From 3c181ebf62978a5bb676ae99841923c5deb29a6d Mon Sep 17 00:00:00 2001 From: Justin Silver Date: Thu, 24 Jul 2025 19:26:22 -0700 Subject: [PATCH] Fix #3186 - create leaf/non-leaf/requires_grad/retain_grad tutorial This was originally bundled with PR #3389, but now broken into two separate tutorials after discussing with PyTorch team. --- .../cropped/understanding_leaf_vs_nonleaf.png | Bin 0 -> 231846 bytes .../comp-graph-1.png | Bin 0 -> 63226 bytes .../comp-graph-2.png | Bin 0 -> 68304 bytes .../understanding_leaf_vs_nonleaf_tutorial.py | 339 ++++++++++++++++++ index.rst | 7 + 5 files changed, 346 insertions(+) create mode 100644 _static/img/thumbnails/cropped/understanding_leaf_vs_nonleaf.png create mode 100644 _static/img/understanding_leaf_vs_nonleaf/comp-graph-1.png create mode 100644 _static/img/understanding_leaf_vs_nonleaf/comp-graph-2.png create mode 100644 beginner_source/understanding_leaf_vs_nonleaf_tutorial.py diff --git 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z{r-7VaV7|ghRfR%VLZHV6CrJEZQCLI`IMPe-h?GSJGBzxduK9uup)KIskJNsMy(E^ z*mY`9sbNrY_lvCBi7}}i@nT%dn1!r^v-<_Z8w8`|;qju0ljtasLdC}$K}|U1<_W5^ z*Al~Er3yNHz9=p5yhuLQ8IqGIp2edfW=lL8f0gd4bPq*T=SYoEZ@hf;Q6Y>>0Q^LjXqg z2VwLS01Maou&Hhc7_z?Oje5dR$Nl!8CL`dJMJ>*^Iwwq?IkV<6`l+g$ zP394C`i^8aqjUr(awML#xeQyf+DK5AzPpL>m5d>k*HW&hdSL3@3qNPZ^MU^nZvB4) uY5za`)Z!}J9CEefhJ63J(W#=MYUAnOtf#mys;}@hdibx#$A->a_rCxvYFL8+ literal 0 HcmV?d00001 diff --git a/beginner_source/understanding_leaf_vs_nonleaf_tutorial.py b/beginner_source/understanding_leaf_vs_nonleaf_tutorial.py new file mode 100644 index 0000000000..740c4d4bd7 --- /dev/null +++ b/beginner_source/understanding_leaf_vs_nonleaf_tutorial.py @@ -0,0 +1,339 @@ +""" +Understanding requires_grad, retain_grad, Leaf, and Non-leaf Tensors +==================================================================== + +**Author:** `Justin Silver `__ + +This tutorial explains the subtleties of ``requires_grad``, +``retain_grad``, leaf, and non-leaf tensors using a simple example. + +Before starting, make sure you understand `tensors and how to manipulate +them `__. +A basic knowledge of `how autograd +works `__ +would also be useful. + +""" + + +###################################################################### +# Setup +# ----- +# +# First, make sure `PyTorch is +# installed `__ and then import +# the necessary libraries. +# + +import torch +import torch.nn.functional as F + + +###################################################################### +# Next, we instantiate a simple network to focus on the gradients. This +# will be an affine layer, followed by a ReLU activation, and ending with +# a MSE loss between prediction and label tensors. +# +# .. math:: +# +# \mathbf{y}_{\text{pred}} = \text{ReLU}(\mathbf{x} \mathbf{W} + \mathbf{b}) +# +# .. math:: +# +# L = \text{MSE}(\mathbf{y}_{\text{pred}}, \mathbf{y}) +# +# Note that the ``requires_grad=True`` is necessary for the parameters +# (``W`` and ``b``) so that PyTorch tracks operations involving those +# tensors. We’ll discuss more about this in a future +# `section <#requires-grad>`__. +# + +# tensor setup +x = torch.ones(1, 3) # input with shape: (1, 3) +W = torch.ones(3, 2, requires_grad=True) # weights with shape: (3, 2) +b = torch.ones(1, 2, requires_grad=True) # bias with shape: (1, 2) +y = torch.ones(1, 2) # output with shape: (1, 2) + +# forward pass +z = (x @ W) + b # pre-activation with shape: (1, 2) +y_pred = F.relu(z) # activation with shape: (1, 2) +loss = F.mse_loss(y_pred, y) # scalar loss + + +###################################################################### +# Leaf vs. non-leaf tensors +# ------------------------- +# +# After running the forward pass, PyTorch autograd has built up a `dynamic +# computational +# graph `__ +# which is shown below. This is a `Directed Acyclic Graph +# (DAG) `__ which +# keeps a record of input tensors (leaf nodes), all subsequent operations +# on those tensors, and the intermediate/output tensors (non-leaf nodes). +# The graph is used to compute gradients for each tensor starting from the +# graph roots (outputs) to the leaves (inputs) using the `chain +# rule `__ from calculus: +# +# .. math:: +# +# \mathbf{y} = \mathbf{f}_k\bigl(\mathbf{f}_{k-1}(\dots \mathbf{f}_1(\mathbf{x}) \dots)\bigr) +# +# .. math:: +# +# \frac{\partial \mathbf{y}}{\partial \mathbf{x}} = +# \frac{\partial \mathbf{f}_k}{\partial \mathbf{f}_{k-1}} \cdot +# \frac{\partial \mathbf{f}_{k-1}}{\partial \mathbf{f}_{k-2}} \cdot +# \cdots \cdot +# \frac{\partial \mathbf{f}_1}{\partial \mathbf{x}} +# +# .. figure:: /_static/img/understanding_leaf_vs_nonleaf/comp-graph-1.png +# :alt: Computational graph after forward pass +# +# Computational graph after forward pass +# +# PyTorch considers a node to be a *leaf* if it is not the result of a +# tensor operation with at least one input having ``requires_grad=True`` +# (e.g. ``x``, ``W``, ``b``, and ``y``), and everything else to be +# *non-leaf* (e.g. ``z``, ``y_pred``, and ``loss``). You can verify this +# programmatically by probing the ``is_leaf`` attribute of the tensors: +# + +# prints True because new tensors are leafs by convention +print(f"{x.is_leaf=}") + +# prints False because tensor is the result of an operation with at +# least one input having requires_grad=True +print(f"{z.is_leaf=}") + + +###################################################################### +# The distinction between leaf and non-leaf determines whether the +# tensor’s gradient will be stored in the ``grad`` property after the +# backward pass, and thus be usable for `gradient +# descent `__. We’ll cover +# this some more in the `following section <#retain-grad>`__. +# +# Let’s now investigate how PyTorch calculates and stores gradients for +# the tensors in its computational graph. +# + + +###################################################################### +# ``requires_grad`` +# ----------------- +# +# To build the computational graph which can be used for gradient +# calculation, we need to pass in the ``requires_grad=True`` parameter to +# a tensor constructor. By default, the value is ``False``, and thus +# PyTorch does not track gradients on any created tensors. To verify this, +# try not setting ``requires_grad``, re-run the forward pass, and then run +# backpropagation. You will see: +# +# :: +# +# >>> loss.backward() +# RuntimeError: element 0 of tensors does not require grad and does not have a grad_fn +# +# This error means that autograd can’t backpropagate to any leaf tensors +# because ``loss`` is not tracking gradients. If you need to change the +# property, you can call ``requires_grad_()`` on the tensor (notice the \_ +# suffix). +# +# We can sanity check which nodes require gradient calculation, just like +# we did above with the ``is_leaf`` attribute: +# + +print(f"{x.requires_grad=}") # prints False because requires_grad=False by default +print(f"{W.requires_grad=}") # prints True because we set requires_grad=True in constructor +print(f"{z.requires_grad=}") # prints True because tensor is a non-leaf node + + +###################################################################### +# It’s useful to remember that a non-leaf tensor has +# ``requires_grad=True`` by definition, since backpropagation would fail +# otherwise. If the tensor is a leaf, then it will only have +# ``requires_grad=True`` if it was specifically set by the user. Another +# way to phrase this is that if at least one of the inputs to a tensor +# requires the gradient, then it will require the gradient as well. +# +# There are two exceptions to this rule: +# +# 1. Any ``nn.Module`` that has ``nn.Parameter`` will have +# ``requires_grad=True`` for its parameters (see +# `here `__) +# 2. Locally disabling gradient computation with context managers (see +# `here `__) +# +# In summary, ``requires_grad`` tells autograd which tensors need to have +# their gradients calculated for backpropagation to work. This is +# different from which tensors have their ``grad`` field populated, which +# is the topic of the next section. +# + + +###################################################################### +# ``retain_grad`` +# --------------- +# +# To actually perform optimization (e.g. SGD, Adam, etc.), we need to run +# the backward pass so that we can extract the gradients. +# + +loss.backward() + + +###################################################################### +# Calling ``backward()`` populates the ``grad`` field of all leaf tensors +# which had ``requires_grad=True``. The ``grad`` is the gradient of the +# loss with respect to the tensor we are probing. Before running +# ``backward()``, this attribute is set to ``None``. +# + +print(f"{W.grad=}") +print(f"{b.grad=}") + + +###################################################################### +# You might be wondering about the other tensors in our network. Let’s +# check the remaining leaf nodes: +# + +# prints all None because requires_grad=False +print(f"{x.grad=}") +print(f"{y.grad=}") + + +###################################################################### +# The gradients for these tensors haven’t been populated because we did +# not explicitly tell PyTorch to calculate their gradient +# (``requires_grad=False``). +# +# Let’s now look at an intermediate non-leaf node: +# + +print(f"{z.grad=}") + + +###################################################################### +# PyTorch returns ``None`` for the gradient and also warns us that a +# non-leaf node’s ``grad`` attribute is being accessed. Although autograd +# has to calculate intermediate gradients for backpropagation to work, it +# assumes you don’t need to access the values afterwards. To change this +# behavior, we can use the ``retain_grad()`` function on a tensor. This +# tells the autograd engine to populate that tensor’s ``grad`` after +# calling ``backward()``. +# + +# we have to re-run the forward pass +z = (x @ W) + b +y_pred = F.relu(z) +loss = F.mse_loss(y_pred, y) + +# tell PyTorch to store the gradients after backward() +z.retain_grad() +y_pred.retain_grad() +loss.retain_grad() + +# have to zero out gradients otherwise they would accumulate +W.grad = None +b.grad = None + +# backpropagation +loss.backward() + +# print gradients for all tensors that have requires_grad=True +print(f"{W.grad=}") +print(f"{b.grad=}") +print(f"{z.grad=}") +print(f"{y_pred.grad=}") +print(f"{loss.grad=}") + + +###################################################################### +# We get the same result for ``W.grad`` as before. Also note that because +# the loss is scalar, the gradient of the loss with respect to itself is +# simply ``1.0``. +# +# If we look at the state of the computational graph now, we see that the +# ``retains_grad`` attribute has changed for the intermediate tensors. By +# convention, this attribute will print ``False`` for any leaf node, even +# if it requires its gradient. +# +# .. figure:: /_static/img/understanding_leaf_vs_nonleaf/comp-graph-2.png +# :alt: Computational graph after backward pass +# +# Computational graph after backward pass +# +# If you call ``retain_grad()`` on a non-leaf node, it results in a no-op. +# If we call ``retain_grad()`` on a node that has ``requires_grad=False``, +# PyTorch actually throws an error, since it can’t store the gradient if +# it is never calculated. +# +# :: +# +# >>> x.retain_grad() +# RuntimeError: can't retain_grad on Tensor that has requires_grad=False +# + + +###################################################################### +# Summary table +# ------------- +# +# Using ``retain_grad()`` and ``retains_grad`` only make sense for +# non-leaf nodes, since the ``grad`` attribute will already be populated +# for leaf tensors that have ``requires_grad=True``. By default, these +# non-leaf nodes do not retain (store) their gradient after +# backpropagation. We can change that by rerunning the forward pass, +# telling PyTorch to store the gradients, and then performing +# backpropagation. +# +# The following table can be used as a reference which summarizes the +# above discussions. The following scenarios are the only ones that are +# valid for PyTorch tensors. +# +# +# +# +----------------+------------------------+------------------------+---------------------------------------------------+-------------------------------------+ +# | ``is_leaf`` | ``requires_grad`` | ``retains_grad`` | ``require_grad()`` | ``retain_grad()`` | +# +================+========================+========================+===================================================+=====================================+ +# | ``True`` | ``False`` | ``False`` | sets ``requires_grad`` to ``True`` or ``False`` | no-op | +# +----------------+------------------------+------------------------+---------------------------------------------------+-------------------------------------+ +# | ``True`` | ``True`` | ``False`` | sets ``requires_grad`` to ``True`` or ``False`` | no-op | +# +----------------+------------------------+------------------------+---------------------------------------------------+-------------------------------------+ +# | ``False`` | ``True`` | ``False`` | no-op | sets ``retains_grad`` to ``True`` | +# +----------------+------------------------+------------------------+---------------------------------------------------+-------------------------------------+ +# | ``False`` | ``True`` | ``True`` | no-op | no-op | +# +----------------+------------------------+------------------------+---------------------------------------------------+-------------------------------------+ +# + + +###################################################################### +# Conclusion +# ---------- +# +# In this tutorial, we covered when and how PyTorch computes gradients for +# leaf and non-leaf tensors. By using ``retain_grad``, we can access the +# gradients of intermediate tensors within autograd’s computational graph. +# +# If you would like to learn more about how PyTorch’s autograd system +# works, please visit the `references <#references>`__ below. If you have +# any feedback for this tutorial (improvements, typo fixes, etc.) then +# please use the `PyTorch Forums `__ and/or +# the `issue tracker `__ to +# reach out. +# + + +###################################################################### +# References +# ---------- +# +# - `A Gentle Introduction to +# torch.autograd `__ +# - `Automatic Differentiation with +# torch.autograd `__ +# - `Autograd +# mechanics `__ +# \ No newline at end of file diff --git a/index.rst b/index.rst index f6d6f327fb..00b1a28f69 100644 --- a/index.rst +++ b/index.rst @@ -99,6 +99,13 @@ Welcome to PyTorch Tutorials :link: intermediate/pinmem_nonblock.html :tags: Getting-Started +.. customcarditem:: + :header: Understanding requires_grad, retain_grad, Leaf, and Non-leaf Tensors + :card_description: Learn the subtleties of requires_grad, retain_grad, leaf, and non-leaf tensors + :image: _static/img/thumbnails/cropped/understanding_leaf_vs_nonleaf.png + :link: beginner/understanding_leaf_vs_nonleaf_tutorial.html + :tags: Getting-Started + .. 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