training_55" -> "735 getitem_182"; -"733 _native_batch_norm_legit_no_training_55" -> "736 getitem_183"; -"734 getitem_181" -> "737 silu__55"; -"737 silu__55" -> "739 conv2d_61"; -"738 _param_constant178" -> "739 conv2d_61"; -"739 conv2d_61" -> "745 _native_batch_norm_legit_no_training_56"; -"741 _param_constant179" -> "745 _native_batch_norm_legit_no_training_56"; -"742 _param_constant180" -> "745 _native_batch_norm_legit_no_training_56"; -"743 _tensor_constant112" -> "745 _native_batch_norm_legit_no_training_56"; -"744 _tensor_constant113" -> "745 _native_batch_norm_legit_no_training_56"; -"745 _native_batch_norm_legit_no_training_56" -> "746 getitem_184"; -"745 _native_batch_norm_legit_no_training_56" -> "747 getitem_185"; -"745 _native_batch_norm_legit_no_training_56" -> "748 getitem_186"; -"746 getitem_184" -> "749 silu__56"; -"749 silu__56" -> "752 conv2d_62"; -"750 _param_constant181" -> "752 conv2d_62"; -"751 _param_constant182" -> "752 conv2d_62"; -"752 conv2d_62" -> "753 cat_15"; -"753 cat_15" -> "756 view_2"; -"753 cat_15" -> "782 output"; -"754 view" -> "757 cat_16"; -"755 view_1" -> "757 cat_16"; -"756 view_2" -> "757 cat_16"; -"757 cat_16" -> "758 split_with_sizes"; -"758 split_with_sizes" -> "759 getitem_187"; -"758 split_with_sizes" -> "760 getitem_188"; -"759 getitem_187" -> "761 view_3"; -"760 getitem_188" -> "780 sigmoid"; -"761 view_3" -> "762 transpose"; -"762 transpose" -> "763 softmax"; -"763 softmax" -> "765 conv2d_63"; -"764 _param_constant183" -> "765 conv2d_63"; -"765 conv2d_63" -> "766 view_4"; -"766 view_4" -> "769 chunk_8"; -"767 _tensor_constant114" -> "768 unsqueeze"; -"768 unsqueeze" -> "772 sub"; -"768 unsqueeze" -> "773 add_6"; -"769 chunk_8" -> "770 getitem_189"; -"769 chunk_8" -> "771 getitem_190"; -"770 getitem_189" -> "772 sub"; -"771 getitem_190" -> "773 add_6"; -"772 sub" -> "774 add_7"; -"772 sub" -> "776 sub_1"; -"773 add_6" -> "774 add_7"; -"773 add_6" -> "776 sub_1"; -"774 add_7" -> "775 div"; -"775 div" -> "777 cat_17"; -"776 sub_1" -> "777 cat_17"; -"777 cat_17" -> "779 mul"; -"778 _tensor_constant115" -> "779 mul"; -"779 mul" -> "781 cat_18"; -"780 sigmoid" -> "781 cat_18"; -"781 cat_18" -> "782 output"; -} diff --git a/tests/torch/fx/test_models.py b/tests/torch/fx/test_models.py index 3463a232221..83eb6ac92fe 100644 --- a/tests/torch/fx/test_models.py +++ b/tests/torch/fx/test_models.py @@ -27,7 +27,6 @@ import torch.utils.data.distributed import torchvision.models as models from torch._export import capture_pre_autograd_graph -from ultralytics.models.yolo import YOLO import nncf from nncf.common.graph.graph import NNCFNodeName @@ -56,26 +55,12 @@ def torchvision_model_case(model_id: str, input_shape: Tuple[int,]): return ModelCase(partial(model, weights=None), model_id, input_shape) -def yolo_v8_case(model_id, input_shape): - def get_model() -> torch.nn.Module: - model_config = model_id + ".yaml" - model = YOLO(model_config) - model = model.model - model.eval() - # Warmup model - model(torch.ones(input_shape)) - return model - - return ModelCase(get_model, model_id, input_shape) - - TEST_MODELS = ( torchvision_model_case("resnet18", (1, 3, 224, 224)), torchvision_model_case("mobilenet_v3_small", (1, 3, 224, 224)), torchvision_model_case("vit_b_16", (1, 3, 224, 224)), torchvision_model_case("swin_v2_s", (1, 3, 224, 224)), ModelCase(test_models.UNet, "unet", [1, 3, 224, 224]), - yolo_v8_case("yolov8n", (1, 3, 224, 224)), ) diff --git a/tests/torch/requirements.txt b/tests/torch/requirements.txt index 669deee7a40..be82652d65f 100644 --- a/tests/torch/requirements.txt +++ b/tests/torch/requirements.txt @@ -24,4 +24,3 @@ timm==0.9.2 # Required for torch/fx tests torchvision fastdownload==0.0.7 -ultralytics==8.2.56