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- main (2.4.0a0+git31aff29 ) ▼ + main (2.4.0a0+git064a650 ) ▼
diff --git a/docs/main/_modules/torch.html b/docs/main/_modules/torch.html index a1f0e3c56316..6e0b8e4d7273 100644 --- a/docs/main/_modules/torch.html +++ b/docs/main/_modules/torch.html @@ -242,7 +242,7 @@
- main (2.4.0a0+git31aff29 ) ▼ + main (2.4.0a0+git064a650 ) ▼
@@ -2351,8 +2351,8 @@

Source code for torch

 
     """
     _C._log_api_usage_once("torch.compile")
-    if sys.version_info >= (3, 12):
-        raise RuntimeError("Dynamo is not supported on Python 3.12+")
+    if sys.version_info >= (3, 13):
+        raise RuntimeError("Dynamo is not supported on Python 3.13+")
 
     # Decorator mode
     if model is None:
diff --git a/docs/main/_modules/torch/__config__.html b/docs/main/_modules/torch/__config__.html
index 4b766f353b58..cfbbb86e8161 100644
--- a/docs/main/_modules/torch/__config__.html
+++ b/docs/main/_modules/torch/__config__.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/_modules/torch/__future__.html b/docs/main/_modules/torch/__future__.html
index 0d3fa717abc1..415229f37856 100644
--- a/docs/main/_modules/torch/__future__.html
+++ b/docs/main/_modules/torch/__future__.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/_modules/torch/_jit_internal.html b/docs/main/_modules/torch/_jit_internal.html
index ba556d9ccdd8..f5f6702e91a2 100644
--- a/docs/main/_modules/torch/_jit_internal.html
+++ b/docs/main/_modules/torch/_jit_internal.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
@@ -528,7 +528,6 @@ 
Source code for torch._jit_internal
 from torch._awaits import _Await
 from torch._C import _Await as CAwait, Future as CFuture
 from torch._sources import fake_range, get_source_lines_and_file, parse_def
-from torch._utils_internal import log_torchscript_usage
 from torch.futures import Future
 
 IS_PY39_PLUS: Final[bool] = sys.version_info >= (3, 9)
@@ -1065,7 +1064,6 @@ 
Source code for torch._jit_internal
         # any compiled methods and wasn't decorated with `@torch.jit.export`
         m = torch.jit.script(MyModule())
     """
-    log_torchscript_usage("export")
     fn._torchscript_modifier = FunctionModifiers.EXPORT
     return fn

 
@@ -1107,7 +1105,6 @@ 
Source code for torch._jit_internal
             # exception raised
             m(torch.rand(100))
     """
-    log_torchscript_usage("unused")
     if isinstance(fn, property):
         prop = fn
         setattr(  # noqa: B010
@@ -1195,7 +1192,6 @@ 
Source code for torch._jit_internal
         import os
         os.remove('m.pt')
     """
-    log_torchscript_usage("ignore")
 
     if callable(drop):
         # used without any args, so drop is actually a function
diff --git a/docs/main/_modules/torch/_lobpcg.html b/docs/main/_modules/torch/_lobpcg.html
index 3d59a905bbbe..d73de618d6c4 100644
--- a/docs/main/_modules/torch/_lobpcg.html
+++ b/docs/main/_modules/torch/_lobpcg.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/_modules/torch/_logging/_internal.html b/docs/main/_modules/torch/_logging/_internal.html
index 6e03f282689c..c7ee3d940cf9 100644
--- a/docs/main/_modules/torch/_logging/_internal.html
+++ b/docs/main/_modules/torch/_logging/_internal.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/_modules/torch/_lowrank.html b/docs/main/_modules/torch/_lowrank.html
index 59a3a1a73aa5..815f15ec2900 100644
--- a/docs/main/_modules/torch/_lowrank.html
+++ b/docs/main/_modules/torch/_lowrank.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/_modules/torch/_tensor.html b/docs/main/_modules/torch/_tensor.html
index 9adb2f546940..8260129c7320 100644
--- a/docs/main/_modules/torch/_tensor.html
+++ b/docs/main/_modules/torch/_tensor.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/_modules/torch/_tensor_str.html b/docs/main/_modules/torch/_tensor_str.html
index 8e9434ea7831..3df1839304b2 100644
--- a/docs/main/_modules/torch/_tensor_str.html
+++ b/docs/main/_modules/torch/_tensor_str.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/_modules/torch/_utils.html b/docs/main/_modules/torch/_utils.html
index 050ffbb7f384..b6326b69ff06 100644
--- a/docs/main/_modules/torch/_utils.html
+++ b/docs/main/_modules/torch/_utils.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/_modules/torch/amp/autocast_mode.html b/docs/main/_modules/torch/amp/autocast_mode.html
index 74bd3f0ab580..cd11a423c7ad 100644
--- a/docs/main/_modules/torch/amp/autocast_mode.html
+++ b/docs/main/_modules/torch/amp/autocast_mode.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/_modules/torch/ao/nn/intrinsic/modules/fused.html b/docs/main/_modules/torch/ao/nn/intrinsic/modules/fused.html
index 5ef8b1b98524..2d74f88b37fc 100644
--- a/docs/main/_modules/torch/ao/nn/intrinsic/modules/fused.html
+++ b/docs/main/_modules/torch/ao/nn/intrinsic/modules/fused.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/_modules/torch/ao/nn/intrinsic/qat/modules/conv_fused.html b/docs/main/_modules/torch/ao/nn/intrinsic/qat/modules/conv_fused.html
index 5b557fb8402b..5dcc4e0c5a7f 100644
--- a/docs/main/_modules/torch/ao/nn/intrinsic/qat/modules/conv_fused.html
+++ b/docs/main/_modules/torch/ao/nn/intrinsic/qat/modules/conv_fused.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/_modules/torch/ao/nn/intrinsic/qat/modules/linear_relu.html b/docs/main/_modules/torch/ao/nn/intrinsic/qat/modules/linear_relu.html
index 2bb8c3a2f1e2..17349c4801f8 100644
--- a/docs/main/_modules/torch/ao/nn/intrinsic/qat/modules/linear_relu.html
+++ b/docs/main/_modules/torch/ao/nn/intrinsic/qat/modules/linear_relu.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
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diff --git a/docs/main/_modules/torch/distributed/fsdp/fully_sharded_data_parallel.html b/docs/main/_modules/torch/distributed/fsdp/fully_sharded_data_parallel.html
index 66945f93cdd9..8153de593aa6 100644
--- a/docs/main/_modules/torch/distributed/fsdp/fully_sharded_data_parallel.html
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@@ -584,7 +584,7 @@ 
Source code for torch.distributed.fsdp.fully_sharded_data_parallel
_register_flat_param,
     _register_orig_params,
     _unshard_params,
-    _unshard_params_recurse,
+    _unshard_params_for_summon,
 )
 from .wrap import CustomPolicy, ModuleWrapPolicy
 
@@ -614,7 +614,8 @@ 
Source code for torch.distributed.fsdp.fully_sharded_data_parallel
    .. _`Xu et al.`: https://arxiv.org/abs/2004.13336
     .. _DeepSpeed: https://www.deepspeed.ai/
 
-    For advanced notes please refer to :ref:`fsdp_notes`.
+    To understand FSDP internals, refer to the
+    :ref:`fsdp_notes`.
 
     Example::
 
@@ -629,111 +630,91 @@ 
Source code for torch.distributed.fsdp.fully_sharded_data_parallel
        >>> loss.backward()
         >>> optim.step()
 
-    .. warning::
-        The optimizer must be initialized *after* the module has been wrapped
-        with FSDP since FSDP will shard and transform the module's parameters
-        in a way that may not preserve the original parameter variables. Thus,
-        the previously initialized optimizer may have stale references to the
-        parameters.
-
-    .. warning::
-        If the destination CUDA device has ID ``dev_id``, either (1)
-        ``module`` should already be placed on that device, (2) the device
-        should be set using ``torch.cuda.set_device(dev_id)``, or (3)
-        ``dev_id`` should be passed into the ``device_id`` constructor
-        argument. This FSDP instance's compute device will be that destination
-        device. For (1) and (3), the FSDP initialization always occurs on GPU.
-        For (2), the FSDP initialization happens on ``module`` 's current
-        device, which may be CPU.
-
-    .. warning::
-        FSDP currently does not support gradient accumulation outside
-        ``no_sync()`` when using CPU offloading. Trying to do so yields
-        incorrect results since FSDP will use the newly-reduced gradient
-        instead of accumulating with any existing gradient.
-
-    .. warning::
-        Changing the original parameter variable names after construction will
-        lead to undefined behavior.
-
-    .. warning::
-        Passing in the ``sync_module_states=True`` flag requires ``module`` to
-        be on GPU or to use the ``device_id`` argument to specify a CUDA device
-        that FSDP will move ``module`` to in the FSDP constructor. This is
-        because ``sync_module_states=True`` requires GPU communication.
-
-    .. warning::
-        As of PyTorch 1.12, FSDP only offers limited support for shared parameters
-        (for example, setting one ``Linear`` layer's weight to another's). In
-        particular, modules that share parameters must be wrapped as part of the
-        same FSDP unit. If enhanced shared parameter support is needed for your
-        use case, please ping https://github.com/pytorch/pytorch/issues/77724
-
-    .. warning::
-        FSDP has some constraints on freezing parameters (i.e. setting
-        ``param.requires_grad=False``). For ``use_orig_params=False``, each
-        FSDP instance must manage parameters that are all frozen or all
-        non-frozen. For ``use_orig_params=True``, FSDP supports mixing frozen
-        and non-frozen, but we recommend not doing so since then the gradient
-        memory usage will be higher than expected (namely, equivalent to not
-        freezing those parameters). This means that ideally, frozen parameters
-        should be isolated into their own ``nn.Module`` s and wrapped
-        separately with FSDP.
-
-    .. note::
-        Attempting to run the forward pass of a submodule that is contained in an
-        FSDP instance is not supported and will result in errors. This is because the
-        submodule's parameters will be sharded, but it itself is not an FSDP instance,
-        so its forward pass will not all-gather the full parameters appropriately.
-        This could potentially happen when attempting to run only the encoder of a
-        encoder-decoder model, and the encoder is not wrapped in its own FSDP instance. To
-        resolve this, please wrap the submodule in its own FSDP unit.
-
-    .. note::
-        FSDP moves input tensors to the ``forward`` method to the GPU compute
-        device, so the user does not need to manually move them from CPU.
-
-    .. warning::
-        The user should not modify the parameters between forward and backward
-        without using the :meth:`summon_full_params` context since the
-        modifications may not persist. Moreover, for ``use_orig_params=False``,
-        accessing the original parameters between forward and backward may
-        raise an illegal memory access.
-
-    .. warning::
-        For ``use_orig_params=True``, ``ShardingStrategy.SHARD_GRAD_OP``
-        exposes the unsharded parameters, not the sharded parameters, after
-        forward since it does not free the unsharded ones, unlike
-        ``ShardingStrategy.FULL_SHARD``. One caveat is that, since gradients
-        are always sharded or ``None``, ``ShardingStrategy.SHARD_GRAD_OP`` will
-        not expose the sharded gradients with the unsharded parameters after
-        forward. If you want to inspect the gradients, try
-        :meth:`summon_full_params` with ``with_grads=True``.
-
-    .. warning::
-        FSDP replaces managed modules' parameters with ``torch.Tensor`` views
-        during forward and backward computation for autograd-related reasons.
-        If your module's forward relies on saved references to the parameters
-        instead of reacquiring the references each iteration, then it will not
-        see FSDP's newly created views, and autograd will not work correctly.
-
-    .. note::
-        With ``limit_all_gathers=True``, you may see a gap in the FSDP
-        pre-forward where the CPU thread is not issuing any kernels. This is
-        intentional and shows the rate limiter in effect. Synchronizing the CPU
-        thread in that way prevents over-allocating memory for subsequent
-        all-gathers, and it should not actually delay GPU kernel execution.
-
-    .. note::
-        When using ``sharding_strategy=ShardingStrategy.HYBRID_SHARD`` with the
-        sharding process group being intra-node and the replication process
-        group being inter-node, setting ``NCCL_CROSS_NIC=1`` can help improve
-        the all-reduce times over the replication process group for some
-        cluster setups.
-
-    .. warning::
-        FSDP does not work with double backwards due to how it registers
-        backward hooks.
+    Using FSDP involves wrapping your module and then initializing your
+    optimizer after. This is required since FSDP changes the parameter
+    variables.
+
+    When setting up FSDP, you need to consider the destination CUDA
+    device. If the device has an ID (``dev_id``), you have three options:
+
+    * Place the module on that device
+    * Set the device using ``torch.cuda.set_device(dev_id)``
+    * Pass ``dev_id`` into the ``device_id`` constructor argument.
+
+    This ensures that the FSDP instance's compute device is the
+    destination device. For option 1 and 3, the FSDP initialization
+    always occurs on GPU. For option 2, the FSDP initialization
+    happens on module's current device, which may be a CPU.
+
+    If you're using the ``sync_module_states=True`` flag, you need to
+    ensure that the module is on a GPU or use the ``device_id``
+    argument to specify a CUDA device that FSDP will move the module
+    to in the FSDP constructor. This is necessary because
+    ``sync_module_states=True`` requires GPU communication.
+
+    FSDP also takes care of moving input tensors to the forward method
+    to the GPU compute device, so you don't need to manually move them
+    from CPU.
+
+    For ``use_orig_params=True``,
+    ``ShardingStrategy.SHARD_GRAD_OP`` exposes the unsharded
+    parameters, not the sharded parameters after forward, unlike
+    ``ShardingStrategy.FULL_SHARD``. If you want
+    to inspect the gradients, you can use the ``summon_full_params``
+    method with ``with_grads=True``.
+
+    With ``limit_all_gathers=True``, you may see a gap in the FSDP
+    pre-forward where the CPU thread is not issuing any kernels. This is
+    intentional and shows the rate limiter in effect. Synchronizing the CPU
+    thread in that way prevents over-allocating memory for subsequent
+    all-gathers, and it should not actually delay GPU kernel execution.
+
+    FSDP replaces managed modules' parameters with ``torch.Tensor``
+    views during forward and backward computation for autograd-related
+    reasons. If your module's forward relies on saved references to
+    the parameters instead of reacquiring the references each
+    iteration, then it will not see FSDP's newly created views,
+    and autograd will not work correctly.
+
+    Finally, when using ``sharding_strategy=ShardingStrategy.HYBRID_SHARD``
+    with the sharding process group being intra-node and the
+    replication process group being inter-node, setting
+    ``NCCL_CROSS_NIC=1`` can help improve the all-reduce times over
+    the replication process group for some cluster setups.
+
+    **Limitations**
+
+    There are several limitations to be aware of when using FSDP:
+
+    * FSDP currently does not support gradient accumulation outside
+      ``no_sync()`` when using CPU offloading. This is because FSDP
+      uses the newly-reduced gradient instead of accumulating with any
+      existing gradient, which can lead to incorrect results.
+
+    * FSDP does not support running the forward pass of a submodule
+      that is contained in an FSDP instance. This is because the
+      submodule's parameters will be sharded, but the submodule itself
+      is not an FSDP instance, so its forward pass will not all-gather
+      the full parameters appropriately.
+
+    * FSDP does not work with double backwards due to the way it
+      registers backward hooks.
+
+    * FSDP has some constraints when freezing parameters.
+      For ``use_orig_params=False``, each FSDP instance must manage
+      parameters that are all frozen or all non-frozen. For
+      ``use_orig_params=True``, FSDP supports mixing frozen and
+      non-frozen parameters, but it's recommended to avoid doing so to
+      prevent higher than expected gradient memory usage.
+
+    * As of PyTorch 1.12, FSDP offers limited support for shared
+      parameters. If enhanced shared parameter support is needed for
+      your use case, please post in
+      `this issue <https://github.com/pytorch/pytorch/issues/77724>`__.
+
+    * You should avoid modifying the parameters between forward and
+      backward without using the ``summon_full_params`` context, as
+      the modifications may not persist.
 
     Args:
         module (nn.Module):
@@ -1084,14 +1065,13 @@ 
Source code for torch.distributed.fsdp.fully_sharded_data_parallel
        """
         uninitialized = self._is_root is None
         self._assert_state(TrainingState.IDLE)
-        # Use `_unshard_params_recurse()` with `recurse=False` instead of
+        # Use `_unshard_params_for_summon()` with `recurse=False` instead of
         # `_unshard_fsdp_state_params()` directly to perform lazy
         # initialization, which is needed to initialize `FlatParameter`
         # parameter attributes as required by the unshard logic
-        with _unshard_params_recurse(
+        with _unshard_params_for_summon(
             self,
             self,
-            recurse=False,
             writeback=True,
             rank0_only=False,
             offload_to_cpu=False,
@@ -1099,9 +1079,9 @@ 
Source code for torch.distributed.fsdp.fully_sharded_data_parallel
):
             ret = super().apply(fn)
 
-        # Reset lazy init called in `_unshard_params_recurse()` since `apply()`
-        # may have been called on FSDP instance that is not truly a root, in
-        # which case it will be incorrectly marked as one.
+        # Reset lazy init called in `_unshard_params_for_summon()` since
+        # `apply()` may have been called on FSDP instance that is not truly a
+        # root, in which case it will be incorrectly marked as one.
         if uninitialized and self._is_root:
             for module in traversal_utils._get_fsdp_states(self):
                 module._reset_lazy_init()
@@ -1567,21 +1547,21 @@ 
Source code for torch.distributed.fsdp.fully_sharded_data_parallel
        Returns:
             Total norm of the parameters (viewed as a single vector).
 
-        .. note:: If every FSDP instance uses ``NO_SHARD``, meaning that no
-            gradients are sharded across ranks, then you may directly use
-            :func:`torch.nn.utils.clip_grad_norm_`.
+        If every FSDP instance uses ``NO_SHARD``, meaning that no
+        gradients are sharded across ranks, then you may directly use
+        :func:`torch.nn.utils.clip_grad_norm_`.
 
-        .. note:: If at least some FSDP instance uses a sharded strategy (i.e.
-            one other than ``NO_SHARD``), then you should use this method
-            instead of :func:`torch.nn.utils.clip_grad_norm_` since this method
-            handles the fact that gradients are sharded across ranks.
+        If at least some FSDP instance uses a sharded strategy (i.e.
+        one other than ``NO_SHARD``), then you should use this method
+        instead of :func:`torch.nn.utils.clip_grad_norm_` since this method
+        handles the fact that gradients are sharded across ranks.
 
-        .. note:: The total norm returned will have the "largest" dtype across
-            all parameters/gradients as defined by PyTorch's type promotion
-            semantics. For example, if *all* parameters/gradients use a low
-            precision dtype, then the returned norm's dtype will be that low
-            precision dtype, but if there exists at least one parameter/
-            gradient using FP32, then the returned norm's dtype will be FP32.
+        The total norm returned will have the "largest" dtype across
+        all parameters/gradients as defined by PyTorch's type promotion
+        semantics. For example, if *all* parameters/gradients use a low
+        precision dtype, then the returned norm's dtype will be that low
+        precision dtype, but if there exists at least one parameter/
+        gradient using FP32, then the returned norm's dtype will be FP32.
 
         .. warning:: This needs to be called on all ranks since it uses
             collective communications.
@@ -1845,19 +1825,19 @@ 
Source code for torch.distributed.fsdp.fully_sharded_data_parallel
        and ``"param_groups"``. The flattened parameters in ``FSDP`` modules
         contained in ``model`` are mapped back to their unflattened parameters.
 
-        .. warning:: This needs to be called on all ranks since it uses
-            collective communications. However, if ``rank0_only=True``, then
-            the state dict is only populated on rank 0, and all other ranks
-            return an empty :class:`dict`.
-
-        .. warning:: Unlike ``torch.optim.Optimizer.state_dict()``, this method
-            uses full parameter names as keys instead of parameter IDs.
-
-        .. note:: Like in :meth:`torch.optim.Optimizer.state_dict`, the tensors
-            contained in the optimizer state dict are not cloned, so there may
-            be aliasing surprises. For best practices, consider saving the
-            returned optimizer state dict immediately, e.g. using
-            ``torch.save()``.
+        This needs to be called on all ranks since it uses
+        collective communications. However, if ``rank0_only=True``, then
+        the state dict is only populated on rank 0, and all other ranks
+        return an empty :class:`dict`.
+
+        Unlike ``torch.optim.Optimizer.state_dict()``, this method
+        uses full parameter names as keys instead of parameter IDs.
+
+        Like in :meth:`torch.optim.Optimizer.state_dict`, the tensors
+        contained in the optimizer state dict are not cloned, so there may
+        be aliasing surprises. For best practices, consider saving the
+        returned optimizer state dict immediately, e.g. using
+        ``torch.save()``.
 
         Args:
             model (torch.nn.Module): Root module (which may or may not be a
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diff --git a/docs/main/_modules/torch/distributions/one_hot_categorical.html b/docs/main/_modules/torch/distributions/one_hot_categorical.html
index 5b99fc23068a..62794b4dd895 100644
--- a/docs/main/_modules/torch/distributions/one_hot_categorical.html
+++ b/docs/main/_modules/torch/distributions/one_hot_categorical.html
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diff --git a/docs/main/_modules/torch/distributions/pareto.html b/docs/main/_modules/torch/distributions/pareto.html
index 178cf0d8c939..7f32f112dfb9 100644
--- a/docs/main/_modules/torch/distributions/pareto.html
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diff --git a/docs/main/_modules/torch/distributions/poisson.html b/docs/main/_modules/torch/distributions/poisson.html
index b99587f0cdef..7795881cc5f6 100644
--- a/docs/main/_modules/torch/distributions/poisson.html
+++ b/docs/main/_modules/torch/distributions/poisson.html
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diff --git a/docs/main/_modules/torch/distributions/relaxed_bernoulli.html b/docs/main/_modules/torch/distributions/relaxed_bernoulli.html
index cc5b3755ee73..95299ee6ba08 100644
--- a/docs/main/_modules/torch/distributions/relaxed_bernoulli.html
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diff --git a/docs/main/_modules/torch/distributions/relaxed_categorical.html b/docs/main/_modules/torch/distributions/relaxed_categorical.html
index f62681dc9f77..7d2d26ce5e20 100644
--- a/docs/main/_modules/torch/distributions/relaxed_categorical.html
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@@ -242,7 +242,7 @@
           

             
     

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diff --git a/docs/main/_modules/torch/distributions/studentT.html b/docs/main/_modules/torch/distributions/studentT.html
index 7cfad0ba9b5f..a0cd3e53af75 100644
--- a/docs/main/_modules/torch/distributions/studentT.html
+++ b/docs/main/_modules/torch/distributions/studentT.html
@@ -242,7 +242,7 @@
           

             
     

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diff --git a/docs/main/_modules/torch/distributions/transformed_distribution.html b/docs/main/_modules/torch/distributions/transformed_distribution.html
index 638c1ddd64e4..7423bcb725c2 100644
--- a/docs/main/_modules/torch/distributions/transformed_distribution.html
+++ b/docs/main/_modules/torch/distributions/transformed_distribution.html
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diff --git a/docs/main/_modules/torch/distributions/transforms.html b/docs/main/_modules/torch/distributions/transforms.html
index 7c7303b945a1..432046ff7abb 100644
--- a/docs/main/_modules/torch/distributions/transforms.html
+++ b/docs/main/_modules/torch/distributions/transforms.html
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diff --git a/docs/main/_modules/torch/distributions/uniform.html b/docs/main/_modules/torch/distributions/uniform.html
index 1f8081513f2d..8879d501acae 100644
--- a/docs/main/_modules/torch/distributions/uniform.html
+++ b/docs/main/_modules/torch/distributions/uniform.html
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diff --git a/docs/main/_modules/torch/distributions/utils.html b/docs/main/_modules/torch/distributions/utils.html
index ab6af42c1e1b..646de94a86cf 100644
--- a/docs/main/_modules/torch/distributions/utils.html
+++ b/docs/main/_modules/torch/distributions/utils.html
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diff --git a/docs/main/_modules/torch/distributions/von_mises.html b/docs/main/_modules/torch/distributions/von_mises.html
index e721ad97ae27..58e8c2c72e54 100644
--- a/docs/main/_modules/torch/distributions/von_mises.html
+++ b/docs/main/_modules/torch/distributions/von_mises.html
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diff --git a/docs/main/_modules/torch/distributions/weibull.html b/docs/main/_modules/torch/distributions/weibull.html
index 9fc6c249ac5d..da210da24f93 100644
--- a/docs/main/_modules/torch/distributions/weibull.html
+++ b/docs/main/_modules/torch/distributions/weibull.html
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diff --git a/docs/main/_modules/torch/distributions/wishart.html b/docs/main/_modules/torch/distributions/wishart.html
index c9bc712d89ce..5ddbb4f7af30 100644
--- a/docs/main/_modules/torch/distributions/wishart.html
+++ b/docs/main/_modules/torch/distributions/wishart.html
@@ -242,7 +242,7 @@
           

             
     

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diff --git a/docs/main/_modules/torch/export.html b/docs/main/_modules/torch/export.html
index 89b3e8f958bb..a632193450d0 100644
--- a/docs/main/_modules/torch/export.html
+++ b/docs/main/_modules/torch/export.html
@@ -242,7 +242,7 @@
           

             
     

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diff --git a/docs/main/_modules/torch/export/dynamic_shapes.html b/docs/main/_modules/torch/export/dynamic_shapes.html
index 3f041f419ce8..525766d8864b 100644
--- a/docs/main/_modules/torch/export/dynamic_shapes.html
+++ b/docs/main/_modules/torch/export/dynamic_shapes.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
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diff --git a/docs/main/_modules/torch/export/exported_program.html b/docs/main/_modules/torch/export/exported_program.html
index cdab2419281c..c263c973fca8 100644
--- a/docs/main/_modules/torch/export/exported_program.html
+++ b/docs/main/_modules/torch/export/exported_program.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
@@ -961,9 +961,15 @@ 
Source code for torch.export.exported_program
for name in buffers_to_remove:
             delattr(self.graph_module, name)
         # TODO(zhxhchen17) Return the new graph_signature directly.
-        gm, graph_signature = aot_export_module(
-            self.graph_module, fake_args, decompositions=decomp_table, trace_joint=False
-        )
+        from torch.export._trace import _ignore_backend_decomps
+
+        with _ignore_backend_decomps():
+            gm, graph_signature = aot_export_module(
+                self.graph_module,
+                fake_args,
+                decompositions=decomp_table,
+                trace_joint=False,
+            )
 
         # Update the signatures with the new placeholder names in case they
         # changed when calling aot_export
@@ -1059,7 +1065,12 @@ 
Source code for torch.export.exported_program
def _transform_do_not_use(self, *passes: PassType) -> "ExportedProgram":
         pm = PassManager(list(passes))
-        res = pm(self.graph_module)
+        # Since we abstractly run the passes, we need to disable backend decomp here
+        # again.
+        from torch.export._trace import _ignore_backend_decomps
+
+        with _ignore_backend_decomps():
+            res = pm(self.graph_module)
         transformed_gm = res.graph_module if res is not None else self.graph_module
         assert transformed_gm is not None
 
diff --git a/docs/main/_modules/torch/export/graph_signature.html b/docs/main/_modules/torch/export/graph_signature.html
index d3e942c9ee8d..08be88d80932 100644
--- a/docs/main/_modules/torch/export/graph_signature.html
+++ b/docs/main/_modules/torch/export/graph_signature.html
@@ -242,7 +242,7 @@
           

             
     

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diff --git a/docs/main/_modules/torch/export/unflatten.html b/docs/main/_modules/torch/export/unflatten.html
index 8f982ecad85c..4e568f6f3b04 100644
--- a/docs/main/_modules/torch/export/unflatten.html
+++ b/docs/main/_modules/torch/export/unflatten.html
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diff --git a/docs/main/_modules/torch/func.html b/docs/main/_modules/torch/func.html
index 70fbba57aec0..9dcf28489ee1 100644
--- a/docs/main/_modules/torch/func.html
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diff --git a/docs/main/_modules/torch/functional.html b/docs/main/_modules/torch/functional.html
index 936bad2ab416..afce638fe5ae 100644
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diff --git a/docs/main/_modules/torch/futures.html b/docs/main/_modules/torch/futures.html
index 90651954498b..0c139af0bd0b 100644
--- a/docs/main/_modules/torch/futures.html
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diff --git a/docs/main/_modules/torch/fx/_symbolic_trace.html b/docs/main/_modules/torch/fx/_symbolic_trace.html
index 5332bd7e9c1c..bb61d4409f92 100644
--- a/docs/main/_modules/torch/fx/_symbolic_trace.html
+++ b/docs/main/_modules/torch/fx/_symbolic_trace.html
@@ -242,7 +242,7 @@
           

             
     

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diff --git a/docs/main/_modules/torch/fx/experimental/symbolic_shapes.html b/docs/main/_modules/torch/fx/experimental/symbolic_shapes.html
index 088d1e657ffa..db68255cc0c5 100644
--- a/docs/main/_modules/torch/fx/experimental/symbolic_shapes.html
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diff --git a/docs/main/_modules/torch/fx/graph.html b/docs/main/_modules/torch/fx/graph.html
index 50f80e114754..d47fcd4cf372 100644
--- a/docs/main/_modules/torch/fx/graph.html
+++ b/docs/main/_modules/torch/fx/graph.html
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diff --git a/docs/main/_modules/torch/fx/graph_module.html b/docs/main/_modules/torch/fx/graph_module.html
index be36b19be6d7..7a94f039c90c 100644
--- a/docs/main/_modules/torch/fx/graph_module.html
+++ b/docs/main/_modules/torch/fx/graph_module.html
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diff --git a/docs/main/_modules/torch/fx/interpreter.html b/docs/main/_modules/torch/fx/interpreter.html
index b79814a7ecab..f802db107350 100644
--- a/docs/main/_modules/torch/fx/interpreter.html
+++ b/docs/main/_modules/torch/fx/interpreter.html
@@ -242,7 +242,7 @@
           

             
     

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diff --git a/docs/main/_modules/torch/fx/node.html b/docs/main/_modules/torch/fx/node.html
index f6f8372fdc28..9942b2a0a965 100644
--- a/docs/main/_modules/torch/fx/node.html
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@@ -242,7 +242,7 @@
           

             
     

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diff --git a/docs/main/_modules/torch/fx/proxy.html b/docs/main/_modules/torch/fx/proxy.html
index ecd75d96e14b..a3dccd1d053a 100644
--- a/docs/main/_modules/torch/fx/proxy.html
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@@ -242,7 +242,7 @@
           

             
     

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diff --git a/docs/main/_modules/torch/fx/subgraph_rewriter.html b/docs/main/_modules/torch/fx/subgraph_rewriter.html
index 5358495befc8..8aa403048291 100644
--- a/docs/main/_modules/torch/fx/subgraph_rewriter.html
+++ b/docs/main/_modules/torch/fx/subgraph_rewriter.html
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diff --git a/docs/main/_modules/torch/hub.html b/docs/main/_modules/torch/hub.html
index 374896a0522a..54456a6a7479 100644
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diff --git a/docs/main/_modules/torch/jit.html b/docs/main/_modules/torch/jit.html
index 0879d4d60c96..612f11bc45d8 100644
--- a/docs/main/_modules/torch/jit.html
+++ b/docs/main/_modules/torch/jit.html
@@ -242,7 +242,7 @@
           

             
     

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diff --git a/docs/main/_modules/torch/jit/_async.html b/docs/main/_modules/torch/jit/_async.html
index bc818fc37d52..e8733f335869 100644
--- a/docs/main/_modules/torch/jit/_async.html
+++ b/docs/main/_modules/torch/jit/_async.html
@@ -242,7 +242,7 @@
           

             
     

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diff --git a/docs/main/_modules/torch/jit/_freeze.html b/docs/main/_modules/torch/jit/_freeze.html
index 0a9739a0b8f6..77e2ffb73ef3 100644
--- a/docs/main/_modules/torch/jit/_freeze.html
+++ b/docs/main/_modules/torch/jit/_freeze.html
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diff --git a/docs/main/_modules/torch/jit/_fuser.html b/docs/main/_modules/torch/jit/_fuser.html
index 2fb17b94830e..99d6560af858 100644
--- a/docs/main/_modules/torch/jit/_fuser.html
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@@ -242,7 +242,7 @@
           

             
     

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diff --git a/docs/main/_modules/torch/jit/_script.html b/docs/main/_modules/torch/jit/_script.html
index 7566d89c99a1..faab27ebd13f 100644
--- a/docs/main/_modules/torch/jit/_script.html
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@@ -242,7 +242,7 @@
           

             
     

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diff --git a/docs/main/_modules/torch/jit/_serialization.html b/docs/main/_modules/torch/jit/_serialization.html
index c4d91ef302a2..0d8e1195af4f 100644
--- a/docs/main/_modules/torch/jit/_serialization.html
+++ b/docs/main/_modules/torch/jit/_serialization.html
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diff --git a/docs/main/_modules/torch/jit/_trace.html b/docs/main/_modules/torch/jit/_trace.html
index 3ed3d410ebd8..fb009b50188f 100644
--- a/docs/main/_modules/torch/jit/_trace.html
+++ b/docs/main/_modules/torch/jit/_trace.html
@@ -242,7 +242,7 @@
           

             
     

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diff --git a/docs/main/_modules/torch/library.html b/docs/main/_modules/torch/library.html
index b8087d36a830..8d842c76ba80 100644
--- a/docs/main/_modules/torch/library.html
+++ b/docs/main/_modules/torch/library.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
@@ -490,6 +490,8 @@ 
Source code for torch.library
 import re
 import contextlib
 import sys
+from torch._library.custom_ops import custom_op
+
 
 __all__ = [
     'Library',
@@ -498,6 +500,7 @@ 
Source code for torch.library
     'fallthrough_kernel',
     'impl_abstract',
     'get_ctx',
+    'custom_op',
 ]
 
 # Set containing the combination of (namespace, operator, DispatchKey) for which a new kernel has been registered
@@ -575,8 +578,7 @@ 
Source code for torch.library
             name of the operator as inferred from the schema.
 
         Example::
-            >>> # xdoctest: +REQUIRES(env:TORCH_DOCTEST_LIBRARY)
-            >>> my_lib = Library("foo", "DEF")
+            >>> my_lib = Library("mylib", "DEF")
             >>> my_lib.define("sum(Tensor self) -> Tensor")
         '''
         # This is added because we also want to disallow PURE_FUNCTION alias analysis which is a valid
@@ -660,6 +662,8 @@ 
Source code for torch.library
         for handle in self._registration_handles:
             handle.destroy()
         self._registration_handles.clear()
+        global _impls
+        _impls -= self._op_impls
         for name in self._op_defs:
             # Delete the cached torch.ops.ns.foo if it was registered.
             # Otherwise, accessing it leads to a segfault.
@@ -731,7 +735,6 @@ 
Source code for torch.library
             torch.Tag carefully before applying it.
 
     Example::
-        >>> # xdoctest: +REQUIRES(env:TORCH_DOCTEST_LIBRARY)
         >>> import torch
         >>> import numpy as np
         >>>
@@ -739,14 +742,14 @@ 
Source code for torch.library
         >>> torch.library.define("mylib::sin", "(Tensor x) -> Tensor")
         >>>
         >>> # Add implementations for the operator
-        >>> @torch.library.impl("mylibrary::sin", "cpu")
+        >>> @torch.library.impl("mylib::sin", "cpu")
         >>> def f(x):
         >>>     return torch.from_numpy(np.sin(x.numpy()))
         >>>
         >>> # Call the new operator from torch.ops.
         >>> x = torch.randn(3)
         >>> y = torch.ops.mylib.sin(x)
-        >>> assert torch.allclose(y, x)
+        >>> assert torch.allclose(y, x.sin())
 
     """
     if not isinstance(qualname, str):
@@ -799,15 +802,15 @@ 
Source code for torch.library
         >>> import numpy as np
         >>>
         >>> # Define the operator
-        >>> torch.library.define("mylibrary::sin", "(Tensor x) -> Tensor")
+        >>> torch.library.define("mylib::mysin", "(Tensor x) -> Tensor")
         >>>
         >>> # Add implementations for the cpu device
-        >>> @torch.library.impl("mylibrary::sin", "cpu")
+        >>> @torch.library.impl("mylib::mysin", "cpu")
         >>> def f(x):
         >>>     return torch.from_numpy(np.sin(x.numpy()))
         >>>
         >>> x = torch.randn(3)
-        >>> y = torch.ops.mylibrary.sin(x)
+        >>> y = torch.ops.mylib.mysin(x)
         >>> assert torch.allclose(y, x.sin())
     """
     if isinstance(types, str):
@@ -895,7 +898,7 @@ 
Source code for torch.library
         >>>     "(Tensor x, Tensor weight, Tensor bias) -> Tensor")
         >>>
         >>> @torch.library.impl_abstract("mylib::custom_linear")
-        >>> def custom_linear_abstract(x, weight):
+        >>> def custom_linear_abstract(x, weight, bias):
         >>>     assert x.dim() == 2
         >>>     assert weight.dim() == 2
         >>>     assert bias.dim() == 1
@@ -905,6 +908,14 @@ 
Source code for torch.library
         >>>
         >>>     return (x @ weight.t()) + bias
         >>>
+        >>> with torch._subclasses.fake_tensor.FakeTensorMode():
+        >>>     x = torch.randn(2, 3)
+        >>>     w = torch.randn(3, 3)
+        >>>     b = torch.randn(3)
+        >>>     y = torch.ops.mylib.custom_linear(x, w, b)
+        >>>
+        >>> assert y.shape == (2, 3)
+        >>>
         >>> # Example 2: an operator with data-dependent output shape
         >>> torch.library.define("mylib::custom_nonzero", "(Tensor x) -> Tensor")
         >>>
@@ -925,6 +936,14 @@ 
Source code for torch.library
         >>>     x_np = x.numpy()
         >>>     res = np.stack(np.nonzero(x_np), axis=1)
         >>>     return torch.tensor(res, device=x.device)
+        >>>
+        >>> from torch.fx.experimental.proxy_tensor import make_fx
+        >>>
+        >>> x = torch.tensor([0, 1, 2, 3, 4, 0])
+        >>> trace = make_fx(torch.ops.mylib.custom_nonzero, tracing_mode="symbolic")(x)
+        >>> trace.print_readable()
+        >>>
+        >>> assert torch.allclose(trace(x), torch.ops.mylib.custom_nonzero(x))
 
     """
     source = torch._library.utils.get_source(_stacklevel + 1)
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index 1a85c53aed7c..6d23d5ac6d44 100644
--- a/docs/main/_modules/torch/nn/utils/rnn.html
+++ b/docs/main/_modules/torch/nn/utils/rnn.html
@@ -242,7 +242,7 @@
           

             
     

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@@ -829,9 +829,9 @@ 
Source code for torch.nn.utils.rnn
     r"""Pad a list of variable length Tensors with ``padding_value``.
 
     ``pad_sequence`` stacks a list of Tensors along a new dimension,
-    and pads them to equal length. For example, if the input is a list of
-    sequences with size ``L x *`` and ``batch_first`` is False, the output is
-    of size ``T x B x *``.
+    and pads them to equal length. For example, consider a list of sequences
+    with size ``L x *`` as the input. If ``batch_first`` is ``False``,
+    the output is of size ``T x B x *``, and ``B x T x *`` otherwise.
 
     `B` is batch size. It is equal to the number of elements in ``sequences``.
     `T` is length of the longest sequence.
diff --git a/docs/main/_modules/torch/nn/utils/spectral_norm.html b/docs/main/_modules/torch/nn/utils/spectral_norm.html
index d4e3f508a2a3..55dd16e2a162 100644
--- a/docs/main/_modules/torch/nn/utils/spectral_norm.html
+++ b/docs/main/_modules/torch/nn/utils/spectral_norm.html
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index 7922759be880..54012638a586 100644
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index 52943b805ba7..1dc78fceccce 100644
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index fcc710faf0d5..4cd2fe542c1a 100644
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index 51d415b078f8..03087061a502 100644
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index 58d40b57eb59..ff931421e440 100644
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index d1a7c38ff9c8..25c79c62b8b4 100644
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index 4f773d9479c4..0163f7528657 100644
--- a/docs/main/_modules/torch/optim/lbfgs.html
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index a6cf5aa70f62..837391c79363 100644
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index 3c3fbc80dc37..ddff2ce7e933 100644
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index 30a17fb38413..2570597ee1a8 100644
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index a84f01b1866a..7414366098e4 100644
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index 6309773045cf..c2b5f9d4c40e 100644
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diff --git a/docs/main/_modules/torch/optim/rprop.html b/docs/main/_modules/torch/optim/rprop.html
index 53fb8fd3ba81..d20012ca7564 100644
--- a/docs/main/_modules/torch/optim/rprop.html
+++ b/docs/main/_modules/torch/optim/rprop.html
@@ -242,7 +242,7 @@
           

             
     

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+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/_modules/torch/optim/sgd.html b/docs/main/_modules/torch/optim/sgd.html
index 6edf1c0c2a17..03515b69d298 100644
--- a/docs/main/_modules/torch/optim/sgd.html
+++ b/docs/main/_modules/torch/optim/sgd.html
@@ -242,7 +242,7 @@
           

             
     

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+      main (2.4.0a0+git064a650 ) ▼
     

     
 
@@ -535,7 +535,8 @@ 
Source code for torch.optim.sgd
                     has_sparse_grad = True
 
                 state = self.state[p]
-                momentum_buffer_list.append(state.get('momentum_buffer'))
+                if group["momentum"] != 0:
+                    momentum_buffer_list.append(state.get('momentum_buffer'))
 
         return has_sparse_grad
 
@@ -574,10 +575,11 @@ 
Source code for torch.optim.sgd
                 grad_scale=getattr(self, "grad_scale", None),
                 found_inf=getattr(self, "found_inf", None))
 
-            # update momentum_buffers in state
-            for p, momentum_buffer in zip(params_with_grad, momentum_buffer_list):
-                state = self.state[p]
-                state['momentum_buffer'] = momentum_buffer
+            if group["momentum"] != 0:
+                # update momentum_buffers in state
+                for p, momentum_buffer in zip(params_with_grad, momentum_buffer_list):
+                    state = self.state[p]
+                    state['momentum_buffer'] = momentum_buffer
 
         return loss

 
diff --git a/docs/main/_modules/torch/optim/sparse_adam.html b/docs/main/_modules/torch/optim/sparse_adam.html
index bffbdff5f174..dd0fa4956794 100644
--- a/docs/main/_modules/torch/optim/sparse_adam.html
+++ b/docs/main/_modules/torch/optim/sparse_adam.html
@@ -242,7 +242,7 @@
           

             
     

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index 0bb333742dc5..63a8dd1634d9 100644
--- a/docs/main/_modules/torch/overrides.html
+++ b/docs/main/_modules/torch/overrides.html
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index 81e886bcfe00..52b72e5d95a7 100644
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index 15698a8b100a..987555edb5ad 100644
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index 2838f390dd47..3fbc87535561 100644
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+++ b/docs/main/_modules/torch/profiler/itt.html
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diff --git a/docs/main/_modules/torch/profiler/profiler.html b/docs/main/_modules/torch/profiler/profiler.html
index aaaedcdc7dc0..2202c27d88b2 100644
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+++ b/docs/main/_modules/torch/profiler/profiler.html
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@@ -698,18 +698,11 @@ 
Source code for torch.profiler.profiler
             return self.profiler.export_chrome_trace(path)

 
 
[docs]    def export_stacks(self, path: str, metric: str = "self_cpu_time_total"):
-        """Save stack traces in a file in a format suitable for visualization.
+        """Save stack traces to a file
 
         Args:
             path (str): save stacks file to this location;
             metric (str): metric to use: "self_cpu_time_total" or "self_cuda_time_total"
-
-        .. note::
-            Example of using FlameGraph tool:
-
-            - git clone https://github.com/brendangregg/FlameGraph
-            - cd FlameGraph
-            - ./flamegraph.pl --title "CPU time" --countname "us." profiler.stacks > perf_viz.svg
         """
         assert self.profiler
         return self.profiler.export_stacks(path, metric)

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--- a/docs/main/_modules/torch/utils/checkpoint.html
+++ b/docs/main/_modules/torch/utils/checkpoint.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/_modules/torch/utils/cpp_backtrace.html b/docs/main/_modules/torch/utils/cpp_backtrace.html
index 87526e509d6a..9a1357a447ff 100644
--- a/docs/main/_modules/torch/utils/cpp_backtrace.html
+++ b/docs/main/_modules/torch/utils/cpp_backtrace.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/_modules/torch/utils/cpp_extension.html b/docs/main/_modules/torch/utils/cpp_extension.html
index 181cceaf141b..001c98719b1d 100644
--- a/docs/main/_modules/torch/utils/cpp_extension.html
+++ b/docs/main/_modules/torch/utils/cpp_extension.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/_modules/torch/utils/data/_utils/collate.html b/docs/main/_modules/torch/utils/data/_utils/collate.html
index bafd3413c215..357c99657cc8 100644
--- a/docs/main/_modules/torch/utils/data/_utils/collate.html
+++ b/docs/main/_modules/torch/utils/data/_utils/collate.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/_modules/torch/utils/data/_utils/worker.html b/docs/main/_modules/torch/utils/data/_utils/worker.html
index c8c96c684040..e64ba4582d62 100644
--- a/docs/main/_modules/torch/utils/data/_utils/worker.html
+++ b/docs/main/_modules/torch/utils/data/_utils/worker.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/_modules/torch/utils/data/dataloader.html b/docs/main/_modules/torch/utils/data/dataloader.html
index 65e5bd30ade9..f54bbff1dd7a 100644
--- a/docs/main/_modules/torch/utils/data/dataloader.html
+++ b/docs/main/_modules/torch/utils/data/dataloader.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/_modules/torch/utils/data/dataset.html b/docs/main/_modules/torch/utils/data/dataset.html
index ba7cb037e908..0a38efc5f13e 100644
--- a/docs/main/_modules/torch/utils/data/dataset.html
+++ b/docs/main/_modules/torch/utils/data/dataset.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/_modules/torch/utils/data/distributed.html b/docs/main/_modules/torch/utils/data/distributed.html
index 4cbbc73fac2a..baa564070d8a 100644
--- a/docs/main/_modules/torch/utils/data/distributed.html
+++ b/docs/main/_modules/torch/utils/data/distributed.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/_modules/torch/utils/data/sampler.html b/docs/main/_modules/torch/utils/data/sampler.html
index 1615ec3dca09..4d3614f09795 100644
--- a/docs/main/_modules/torch/utils/data/sampler.html
+++ b/docs/main/_modules/torch/utils/data/sampler.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/_modules/torch/utils/dlpack.html b/docs/main/_modules/torch/utils/dlpack.html
index 826a137526bb..f0da09320062 100644
--- a/docs/main/_modules/torch/utils/dlpack.html
+++ b/docs/main/_modules/torch/utils/dlpack.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/_modules/torch/utils/mobile_optimizer.html b/docs/main/_modules/torch/utils/mobile_optimizer.html
index d9acc454aa8c..f9a57904be4b 100644
--- a/docs/main/_modules/torch/utils/mobile_optimizer.html
+++ b/docs/main/_modules/torch/utils/mobile_optimizer.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/_modules/torch/utils/tensorboard/writer.html b/docs/main/_modules/torch/utils/tensorboard/writer.html
index e26c6053987b..be6d499b3760 100644
--- a/docs/main/_modules/torch/utils/tensorboard/writer.html
+++ b/docs/main/_modules/torch/utils/tensorboard/writer.html
@@ -242,7 +242,7 @@
           

             
     

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+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/_modules/torch/xpu.html b/docs/main/_modules/torch/xpu.html
index 86503823df55..a6618e8fd4f8 100644
--- a/docs/main/_modules/torch/xpu.html
+++ b/docs/main/_modules/torch/xpu.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/_modules/torch/xpu/random.html b/docs/main/_modules/torch/xpu/random.html
index 36020442afb4..7ef32a32ba43 100644
--- a/docs/main/_modules/torch/xpu/random.html
+++ b/docs/main/_modules/torch/xpu/random.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/_modules/torch/xpu/streams.html b/docs/main/_modules/torch/xpu/streams.html
index 7d1f398989f1..b0a377093819 100644
--- a/docs/main/_modules/torch/xpu/streams.html
+++ b/docs/main/_modules/torch/xpu/streams.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/_modules/typing.html b/docs/main/_modules/typing.html
index 596a3f55cdc5..e1946faaa727 100644
--- a/docs/main/_modules/typing.html
+++ b/docs/main/_modules/typing.html
@@ -242,7 +242,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/_sources/generated/exportdb/index.rst.txt b/docs/main/_sources/generated/exportdb/index.rst.txt
index 3e0e7464f905..da157e95e3b1 100644
--- a/docs/main/_sources/generated/exportdb/index.rst.txt
+++ b/docs/main/_sources/generated/exportdb/index.rst.txt
@@ -19,8 +19,8 @@ support in export please create an issue in the pytorch/pytorch repo wih a modul
     :caption: Tags
 
     torch.escape-hatch
-    torch.dynamic-shape
     torch.cond
+    torch.dynamic-shape
     python.closure
     torch.dynamic-value
     python.data-structure
@@ -203,7 +203,7 @@ cond_branch_class_method
 
 .. note::
 
-    Tags: :doc:`torch.dynamic-shape `, :doc:`torch.cond `
+    Tags: :doc:`torch.cond `, :doc:`torch.dynamic-shape `
 
     Support Level: SUPPORTED
 
@@ -284,7 +284,7 @@ cond_branch_nested_function
 
 .. note::
 
-    Tags: :doc:`torch.dynamic-shape `, :doc:`torch.cond `
+    Tags: :doc:`torch.cond `, :doc:`torch.dynamic-shape `
 
     Support Level: SUPPORTED
 
@@ -363,7 +363,7 @@ cond_branch_nonlocal_variables
 
 .. note::
 
-    Tags: :doc:`torch.dynamic-shape `, :doc:`torch.cond `
+    Tags: :doc:`torch.cond `, :doc:`torch.dynamic-shape `
 
     Support Level: SUPPORTED
 
@@ -528,7 +528,7 @@ cond_operands
 
 .. note::
 
-    Tags: :doc:`torch.dynamic-shape `, :doc:`torch.cond `
+    Tags: :doc:`torch.cond `, :doc:`torch.dynamic-shape `
 
     Support Level: SUPPORTED
 
@@ -602,7 +602,7 @@ cond_predicate
 
 .. note::
 
-    Tags: :doc:`torch.dynamic-shape `, :doc:`torch.cond `
+    Tags: :doc:`torch.cond `, :doc:`torch.dynamic-shape `
 
     Support Level: SUPPORTED
 
@@ -666,7 +666,7 @@ constrain_as_size_example
 
 .. note::
 
-    Tags: :doc:`torch.escape-hatch `, :doc:`torch.dynamic-value `
+    Tags: :doc:`torch.dynamic-value `, :doc:`torch.escape-hatch `
 
     Support Level: SUPPORTED
 
@@ -726,7 +726,7 @@ constrain_as_value_example
 
 .. note::
 
-    Tags: :doc:`torch.escape-hatch `, :doc:`torch.dynamic-value `
+    Tags: :doc:`torch.dynamic-value `, :doc:`torch.escape-hatch `
 
     Support Level: SUPPORTED
 
@@ -981,7 +981,7 @@ dynamic_shape_if_guard
 
 .. note::
 
-    Tags: :doc:`torch.dynamic-shape `, :doc:`python.control-flow `
+    Tags: :doc:`python.control-flow `, :doc:`torch.dynamic-shape `
 
     Support Level: SUPPORTED
 
@@ -1027,7 +1027,7 @@ dynamic_shape_map
 
 .. note::
 
-    Tags: :doc:`torch.dynamic-shape `, :doc:`torch.map `
+    Tags: :doc:`torch.map `, :doc:`torch.dynamic-shape `
 
     Support Level: SUPPORTED
 
@@ -1240,7 +1240,7 @@ list_contains
 
 .. note::
 
-    Tags: :doc:`torch.dynamic-shape `, :doc:`python.assert `, :doc:`python.data-structure `
+    Tags: :doc:`python.assert `, :doc:`torch.dynamic-shape `, :doc:`python.data-structure `
 
     Support Level: SUPPORTED
 
@@ -1286,7 +1286,7 @@ list_unpack
 
 .. note::
 
-    Tags: :doc:`python.data-structure `, :doc:`python.control-flow `
+    Tags: :doc:`python.control-flow `, :doc:`python.data-structure `
 
     Support Level: SUPPORTED
 
@@ -1865,7 +1865,7 @@ dynamic_shape_round
 
 .. note::
 
-    Tags: :doc:`torch.dynamic-shape `, :doc:`python.builtin `
+    Tags: :doc:`python.builtin `, :doc:`torch.dynamic-shape `
 
     Support Level: NOT_SUPPORTED_YET
 
@@ -2005,6 +2005,6 @@ Result:
 
 .. code-block::
 
-    Unsupported: torch.* op returned non-Tensor int call_function 
+    Unsupported: torch.* op returned non-Tensor int call_function 
 
 
diff --git a/docs/main/_sources/generated/exportdb/python.assert.rst.txt b/docs/main/_sources/generated/exportdb/python.assert.rst.txt
index 642ef8752bd3..099c02111476 100644
--- a/docs/main/_sources/generated/exportdb/python.assert.rst.txt
+++ b/docs/main/_sources/generated/exportdb/python.assert.rst.txt
@@ -51,7 +51,7 @@ list_contains
 
 .. note::
 
-    Tags: :doc:`torch.dynamic-shape `, :doc:`python.assert `, :doc:`python.data-structure `
+    Tags: :doc:`python.assert `, :doc:`torch.dynamic-shape `, :doc:`python.data-structure `
 
     Support Level: SUPPORTED
 
diff --git a/docs/main/_sources/generated/exportdb/python.builtin.rst.txt b/docs/main/_sources/generated/exportdb/python.builtin.rst.txt
index 087a65641755..bf475a957e52 100644
--- a/docs/main/_sources/generated/exportdb/python.builtin.rst.txt
+++ b/docs/main/_sources/generated/exportdb/python.builtin.rst.txt
@@ -5,7 +5,7 @@ dynamic_shape_round
 
 .. note::
 
-    Tags: :doc:`torch.dynamic-shape `, :doc:`python.builtin `
+    Tags: :doc:`python.builtin `, :doc:`torch.dynamic-shape `
 
     Support Level: NOT_SUPPORTED_YET
 
diff --git a/docs/main/_sources/generated/exportdb/python.control-flow.rst.txt b/docs/main/_sources/generated/exportdb/python.control-flow.rst.txt
index 71eddb3ee2ad..4eab0b069e30 100644
--- a/docs/main/_sources/generated/exportdb/python.control-flow.rst.txt
+++ b/docs/main/_sources/generated/exportdb/python.control-flow.rst.txt
@@ -5,7 +5,7 @@ dynamic_shape_if_guard
 
 .. note::
 
-    Tags: :doc:`torch.dynamic-shape `, :doc:`python.control-flow `
+    Tags: :doc:`python.control-flow `, :doc:`torch.dynamic-shape `
 
     Support Level: SUPPORTED
 
@@ -51,7 +51,7 @@ list_unpack
 
 .. note::
 
-    Tags: :doc:`python.data-structure `, :doc:`python.control-flow `
+    Tags: :doc:`python.control-flow `, :doc:`python.data-structure `
 
     Support Level: SUPPORTED
 
diff --git a/docs/main/_sources/generated/exportdb/python.data-structure.rst.txt b/docs/main/_sources/generated/exportdb/python.data-structure.rst.txt
index c31e73dd4316..aeb87fd06137 100644
--- a/docs/main/_sources/generated/exportdb/python.data-structure.rst.txt
+++ b/docs/main/_sources/generated/exportdb/python.data-structure.rst.txt
@@ -116,7 +116,7 @@ list_contains
 
 .. note::
 
-    Tags: :doc:`torch.dynamic-shape `, :doc:`python.assert `, :doc:`python.data-structure `
+    Tags: :doc:`python.assert `, :doc:`torch.dynamic-shape `, :doc:`python.data-structure `
 
     Support Level: SUPPORTED
 
@@ -162,7 +162,7 @@ list_unpack
 
 .. note::
 
-    Tags: :doc:`python.data-structure `, :doc:`python.control-flow `
+    Tags: :doc:`python.control-flow `, :doc:`python.data-structure `
 
     Support Level: SUPPORTED
 
diff --git a/docs/main/_sources/generated/exportdb/torch.cond.rst.txt b/docs/main/_sources/generated/exportdb/torch.cond.rst.txt
index 9f4b4f9d52d1..5852bfe9f23d 100644
--- a/docs/main/_sources/generated/exportdb/torch.cond.rst.txt
+++ b/docs/main/_sources/generated/exportdb/torch.cond.rst.txt
@@ -5,7 +5,7 @@ cond_branch_class_method
 
 .. note::
 
-    Tags: :doc:`torch.dynamic-shape `, :doc:`torch.cond `
+    Tags: :doc:`torch.cond `, :doc:`torch.dynamic-shape `
 
     Support Level: SUPPORTED
 
@@ -86,7 +86,7 @@ cond_branch_nested_function
 
 .. note::
 
-    Tags: :doc:`torch.dynamic-shape `, :doc:`torch.cond `
+    Tags: :doc:`torch.cond `, :doc:`torch.dynamic-shape `
 
     Support Level: SUPPORTED
 
@@ -165,7 +165,7 @@ cond_branch_nonlocal_variables
 
 .. note::
 
-    Tags: :doc:`torch.dynamic-shape `, :doc:`torch.cond `
+    Tags: :doc:`torch.cond `, :doc:`torch.dynamic-shape `
 
     Support Level: SUPPORTED
 
@@ -330,7 +330,7 @@ cond_operands
 
 .. note::
 
-    Tags: :doc:`torch.dynamic-shape `, :doc:`torch.cond `
+    Tags: :doc:`torch.cond `, :doc:`torch.dynamic-shape `
 
     Support Level: SUPPORTED
 
@@ -404,7 +404,7 @@ cond_predicate
 
 .. note::
 
-    Tags: :doc:`torch.dynamic-shape `, :doc:`torch.cond `
+    Tags: :doc:`torch.cond `, :doc:`torch.dynamic-shape `
 
     Support Level: SUPPORTED
 
diff --git a/docs/main/_sources/generated/exportdb/torch.dynamic-shape.rst.txt b/docs/main/_sources/generated/exportdb/torch.dynamic-shape.rst.txt
index 96077688e490..9aaa91099655 100644
--- a/docs/main/_sources/generated/exportdb/torch.dynamic-shape.rst.txt
+++ b/docs/main/_sources/generated/exportdb/torch.dynamic-shape.rst.txt
@@ -5,7 +5,7 @@ cond_branch_class_method
 
 .. note::
 
-    Tags: :doc:`torch.dynamic-shape `, :doc:`torch.cond `
+    Tags: :doc:`torch.cond `, :doc:`torch.dynamic-shape `
 
     Support Level: SUPPORTED
 
@@ -86,7 +86,7 @@ cond_branch_nested_function
 
 .. note::
 
-    Tags: :doc:`torch.dynamic-shape `, :doc:`torch.cond `
+    Tags: :doc:`torch.cond `, :doc:`torch.dynamic-shape `
 
     Support Level: SUPPORTED
 
@@ -165,7 +165,7 @@ cond_branch_nonlocal_variables
 
 .. note::
 
-    Tags: :doc:`torch.dynamic-shape `, :doc:`torch.cond `
+    Tags: :doc:`torch.cond `, :doc:`torch.dynamic-shape `
 
     Support Level: SUPPORTED
 
@@ -269,7 +269,7 @@ cond_operands
 
 .. note::
 
-    Tags: :doc:`torch.dynamic-shape `, :doc:`torch.cond `
+    Tags: :doc:`torch.cond `, :doc:`torch.dynamic-shape `
 
     Support Level: SUPPORTED
 
@@ -343,7 +343,7 @@ cond_predicate
 
 .. note::
 
-    Tags: :doc:`torch.dynamic-shape `, :doc:`torch.cond `
+    Tags: :doc:`torch.cond `, :doc:`torch.dynamic-shape `
 
     Support Level: SUPPORTED
 
@@ -451,7 +451,7 @@ dynamic_shape_if_guard
 
 .. note::
 
-    Tags: :doc:`torch.dynamic-shape `, :doc:`python.control-flow `
+    Tags: :doc:`python.control-flow `, :doc:`torch.dynamic-shape `
 
     Support Level: SUPPORTED
 
@@ -497,7 +497,7 @@ dynamic_shape_map
 
 .. note::
 
-    Tags: :doc:`torch.dynamic-shape `, :doc:`torch.map `
+    Tags: :doc:`torch.map `, :doc:`torch.dynamic-shape `
 
     Support Level: SUPPORTED
 
@@ -552,7 +552,7 @@ dynamic_shape_round
 
 .. note::
 
-    Tags: :doc:`torch.dynamic-shape `, :doc:`python.builtin `
+    Tags: :doc:`python.builtin `, :doc:`torch.dynamic-shape `
 
     Support Level: NOT_SUPPORTED_YET
 
@@ -686,7 +686,7 @@ list_contains
 
 .. note::
 
-    Tags: :doc:`torch.dynamic-shape `, :doc:`python.assert `, :doc:`python.data-structure `
+    Tags: :doc:`python.assert `, :doc:`torch.dynamic-shape `, :doc:`python.data-structure `
 
     Support Level: SUPPORTED
 
diff --git a/docs/main/_sources/generated/exportdb/torch.dynamic-value.rst.txt b/docs/main/_sources/generated/exportdb/torch.dynamic-value.rst.txt
index 2a0aea4a5086..432efd9e9f10 100644
--- a/docs/main/_sources/generated/exportdb/torch.dynamic-value.rst.txt
+++ b/docs/main/_sources/generated/exportdb/torch.dynamic-value.rst.txt
@@ -5,7 +5,7 @@ constrain_as_size_example
 
 .. note::
 
-    Tags: :doc:`torch.escape-hatch `, :doc:`torch.dynamic-value `
+    Tags: :doc:`torch.dynamic-value `, :doc:`torch.escape-hatch `
 
     Support Level: SUPPORTED
 
@@ -65,7 +65,7 @@ constrain_as_value_example
 
 .. note::
 
-    Tags: :doc:`torch.escape-hatch `, :doc:`torch.dynamic-value `
+    Tags: :doc:`torch.dynamic-value `, :doc:`torch.escape-hatch `
 
     Support Level: SUPPORTED
 
diff --git a/docs/main/_sources/generated/exportdb/torch.escape-hatch.rst.txt b/docs/main/_sources/generated/exportdb/torch.escape-hatch.rst.txt
index 3791f1365235..70f1b2414b0b 100644
--- a/docs/main/_sources/generated/exportdb/torch.escape-hatch.rst.txt
+++ b/docs/main/_sources/generated/exportdb/torch.escape-hatch.rst.txt
@@ -54,7 +54,7 @@ constrain_as_size_example
 
 .. note::
 
-    Tags: :doc:`torch.escape-hatch `, :doc:`torch.dynamic-value `
+    Tags: :doc:`torch.dynamic-value `, :doc:`torch.escape-hatch `
 
     Support Level: SUPPORTED
 
@@ -114,7 +114,7 @@ constrain_as_value_example
 
 .. note::
 
-    Tags: :doc:`torch.escape-hatch `, :doc:`torch.dynamic-value `
+    Tags: :doc:`torch.dynamic-value `, :doc:`torch.escape-hatch `
 
     Support Level: SUPPORTED
 
diff --git a/docs/main/_sources/generated/exportdb/torch.map.rst.txt b/docs/main/_sources/generated/exportdb/torch.map.rst.txt
index ebcc204972b1..e78e91f902ff 100644
--- a/docs/main/_sources/generated/exportdb/torch.map.rst.txt
+++ b/docs/main/_sources/generated/exportdb/torch.map.rst.txt
@@ -5,7 +5,7 @@ dynamic_shape_map
 
 .. note::
 
-    Tags: :doc:`torch.dynamic-shape `, :doc:`torch.map `
+    Tags: :doc:`torch.map `, :doc:`torch.dynamic-shape `
 
     Support Level: SUPPORTED
 
diff --git a/docs/main/_sources/generated/exportdb/torch.operator.rst.txt b/docs/main/_sources/generated/exportdb/torch.operator.rst.txt
index fd92864c0d49..b1ca776a755a 100644
--- a/docs/main/_sources/generated/exportdb/torch.operator.rst.txt
+++ b/docs/main/_sources/generated/exportdb/torch.operator.rst.txt
@@ -30,4 +30,4 @@ Result:
 
 .. code-block::
 
-    Unsupported: torch.* op returned non-Tensor int call_function 
+    Unsupported: torch.* op returned non-Tensor int call_function 
diff --git a/docs/main/_sources/library.rst.txt b/docs/main/_sources/library.rst.txt
index 4da7485d9856..a17d318cc0ea 100644
--- a/docs/main/_sources/library.rst.txt
+++ b/docs/main/_sources/library.rst.txt
@@ -11,13 +11,21 @@ registration APIs (e.g. aten operators).
 For a detailed guide on effectively using these APIs, please see
 `this gdoc `_
 
-Use :func:`torch.library.define` to define new custom operators. Use the
-impl methods, such as :func:`torch.library.impl` and
+Creating new custom ops in Python
+---------------------------------
+
+Use :func:`torch.library.custom_op` to create new custom ops.
+
+.. autofunction:: custom_op
+
+Extending custom ops created from C++
+-------------------------------------
+
+Use the impl methods, such as :func:`torch.library.impl` and
 func:`torch.library.impl_abstract`, to add implementations
-for any operators (they may have been created using :func:`torch.library.define` or
+for any operators (they may have been created using :func:`torch.library.custom_op` or
 via PyTorch's C++ operator registration APIs).
 
-.. autofunction:: define
 .. autofunction:: impl
 .. autofunction:: impl_abstract
 .. autofunction:: get_ctx
@@ -41,3 +49,5 @@ A tutorial that walks you through some examples on how to use this API is availa
   :members:
 
 .. autofunction:: fallthrough_kernel
+
+.. autofunction:: define
diff --git a/docs/main/amp.html b/docs/main/amp.html
index 47abf438150b..6457c516d608 100644
--- a/docs/main/amp.html
+++ b/docs/main/amp.html
@@ -243,7 +243,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/autograd.html b/docs/main/autograd.html
index 5285d19819bb..e3f65796d8c2 100644
--- a/docs/main/autograd.html
+++ b/docs/main/autograd.html
@@ -243,7 +243,7 @@
           

             
     

-      main (2.4.0a0+git31aff29 ) ▼
+      main (2.4.0a0+git064a650 ) ▼
     

     
 
diff --git a/docs/main/backends.html b/docs/main/backends.html
index 7338a12719f3..52460a68b878 100644
--- a/docs/main/backends.html
+++ b/docs/main/backends.html
@@ -243,7 +243,7 @@
           

             
     

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diff --git a/docs/main/fsdp.html b/docs/main/fsdp.html
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@@ -488,7 +488,8 @@
 
A wrapper for sharding module parameters across data parallel workers.

 
This is inspired by Xu et al. as well as the ZeRO Stage 3 from DeepSpeed.
 FullyShardedDataParallel is commonly shortened to FSDP.

-
For advanced notes please refer to FSDP Notes.

+
To understand FSDP internals, refer to the
+FSDP Notes.

 
Example:

 
>>> import torch
 >>> from torch.distributed.fsdp import FullyShardedDataParallel as FSDP
@@ -501,127 +502,78 @@
 >>> optim.step()
 

 

-

-
Warning

-
The optimizer must be initialized after the module has been wrapped
-with FSDP since FSDP will shard and transform the module’s parameters
-in a way that may not preserve the original parameter variables. Thus,
-the previously initialized optimizer may have stale references to the
-parameters.

-

-

-
Warning

-
If the destination CUDA device has ID dev_id, either (1)
-module should already be placed on that device, (2) the device
-should be set using torch.cuda.set_device(dev_id), or (3)
-dev_id should be passed into the device_id constructor
-argument. This FSDP instance’s compute device will be that destination
-device. For (1) and (3), the FSDP initialization always occurs on GPU.
-For (2), the FSDP initialization happens on module ‘s current
-device, which may be CPU.

-

-

-
Warning

-
FSDP currently does not support gradient accumulation outside
-no_sync() when using CPU offloading. Trying to do so yields
-incorrect results since FSDP will use the newly-reduced gradient
-instead of accumulating with any existing gradient.

-

-

-
Warning

-
Changing the original parameter variable names after construction will
-lead to undefined behavior.

-

-

-
Warning

-
Passing in the sync_module_states=True flag requires module to
-be on GPU or to use the device_id argument to specify a CUDA device
-that FSDP will move module to in the FSDP constructor. This is
-because sync_module_states=True requires GPU communication.

-

-

-
Warning

-
As of PyTorch 1.12, FSDP only offers limited support for shared parameters
-(for example, setting one Linear layer’s weight to another’s). In
-particular, modules that share parameters must be wrapped as part of the
-same FSDP unit. If enhanced shared parameter support is needed for your
-use case, please ping https://github.com/pytorch/pytorch/issues/77724

-

-

-
Warning

-
FSDP has some constraints on freezing parameters (i.e. setting
-param.requires_grad=False). For use_orig_params=False, each
-FSDP instance must manage parameters that are all frozen or all
-non-frozen. For use_orig_params=True, FSDP supports mixing frozen
-and non-frozen, but we recommend not doing so since then the gradient
-memory usage will be higher than expected (namely, equivalent to not
-freezing those parameters). This means that ideally, frozen parameters
-should be isolated into their own nn.Module s and wrapped
-separately with FSDP.

-

-

-
Note

-
Attempting to run the forward pass of a submodule that is contained in an
-FSDP instance is not supported and will result in errors. This is because the
-submodule’s parameters will be sharded, but it itself is not an FSDP instance,
-so its forward pass will not all-gather the full parameters appropriately.
-This could potentially happen when attempting to run only the encoder of a
-encoder-decoder model, and the encoder is not wrapped in its own FSDP instance. To
-resolve this, please wrap the submodule in its own FSDP unit.

-

-

-
Note

-
FSDP moves input tensors to the forward method to the GPU compute
-device, so the user does not need to manually move them from CPU.

-

-

-
Warning

-
The user should not modify the parameters between forward and backward
-without using the summon_full_params() context since the
-modifications may not persist. Moreover, for use_orig_params=False,
-accessing the original parameters between forward and backward may
-raise an illegal memory access.

-

-

-
Warning

-
For use_orig_params=True, ShardingStrategy.SHARD_GRAD_OP
-exposes the unsharded parameters, not the sharded parameters, after
-forward since it does not free the unsharded ones, unlike
-ShardingStrategy.FULL_SHARD. One caveat is that, since gradients
-are always sharded or None, ShardingStrategy.SHARD_GRAD_OP will
-not expose the sharded gradients with the unsharded parameters after
-forward. If you want to inspect the gradients, try
-summon_full_params() with with_grads=True.

-

-

-
Warning

-
FSDP replaces managed modules’ parameters with torch.Tensor views
-during forward and backward computation for autograd-related reasons.
-If your module’s forward relies on saved references to the parameters
-instead of reacquiring the references each iteration, then it will not
-see FSDP’s newly created views, and autograd will not work correctly.

-

-

-
Note

+
Using FSDP involves wrapping your module and then initializing your
+optimizer after. This is required since FSDP changes the parameter
+variables.

+
When setting up FSDP, you need to consider the destination CUDA
+device. If the device has an ID (dev_id), you have three options:

+
    
+
  • Place the module on that device
    • 
+
  • Set the device using torch.cuda.set_device(dev_id)
    • 
+
  • Pass dev_id into the device_id constructor argument.
    • 
+

+
This ensures that the FSDP instance’s compute device is the
+destination device. For option 1 and 3, the FSDP initialization
+always occurs on GPU. For option 2, the FSDP initialization
+happens on module’s current device, which may be a CPU.

+
If you’re using the sync_module_states=True flag, you need to
+ensure that the module is on a GPU or use the device_id
+argument to specify a CUDA device that FSDP will move the module
+to in the FSDP constructor. This is necessary because
+sync_module_states=True requires GPU communication.

+
FSDP also takes care of moving input tensors to the forward method
+to the GPU compute device, so you don’t need to manually move them
+from CPU.

+
For use_orig_params=True,
+ShardingStrategy.SHARD_GRAD_OP exposes the unsharded
+parameters, not the sharded parameters after forward, unlike
+ShardingStrategy.FULL_SHARD. If you want
+to inspect the gradients, you can use the summon_full_params
+method with with_grads=True.

 
With limit_all_gathers=True, you may see a gap in the FSDP
 pre-forward where the CPU thread is not issuing any kernels. This is
 intentional and shows the rate limiter in effect. Synchronizing the CPU
 thread in that way prevents over-allocating memory for subsequent
 all-gathers, and it should not actually delay GPU kernel execution.

-

-

-
Note

-
When using sharding_strategy=ShardingStrategy.HYBRID_SHARD with the
-sharding process group being intra-node and the replication process
-group being inter-node, setting NCCL_CROSS_NIC=1 can help improve
-the all-reduce times over the replication process group for some
-cluster setups.

-

-

-
Warning

-
FSDP does not work with double backwards due to how it registers
-backward hooks.

-

+
FSDP replaces managed modules’ parameters with torch.Tensor
+views during forward and backward computation for autograd-related
+reasons. If your module’s forward relies on saved references to
+the parameters instead of reacquiring the references each
+iteration, then it will not see FSDP’s newly created views,
+and autograd will not work correctly.

+
Finally, when using sharding_strategy=ShardingStrategy.HYBRID_SHARD
+with the sharding process group being intra-node and the
+replication process group being inter-node, setting
+NCCL_CROSS_NIC=1 can help improve the all-reduce times over
+the replication process group for some cluster setups.

+
Limitations

+
There are several limitations to be aware of when using FSDP:

+
    
+
  • FSDP currently does not support gradient accumulation outside
+no_sync() when using CPU offloading. This is because FSDP
+uses the newly-reduced gradient instead of accumulating with any
+existing gradient, which can lead to incorrect results.
    • 
+
  • FSDP does not support running the forward pass of a submodule
+that is contained in an FSDP instance. This is because the
+submodule’s parameters will be sharded, but the submodule itself
+is not an FSDP instance, so its forward pass will not all-gather
+the full parameters appropriately.
    • 
+
  • FSDP does not work with double backwards due to the way it
+registers backward hooks.
    • 
+
  • FSDP has some constraints when freezing parameters.
+For use_orig_params=False, each FSDP instance must manage
+parameters that are all frozen or all non-frozen. For
+use_orig_params=True, FSDP supports mixing frozen and
+non-frozen parameters, but it’s recommended to avoid doing so to
+prevent higher than expected gradient memory usage.
    • 
+
  • As of PyTorch 1.12, FSDP offers limited support for shared
+parameters. If enhanced shared parameter support is needed for
+your use case, please post in
+this issue.
    • 
+
  • You should avoid modifying the parameters between forward and
+backward without using the summon_full_params context, as
+the modifications may not persist.
    • 
+

 

 
Parameters

 
    
@@ -833,28 +785,19 @@
 
    Tensor
    
 
    
 

-

-
Note

 
If every FSDP instance uses NO_SHARD, meaning that no
 gradients are sharded across ranks, then you may directly use
 torch.nn.utils.clip_grad_norm_().

-

-

-
Note

 
If at least some FSDP instance uses a sharded strategy (i.e.
 one other than NO_SHARD), then you should use this method
 instead of torch.nn.utils.clip_grad_norm_() since this method
 handles the fact that gradients are sharded across ranks.

-

-

-
Note

 
The total norm returned will have the “largest” dtype across
 all parameters/gradients as defined by PyTorch’s type promotion
 semantics. For example, if all parameters/gradients use a low
 precision dtype, then the returned norm’s dtype will be that low
 precision dtype, but if there exists at least one parameter/
 gradient using FP32, then the returned norm’s dtype will be FP32.

-

 

 
Warning

 
This needs to be called on all ranks since it uses
@@ -934,26 +877,17 @@
 torch.optim.Optimizer.state_dict(), i.e. with keys "state"
 and "param_groups". The flattened parameters in FSDP modules
 contained in model are mapped back to their unflattened parameters.

-

-
Warning

 
This needs to be called on all ranks since it uses
 collective communications. However, if rank0_only=True, then
 the state dict is only populated on rank 0, and all other ranks
 return an empty dict.

-

-

-
Warning

 
Unlike torch.optim.Optimizer.state_dict(), this method
 uses full parameter names as keys instead of parameter IDs.

-

-

-
Note

 
Like in torch.optim.Optimizer.state_dict(), the tensors
 contained in the optimizer state dict are not cloned, so there may
 be aliasing surprises. For best practices, consider saving the
 returned optimizer state dict immediately, e.g. using
 torch.save().

-

 

 
Parameters