From bc2509c607cc175b98525fba3227ba3de257c7b9 Mon Sep 17 00:00:00 2001 From: ASEM000 Date: Wed, 10 Apr 2024 23:19:39 +0900 Subject: [PATCH] docs --- docs/API/sepes.rst | 2 +- docs/API/tree.rst | 2 +- .../[guides][core]subset_training.ipynb | 42 +++++++++---------- 3 files changed, 23 insertions(+), 23 deletions(-) diff --git a/docs/API/sepes.rst b/docs/API/sepes.rst index 8e15892..6e705be 100644 --- a/docs/API/sepes.rst +++ b/docs/API/sepes.rst @@ -1,4 +1,4 @@ -🌲 Tree & Module API +🌲 Tree API ============================= .. note:: diff --git a/docs/API/tree.rst b/docs/API/tree.rst index 89ee19f..7b81db5 100644 --- a/docs/API/tree.rst +++ b/docs/API/tree.rst @@ -1,4 +1,4 @@ -🌲 Tree utils API +🌲 Tree API ============================= diff --git a/docs/notebooks/[guides][core]subset_training.ipynb b/docs/notebooks/[guides][core]subset_training.ipynb index f272bcf..2cb8eab 100644 --- a/docs/notebooks/[guides][core]subset_training.ipynb +++ b/docs/notebooks/[guides][core]subset_training.ipynb @@ -12,7 +12,7 @@ "One approach is to split the parameters into two groups and train them separately, the set that is trainable and the set that is not trainable, then change the loss function signature from `loss_func(net, *args)` to \n", "`loss_func(trainable_net, non_trainable_net, *args)`, and use `jax` transformations on the new loss function to select only the trainable parameters via `argnums`. The problem with this approach is that it requires changing the loss function signature, which requires a rewrite of the loss function and all the functions that call it plus a function that splits the parameters into two groups.\n", "\n", - "`serket` adopts a different approach that does not change the loss function signature. The idea is to use a pytree wrapper that hides un wanted parameters from tree input to the loss function. By doing so, selecting single parameters or groups of parameters to set untrainable becomes as simple as just wrapping them, instead of having to use `jax.tree_map` to split the parameters into two groups and then rewrite the loss function." + "`serket` adopts a different approach that does not change the loss function signature. The idea is to use a pytree wrapper that hides un wanted parameters from tree input to the loss function. By doing so, selecting single parameters or groups of parameters to set untrainable becomes as simple as just wrapping them, instead of having to use `tree_map` to split the parameters into two groups and then rewrite the loss function." ] }, { @@ -61,9 +61,9 @@ ], "source": [ "# always returns a frozen tree by making the mask always True\n", - "freeze = lambda node: sk.tree_mask(node, mask=lambda _: True)\n", + "mask = lambda node: sk.tree_mask(node, cond=lambda _: True)\n", "\n", - "tree = dict(a=1, b=freeze(1.0))\n", + "tree = dict(a=1, b=mask(1.0))\n", "print(jax.tree_util.tree_leaves(tree)) # -> b is excluded\n", "print(jax.tree_util.tree_map(lambda x: x + 100, tree)) # only a is updated\n", "# now lets unfreeze b by removing the mask\n", @@ -104,24 +104,24 @@ " 0.8106119 -0.8920415 -1.8308382 -2.6761057 ]]\n", "====================================================================================================\n", "linear1.weight after training\n", - "[[ 0.50442326]\n", - " [-0.56349325]\n", - " [ 0.9291051 ]\n", - " [-0.3272876 ]\n", - " [ 0.1763043 ]\n", - " [-1.3267784 ]\n", + "[[ 0.5044241 ]\n", + " [-0.563494 ]\n", + " [ 0.9291068 ]\n", + " [-0.32728744]\n", + " [ 0.17630501]\n", + " [-1.3267785 ]\n", " [-0.90045315]\n", - " [ 1.3376616 ]\n", - " [-0.41753256]\n", - " [-0.22012867]]\n", + " [ 1.3376606 ]\n", + " [-0.41753185]\n", + " [-0.22012907]]\n", "linear2.weight after training\n", - "[[ 1.3854882 -0.8917761 -0.9622724 -0.1221064 1.2699872 2.4034615\n", - " 1.1609921 -1.6427239 -1.8600159 -2.6882167]]\n" + "[[ 1.3854834 -0.8917768 -0.9622722 -0.12210654 1.2699867 2.4034626\n", + " 1.1609929 -1.6427257 -1.8600163 -2.6882136 ]]\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -165,7 +165,7 @@ " return loss\n", "\n", " grad = jax.grad(loss_func)(net, x, y)\n", - " net = jax.tree_map(lambda p, g: p - 1e-2 * g, net, grad)\n", + " net = jax.tree_util.tree_map(lambda p, g: p - 1e-2 * g, net, grad)\n", " return net\n", "\n", "\n", @@ -231,13 +231,13 @@ " [-0.36731058]\n", " [-0.05429043]]\n", "linear2.weight after training\n", - "[[ 1.6160113 -0.84949774 -1.4579179 0.49293056 1.3003095 2.8833873\n", - " 1.9283237 -2.0790179 -1.8294345 -2.676439 ]]\n" + "[[ 1.6160113 -0.8494978 -1.457918 0.49293038 1.3003088 2.8833866\n", + " 1.9283234 -2.0790174 -1.8294331 -2.6764386 ]]\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -256,7 +256,7 @@ "print(net.linear2.weight)\n", "\n", "# exclude `linear1` by freezing it (wrapping by leafless pytree wrapper)\n", - "net = net.at[\"linear1\"][\"weight\"].apply(freeze)\n", + "net = net.at[\"linear1\"][\"weight\"].apply(mask)\n", "\n", "for i in range(10_000):\n", " net = train_step(net, x, y)\n", @@ -296,7 +296,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.0" + "version": "3.12.2" }, "orig_nbformat": 4 },