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AI4CO 5

• "routefinder.envs.mtvrp.env.MTVRPEnv",
• "__builtin__.dict",
• "rl4co.models.nn.ops.Normalization",
• "routefinder.models.env_embeddings.mtvrp.context.MTVRPContextEmbedding",
• "rl4co.models.nn.attention.PointerAttention",
• "rl4co.models.nn.attention.MultiHeadAttention",
• "torch.float32",
• "torchrl.data.tensor_specs.BoundedDiscrete",
• "routefinder.models.env_embeddings.mtvrp.init.MTVRPInitEmbedding",
• "omegaconf.base.ContainerMetadata",
• "torch.nn.modules.linear.Linear",
• "rl4co.models.nn.graph.attnnet.GraphAttentionNetwork",
• "torch.nn.modules.dropout.Dropout",
• "torch.FloatStorage",
• "typing.Any",
• "omegaconf.base.Metadata",
• "torch.nn.modules.instancenorm.InstanceNorm1d",
• "rl4co.models.nn.mlp.MLP",
• "torch.nn.modules.container.ModuleList",
• "torch.distributions.uniform.Uniform",
• "routefinder.envs.mtvrp.generator.MTVRPGenerator",
• "__builtin__.long",
• "collections.defaultdict",
• "routefinder.envs.mtvrp.selectstartnodes.AllSelectStartNodes",
• "omegaconf.listconfig.ListConfig",
• "torchrl.data.tensor_specs.CompositeSpec",
• "collections.OrderedDict",
• "omegaconf.nodes.AnyNode",
• "torch._utils._rebuild_tensor_v2",
• "torch._C._nn.scaled_dot_product_attention",
• "torch._utils._rebuild_parameter",
• "routefinder.models.baselines.mtpomo.policy.MTPOMOPolicy",
• "torchrl.data.tensor_specs.ContinuousBox",
• "torch.LongStorage",
• "omegaconf.dictconfig.DictConfig",
• "rl4co.models.zoo.am.encoder.AttentionModelEncoder",
• "rl4co.models.nn.env_embeddings.dynamic.StaticEmbedding",
• "torchrl.data.tensor_specs.UnboundedDiscrete",
• "torchrl.data.tensor_specs.BoundedContinuous",
• "torch.ByteStorage",
• "__builtin__.set",
• "torch.nn.modules.activation.ReLU",
• "torch.nn.modules.container.Sequential",
• "torch.BoolStorage",
• "__builtin__.list",
• "collections.Counter",
• "torch.device",
• "rl4co.models.nn.graph.attnnet.MultiHeadAttentionLayer",
• "torch.nn.modules.linear.Identity",
• "rl4co.models.zoo.am.decoder.AttentionModelDecoder",
• "torch.bool",
• "torch.int64",
• "rl4co.data.dataset.TensorDictDataset",
• "rl4co.models.nn.ops.SkipConnection",
• "torch.Size",
• "torchrl.data.tensor_specs.UnboundedContinuous",
• "torchrl.data.tensor_specs.Composite"

How to fix it?

• "torchrl.data.tensor_specs.UnboundedContinuous",
• "torch.int64",
• "torch.ByteStorage",
• "omegaconf.base.ContainerMetadata",
• "routefinder.models.baselines.mtpomo.policy.MTPOMOPolicy",
• "torch.nn.modules.linear.Linear",
• "omegaconf.listconfig.ListConfig",
• "rl4co.data.dataset.TensorDictDataset",
• "torchrl.data.tensor_specs.CompositeSpec",
• "routefinder.envs.mtvrp.env.MTVRPEnv",
• "torch._utils._rebuild_tensor_v2",
• "__builtin__.list",
• "torch.LongStorage",
• "__builtin__.dict",
• "torchrl.data.tensor_specs.ContinuousBox",
• "torch.BoolStorage",
• "torchrl.data.tensor_specs.BoundedDiscrete",
• "rl4co.models.nn.attention.MultiHeadAttention",
• "torch.nn.modules.dropout.Dropout",
• "rl4co.models.nn.graph.attnnet.MultiHeadAttentionLayer",
• "collections.Counter",
• "omegaconf.base.Metadata",
• "rl4co.models.nn.ops.Normalization",
• "torch.nn.modules.instancenorm.InstanceNorm1d",
• "torch.float32",
• "torch.distributions.uniform.Uniform",
• "torch.nn.modules.linear.Identity",
• "rl4co.models.nn.env_embeddings.dynamic.StaticEmbedding",
• "omegaconf.dictconfig.DictConfig",
• "omegaconf.nodes.AnyNode",
• "torch.device",
• "routefinder.models.env_embeddings.mtvrp.init.MTVRPInitEmbedding",
• "__builtin__.set",
• "torch.nn.modules.container.ModuleList",
• "torch.bool",
• "rl4co.models.nn.attention.PointerAttention",
• "torchrl.data.tensor_specs.BoundedContinuous",
• "torch.Size",
• "routefinder.models.env_embeddings.mtvrp.context.MTVRPContextEmbedding",
• "rl4co.models.nn.ops.SkipConnection",
• "torch.FloatStorage",
• "rl4co.models.nn.mlp.MLP",
• "rl4co.models.nn.graph.attnnet.GraphAttentionNetwork",
• "rl4co.models.zoo.am.encoder.AttentionModelEncoder",
• "routefinder.envs.mtvrp.selectstartnodes.AllSelectStartNodes",
• "torch._utils._rebuild_parameter",
• "torch.nn.modules.activation.ReLU",
• "torch.nn.modules.container.Sequential",
• "torch._C._nn.scaled_dot_product_attention",
• "torchrl.data.tensor_specs.Composite",
• "collections.defaultdict",
• "collections.OrderedDict",
• "rl4co.models.zoo.am.decoder.AttentionModelDecoder",
• "typing.Any",
• "routefinder.envs.mtvrp.generator.MTVRPGenerator",
• "__builtin__.long",
• "torchrl.data.tensor_specs.UnboundedDiscrete"

How to fix it?

• "routefinder.models.env_embeddings.mtvrp.init.MTVRPInitEmbedding",
• "__builtin__.dict",
• "torch.BoolStorage",
• "torch.nn.modules.instancenorm.InstanceNorm1d",
• "routefinder.models.env_embeddings.mtvrp.context.MTVRPContextEmbedding",
• "__builtin__.long",
• "rl4co.models.nn.env_embeddings.dynamic.StaticEmbedding",
• "torch.FloatStorage",
• "routefinder.envs.mtvrp.generator.MTVRPGenerator",
• "torch.device",
• "torchrl.data.tensor_specs.ContinuousBox",
• "omegaconf.listconfig.ListConfig",
• "collections.Counter",
• "torch.int64",
• "rl4co.models.nn.mlp.MLP",
• "__builtin__.set",
• "rl4co.models.nn.attention.PointerAttention",
• "torch.nn.modules.linear.Linear",
• "omegaconf.base.ContainerMetadata",
• "torch.nn.modules.container.Sequential",
• "rl4co.models.nn.ops.Normalization",
• "collections.defaultdict",
• "routefinder.models.baselines.mtpomo.policy.MTPOMOPolicy",
• "routefinder.envs.mtvrp.env.MTVRPEnv",
• "rl4co.models.nn.attention.MultiHeadAttention",
• "torchrl.data.tensor_specs.BoundedContinuous",
• "typing.Any",
• "torch.bool",
• "rl4co.models.nn.graph.attnnet.MultiHeadAttentionLayer",
• "rl4co.models.nn.ops.SkipConnection",
• "torch._C._nn.scaled_dot_product_attention",
• "torchrl.data.tensor_specs.UnboundedContinuous",
• "torch.nn.modules.container.ModuleList",
• "torch._utils._rebuild_tensor_v2",
• "torch.ByteStorage",
• "omegaconf.base.Metadata",
• "rl4co.data.dataset.TensorDictDataset",
• "torch.distributions.uniform.Uniform",
• "torchrl.data.tensor_specs.UnboundedDiscrete",
• "torchrl.data.tensor_specs.BoundedDiscrete",
• "__builtin__.list",
• "rl4co.models.zoo.am.encoder.AttentionModelEncoder",
• "torch.Size",
• "routefinder.envs.mtvrp.selectstartnodes.AllSelectStartNodes",
• "torch.nn.modules.activation.ReLU",
• "torchrl.data.tensor_specs.CompositeSpec",
• "omegaconf.nodes.AnyNode",
• "torch.float32",
• "torch.LongStorage",
• "torch._utils._rebuild_parameter",
• "collections.OrderedDict",
• "torchrl.data.tensor_specs.Composite",
• "rl4co.models.nn.graph.attnnet.GraphAttentionNetwork",
• "torch.nn.modules.linear.Identity",
• "rl4co.models.zoo.am.decoder.AttentionModelDecoder",
• "omegaconf.dictconfig.DictConfig",
• "torch.nn.modules.dropout.Dropout"

How to fix it?

• "routefinder.envs.mtvrp.selectstartnodes.AllSelectStartNodes",
• "torch.bool",
• "typing.Any",
• "rl4co.models.zoo.am.decoder.AttentionModelDecoder",
• "torch.int64",
• "torchrl.data.tensor_specs.Composite",
• "torch.nn.modules.linear.Linear",
• "routefinder.models.env_embeddings.mtvrp.init.MTVRPInitEmbedding",
• "rl4co.models.nn.ops.SkipConnection",
• "torch.LongStorage",
• "rl4co.data.dataset.TensorDictDataset",
• "torch.float32",
• "__builtin__.list",
• "torch.nn.modules.container.Sequential",
• "torch.distributions.uniform.Uniform",
• "torch.FloatStorage",
• "omegaconf.listconfig.ListConfig",
• "omegaconf.base.Metadata",
• "torch.BoolStorage",
• "routefinder.envs.mtvrp.generator.MTVRPGenerator",
• "torch._utils._rebuild_tensor_v2",
• "__builtin__.long",
• "collections.defaultdict",
• "rl4co.models.nn.attention.PointerAttention",
• "collections.OrderedDict",
• "__builtin__.dict",
• "routefinder.envs.mtvrp.env.MTVRPEnv",
• "torchrl.data.tensor_specs.ContinuousBox",
• "rl4co.models.zoo.am.encoder.AttentionModelEncoder",
• "torch.nn.modules.linear.Identity",
• "routefinder.models.baselines.mtpomo.policy.MTPOMOPolicy",
• "torchrl.data.tensor_specs.BoundedContinuous",
• "routefinder.models.env_embeddings.mtvrp.context.MTVRPContextEmbedding",
• "torchrl.data.tensor_specs.UnboundedDiscrete",
• "torch._C._nn.scaled_dot_product_attention",
• "torch.device",
• "torchrl.data.tensor_specs.CompositeSpec",
• "torch.nn.modules.activation.ReLU",
• "torch._utils._rebuild_parameter",
• "torchrl.data.tensor_specs.UnboundedContinuous",
• "torch.Size",
• "rl4co.models.nn.attention.MultiHeadAttention",
• "torch.ByteStorage",
• "rl4co.models.nn.ops.Normalization",
• "collections.Counter",
• "rl4co.models.nn.env_embeddings.dynamic.StaticEmbedding",
• "omegaconf.dictconfig.DictConfig",
• "torch.nn.modules.instancenorm.InstanceNorm1d",
• "omegaconf.base.ContainerMetadata",
• "torchrl.data.tensor_specs.BoundedDiscrete",
• "rl4co.models.nn.graph.attnnet.MultiHeadAttentionLayer",
• "rl4co.models.nn.mlp.MLP",
• "torch.nn.modules.container.ModuleList",
• "__builtin__.set",
• "omegaconf.nodes.AnyNode",
• "torch.nn.modules.dropout.Dropout",
• "rl4co.models.nn.graph.attnnet.GraphAttentionNetwork"

How to fix it?

• "rl4co.data.dataset.TensorDictDataset",
• "torchrl.data.tensor_specs.BoundedDiscrete",
• "rl4co.models.nn.attention.MultiHeadAttention",
• "torchrl.data.tensor_specs.UnboundedContinuous",
• "torch.nn.modules.linear.Linear",
• "torch._C._nn.scaled_dot_product_attention",
• "rl4co.models.zoo.am.encoder.AttentionModelEncoder",
• "__builtin__.list",
• "torch.nn.modules.container.ModuleList",
• "collections.Counter",
• "routefinder.envs.mtvrp.generator.MTVRPGenerator",
• "omegaconf.dictconfig.DictConfig",
• "torch.nn.modules.container.Sequential",
• "routefinder.envs.mtvrp.selectstartnodes.AllSelectStartNodes",
• "torch._utils._rebuild_parameter",
• "collections.defaultdict",
• "routefinder.models.env_embeddings.mtvrp.context.MTVRPContextEmbedding",
• "torch.BoolStorage",
• "routefinder.models.baselines.mtpomo.policy.MTPOMOPolicy",
• "torch.int64",
• "__builtin__.set",
• "torch.nn.modules.instancenorm.InstanceNorm1d",
• "torch._utils._rebuild_tensor_v2",
• "rl4co.models.nn.mlp.MLP",
• "typing.Any",
• "torchrl.data.tensor_specs.ContinuousBox",
• "routefinder.models.env_embeddings.mtvrp.init.MTVRPInitEmbedding",
• "rl4co.models.nn.ops.Normalization",
• "torchrl.data.tensor_specs.CompositeSpec",
• "torch.ByteStorage",
• "rl4co.models.nn.graph.attnnet.MultiHeadAttentionLayer",
• "rl4co.models.nn.graph.attnnet.GraphAttentionNetwork",
• "omegaconf.base.Metadata",
• "torchrl.data.tensor_specs.BoundedContinuous",
• "torchrl.data.tensor_specs.Composite",
• "routefinder.envs.mtvrp.env.MTVRPEnv",
• "omegaconf.base.ContainerMetadata",
• "torch.nn.modules.activation.ReLU",
• "__builtin__.dict",
• "omegaconf.nodes.AnyNode",
• "torch.LongStorage",
• "rl4co.models.nn.env_embeddings.dynamic.StaticEmbedding",
• "rl4co.models.nn.ops.SkipConnection",
• "torch.float32",
• "torch.nn.modules.linear.Identity",
• "rl4co.models.zoo.am.decoder.AttentionModelDecoder",
• "torch.distributions.uniform.Uniform",
• "torchrl.data.tensor_specs.UnboundedDiscrete",
• "rl4co.models.nn.attention.PointerAttention",
• "torch.Size",
• "torch.nn.modules.dropout.Dropout",
• "omegaconf.listconfig.ListConfig",
• "torch.bool",
• "torch.FloatStorage",
• "collections.OrderedDict",
• "torch.device",
• "__builtin__.long"

How to fix it?