Merge pull request #4281 from google:improve-randomness-guide

PiperOrigin-RevId: 684438979
google · Oct 10, 2024 · 0e5a0b4 · 0e5a0b4
2 parents f425c2f + dc7ef1f
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diff --git a/docs_nnx/guides/randomness.ipynb b/docs_nnx/guides/randomness.ipynb
@@ -6,7 +6,7 @@
    "source": [
     "# Randomness\n",
     "\n",
-    "Random state in Flax NNX is radically simplified compared to systems like Haiku/Flax Linen in that it defines \"random state as object state\". In essence, this means that random state is just another type of state, and is stored in Variables and help by the models themselves. The main characteristic of the RNG system in Flax NNX is that its **explicit**, its **order-based**, and uses **dynamic counters**. This is a bit different from [Flax Linen's RNG system](https://flax.readthedocs.io/en/latest/guides/flax_fundamentals/rng_guide.html) which is (path + order)-based and uses a static counters."
+    "Random state in Flax NNX is radically simplified compared to systems like Haiku/Flax Linen in that it defines \"random state as object state\". In essence, this means that random state is just another type of state, it's stored in Variables and held by the models themselves. The main characteristic of the RNG system in Flax NNX is that its **explicit**, its **order-based**, and uses **dynamic counters**. This is a bit different from [Flax Linen's RNG system](https://flax.readthedocs.io/en/latest/guides/flax_fundamentals/rng_guide.html) which is (path + order)-based and uses a static counters."
    ]
   },
   {

diff --git a/docs_nnx/guides/randomness.md b/docs_nnx/guides/randomness.md
@@ -10,7 +10,7 @@ jupytext:
 
 # Randomness
 
-Random state in Flax NNX is radically simplified compared to systems like Haiku/Flax Linen in that it defines "random state as object state". In essence, this means that random state is just another type of state, and is stored in Variables and help by the models themselves. The main characteristic of the RNG system in Flax NNX is that its **explicit**, its **order-based**, and uses **dynamic counters**. This is a bit different from [Flax Linen's RNG system](https://flax.readthedocs.io/en/latest/guides/flax_fundamentals/rng_guide.html) which is (path + order)-based and uses a static counters.
+Random state in Flax NNX is radically simplified compared to systems like Haiku/Flax Linen in that it defines "random state as object state". In essence, this means that random state is just another type of state, it's stored in Variables and held by the models themselves. The main characteristic of the RNG system in Flax NNX is that its **explicit**, its **order-based**, and uses **dynamic counters**. This is a bit different from [Flax Linen's RNG system](https://flax.readthedocs.io/en/latest/guides/flax_fundamentals/rng_guide.html) which is (path + order)-based and uses a static counters.
 
 ```{code-cell} ipython3
 from flax import nnx