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AI4CO 7

• "parco.baselines.mapdp.policy.MAPDPPolicy",
• "omegaconf.base.Metadata",
• "parco.baselines.mapdp.env_embeddings.omdcpdp.OMDCPDPContextEmbedding",
• "torch.nn.modules.dropout.Dropout",
• "rl4co.data.dataset.TensorDictDataset",
• "parco.baselines.mapdp.encoder.MAPDPEncoder",
• "torch.nn.modules.linear.Linear",
• "torch.bool",
• "rl4co.models.nn.attention.MultiHeadAttention",
• "torch.FloatStorage",
• "torch._utils._rebuild_parameter",
• "collections.OrderedDict",
• "torch._utils._rebuild_tensor_v2",
• "torch.Size",
• "torchrl.data.tensor_specs.UnboundedContinuous",
• "rl4co.models.nn.mlp.MLP",
• "typing.Any",
• "__builtin__.long",
• "omegaconf.listconfig.ListConfig",
• "parco.envs.omdcpdp.generator.OMDCPDPGenerator",
• "collections.Counter",
• "torchrl.data.tensor_specs.BoundedDiscrete",
• "omegaconf.base.ContainerMetadata",
• "torch.device",
• "rl4co.models.nn.env_embeddings.dynamic.StaticEmbedding",
• "torch.nn.modules.container.Sequential",
• "torch.nn.modules.linear.Identity",
• "torch._C._nn.scaled_dot_product_attention",
• "torchrl.data.tensor_specs.ContinuousBox",
• "__builtin__.set",
• "rl4co.models.nn.attention.PointerAttention",
• "torchrl.data.tensor_specs.Composite",
• "parco.envs.omdcpdp.env.OMDCPDPEnv",
• "parco.models.agent_handlers.RandomAgentHandler",
• "parco.models.nn.transformer.Normalization",
• "__builtin__.list",
• "parco.baselines.mapdp.env_embeddings.omdcpdp.OMDCPDPInitEmbedding",
• "__builtin__.dict",
• "omegaconf.nodes.AnyNode",
• "parco.models.nn.transformer.TransformerBlock",
• "torch.nn.modules.instancenorm.InstanceNorm1d",
• "torch.nn.modules.container.ModuleList",
• "torch.BoolStorage",
• "collections.defaultdict",
• "torch.ByteStorage",
• "parco.baselines.mapdp.decoder.MAPDPDecoder",
• "torch.float32",
• "omegaconf.dictconfig.DictConfig",
• "torch.nn.modules.activation.ReLU"

How to fix it?

• "parco.baselines.mapdp.policy.MAPDPPolicy",
• "omegaconf.base.Metadata",
• "parco.baselines.mapdp.env_embeddings.omdcpdp.OMDCPDPContextEmbedding",
• "torch.nn.modules.dropout.Dropout",
• "rl4co.data.dataset.TensorDictDataset",
• "parco.baselines.mapdp.encoder.MAPDPEncoder",
• "torch.nn.modules.linear.Linear",
• "torch.bool",
• "rl4co.models.nn.attention.MultiHeadAttention",
• "torch.FloatStorage",
• "torch._utils._rebuild_parameter",
• "collections.OrderedDict",
• "torch._utils._rebuild_tensor_v2",
• "torch.Size",
• "torchrl.data.tensor_specs.UnboundedContinuous",
• "rl4co.models.nn.mlp.MLP",
• "typing.Any",
• "__builtin__.long",
• "omegaconf.listconfig.ListConfig",
• "parco.envs.omdcpdp.generator.OMDCPDPGenerator",
• "collections.Counter",
• "torchrl.data.tensor_specs.BoundedDiscrete",
• "omegaconf.base.ContainerMetadata",
• "torch.device",
• "rl4co.models.nn.env_embeddings.dynamic.StaticEmbedding",
• "torch.nn.modules.container.Sequential",
• "torch.nn.modules.linear.Identity",
• "torch._C._nn.scaled_dot_product_attention",
• "torchrl.data.tensor_specs.ContinuousBox",
• "__builtin__.set",
• "rl4co.models.nn.attention.PointerAttention",
• "torchrl.data.tensor_specs.Composite",
• "parco.envs.omdcpdp.env.OMDCPDPEnv",
• "parco.models.agent_handlers.RandomAgentHandler",
• "parco.models.nn.transformer.Normalization",
• "__builtin__.list",
• "parco.baselines.mapdp.env_embeddings.omdcpdp.OMDCPDPInitEmbedding",
• "__builtin__.dict",
• "omegaconf.nodes.AnyNode",
• "parco.models.nn.transformer.TransformerBlock",
• "torch.nn.modules.instancenorm.InstanceNorm1d",
• "torch.nn.modules.container.ModuleList",
• "torch.BoolStorage",
• "collections.defaultdict",
• "torch.ByteStorage",
• "parco.baselines.mapdp.decoder.MAPDPDecoder",
• "torch.float32",
• "omegaconf.dictconfig.DictConfig",
• "torch.nn.modules.activation.ReLU"

How to fix it?

• "parco.baselines.mapdp.policy.MAPDPPolicy",
• "omegaconf.base.Metadata",
• "parco.baselines.mapdp.env_embeddings.omdcpdp.OMDCPDPContextEmbedding",
• "torch.nn.modules.dropout.Dropout",
• "rl4co.data.dataset.TensorDictDataset",
• "parco.baselines.mapdp.encoder.MAPDPEncoder",
• "torch.nn.modules.linear.Linear",
• "torch.bool",
• "rl4co.models.nn.attention.MultiHeadAttention",
• "torch.FloatStorage",
• "torch._utils._rebuild_parameter",
• "torch.LongStorage",
• "collections.OrderedDict",
• "torch._utils._rebuild_tensor_v2",
• "torch.Size",
• "torchrl.data.tensor_specs.UnboundedContinuous",
• "rl4co.models.nn.mlp.MLP",
• "typing.Any",
• "__builtin__.long",
• "omegaconf.listconfig.ListConfig",
• "parco.envs.omdcpdp.generator.OMDCPDPGenerator",
• "collections.Counter",
• "torchrl.data.tensor_specs.BoundedDiscrete",
• "omegaconf.base.ContainerMetadata",
• "torch.device",
• "rl4co.models.nn.env_embeddings.dynamic.StaticEmbedding",
• "torch.nn.modules.container.Sequential",
• "torch.nn.modules.linear.Identity",
• "torch._C._nn.scaled_dot_product_attention",
• "torchrl.data.tensor_specs.ContinuousBox",
• "__builtin__.set",
• "rl4co.models.nn.attention.PointerAttention",
• "torchrl.data.tensor_specs.Composite",
• "parco.envs.omdcpdp.env.OMDCPDPEnv",
• "torch.nn.modules.batchnorm.BatchNorm1d",
• "parco.models.agent_handlers.RandomAgentHandler",
• "parco.models.nn.transformer.Normalization",
• "__builtin__.list",
• "parco.baselines.mapdp.env_embeddings.omdcpdp.OMDCPDPInitEmbedding",
• "__builtin__.dict",
• "omegaconf.nodes.AnyNode",
• "parco.models.nn.transformer.TransformerBlock",
• "torch.nn.modules.container.ModuleList",
• "torch.BoolStorage",
• "collections.defaultdict",
• "torch.ByteStorage",
• "parco.baselines.mapdp.decoder.MAPDPDecoder",
• "torch.float32",
• "omegaconf.dictconfig.DictConfig",
• "torch.nn.modules.activation.ReLU"

How to fix it?

• "parco.baselines.mapdp.policy.MAPDPPolicy",
• "omegaconf.base.Metadata",
• "parco.baselines.mapdp.env_embeddings.omdcpdp.OMDCPDPContextEmbedding",
• "torch.nn.modules.dropout.Dropout",
• "rl4co.data.dataset.TensorDictDataset",
• "parco.baselines.mapdp.encoder.MAPDPEncoder",
• "torch.nn.modules.linear.Linear",
• "torch.bool",
• "rl4co.models.nn.attention.MultiHeadAttention",
• "torch.FloatStorage",
• "torch._utils._rebuild_parameter",
• "collections.OrderedDict",
• "torch._utils._rebuild_tensor_v2",
• "torch.Size",
• "torchrl.data.tensor_specs.UnboundedContinuous",
• "rl4co.models.nn.mlp.MLP",
• "typing.Any",
• "__builtin__.long",
• "omegaconf.listconfig.ListConfig",
• "parco.envs.omdcpdp.generator.OMDCPDPGenerator",
• "collections.Counter",
• "torchrl.data.tensor_specs.BoundedDiscrete",
• "omegaconf.base.ContainerMetadata",
• "torch.device",
• "rl4co.models.nn.env_embeddings.dynamic.StaticEmbedding",
• "torch.nn.modules.container.Sequential",
• "torch.nn.modules.linear.Identity",
• "torch._C._nn.scaled_dot_product_attention",
• "torchrl.data.tensor_specs.ContinuousBox",
• "__builtin__.set",
• "rl4co.models.nn.attention.PointerAttention",
• "torchrl.data.tensor_specs.Composite",
• "parco.envs.omdcpdp.env.OMDCPDPEnv",
• "parco.models.agent_handlers.RandomAgentHandler",
• "parco.models.nn.transformer.Normalization",
• "__builtin__.list",
• "parco.baselines.mapdp.env_embeddings.omdcpdp.OMDCPDPInitEmbedding",
• "__builtin__.dict",
• "omegaconf.nodes.AnyNode",
• "parco.models.nn.transformer.TransformerBlock",
• "torch.nn.modules.instancenorm.InstanceNorm1d",
• "torch.nn.modules.container.ModuleList",
• "torch.BoolStorage",
• "collections.defaultdict",
• "torch.ByteStorage",
• "parco.baselines.mapdp.decoder.MAPDPDecoder",
• "torch.float32",
• "omegaconf.dictconfig.DictConfig",
• "torch.nn.modules.activation.ReLU"

How to fix it?

• "parco.baselines.mapdp.policy.MAPDPPolicy",
• "omegaconf.base.Metadata",
• "parco.baselines.mapdp.env_embeddings.omdcpdp.OMDCPDPContextEmbedding",
• "torch.nn.modules.dropout.Dropout",
• "rl4co.data.dataset.TensorDictDataset",
• "parco.baselines.mapdp.encoder.MAPDPEncoder",
• "torch.nn.modules.linear.Linear",
• "torch.bool",
• "rl4co.models.nn.attention.MultiHeadAttention",
• "torch.FloatStorage",
• "torch._utils._rebuild_parameter",
• "collections.OrderedDict",
• "torch._utils._rebuild_tensor_v2",
• "torch.Size",
• "torchrl.data.tensor_specs.UnboundedContinuous",
• "rl4co.models.nn.mlp.MLP",
• "typing.Any",
• "__builtin__.long",
• "omegaconf.listconfig.ListConfig",
• "parco.envs.omdcpdp.generator.OMDCPDPGenerator",
• "collections.Counter",
• "torchrl.data.tensor_specs.BoundedDiscrete",
• "omegaconf.base.ContainerMetadata",
• "torch.device",
• "rl4co.models.nn.env_embeddings.dynamic.StaticEmbedding",
• "torch.nn.modules.container.Sequential",
• "torch.nn.modules.linear.Identity",
• "torch._C._nn.scaled_dot_product_attention",
• "torchrl.data.tensor_specs.ContinuousBox",
• "__builtin__.set",
• "rl4co.models.nn.attention.PointerAttention",
• "torchrl.data.tensor_specs.Composite",
• "parco.envs.omdcpdp.env.OMDCPDPEnv",
• "parco.models.agent_handlers.RandomAgentHandler",
• "parco.models.nn.transformer.Normalization",
• "__builtin__.list",
• "parco.baselines.mapdp.env_embeddings.omdcpdp.OMDCPDPInitEmbedding",
• "__builtin__.dict",
• "omegaconf.nodes.AnyNode",
• "parco.models.nn.transformer.TransformerBlock",
• "torch.nn.modules.instancenorm.InstanceNorm1d",
• "torch.nn.modules.container.ModuleList",
• "torch.BoolStorage",
• "collections.defaultdict",
• "torch.ByteStorage",
• "parco.baselines.mapdp.decoder.MAPDPDecoder",
• "torch.float32",
• "omegaconf.dictconfig.DictConfig",
• "torch.nn.modules.activation.ReLU"

How to fix it?

• "parco.baselines.mapdp.policy.MAPDPPolicy",
• "omegaconf.base.Metadata",
• "parco.baselines.mapdp.env_embeddings.omdcpdp.OMDCPDPContextEmbedding",
• "torch.nn.modules.dropout.Dropout",
• "rl4co.data.dataset.TensorDictDataset",
• "parco.baselines.mapdp.encoder.MAPDPEncoder",
• "torch.nn.modules.linear.Linear",
• "torch.bool",
• "rl4co.models.nn.attention.MultiHeadAttention",
• "torch.FloatStorage",
• "torch._utils._rebuild_parameter",
• "collections.OrderedDict",
• "torch._utils._rebuild_tensor_v2",
• "torch.Size",
• "torchrl.data.tensor_specs.UnboundedContinuous",
• "rl4co.models.nn.mlp.MLP",
• "typing.Any",
• "__builtin__.long",
• "omegaconf.listconfig.ListConfig",
• "parco.envs.omdcpdp.generator.OMDCPDPGenerator",
• "collections.Counter",
• "torchrl.data.tensor_specs.BoundedDiscrete",
• "omegaconf.base.ContainerMetadata",
• "torch.device",
• "rl4co.models.nn.env_embeddings.dynamic.StaticEmbedding",
• "torch.nn.modules.container.Sequential",
• "torch.nn.modules.linear.Identity",
• "torch._C._nn.scaled_dot_product_attention",
• "torchrl.data.tensor_specs.ContinuousBox",
• "__builtin__.set",
• "rl4co.models.nn.attention.PointerAttention",
• "torchrl.data.tensor_specs.Composite",
• "parco.envs.omdcpdp.env.OMDCPDPEnv",
• "parco.models.agent_handlers.RandomAgentHandler",
• "parco.models.nn.transformer.Normalization",
• "__builtin__.list",
• "parco.baselines.mapdp.env_embeddings.omdcpdp.OMDCPDPInitEmbedding",
• "__builtin__.dict",
• "omegaconf.nodes.AnyNode",
• "parco.models.nn.transformer.TransformerBlock",
• "torch.nn.modules.instancenorm.InstanceNorm1d",
• "torch.nn.modules.container.ModuleList",
• "torch.BoolStorage",
• "collections.defaultdict",
• "torch.ByteStorage",
• "parco.baselines.mapdp.decoder.MAPDPDecoder",
• "torch.float32",
• "omegaconf.dictconfig.DictConfig",
• "torch.nn.modules.activation.ReLU"

How to fix it?

• "__builtin__.long",
• "parco.models.nn.transformer.Normalization",
• "parco.models.agent_handlers.HighestProbabilityAgentHandler",
• "parco.models.policy.PARCOPolicy",
• "rl4co.models.nn.attention.PointerAttention",
• "parco.models.decoder.PARCODecoder",
• "parco.models.nn.transformer.TransformerBlock",
• "parco.models.env_embeddings.omdcpdp.OMDCPDPContextEmbedding",
• "torchrl.data.tensor_specs.BoundedDiscrete",
• "torch.nn.modules.linear.Linear",
• "torch.float32",
• "torch.bool",
• "torch._utils._rebuild_parameter",
• "__builtin__.dict",
• "parco.models.nn.transformer.RMSNorm",
• "omegaconf.listconfig.ListConfig",
• "omegaconf.nodes.AnyNode",
• "torch.nn.functional.silu",
• "parco.models.env_embeddings.omdcpdp.OMDCPDPInitEmbedding",
• "omegaconf.dictconfig.DictConfig",
• "parco.models.nn.transformer.ParallelGatedMLP",
• "torch.FloatStorage",
• "torchrl.data.tensor_specs.UnboundedContinuous",
• "parco.models.encoder.PARCOEncoder",
• "collections.defaultdict",
• "rl4co.data.dataset.TensorDictDataset",
• "parco.envs.omdcpdp.env.OMDCPDPEnv",
• "__builtin__.list",
• "parco.envs.omdcpdp.generator.OMDCPDPGenerator",
• "torch.Size",
• "torch._C._nn.scaled_dot_product_attention",
• "omegaconf.base.ContainerMetadata",
• "torchrl.data.tensor_specs.ContinuousBox",
• "__builtin__.set",
• "collections.OrderedDict",
• "torch._utils._rebuild_tensor_v2",
• "typing.Any",
• "collections.Counter",
• "rl4co.models.nn.attention.MultiHeadAttention",
• "omegaconf.base.Metadata",
• "torch.ByteStorage",
• "torch.nn.modules.container.Sequential",
• "torch.BoolStorage",
• "rl4co.models.nn.env_embeddings.dynamic.StaticEmbedding",
• "torch.device",
• "torchrl.data.tensor_specs.Composite"

How to fix it?