# tensordict > A dict[str, torch.Tensor] that behaves like one tensor. ## Docs - [Which container should I use?](https://docs.pytorch.org/tensordict/stable/choosing_a_container.md) - [Containers on storage backends](https://docs.pytorch.org/tensordict/stable/compatibility.md) - [torch.compile, torch.func, torch.export, and CUDA graphs](https://docs.pytorch.org/tensordict/stable/compile.md) - [Batch size, shapes, and indexing](https://docs.pytorch.org/tensordict/stable/concepts/batch_size.md) - [Devices, dtypes, and memory](https://docs.pytorch.org/tensordict/stable/concepts/devices.md) - [Keys, nested keys, and locking](https://docs.pytorch.org/tensordict/stable/concepts/keys.md) - [Non-tensor data and unbatched entries](https://docs.pytorch.org/tensordict/stable/concepts/non_tensor.md) - [Arithmetic, apply, reductions, and gradients](https://docs.pytorch.org/tensordict/stable/concepts/operations.md) - [Stacking and variable-size data](https://docs.pytorch.org/tensordict/stable/concepts/stacking.md) - [Load data and share it between processes](https://docs.pytorch.org/tensordict/stable/data_loading.md) - [Distributed tensordicts](https://docs.pytorch.org/tensordict/stable/distributed.md) - [FX tracing (prototype)](https://docs.pytorch.org/tensordict/stable/fx.md) - [Getting started](https://docs.pytorch.org/tensordict/stable/getting_started.md) - [TensorDict](https://docs.pytorch.org/tensordict/stable/index.md) - [Installation](https://docs.pytorch.org/tensordict/stable/installation.md) - [Modules: TensorDictModule and tensordict.nn](https://docs.pytorch.org/tensordict/stable/modules.md) - [What is TensorDict?](https://docs.pytorch.org/tensordict/stable/overview.md) - [Printing and display](https://docs.pytorch.org/tensordict/stable/printing.md) - [LazyStackedTensorDict](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.LazyStackedTensorDict.md) - [MemoryMappedTensor](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.MemoryMappedTensor.md) - [MetaData](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.MetaData.md) - [NestedKey](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.NestedKey.md) - [NonTensorData](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.NonTensorData.md) - [NonTensorDataBase](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.NonTensorDataBase.md) - [NonTensorStack](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.NonTensorStack.md) - [PackLayout](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.PackLayout.md) - [PersistentTensorDict](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.PersistentTensorDict.md) - [TensorAttrs](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorAttrs.md) - [TensorClass](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorClass.md) - [TensorDict](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDict.md) - [TensorDictBase](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.md) - [TensorDictBase.__and__](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.__and__.md) - [TensorDictBase.__eq__](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.__eq__.md) - [TensorDictBase.__ge__](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.__ge__.md) - [TensorDictBase.__getitem__](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.__getitem__.md) - [TensorDictBase.__gt__](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.__gt__.md) - [TensorDictBase.__invert__](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.__invert__.md) - [TensorDictBase.__iter__](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.__iter__.md) - [TensorDictBase.__le__](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.__le__.md) - [TensorDictBase.__len__](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.__len__.md) - [TensorDictBase.__lt__](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.__lt__.md) - [TensorDictBase.__ne__](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.__ne__.md) - [TensorDictBase.__or__](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.__or__.md) - [TensorDictBase.__xor__](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.__xor__.md) - [TensorDictBase.abs](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.abs.md) - [TensorDictBase.abs](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.abs_.md) - [TensorDictBase.acos](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.acos.md) - [TensorDictBase.acos](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.acos_.md) - [TensorDictBase.add](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.add.md) - [TensorDictBase.add](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.add_.md) - [TensorDictBase.addcdiv](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.addcdiv.md) - [TensorDictBase.addcdiv](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.addcdiv_.md) - [TensorDictBase.addcmul](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.addcmul.md) - [TensorDictBase.addcmul](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.addcmul_.md) - [TensorDictBase.all](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.all.md) - [TensorDictBase.all_gather](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.all_gather.md) - [TensorDictBase.all_reduce](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.all_reduce.md) - [TensorDictBase.amax](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.amax.md) - [TensorDictBase.amin](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.amin.md) - [TensorDictBase.any](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.any.md) - [TensorDictBase.apply](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.apply.md) - [TensorDictBase.apply](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.apply_.md) - [TensorDictBase.arecv](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.arecv.md) - [TensorDictBase.as_tensor](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.as_tensor.md) - [TensorDictBase.asend](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.asend.md) - [TensorDictBase.asin](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.asin.md) - [TensorDictBase.asin](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.asin_.md) - [TensorDictBase.atan](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.atan.md) - [TensorDictBase.atan](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.atan_.md) - [TensorDictBase.atleast_1d](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.atleast_1d.md) - [TensorDictBase.atleast_2d](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.atleast_2d.md) - [TensorDictBase.atleast_3d](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.atleast_3d.md) - [TensorDictBase.attrs](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.attrs.md) - [TensorDictBase.auto_batch_size](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.auto_batch_size_.md) - [TensorDictBase.auto_device](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.auto_device_.md) - [TensorDictBase.backward](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.backward.md) - [TensorDictBase.batch_dims](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.batch_dims.md) - [TensorDictBase.batch_size](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.batch_size.md) - [TensorDictBase.bfloat16](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.bfloat16.md) - [TensorDictBase.bitwise_and](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.bitwise_and.md) - [TensorDictBase.bool](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.bool.md) - [TensorDictBase.broadcast](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.broadcast.md) - [TensorDictBase.broadcast_to](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.broadcast_to.md) - [TensorDictBase.bytes](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.bytes.md) - [TensorDictBase.cat](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.cat.md) - [TensorDictBase.cat_from_tensordict](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.cat_from_tensordict.md) - [TensorDictBase.cat_tensors](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.cat_tensors.md) - [TensorDictBase.ceil](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.ceil.md) - [TensorDictBase.ceil](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.ceil_.md) - [TensorDictBase.chunk](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.chunk.md) - [TensorDictBase.clamp](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.clamp.md) - [TensorDictBase.clamp_max](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.clamp_max.md) - [TensorDictBase.clamp_max](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.clamp_max_.md) - [TensorDictBase.clamp_min](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.clamp_min.md) - [TensorDictBase.clamp_min](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.clamp_min_.md) - [TensorDictBase.clear](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.clear.md) - [TensorDictBase.clear_device](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.clear_device_.md) - [TensorDictBase.clear_refs_for_compile](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.clear_refs_for_compile_.md) - [TensorDictBase.clone](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.clone.md) - [TensorDictBase.complex128](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.complex128.md) - [TensorDictBase.complex32](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.complex32.md) - [TensorDictBase.complex64](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.complex64.md) - [TensorDictBase.consolidate](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.consolidate.md) - [TensorDictBase.contiguous](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.contiguous.md) - [TensorDictBase.copy](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.copy.md) - [TensorDictBase.copy](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.copy_.md) - [TensorDictBase.copy_at](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.copy_at_.md) - [TensorDictBase.cos](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.cos.md) - [TensorDictBase.cos](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.cos_.md) - [TensorDictBase.cosh](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.cosh.md) - [TensorDictBase.cosh](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.cosh_.md) - [TensorDictBase.cpu](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.cpu.md) - [TensorDictBase.create_nested](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.create_nested.md) - [TensorDictBase.cuda](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.cuda.md) - [TensorDictBase.cummax](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.cummax.md) - [TensorDictBase.cummin](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.cummin.md) - [TensorDictBase.data](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.data.md) - [TensorDictBase.data_ptr](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.data_ptr.md) - [TensorDictBase.del](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.del_.md) - [TensorDictBase.densify](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.densify.md) - [TensorDictBase.depth](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.depth.md) - [TensorDictBase.detach](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.detach.md) - [TensorDictBase.detach](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.detach_.md) - [TensorDictBase.device](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.device.md) - [TensorDictBase.dim](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.dim.md) - [TensorDictBase.div](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.div.md) - [TensorDictBase.div](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.div_.md) - [TensorDictBase.double](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.double.md) - [TensorDictBase.dtype](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.dtype.md) - [TensorDictBase.dumps](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.dumps.md) - [TensorDictBase.empty](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.empty.md) - [TensorDictBase.entry_class](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.entry_class.md) - [TensorDictBase.erf](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.erf.md) - [TensorDictBase.erf](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.erf_.md) - [TensorDictBase.erfc](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.erfc.md) - [TensorDictBase.erfc](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.erfc_.md) - [TensorDictBase.exclude](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.exclude.md) - [TensorDictBase.exp](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.exp.md) - [TensorDictBase.exp](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.exp_.md) - [TensorDictBase.expand](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.expand.md) - [TensorDictBase.expand_as](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.expand_as.md) - [TensorDictBase.expm1](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.expm1.md) - [TensorDictBase.expm1](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.expm1_.md) - [TensorDictBase.fill](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.fill_.md) - [TensorDictBase.filter_empty](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.filter_empty_.md) - [TensorDictBase.filter_non_tensor_data](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.filter_non_tensor_data.md) - [TensorDictBase.flatten](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.flatten.md) - [TensorDictBase.flatten_keys](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.flatten_keys.md) - [TensorDictBase.flip](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.flip.md) - [TensorDictBase.fliplr](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.fliplr.md) - [TensorDictBase.flipud](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.flipud.md) - [TensorDictBase.float](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.float.md) - [TensorDictBase.float16](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.float16.md) - [TensorDictBase.float32](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.float32.md) - [TensorDictBase.float64](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.float64.md) - [TensorDictBase.floor](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.floor.md) - [TensorDictBase.floor](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.floor_.md) - [TensorDictBase.frac](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.frac.md) - [TensorDictBase.frac](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.frac_.md) - [TensorDictBase.from_any](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.from_any.md) - [TensorDictBase.from_consolidated](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.from_consolidated.md) - [TensorDictBase.from_csv](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.from_csv.md) - [TensorDictBase.from_dataclass](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.from_dataclass.md) - [TensorDictBase.from_dict](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.from_dict.md) - [TensorDictBase.from_dict_instance](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.from_dict_instance.md) - [TensorDictBase.from_h5](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.from_h5.md) - [TensorDictBase.from_json](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.from_json.md) - [TensorDictBase.from_list](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.from_list.md) - [TensorDictBase.from_module](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.from_module.md) - [TensorDictBase.from_modules](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.from_modules.md) - [TensorDictBase.from_namedtuple](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.from_namedtuple.md) - [TensorDictBase.from_pandas](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.from_pandas.md) - [TensorDictBase.from_parquet](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.from_parquet.md) - [TensorDictBase.from_pytree](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.from_pytree.md) - [TensorDictBase.from_remote_init](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.from_remote_init.md) - [TensorDictBase.from_schema](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.from_schema.md) - [TensorDictBase.from_struct_array](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.from_struct_array.md) - [TensorDictBase.from_tuple](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.from_tuple.md) - [TensorDictBase.from_zarr](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.from_zarr.md) - [TensorDictBase.fromkeys](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.fromkeys.md) - [TensorDictBase.gather](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.gather.md) - [TensorDictBase.gather_and_stack](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.gather_and_stack.md) - [TensorDictBase.get](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.get.md) - [TensorDictBase.get_at](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.get_at.md) - [TensorDictBase.get_item_shape](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.get_item_shape.md) - [TensorDictBase.get_non_tensor](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.get_non_tensor.md) - [TensorDictBase.grad](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.grad.md) - [TensorDictBase.half](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.half.md) - [TensorDictBase.init_remote](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.init_remote.md) - [TensorDictBase.int](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.int.md) - [TensorDictBase.int16](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.int16.md) - [TensorDictBase.int32](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.int32.md) - [TensorDictBase.int64](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.int64.md) - [TensorDictBase.int8](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.int8.md) - [TensorDictBase.irecv](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.irecv.md) - [TensorDictBase.is_consolidated](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.is_consolidated.md) - [TensorDictBase.is_contiguous](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.is_contiguous.md) - [TensorDictBase.is_cpu](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.is_cpu.md) - [TensorDictBase.is_cuda](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.is_cuda.md) - [TensorDictBase.is_empty](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.is_empty.md) - [TensorDictBase.is_floating_point](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.is_floating_point.md) - [TensorDictBase.is_locked](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.is_locked.md) - [TensorDictBase.is_memmap](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.is_memmap.md) - [TensorDictBase.is_non_tensor](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.is_non_tensor.md) - [TensorDictBase.is_shared](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.is_shared.md) - [TensorDictBase.isend](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.isend.md) - [TensorDictBase.isfinite](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.isfinite.md) - [TensorDictBase.isnan](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.isnan.md) - [TensorDictBase.isneginf](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.isneginf.md) - [TensorDictBase.isposinf](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.isposinf.md) - [TensorDictBase.isreal](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.isreal.md) - [TensorDictBase.items](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.items.md) - [TensorDictBase.keys](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.keys.md) - [TensorDictBase.lazy_stack](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.lazy_stack.md) - [TensorDictBase.lerp](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.lerp.md) - [TensorDictBase.lerp](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.lerp_.md) - [TensorDictBase.lgamma](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.lgamma.md) - [TensorDictBase.lgamma](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.lgamma_.md) - [TensorDictBase.load](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.load.md) - [TensorDictBase.load](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.load_.md) - [TensorDictBase.load_memmap](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.load_memmap.md) - [TensorDictBase.load_memmap](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.load_memmap_.md) - [TensorDictBase.load_state_dict](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.load_state_dict.md) - [TensorDictBase.lock](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.lock_.md) - [TensorDictBase.log](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.log.md) - [TensorDictBase.log10](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.log10.md) - [TensorDictBase.log10](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.log10_.md) - [TensorDictBase.log1p](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.log1p.md) - [TensorDictBase.log1p](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.log1p_.md) - [TensorDictBase.log2](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.log2.md) - [TensorDictBase.log2](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.log2_.md) - [TensorDictBase.log](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.log_.md) - [TensorDictBase.logical_and](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.logical_and.md) - [TensorDictBase.logsumexp](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.logsumexp.md) - [TensorDictBase.make_memmap](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.make_memmap.md) - [TensorDictBase.make_memmap_from_storage](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.make_memmap_from_storage.md) - [TensorDictBase.make_memmap_from_tensor](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.make_memmap_from_tensor.md) - [TensorDictBase.map](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.map.md) - [TensorDictBase.map_iter](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.map_iter.md) - [TensorDictBase.masked_fill](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.masked_fill.md) - [TensorDictBase.masked_fill](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.masked_fill_.md) - [TensorDictBase.masked_select](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.masked_select.md) - [TensorDictBase.max](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.max.md) - [TensorDictBase.maximum](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.maximum.md) - [TensorDictBase.maximum](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.maximum_.md) - [TensorDictBase.maybe_dense_stack](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.maybe_dense_stack.md) - [TensorDictBase.mean](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.mean.md) - [TensorDictBase.memmap](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.memmap.md) - [TensorDictBase.memmap](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.memmap_.md) - [TensorDictBase.memmap_like](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.memmap_like.md) - [TensorDictBase.memmap_refresh](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.memmap_refresh_.md) - [TensorDictBase.min](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.min.md) - [TensorDictBase.minimum](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.minimum.md) - [TensorDictBase.minimum](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.minimum_.md) - [TensorDictBase.mod](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.mod.md) - [TensorDictBase.moveaxis](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.moveaxis.md) - [TensorDictBase.movedim](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.movedim.md) - [TensorDictBase.mul](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.mul.md) - [TensorDictBase.mul](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.mul_.md) - [TensorDictBase.named_apply](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.named_apply.md) - [TensorDictBase.names](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.names.md) - [TensorDictBase.nanmean](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.nanmean.md) - [TensorDictBase.nansum](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.nansum.md) - [TensorDictBase.narrow](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.narrow.md) - [TensorDictBase.ndim](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.ndim.md) - [TensorDictBase.ndimension](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.ndimension.md) - [TensorDictBase.neg](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.neg.md) - [TensorDictBase.neg](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.neg_.md) - [TensorDictBase.new_empty](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.new_empty.md) - [TensorDictBase.new_full](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.new_full.md) - [TensorDictBase.new_ones](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.new_ones.md) - [TensorDictBase.new_tensor](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.new_tensor.md) - [TensorDictBase.new_zeros](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.new_zeros.md) - [TensorDictBase.non_tensor_items](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.non_tensor_items.md) - [TensorDictBase.norm](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.norm.md) - [TensorDictBase.numel](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.numel.md) - [TensorDictBase.numpy](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.numpy.md) - [TensorDictBase.pack](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.pack.md) - [TensorDictBase.pad](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.pad.md) - [TensorDictBase.param_count](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.param_count.md) - [TensorDictBase.permute](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.permute.md) - [TensorDictBase.pin_memory](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.pin_memory.md) - [TensorDictBase.pin_memory](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.pin_memory_.md) - [TensorDictBase.pop](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.pop.md) - [TensorDictBase.popitem](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.popitem.md) - [TensorDictBase.pow](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.pow.md) - [TensorDictBase.pow](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.pow_.md) - [TensorDictBase.prod](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.prod.md) - [TensorDictBase.qint32](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.qint32.md) - [TensorDictBase.qint8](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.qint8.md) - [TensorDictBase.quantile](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.quantile.md) - [TensorDictBase.quint4x2](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.quint4x2.md) - [TensorDictBase.quint8](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.quint8.md) - [TensorDictBase.reciprocal](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.reciprocal.md) - [TensorDictBase.reciprocal](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.reciprocal_.md) - [TensorDictBase.record_stream](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.record_stream.md) - [TensorDictBase.recv](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.recv.md) - [TensorDictBase.reduce](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.reduce.md) - [TensorDictBase.refine_names](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.refine_names.md) - [TensorDictBase.rename](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.rename.md) - [TensorDictBase.rename](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.rename_.md) - [TensorDictBase.rename_key](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.rename_key_.md) - [TensorDictBase.repeat](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.repeat.md) - [TensorDictBase.repeat_interleave](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.repeat_interleave.md) - [TensorDictBase.replace](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.replace.md) - [TensorDictBase.requires_grad](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.requires_grad.md) - [TensorDictBase.requires_grad](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.requires_grad_.md) - [TensorDictBase.reshape](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.reshape.md) - [TensorDictBase.roll](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.roll.md) - [TensorDictBase.rot90](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.rot90.md) - [TensorDictBase.round](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.round.md) - [TensorDictBase.round](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.round_.md) - [TensorDictBase.rsub](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.rsub.md) - [TensorDictBase.save](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.save.md) - [TensorDictBase.saved_path](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.saved_path.md) - [TensorDictBase.scatter](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.scatter.md) - [TensorDictBase.select](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.select.md) - [TensorDictBase.send](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.send.md) - [TensorDictBase.separates](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.separates.md) - [TensorDictBase.set](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.set.md) - [TensorDictBase.set](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.set_.md) - [TensorDictBase.set_at](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.set_at_.md) - [TensorDictBase.set_non_tensor](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.set_non_tensor.md) - [TensorDictBase.setdefault](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.setdefault.md) - [TensorDictBase.shape](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.shape.md) - [TensorDictBase.share_memory](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.share_memory_.md) - [TensorDictBase.sigmoid](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.sigmoid.md) - [TensorDictBase.sigmoid](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.sigmoid_.md) - [TensorDictBase.sign](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.sign.md) - [TensorDictBase.sign](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.sign_.md) - [TensorDictBase.sin](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.sin.md) - [TensorDictBase.sin](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.sin_.md) - [TensorDictBase.sinh](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.sinh.md) - [TensorDictBase.sinh](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.sinh_.md) - [TensorDictBase.size](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.size.md) - [TensorDictBase.softmax](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.softmax.md) - [TensorDictBase.sorted_keys](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.sorted_keys.md) - [TensorDictBase.split](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.split.md) - [TensorDictBase.split_keys](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.split_keys.md) - [TensorDictBase.sqrt](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.sqrt.md) - [TensorDictBase.sqrt](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.sqrt_.md) - [TensorDictBase.squeeze](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.squeeze.md) - [TensorDictBase.stack](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.stack.md) - [TensorDictBase.stack_from_tensordict](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.stack_from_tensordict.md) - [TensorDictBase.stack_tensors](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.stack_tensors.md) - [TensorDictBase.state_dict](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.state_dict.md) - [TensorDictBase.std](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.std.md) - [TensorDictBase.sub](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.sub.md) - [TensorDictBase.sub](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.sub_.md) - [TensorDictBase.sum](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.sum.md) - [TensorDictBase.swapaxes](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.swapaxes.md) - [TensorDictBase.swapdims](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.swapdims.md) - [TensorDictBase.tan](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.tan.md) - [TensorDictBase.tan](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.tan_.md) - [TensorDictBase.tanh](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.tanh.md) - [TensorDictBase.tanh](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.tanh_.md) - [TensorDictBase.tensor_split](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.tensor_split.md) - [TensorDictBase.tile](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.tile.md) - [TensorDictBase.to](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.to.md) - [TensorDictBase.to_csv](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.to_csv.md) - [TensorDictBase.to_dict](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.to_dict.md) - [TensorDictBase.to_h5](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.to_h5.md) - [TensorDictBase.to_json](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.to_json.md) - [TensorDictBase.to_lazystack](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.to_lazystack.md) - [TensorDictBase.to_mds](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.to_mds.md) - [TensorDictBase.to_module](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.to_module.md) - [TensorDictBase.to_namedtuple](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.to_namedtuple.md) - [TensorDictBase.to_padded_tensor](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.to_padded_tensor.md) - [TensorDictBase.to_pandas](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.to_pandas.md) - [TensorDictBase.to_parquet](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.to_parquet.md) - [TensorDictBase.to_pytree](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.to_pytree.md) - [TensorDictBase.to_store](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.to_store.md) - [TensorDictBase.to_struct_array](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.to_struct_array.md) - [TensorDictBase.to_tensordict](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.to_tensordict.md) - [TensorDictBase.to_zarr](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.to_zarr.md) - [TensorDictBase.tolist](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.tolist.md) - [TensorDictBase.transpose](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.transpose.md) - [TensorDictBase.trunc](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.trunc.md) - [TensorDictBase.trunc](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.trunc_.md) - [TensorDictBase.type](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.type.md) - [TensorDictBase.uint16](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.uint16.md) - [TensorDictBase.uint32](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.uint32.md) - [TensorDictBase.uint64](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.uint64.md) - [TensorDictBase.uint8](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.uint8.md) - [TensorDictBase.unbind](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.unbind.md) - [TensorDictBase.unflatten](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.unflatten.md) - [TensorDictBase.unflatten_keys](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.unflatten_keys.md) - [TensorDictBase.unlock](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.unlock_.md) - [TensorDictBase.unsqueeze](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.unsqueeze.md) - [TensorDictBase.update](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.update.md) - [TensorDictBase.update](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.update_.md) - [TensorDictBase.update_at](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.update_at_.md) - [TensorDictBase.values](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.values.md) - [TensorDictBase.var](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.var.md) - [TensorDictBase.view](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.view.md) - [TensorDictBase.where](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.where.md) - [TensorDictBase.zero](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.zero_.md) - [TensorDictBase.zero_grad](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictBase.zero_grad.md) - [TensorDictParams](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TensorDictParams.md) - [TypedTensorDict](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.TypedTensorDict.md) - [UnbatchedTensor](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.UnbatchedTensor.md) - [TensorDictPipe](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict._ucxx.TensorDictPipe.md) - [TensorDictServer](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict._ucxx.TensorDictServer.md) - [recv_tensordict](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict._ucxx.recv_tensordict.md) - [send_tensordict](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict._ucxx.send_tensordict.md) - [assert_allclose_td](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.assert_allclose_td.md) - [assert_close](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.assert_close.md) - [capture_non_tensor_stack](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.capture_non_tensor_stack.md) - [cat](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.cat.md) - [default_is_leaf](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.default_is_leaf.md) - [dense_stack_tds](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.dense_stack_tds.md) - [from_any](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.from_any.md) - [from_consolidated](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.from_consolidated.md) - [from_csv](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.from_csv.md) - [from_dataclass](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.from_dataclass.md) - [from_dict](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.from_dict.md) - [from_h5](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.from_h5.md) - [from_json](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.from_json.md) - [from_module](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.from_module.md) - [from_modules](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.from_modules.md) - [from_namedtuple](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.from_namedtuple.md) - [from_pandas](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.from_pandas.md) - [from_parquet](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.from_parquet.md) - [from_pytree](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.from_pytree.md) - [from_struct_array](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.from_struct_array.md) - [from_tuple](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.from_tuple.md) - [from_zarr](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.from_zarr.md) - [fromkeys](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.fromkeys.md) - [get_defaults_to_none](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.get_defaults_to_none.md) - [get_printoptions](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.get_printoptions.md) - [is_leaf_nontensor](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.is_leaf_nontensor.md) - [is_memmap_archive](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.is_memmap_archive.md) - [is_non_tensor](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.is_non_tensor.md) - [is_tensor_collection](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.is_tensor_collection.md) - [is_tensorclass](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.is_tensorclass.md) - [lazy_legacy](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.lazy_legacy.md) - [lazy_stack](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.lazy_stack.md) - [list_to_stack](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.list_to_stack.md) - [load](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.load.md) - [load_memmap](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.load_memmap.md) - [make_tensordict](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.make_tensordict.md) - [maybe_dense_stack](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.maybe_dense_stack.md) - [memmap](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.memmap.md) - [merge_tensordicts](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.merge_tensordicts.md) - [CudaGraphModule](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.CudaGraphModule.md) - [EnsembleModule](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.EnsembleModule.md) - [InteractionType](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.InteractionType.md) - [ProbabilisticTensorDictModule](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.ProbabilisticTensorDictModule.md) - [ProbabilisticTensorDictSequential](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.ProbabilisticTensorDictSequential.md) - [TensorClassModuleBase](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.TensorClassModuleBase.md) - [TensorClassModuleWrapper](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.TensorClassModuleWrapper.md) - [TensorDictModule](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.TensorDictModule.md) - [TensorDictModuleBase](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.TensorDictModuleBase.md) - [TensorDictModuleWrapper](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.TensorDictModuleWrapper.md) - [TensorDictSequential](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.TensorDictSequential.md) - [WrapModule](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.WrapModule.md) - [add_custom_mapping](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.add_custom_mapping.md) - [as_tensordict_module](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.as_tensordict_module.md) - [biased_softplus](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.biased_softplus.md) - [composite_lp_aggregate](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.composite_lp_aggregate.md) - [dispatch](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.dispatch.md) - [AddStateIndependentNormalScale](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.distributions.AddStateIndependentNormalScale.md) - [CompositeDistribution](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.distributions.CompositeDistribution.md) - [Delta](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.distributions.Delta.md) - [NormalParamExtractor](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.distributions.NormalParamExtractor.md) - [OneHotCategorical](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.distributions.OneHotCategorical.md) - [TruncatedNormal](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.distributions.TruncatedNormal.md) - [TruncatedStandardNormal](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.distributions.truncated_normal.TruncatedStandardNormal.md) - [inv_softplus](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.inv_softplus.md) - [mappings](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.mappings.md) - [interaction_type](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.probabilistic.interaction_type.md) - [rand_one_hot](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.rand_one_hot.md) - [set_composite_lp_aggregate](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.set_composite_lp_aggregate.md) - [set_interaction_type](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.set_interaction_type.md) - [set_skip_existing](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.set_skip_existing.md) - [skip_existing](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.skip_existing.md) - [expln](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.nn.utils.expln.md) - [pack_memmap](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.pack_memmap.md) - [pad](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.pad.md) - [pad_sequence](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.pad_sequence.md) - [parse_tensor_dict_string](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.parse_tensor_dict_string.md) - [TDGraphModule](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.prototype.fx.TDGraphModule.md) - [symbolic_trace](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.prototype.symbolic_trace.md) - [refresh_archive_checksums](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.refresh_archive_checksums.md) - [save](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.save.md) - [set_capture_non_tensor_stack](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.set_capture_non_tensor_stack.md) - [set_get_defaults_to_none](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.set_get_defaults_to_none.md) - [set_lazy_legacy](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.set_lazy_legacy.md) - [set_list_to_stack](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.set_list_to_stack.md) - [set_printoptions](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.set_printoptions.md) - [stack](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.stack.md) - [LazyStackedTensorDictStore](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.store.LazyStackedTensorDictStore.md) - [STORE_BACKENDS](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.store.STORE_BACKENDS.md) - [TensorDictStore](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.store.TensorDictStore.md) - [tensorclass](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.tensorclass.md) - [unpack_memmap](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.unpack_memmap.md) - [unravel_key](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.unravel_key.md) - [unravel_key_list](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.unravel_key_list.md) - [Buffer](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.utils.Buffer.md) - [DeviceType](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.utils.DeviceType.md) - [IndexType](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.utils.IndexType.md) - [LinkedList](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.utils.LinkedList.md) - [TensorDictFuture](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.utils.TensorDictFuture.md) - [expand_as_right](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.utils.expand_as_right.md) - [expand_right](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.utils.expand_right.md) - [isin](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.utils.isin.md) - [print_directory_tree](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.utils.print_directory_tree.md) - [remove_duplicates](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.utils.remove_duplicates.md) - [timeit](https://docs.pytorch.org/tensordict/stable/reference/generated/tensordict.utils.timeit.md) - [API reference](https://docs.pytorch.org/tensordict/stable/reference/index.md) - [tensordict.nn](https://docs.pytorch.org/tensordict/stable/reference/nn.md) - [Key-value stores and UCXX](https://docs.pytorch.org/tensordict/stable/reference/storage.md) - [tensorclass and non-tensor data](https://docs.pytorch.org/tensordict/stable/reference/tc.md) - [tensordict: containers and functions](https://docs.pytorch.org/tensordict/stable/reference/td.md) - [TypedTensorDict](https://docs.pytorch.org/tensordict/stable/reference/ttd.md) - [Utilities](https://docs.pytorch.org/tensordict/stable/reference/utils.md) - [Save and load tensordicts](https://docs.pytorch.org/tensordict/stable/saving.md) - [Computation times](https://docs.pytorch.org/tensordict/stable/sg_execution_times.md) - [Large datasets and storage backends](https://docs.pytorch.org/tensordict/stable/storage.md) - [TensorClass](https://docs.pytorch.org/tensordict/stable/tensorclass.md) - [Using TensorDict for datasets](https://docs.pytorch.org/tensordict/stable/tutorials/data_fashion.md) - [Exporting tensordict modules](https://docs.pytorch.org/tensordict/stable/tutorials/export.md) - [Functional calls and ensembles with TensorDict](https://docs.pytorch.org/tensordict/stable/tutorials/functional.md) - [Tutorials](https://docs.pytorch.org/tensordict/stable/tutorials/index.md) - [Benchmarking TensorDict serialization speed](https://docs.pytorch.org/tensordict/stable/tutorials/serialization_speed.md) - [Computation times](https://docs.pytorch.org/tensordict/stable/tutorials/sg_execution_times.md) - [Building tensordicts from streams](https://docs.pytorch.org/tensordict/stable/tutorials/streamed_tensordict.md) - [Using tensorclasses for datasets](https://docs.pytorch.org/tensordict/stable/tutorials/tensorclass_fashion.md) - [Batched data loading with tensorclasses](https://docs.pytorch.org/tensordict/stable/tutorials/tensorclass_imagenet.md) - [Getting, setting, and nesting keys](https://docs.pytorch.org/tensordict/stable/tutorials/tensordict_keys.md) - [Devices and memory-mapped tensors](https://docs.pytorch.org/tensordict/stable/tutorials/tensordict_memory.md) - [Building models with TensorDictModule](https://docs.pytorch.org/tensordict/stable/tutorials/tensordict_module.md) - [Filling a TensorDict row by row](https://docs.pytorch.org/tensordict/stable/tutorials/tensordict_preallocation.md) - [Changing the shape of a TensorDict](https://docs.pytorch.org/tensordict/stable/tutorials/tensordict_shapes.md) - [Slicing, indexing, and masking](https://docs.pytorch.org/tensordict/stable/tutorials/tensordict_slicing.md) - [Storing TensorDicts in zarr](https://docs.pytorch.org/tensordict/stable/tutorials/zarr_storage.md) - [TypedTensorDict](https://docs.pytorch.org/tensordict/stable/typed_tensordict.md)