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SciAI Lab (Hamprecht Lab) 7

• "collections.defaultdict",
• "omegaconf.nodes.AnyNode",
• "e3nn.o3._irreps.Irrep",
• "mldft.ml.models.components.g3d_layer_tf.G3DLayerTF",
• "torch.nn.modules.linear.Linear",
• "torch.Tensor",
• "torch.LongStorage",
• "omegaconf.base.ContainerMetadata",
• "typing.OrderedDict",
• "mldft.ml.models.components.graphformer.MLPStack",
• "mldft.ml.models.components.atom_ref.AtomRef",
• "mldft.ml.models.components.loss_function.EnergyLoss",
• "typing.Union",
• "torch.nn.modules.dropout.Dropout",
• "torch.optim.adamw.AdamW",
• "omegaconf.base.Metadata",
• "torch.nn.modules.loss.L1Loss",
• "__builtin__.list",
• "tensorframes.reps.irreps.Irrep",
• "typing.Any",
• "numpy.dtype",
• "mldft.ml.models.components.density_coeff_embedding.AtomHotEmbedding",
• "_operator.getitem",
• "mldft.ml.models.components.shrink_gate_module.PerBasisFuncShrinkGateModule",
• "mldft.ml.models.components.node_embedding.NodeEmbedding",
• "mldft.ml.models.components.gbf_module.GaussianLayer",
• "mldft.ml.data.components.basis_info.BasisInfo",
• "mldft.ml.models.components.loss_function.CoefficientLoss",
• "mldft.ml.models.components.g3d_stack.G3DStack",
• "__builtin__.type",
• "mldft.ml.models.components.dimension_wise_rescaling.DimensionWiseRescaling",
• "tensorframes.reps.irreps.Irreps",
• "tensorframes.lframes.lframes.LFrames",
• "torch.DoubleStorage",
• "torch_geometric.nn.aggr.basic.SumAggregation",
• "mldft.ml.models.components.sample_weighers.HasEnergyLabelSampleWeigher",
• "torch.nn.modules.sparse.Embedding",
• "torch.FloatStorage",
• "mldft.ml.models.components.mlp.MLP",
• "__builtin__.getattr",
• "torch.BoolStorage",
• "torch_geometric.inspector.Inspector",
• "torch_geometric.inspector.Signature",
• "inspect._empty",
• "e3nn.o3._irreps.Irreps",
• "mldft.ml.models.components.initial_guess_delta_module.InitialGuessDeltaModule",
• "functools.partial",
• "mldft.ml.models.components.loss_function.EnergyGradientLoss",
• "torch.nn.modules.activation.SiLU",
• "numpy.core.multiarray.scalar",
• "torch.nn.modules.activation.GELU",
• "torch._utils._rebuild_tensor_v2",
• "torch.optim.lr_scheduler.CosineAnnealingLR",
• "e3nn.o3._irreps._MulIr",
• "__builtin__.set",
• "torch_geometric.nn.norm.layer_norm.LayerNorm",
• "__builtin__.dict",
• "numpy.core.multiarray._reconstruct",
• "tensorframes.reps.irreps._IrMulRep",
• "numpy.ndarray",
• "_codecs.encode",
• "torch.nn.modules.container.ModuleDict",
• "omegaconf.listconfig.ListConfig",
• "__builtin__.long",
• "torch.nn.modules.container.ModuleList",
• "tensorframes.reps.irreps.IrrepsTransform",
• "mldft.ml.models.components.loss_function.WeightedLoss",
• "collections.OrderedDict",
• "mldft.ml.models.components.graphformer.Graphformer",
• "torch_geometric.inspector.Parameter",
• "torch._utils._rebuild_parameter"

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