diff --git a/docs/examples/surrogate_gradient/SurrogateGradientTutorial.ipynb b/docs/examples/surrogate_gradient/SurrogateGradientTutorial.ipynb index 37b7bf0..29dfbb0 100644 --- a/docs/examples/surrogate_gradient/SurrogateGradientTutorial.ipynb +++ b/docs/examples/surrogate_gradient/SurrogateGradientTutorial.ipynb @@ -28,7 +28,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 10, "id": "3cf6fa71", "metadata": { "id": "3cf6fa71" @@ -42,7 +42,7 @@ "import os\n", "import jax\n", "from jax import numpy as jnp\n", - "import jmp\n", + "import jmp # jax mixed-precision\n", "import numpy as np\n", "\n", "from jax_tqdm import scan_tqdm\n", @@ -59,6 +59,50 @@ "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay" ] }, + { + "cell_type": "markdown", + "id": "289c72b9", + "metadata": {}, + "source": [ + "## Here's an example of JAX's JIT abilities:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "f2785ac1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{ \u001b[34m\u001b[22m\u001b[1mlambda \u001b[39m\u001b[22m\u001b[22m; a\u001b[35m:f32[1,1,1,1,1,1]\u001b[39m. \u001b[34m\u001b[22m\u001b[1mlet\n", + " \u001b[39m\u001b[22m\u001b[22mb\u001b[35m:f32[1,1,1,1,1,1]\u001b[39m = pjit[\n", + " jaxpr={ \u001b[34m\u001b[22m\u001b[1mlambda \u001b[39m\u001b[22m\u001b[22m; c\u001b[35m:f32[1,1,1,1,1,1]\u001b[39m. \u001b[34m\u001b[22m\u001b[1mlet\n", + " \u001b[39m\u001b[22m\u001b[22md\u001b[35m:f32[1,1,1,1,1,1]\u001b[39m = abs c\n", + " e\u001b[35m:f32[1,1,1,1,1,1]\u001b[39m = mul 25.0 d\n", + " f\u001b[35m:f32[1,1,1,1,1,1]\u001b[39m = add 1.0 e\n", + " g\u001b[35m:f32[1,1,1,1,1,1]\u001b[39m = integer_pow[y=2] f\n", + " h\u001b[35m:f32[1,1,1,1,1,1]\u001b[39m = div 1.0 g\n", + " \u001b[34m\u001b[22m\u001b[1min \u001b[39m\u001b[22m\u001b[22m(h,) }\n", + " name=g\n", + " ] a\n", + " \u001b[34m\u001b[22m\u001b[1min \u001b[39m\u001b[22m\u001b[22m(b,) }" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from jax import make_jaxpr\n", + "\n", + "example_a = jnp.ones([1,1,1,1,1,1])\n", + "\n", + "make_jaxpr(spyx.axn.superspike())(example_a)" + ] + }, { "cell_type": "markdown", "id": "f4e9402d", @@ -73,7 +117,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 11, "id": "9bfdcd58", "metadata": { "id": "9bfdcd58" @@ -102,7 +146,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 12, "id": "6573ba59", "metadata": { "id": "6573ba59" @@ -114,7 +158,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 13, "id": "e5d127b3", "metadata": { "id": "e5d127b3" @@ -128,7 +172,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 14, "id": "f2076c71", "metadata": { "colab": { @@ -141,12 +185,14 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ - "
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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -157,7 +203,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 15, "id": "df9bc18e", "metadata": { "colab": { @@ -173,7 +219,7 @@ "(25, 256)" ] }, - "execution_count": 7, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -199,7 +245,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 16, "id": "1e9ee900", "metadata": { "id": "1e9ee900" @@ -228,7 +274,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 17, "id": "e32e514a", "metadata": { "id": "e32e514a" @@ -254,7 +300,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 18, "id": "aa93e1f4", "metadata": { "id": "aa93e1f4" @@ -366,7 +412,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 20, "id": "f5eb4fb2", "metadata": { "id": "f5eb4fb2" @@ -413,7 +459,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 21, "id": "ec1565db", "metadata": { "colab": { @@ -441,7 +487,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "c1b33720a5644e56937a8acfd5e2982d", + "model_id": "861cf97ed4614b60ac90e2eababcee2a", "version_major": 2, "version_minor": 0 }, @@ -459,7 +505,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 22, "id": "1c431435", "metadata": { "colab": { @@ -473,7 +519,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Performance: train_loss=1.6130576133728027, val_acc=0.9016927480697632, val_loss=1.7374032735824585\n" + "Performance: train_loss=1.5957428216934204, val_acc=0.923828125, val_loss=1.7143497467041016\n" ] } ], @@ -483,7 +529,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 23, "id": "d5470666", "metadata": { "colab": { @@ -496,12 +542,14 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -526,7 +574,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 24, "id": "6a9716b6", "metadata": { "colab": { @@ -541,7 +589,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Accuracy: 0.7548828 Loss: 1.9744271\n" + "Accuracy: 0.7626953 Loss: 1.9734248\n" ] } ], @@ -552,7 +600,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 25, "id": "d1ad7ead", "metadata": { "colab": { @@ -565,12 +613,14 @@ "outputs": [ { "data": { - "image/png": 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", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], diff --git a/docs/introduction.rst b/docs/introduction.rst index d2fb9bb..1bdeda3 100644 --- a/docs/introduction.rst +++ b/docs/introduction.rst @@ -4,3 +4,5 @@ Introduction Spyx is a lightweight JAX-based spiking neural network library that is highly extensible and enables rapid experimentation on GPUs and TPUs. The mindset for creating and using Spyx is to train networks completely on accelerator and then export them to neuromorphic hardware through the use of Neuromorphic Intermediate Representation. + +For an introductory talk and guided walkthrough of the tutorial, check out this talk: [Spyx Workshop](https://www.youtube.com/live/gKNegntASLI?si=Jz6In4CfPYL3fuUd) \ No newline at end of file