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Rendeiro lab 12

• "__torch__.torch.nn.modules.activation.___torch_mangle_1528.ReLU",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_1492.Attention",
• "__torch__.timm.models.layers.activations.___torch_mangle_1395.Swish",
• "__torch__.timm.models.efficientnet_blocks.___torch_mangle_1331.SqueezeExcite",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1390.BatchNorm2d",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_1531.Attention",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1356.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1389.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1393.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1236.Conv2d",
• "__torch__.timm.models.layers.activations.___torch_mangle_1285.Swish",
• "__torch__.timm.models.layers.activations.___torch_mangle_1412.Swish",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1333.BatchNorm2d",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_1544.Activation",
• "__torch__.torch.nn.modules.activation.___torch_mangle_1430.Sigmoid",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_1483.Conv2dReLU",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1353.Conv2d",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_1498.Attention",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1429.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1332.Conv2d",
• "__torch__.timm.models.layers.activations.___torch_mangle_1328.Swish",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1453.Conv2d",
• "__torch__.segmentation_models_pytorch.decoders.unet.decoder.___torch_mangle_1499.DecoderBlock",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1261.BatchNorm2d",
• "__torch__.timm.models.efficientnet_blocks.___torch_mangle_1448.InvertedResidual",
• "__torch__.timm.models.efficientnet_blocks.___torch_mangle_1259.SqueezeExcite",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1418.Conv2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1267.BatchNorm2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1290.BatchNorm2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1481.BatchNorm2d",
• "__torch__.timm.models.efficientnet_blocks.___torch_mangle_1345.SqueezeExcite",
• "__torch__.timm.models.efficientnet_blocks.___torch_mangle_1247.DepthwiseSeparableConv",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1446.Conv2d",
• "__torch__.torch.nn.modules.activation.___torch_mangle_1502.ReLU",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1404.Conv2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_1497.Identity",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1241.Conv2d",
• "__torch__.torch.nn.modules.activation.___torch_mangle_1489.ReLU",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_1509.Conv2dReLU",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1427.Conv2d",
• "__torch__.timm.models.layers.activations.___torch_mangle_1265.Swish",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1425.BatchNorm2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1467.BatchNorm2d",
• "__torch__.timm.models.efficientnet_blocks.___torch_mangle_1431.SqueezeExcite",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1462.BatchNorm2d",
• "__torch__.timm.models.layers.activations.___torch_mangle_1326.Swish",
• "__torch__.timm.models.efficientnet_blocks.___torch_mangle_1363.InvertedResidual",
• "__torch__.torch.nn.modules.activation.___torch_mangle_1344.Sigmoid",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1322.BatchNorm2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1513.Conv2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1293.BatchNorm2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1308.BatchNorm2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1421.Conv2d",
• "__torch__.timm.models.layers.activations.___torch_mangle_1299.Swish",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1260.Conv2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1394.BatchNorm2d",
• "__torch__.timm.models.layers.activations.___torch_mangle_1294.Swish",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1354.BatchNorm2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1234.BatchNorm2d",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_1522.Conv2dReLU",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1399.Conv2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_1517.Identity",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1282.BatchNorm2d",
• "__torch__.timm.models.layers.activations.___torch_mangle_1337.Swish",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1381.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1269.Conv2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1397.BatchNorm2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1347.BatchNorm2d",
• "__torch__.torch.nn.modules.activation.___torch_mangle_1301.Sigmoid",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1274.Conv2d",
• "__torch__.timm.models.efficientnet_blocks.___torch_mangle_1463.InvertedResidual",
• "__torch__.timm.models.layers.activations.___torch_mangle_1256.Swish",
• "__torch__.torch.nn.modules.activation.___torch_mangle_1387.Sigmoid",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1424.Conv2d",
• "__torch__.timm.models.layers.activations.___torch_mangle_1457.Swish",
• "__torch__.timm.models.efficientnet_blocks.___torch_mangle_1302.SqueezeExcite",
• "__torch__.segmentation_models_pytorch.decoders.unet.decoder.___torch_mangle_1525.DecoderBlock",
• "__torch__.timm.models.efficientnet_blocks.___torch_mangle_1434.InvertedResidual",
• "__torch__.timm.models.layers.activations.___torch_mangle_1398.Swish",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1313.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1541.Conv2d",
• "__torch__.segmentation_models_pytorch.decoders.unet.decoder.___torch_mangle_1486.DecoderBlock",
• "__torch__.timm.models.efficientnet_blocks.___torch_mangle_1348.InvertedResidual",
• "__torch__.torch.nn.modules.linear.___torch_mangle_1484.Identity",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1264.BatchNorm2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1292.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1432.Conv2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1296.BatchNorm2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1289.Conv2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1319.BatchNorm2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1324.Conv2d",
• "__torch__.timm.models.layers.activations.___torch_mangle_1437.Swish",
• "__torch__.torch.nn.modules.container.___torch_mangle_1449.Sequential",
• "__torch__.torch.nn.modules.linear.___torch_mangle_1478.Identity",
• "collections.OrderedDict",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_1505.Attention",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1419.BatchNorm2d",
• "__torch__.segmentation_models_pytorch.decoders.unet.decoder.___torch_mangle_1512.DecoderBlock",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1379.BatchNorm2d",
• "__torch__.timm.models.efficientnet_blocks.___torch_mangle_1243.SqueezeExcite",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1245.BatchNorm2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1358.Conv2d",
• "__torch__.timm.models.efficientnet_blocks.___torch_mangle_1406.InvertedResidual",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1527.BatchNorm2d",
• "__torch__.torch.nn.modules.activation.___torch_mangle_1482.ReLU",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1339.BatchNorm2d",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_1479.Attention",
• "__torch__.torch.nn.modules.linear.___torch_mangle_1246.Identity",
• "__torch__.timm.models.layers.adaptive_avgmax_pool.___torch_mangle_1471.SelectAdaptivePool2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1458.Conv2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1351.BatchNorm2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1501.BatchNorm2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1475.BatchNorm2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1365.BatchNorm2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1336.BatchNorm2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1343.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1506.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1271.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1300.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1315.Conv2d",
• "__torch__.timm.models.layers.activations.___torch_mangle_1400.Swish",
• "__torch__.segmentation_models_pytorch.decoders.unet.decoder.___torch_mangle_1538.DecoderBlock",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1307.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1338.Conv2d",
• "__torch__.torch.nn.modules.activation.___torch_mangle_1416.Sigmoid",
• "__torch__.segmentation_models_pytorch.encoders.timm_efficientnet.___torch_mangle_1472.EfficientNetEncoder",
• "__torch__.timm.models.layers.activations.___torch_mangle_1369.Swish",
• "torch._utils._rebuild_tensor_v2",
• "__torch__.torch.nn.modules.pooling.___torch_mangle_1470.AdaptiveAvgPool2d",
• "__torch__.torch.nn.modules.container.___torch_mangle_1349.Sequential",
• "__torch__.torch.nn.modules.activation.___torch_mangle_1508.ReLU",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1275.BatchNorm2d",
• "__torch__.torch.nn.modules.activation.___torch_mangle_1495.ReLU",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1526.Conv2d",
• "__torch__.torch.nn.modules.activation.___torch_mangle_1543.Softmax",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_1485.Attention",
• "__torch__.timm.models.efficientnet_blocks.___torch_mangle_1360.SqueezeExcite",
• "__torch__.timm.models.layers.activations.___torch_mangle_1297.Swish",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1376.BatchNorm2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_1504.Identity",
• "__torch__.torch.nn.modules.flatten.___torch_mangle_1469.Flatten",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1372.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1410.Conv2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_1542.Identity",
• "__torch__.timm.models.layers.activations.___torch_mangle_1426.Swish",
• "__torch__.timm.models.efficientnet_blocks.___torch_mangle_1262.InvertedResidual",
• "__torch__.timm.models.efficientnet_blocks.___torch_mangle_1420.InvertedResidual",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1329.Conv2d",
• "__torch__.timm.models.layers.activations.___torch_mangle_1270.Swish",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_1535.Conv2dReLU",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1514.BatchNorm2d",
• "__torch__.timm.models.layers.activations.___torch_mangle_1352.Swish",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1384.Conv2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_1491.Identity",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1447.BatchNorm2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1255.Conv2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1507.BatchNorm2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1433.BatchNorm2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1439.BatchNorm2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1303.Conv2d",
• "__torch__.timm.models.efficientnet_blocks.___torch_mangle_1288.SqueezeExcite",
• "__torch__.torch.nn.modules.activation.___torch_mangle_1272.Sigmoid",
• "__torch__.timm.models.layers.activations.___torch_mangle_1314.Swish",
• "__torch__.torch.nn.modules.linear.___torch_mangle_1510.Identity",
• "__torch__.torch.nn.modules.activation.___torch_mangle_1515.ReLU",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1520.BatchNorm2d",
• "__torch__.timm.models.layers.activations.___torch_mangle_1355.Swish",
• "__torch__.timm.models.layers.activations.___torch_mangle_1238.Swish",
• "__torch__.timm.models.layers.activations.___torch_mangle_1428.Swish",
• "__torch__.timm.models.efficientnet_blocks.___torch_mangle_1377.InvertedResidual",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1407.Conv2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_1536.Identity",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1405.BatchNorm2d",
• "__torch__.torch.nn.modules.activation.___torch_mangle_1316.Sigmoid",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1411.BatchNorm2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1401.Conv2d",
• "__torch__.timm.models.efficientnet_blocks.___torch_mangle_1305.InvertedResidual",
• "__torch__.torch.nn.modules.activation.___torch_mangle_1476.ReLU",
• "__torch__.timm.models.efficientnet_blocks.___torch_mangle_1291.InvertedResidual",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1281.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1295.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1341.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1466.Conv2d",
• "__torch__.torch.nn.modules.activation.___torch_mangle_1534.ReLU",
• "__torch__.torch.nn.modules.activation.___torch_mangle_1258.Sigmoid",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1233.Conv2d",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_1529.Conv2dReLU",
• "__torch__.timm.models.layers.activations.___torch_mangle_1340.Swish",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1318.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1370.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1500.Conv2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1436.BatchNorm2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1327.Conv2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1362.BatchNorm2d",
• "__torch__.torch.nn.modules.activation.___torch_mangle_1402.Sigmoid",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1461.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1493.Conv2d",
• "__torch__.torch.nn.modules.container.___torch_mangle_1392.Sequential",
• "__torch__.timm.models.layers.activations.___torch_mangle_1380.Swish",
• "__torch__.timm.models.efficientnet_blocks.___torch_mangle_1276.InvertedResidual",
• "__torch__.torch.nn.modules.container.___torch_mangle_1465.Sequential",
• "__torch__.torch.nn.modules.container.___torch_mangle_1277.Sequential",
• "__torch__.timm.models.layers.activations.___torch_mangle_1442.Swish",
• "__torch__.torch.nn.modules.linear.___torch_mangle_1523.Identity",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1253.BatchNorm2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1474.Conv2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1451.BatchNorm2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1494.BatchNorm2d",
• "__torch__.segmentation_models_pytorch.base.heads.___torch_mangle_1545.SegmentationHead",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1278.Conv2d",
• "__torch__.timm.models.efficientnet_blocks.___torch_mangle_1317.SqueezeExcite",
• "__torch__.timm.models.layers.activations.___torch_mangle_1385.Swish",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1408.BatchNorm2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1298.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1415.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1450.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1487.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1346.Conv2d",
• "__torch__.torch.nn.modules.container.___torch_mangle_1248.Sequential",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1279.BatchNorm2d",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_1503.Conv2dReLU",
• "__torch__.timm.models.layers.activations.___torch_mangle_1357.Swish",
• "__torch__.timm.models.efficientnet_blocks.___torch_mangle_1374.SqueezeExcite",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1533.BatchNorm2d",
• "__torch__.timm.models.layers.activations.___torch_mangle_1409.Swish",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1413.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1310.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1249.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1435.Conv2d",
• "__torch__.timm.models.efficientnet_blocks.___torch_mangle_1273.SqueezeExcite",
• "__torch__.timm.models.layers.activations.___torch_mangle_1423.Swish",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1454.BatchNorm2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1368.BatchNorm2d",
• "__torch__.timm.models.layers.activations.___torch_mangle_1383.Swish",
• "__torch__.segmentation_models_pytorch.decoders.unet.decoder.___torch_mangle_1540.UnetDecoder",
• "__torch__.torch.nn.modules.linear.___torch_mangle_1530.Identity",
• "__torch__.timm.models.layers.activations.___torch_mangle_1323.Swish",
• "__torch__.timm.models.layers.activations.___torch_mangle_1455.Swish",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1266.Conv2d",
• "__torch__.timm.models.layers.activations.___torch_mangle_1254.Swish",
• "__torch__.timm.models.layers.activations.___torch_mangle_1283.Swish",
• "__torch__.timm.models.layers.activations.___torch_mangle_1235.Swish",
• "__torch__.torch.nn.modules.activation.___torch_mangle_1373.Sigmoid",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1361.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1350.Conv2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_1422.BatchNorm2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1480.Conv2d",
• "__torch__.timm.models.layers.activations.___torch_mangle_1251.Swish",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_1518.Attention",
• "__torch__.torch.nn.modules.activation.___torch_mangle_1242.Sigmoid",
• "__torch__.timm.models.efficientnet_blocks.___torch_mangle_1417.SqueezeExcite",
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How to fix it?