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Flax NNX Model EMA.ipynb
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "view-in-github", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"<a href=\"https://colab.research.google.com/gist/NobuoTsukamoto/61eb086f4bf1230c9613a3035dae8cec/flax-nnx-model-ema.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"# Flax NNX Model EMA" | |
], | |
"metadata": { | |
"id": "lDzsKFLFiorR" | |
}, | |
"id": "lDzsKFLFiorR" | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"This notebook is a sample implementation of Model EMA, referring to the [MNIST tutorial - Flax NNX](https://flax.readthedocs.io/en/latest/mnist_tutorial.html)" | |
], | |
"metadata": { | |
"id": "q7e0uL63fw6d" | |
}, | |
"id": "q7e0uL63fw6d" | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"id": "33338dd3", | |
"metadata": { | |
"id": "33338dd3" | |
}, | |
"outputs": [], | |
"source": [ | |
"import tensorflow as tf # TensorFlow / `tf.data` operations.\n", | |
"import tensorflow_datasets as tfds # TFDS to download MNIST.\n", | |
"\n", | |
"from flax import nnx # The Flax NNX API.\n", | |
"from functools import partial\n", | |
"\n", | |
"import jax.numpy as jnp # JAX NumPy\n", | |
"\n", | |
"import optax\n", | |
"\n", | |
"from IPython.display import clear_output\n", | |
"import matplotlib.pyplot as plt" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 33, | |
"id": "3549862b", | |
"metadata": { | |
"id": "3549862b" | |
}, | |
"outputs": [], | |
"source": [ | |
"class ModelEMA(nnx.Optimizer):\n", | |
"\n", | |
" def __init__(\n", | |
" self,\n", | |
" model: nnx.Module,\n", | |
" tx: optax.GradientTransformation,\n", | |
" ):\n", | |
" super().__init__(model, tx, wrt=[nnx.Param, nnx.BatchStat])\n", | |
"\n", | |
"\n", | |
" def update(self, model_orginal: nnx.Module):\n", | |
" params = nnx.state(model_orginal, self.wrt)\n", | |
" opt_state = nnx.optimizer._opt_state_variables_to_state(self.opt_state)\n", | |
"\n", | |
" _, new_opt_state = self.tx.update(params, opt_state)\n", | |
"\n", | |
" self.step.value += 1\n", | |
" nnx.update(self.model, new_opt_state.ema)\n", | |
" nnx.optimizer._update_opt_state(self.opt_state, new_opt_state)\n", | |
"\n", | |
" params = nnx.state(self.model, self.wrt)\n", | |
" opt_state = nnx.optimizer._opt_state_variables_to_state(self.opt_state)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 34, | |
"id": "7cc84680", | |
"metadata": { | |
"id": "7cc84680" | |
}, | |
"outputs": [], | |
"source": [ | |
"tf.random.set_seed(0) # Set the random seed for reproducibility." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 35, | |
"id": "c4cbcfa7", | |
"metadata": { | |
"id": "c4cbcfa7" | |
}, | |
"outputs": [], | |
"source": [ | |
"train_steps = 1200\n", | |
"eval_every = 200\n", | |
"batch_size = 32\n", | |
"\n", | |
"train_ds: tf.data.Dataset = tfds.load(\n", | |
" \"mnist\", split=\"train\", data_dir=\"/home/nobuo/jax/jax_examples/tensorflow_datasets\"\n", | |
")\n", | |
"test_ds: tf.data.Dataset = tfds.load(\n", | |
" \"mnist\", split=\"test\", data_dir=\"/home/nobuo/jax/jax_examples/tensorflow_datasets\"\n", | |
")\n", | |
"\n", | |
"train_ds = train_ds.map(\n", | |
" lambda sample: {\n", | |
" \"image\": tf.cast(sample[\"image\"], tf.float32) / 255,\n", | |
" \"label\": sample[\"label\"],\n", | |
" }\n", | |
") # normalize train set\n", | |
"test_ds = test_ds.map(\n", | |
" lambda sample: {\n", | |
" \"image\": tf.cast(sample[\"image\"], tf.float32) / 255,\n", | |
" \"label\": sample[\"label\"],\n", | |
" }\n", | |
") # Normalize the test set.\n", | |
"\n", | |
"# Create a shuffled dataset by allocating a buffer size of 1024 to randomly draw elements from.\n", | |
"train_ds = train_ds.repeat().shuffle(1024)\n", | |
"# Group into batches of `batch_size` and skip incomplete batches, prefetch the next sample to improve latency.\n", | |
"train_ds = train_ds.batch(batch_size, drop_remainder=True).take(train_steps).prefetch(1)\n", | |
"# Group into batches of `batch_size` and skip incomplete batches, prefetch the next sample to improve latency.\n", | |
"test_ds = test_ds.batch(batch_size, drop_remainder=True).prefetch(1)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 36, | |
"id": "706f2023", | |
"metadata": { | |
"id": "706f2023" | |
}, | |
"outputs": [], | |
"source": [ | |
"class CNN(nnx.Module):\n", | |
" \"\"\"A simple CNN model.\"\"\"\n", | |
"\n", | |
" def __init__(self, *, rngs: nnx.Rngs):\n", | |
" self.conv1 = nnx.Conv(1, 32, kernel_size=(3, 3), rngs=rngs)\n", | |
" self.batch_norm1 = nnx.BatchNorm(32, rngs=rngs)\n", | |
" self.conv2 = nnx.Conv(32, 64, kernel_size=(3, 3), rngs=rngs)\n", | |
" self.avg_pool = partial(nnx.avg_pool, window_shape=(2, 2), strides=(2, 2))\n", | |
" self.linear1 = nnx.Linear(3136, 256, rngs=rngs)\n", | |
" self.linear2 = nnx.Linear(256, 10, rngs=rngs)\n", | |
"\n", | |
" def __call__(self, x):\n", | |
" # x = self.avg_pool(nnx.relu(self.conv1(x)))\n", | |
" x = self.avg_pool(nnx.relu(self.batch_norm1(self.conv1(x))))\n", | |
" x = self.avg_pool(nnx.relu(self.conv2(x)))\n", | |
" x = x.reshape(x.shape[0], -1) # flatten\n", | |
" x = nnx.relu(self.linear1(x))\n", | |
" x = self.linear2(x)\n", | |
" return x" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 37, | |
"id": "c9cf2769", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 205 | |
}, | |
"id": "c9cf2769", | |
"outputId": "c8ee2f79-e19a-40ee-ef3c-65afd8e747ce" | |
}, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
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uIAaLxpXN+Yho81yPQgHTuB4m1sGz4PcHTn5527w5D3/aRiFEw8wWQkRUhAuCUVELmlbQ1g56IfHhzXNE4rSFoeCdlcXE+HKtB8VJI/KGWiSpQg+Pr2/7OyeRlDFmSyWlwOYl0/dQa/rIKpHUrXby2e2jbRTJcHDZchhSbZ75XeDdZTL+nWNvJePJwLKZTig2z3AYbHPsIseDkWWzPCApApm6oNtK4fwm4p3S02HWMqX2e6pop07IyfEbXrB6j3TybG3Z0LoVbBgN/WPiRQcvqBDpj7sa9TF8HHeLywLvR7oyD+KPCNe5hbFlvlFxzFvAHLhIN70ZkHzrzfBodHMkMCQrzDEybTMVgsdNiNG3g6TWVHAHyNZRi4SuYs+aJm8tB//iERtCk8oo4FPMg6wZmsLprKIyTMy8bKNrRQaVy60ihGu7MfAKLzYkuQjmbhCwy7My5RjUYd9zDwMJHFqmdth79DuOzdMsewhJ3v4e1gDQRt4htvyHLc/VD237kPSTZL58Qq5H9x5XcdEtRY22a1WfndGolmf5t+kEU5O8xI8cryRoYDSVg06N56qqcoqkSUz5oMBIvebfNdjsDBTFtU7ArYchmxPcspaLdKDVRjZyQbQphuDzNWLkom+SlWn8KZsdS+tj3KxpkqwoJTRraf3OnihpJTZn7KSljB3WqUPSb8fqk67trrErWpzLe2FO1/HR9m/LLG/74nloAjZM4rcEj8pm/xKdS/hehiyjEhq+RIfneccx0s2ZOmERU0e0B2M68t9hpD2LGLktuly0ecFt45Xv2am2xt+poiY+JlBb+KL49q6Ua0qrtfTmBUlO1yJpWRfN78byHM2zvCJwsswLVZa3HKtrmP02inqZWGSDLIHvMEEhGd9iajBLQWMkBWZ/i2dQzE6sSMIP6yLLUSVNE9dFwH4e8bEjOdWL0mmaMDuHYgd0VbzsAvGyAm8InMLJSAJQQLoADI0XIUAMzyuyzqk7FS/LSsBQFAUKOicKsqACKAoKkhRBhoAxRKWKl92ReNlJk5Ad6plOXcXOloytVRxt2Ryiza/Qy7pJGNxUWG1DmoA7l0cRMFmF1BZAaoauaYAXdEZVFMFgJA2wQFMMxHEQQAzidiuziaQYisYCUdKQABRJU2Wks7oAZQGogiBWSG0HkRq2CPkRxYi4wmmlYmqF0sqM0jaxNi8db0s2mquMcxvQgoDTefQgIKxQ2gIoDciQY3kIMVRTBUZigCFLnMCyMgtYAerGTqE0CelIESXIqIARoKoCwHMYpwmSoukSK6kVSttBlBbYhPyQIkZeIbXSMbZCa2VGa5tap6sUwSUHbFmx35N0FVxbAK7xksorAAKGHH/qkFGgDBXA6rwMIZB4sFNwjYc8khhZ0nUNChyralAR8MxjWV3nORZV6YJ3Ea7Nz3SbTl2BtZKxtYJqZYZqm1mhlwVqdr+7kwlt45yNjzGPJOL0xaQrcvu2bdrtFrhHLmhnp3O5AJaHtlc4KcPNI6OUYpsXFXgwMydNg91euZCx5REEoSsgrZRDVpR+N4v7DK2qW3xrJhphrpszEe3m5YB6nmnNyT2IGoy4vXKIRphHDBFplfNr1TLIjMuaIqzyf1X5v8qY/yuuqDkSWc0gr3KBlYyRzz4R6SQsz+vwFpeUlLSccqdk5ySR+5RoRFzMSVGVY6vKsbX2PbjMhE2pxFW+rWctxF+6rViZtAyThp3R0lk00qe4QeM53iivQRvrWO5LIJs1aTJTmbQyivFXtrpbZJrv8DbTaIx5970D4oJkQezcQ/hhDW/XZRIfa27ZxAsV42IawPNbw8TSeV3NrUibNek7Jkaa1+FMFKpSaVWptDaar+hXMutyCybU4iSJVnhRrVJp5UilRfoA3AmP4QxzvZD0WYG4szK7cQWmzGKVA0GVqLos0Az1pqTZsIZf6uyA3g5+rZmj4+PLVJQEZfW95k3nZ0zyf84Hm6eIS/LF5u3lN7sIv9nC+c1tPcO5RRjOFc1wSdi2tMETHOQXYTe/pV8lF57jV8k3v8T/2oevqri7DShDHjUowjMgLgGJuZN5Wl6pS7CZqDsW6rykK4LKKLqgsKzGi5IoChwrMpyicGKhUXcHFPmXO6AkYbXhd4BnNVWXDA4ammCoumIgSQOIEQ1J0BggPIfwu3zM3ZU4vLiZyA4Wm6as4u9Kws4q7q7McG29K3SVGKG0AC3r/umYoghwNv6WwbYlQwCQlXhDMWRRFgzEqZymAlFXDUkVAcMWmrtKEladC14TWCQaMm+QZAhQ1TQgIkHkRE7iBRY+BzSWzdPdAmHz4/Un6SoAVgJWVuCrnOBr3avvssDLtHcyz0HI0tjgsnkfI9y8CJy+n0sGo7OArZJBfHTZQohTFrVJ3PLMp50+jsfDy7dVjwmrw/jizlQw+3OfxYe0JTmK38KDSsI/dgFes1t6TMk972PKzZi+pcOjMMyF2QCA3UbuR+PK5nxEVESKCghNu53GddInu41nQZAx4bZ5cx7+tI1CiIaZLYSIqAgfBKOiFjStoK2dmwHJ4c1zROK0haHgnZXFxPhyrQfFSSPyhsJoHTy+vu3vnERSxpgtlZQCVc6SlYpkXraSJFUBWe6Ad7djsX0hS8nAsplOKKpEaqvjeGaGpBhJlTytSp5WxuRpQ+Q+N9vXFGGVMK0EzFvAHLhIN70ZkHzrzfBodHMkMCQrzDGaTl+TkTtlGMQd5BDDnjVN3gZpPzxiQ4JUMOPcKgqns4rKxHOrbKNrlZW1Y4pwY3lXeFZea+KVKrFblditNPcMcszBKplbGS+IbEZwv5LiodVGNnJBtCmG4PM1YuSmb5KVafwpmx1L62PcrGmSrCglNGtp/c6eKGklNmfspKWMHdapQ9Jvx+qTru2usStanMt7YU7X8dH2b8ssb/viOWkCNkzitwSPymb/Ep1L+F6GLKMSGr5Eh+d5xzHSzZk6YRFTR7QHYzry32GkPYsYuS26XLR5wVUZ33Yq49s6U2wtnWLzvt3qOU4yl8KMG54TGhKYYFzUI/uoxJ+rJwzzsOaYTeYVHQqhTT6gBtjiO4MoXVadO6C4/QNqeGcq/H1/aWWPLxVR77BCb23EwZCXs5Rn+H5ta8RIsnF5U472HemxDU9Z4SUFJTY8l1bMMDseu2gCQhb/pgqSLMu8UGUhXDYL4dvgYSF5CCO5z9L06HWBuQgVhj9gZI6q8zRH3ZQ6F2EVf71eJZ0TgJ+kKkJlFYY7UFhp9bq6mWhsKHM6ywLFkHRJkHmIpx5kIY94RdZUUeULTZLD8hLGKKK02phsCUkSK6qCYUBDYACjqAyrybqhiQzP64z2HDLk5ODsrkRmJ01EdkhxGm0VoV0illaR2mXzmza7TlepckoM1bKuP8dpioBpJFVOnV1xavPNQDSFYQ3EYVdb4DRBRozK8uRnVZQEVZUNrUiIhtm64ow5oiHLuoJ0XVA4QZcVIMuCLBpIFXQJGJLyDNDZHKbuGjCbn+llmrICZSVhZwXIygrI1r8arzt9DnZSt5P1OVLopJCWN4kOXpC2UxB58uik0VaxkSsWxLzoyEm6KlxvldzPvE6RIKpC9qqQvTKG7A2VNEfcWQppFbZXEgZWoXsj5s4L3psirML3yrvtnRmDkkJahfBVIXxVCN/q9ztyzcMqjK+cm1WbEt7SHqLjD4Npds5TiQXmxYZZNmsU61rcJgEDanopbVKsw3Pd7zHpxuwSx/Li0jF3RGV22CJtWnRVdF0VXVf26LqxT5ojTCuVuIqwe5bCq6LsdirKbt0BJL8W0MRVAU3PMqCJy9ZHrsCAJu5AlBmqjhWNX+kFxCqeacsuyXK57kkX+dFvrKpSqKrcFt6VBZphsJyGcTNUBQAEICCWh9BgeV2QNFkp+q4sxTKrvS6Lh6erPOQkSWIFCHhVEQTAMRoUdQayUH8m12Wz+bpbN2a5BeJuqq99l5al1c3Zcro1m1qiq1CmEqO0+XcVi/vyN4vhmcBs34e/dShLrCKovAZ0wUCyxim8KvCSobKMAWChoeYss+IwJkYiAUyyrjIQCJIoApVjoAHwkHkosxA8A1yWzdNdw2R5w26qj3+XkJ0VFisrFlv/QrzmKKYtjZ3h8gcxbcmXwFlmO+WQP4aJq2KY1imIfDFMXBXDtBbu5ziurj47VsUwlT6GicsfglN9eqyMDKximEbMzRfDVH2CbCv2u3Ncv68+Q1bFMFUxTGve7cg1D6sYpnJuVW1KeFUMUxXDtCnHO28gDFfFMD1z0VUxTFUM03bEMHGLhMFUXwmrhFfFMOWNYdomRVpbxEilLL+uLCNKaN6f/D+Ukt06</script> <treescope-run-here><script type=\"application/octet-stream\"> const root = ( Array.from(document.getElementsByClassName( \"treescope_out_b2413810e77f47a480c4e195307304f5\")) .filter((elt) => !elt.dataset['step0']) )[0]; root.dataset['step0'] = 1; root.defns.insertContent( this.parentNode.querySelector('script[type=\"application/octet-stream\"]'), true ); this.parentNode.remove(); </script></treescope-run-here> </div>" | |
] | |
}, | |
"metadata": {} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
], | |
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] | |
}, | |
"metadata": {} | |
} | |
], | |
"source": [ | |
"# Instantiate the model.\n", | |
"model = CNN(rngs=nnx.Rngs(0))\n", | |
"# Visualize it.\n", | |
"nnx.display(model)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 38, | |
"id": "3ca04a93", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 36 | |
}, | |
"id": "3ca04a93", | |
"outputId": "8026e199-93af-484f-b54f-0bed20e9ae45" | |
}, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
], | |
"text/html": [ | |
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oldScript.parentNode.replaceChild(newScript, oldScript); } if (root.state.loadingMsg) { root.state.loadingMsg.remove(); root.state.loadingMsg = null; } root.shadowRoot.appendChild(node); }; root.defns.insertContent = ((contentNode, compressed) => { if (compressed) { root.state.deferring = true; } if (root.state.deferring) { root.state.chain = (async () => { await root.state.chain; if (compressed) { const encoded = contentNode.textContent; const blob = new Blob([ Uint8Array.from(atob(encoded), (m) => m.codePointAt(0)) ]); const reader = blob.stream().pipeThrough( new DecompressionStream(\"deflate\") ).pipeThrough( new TextDecoderStream(\"utf-8\") ).getReader(); const parts = []; while (true) { const step = await reader.read(); if (step.done) { break; } parts.push(step.value); } const tpl = document.createElement('template'); tpl.innerHTML = parts.join(\"\"); _insertNode(tpl.content); } else { _insertNode(contentNode.content); } })(); } else { _insertNode(contentNode.content); } }); 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</script> <treescope-run-here><script type=\"application/octet-stream\"> const root = ( Array.from(document.getElementsByClassName( \"treescope_out_254cfdc1513f4487ae9eb4db105c4497\")) .filter((elt) => !elt.dataset['step0']) )[0]; root.dataset['step0'] = 1; root.defns.insertContent( this.parentNode.querySelector('script[type=\"application/octet-stream\"]'), true ); this.parentNode.remove(); </script></treescope-run-here> </div>" | |
] | |
}, | |
"metadata": {} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
], | |
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</script> <treescope-run-here><script type=\"application/octet-stream\"> const root = ( Array.from(document.getElementsByClassName( \"treescope_out_254cfdc1513f4487ae9eb4db105c4497\")) .filter((elt) => !elt.dataset['step1']) )[0]; root.dataset['step1'] = 1; root.defns.insertContent( this.parentNode.querySelector('script[type=\"application/octet-stream\"]'), true ); this.parentNode.remove(); </script></treescope-run-here> </div>" | |
] | |
}, | |
"metadata": {} | |
} | |
], | |
"source": [ | |
"learning_rate = 0.005\n", | |
"momentum = 0.9\n", | |
"\n", | |
"optimizer = nnx.Optimizer(model, optax.adamw(learning_rate, momentum))\n", | |
"metrics = nnx.MultiMetric(\n", | |
" accuracy=nnx.metrics.Accuracy(),\n", | |
" loss=nnx.metrics.Average(\"loss\"),\n", | |
")\n", | |
"\n", | |
"nnx.display(optimizer)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 39, | |
"id": "8d6bf2c3", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 36 | |
}, | |
"id": "8d6bf2c3", | |
"outputId": "117f3275-68ec-4d98-e849-32dc5d2d41bf" | |
}, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
], | |
"text/html": [ | |
"<script> (()=>{ if (customElements.get('treescope-container') === undefined) { class TreescopeContainer extends HTMLElement { constructor() { super(); this.attachShadow({mode: \"open\"}); this.defns = {}; this.state = {}; } } customElements.define(\"treescope-container\", TreescopeContainer); } if (customElements.get('treescope-run-here') === undefined) { class RunHere extends HTMLElement { constructor() { super() } connectedCallback() { const run = child => { const fn = new Function(child.textContent); child.textContent = \"\"; fn.call(this); this.remove(); }; const child = this.querySelector(\"script\"); if (child) { run(child); } else { new MutationObserver(()=>{ run(this.querySelector(\"script\")); }).observe(this, {childList: true}); } } } customElements.define(\"treescope-run-here\", RunHere); } })(); </script> <treescope-container class=\"treescope_out_b46d2ddeec0645718c639e0839c5b3a4\" style=\"display:block\"></treescope-container> <treescope-run-here><script 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] | |
}, | |
"metadata": {} | |
} | |
], | |
"source": [ | |
"ema_model = nnx.clone(model)\n", | |
"\n", | |
"nnx.display(ema_model)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 40, | |
"id": "60afdfbf", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 457 | |
}, | |
"id": "60afdfbf", | |
"outputId": "ae9316fa-b9f2-4f55-c5a6-a9bb28cd9d61" | |
}, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
], | |
"text/html": [ | |
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oldScript.parentNode.replaceChild(newScript, oldScript); } if (root.state.loadingMsg) { root.state.loadingMsg.remove(); root.state.loadingMsg = null; } root.shadowRoot.appendChild(node); }; root.defns.insertContent = ((contentNode, compressed) => { if (compressed) { root.state.deferring = true; } if (root.state.deferring) { root.state.chain = (async () => { await root.state.chain; if (compressed) { const encoded = contentNode.textContent; const blob = new Blob([ Uint8Array.from(atob(encoded), (m) => m.codePointAt(0)) ]); const reader = blob.stream().pipeThrough( new DecompressionStream(\"deflate\") ).pipeThrough( new TextDecoderStream(\"utf-8\") ).getReader(); const parts = []; while (true) { const step = await reader.read(); if (step.done) { break; } parts.push(step.value); } const tpl = document.createElement('template'); tpl.innerHTML = parts.join(\"\"); _insertNode(tpl.content); } else { _insertNode(contentNode.content); } })(); } else { _insertNode(contentNode.content); } }); 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</script> <treescope-run-here><script type=\"application/octet-stream\"> const root = ( Array.from(document.getElementsByClassName( \"treescope_out_1eb04673b5714e07928536660c9f9750\")) .filter((elt) => !elt.dataset['step0']) )[0]; root.dataset['step0'] = 1; root.defns.insertContent( this.parentNode.querySelector('script[type=\"application/octet-stream\"]'), true ); this.parentNode.remove(); </script></treescope-run-here> </div>" | |
] | |
}, | |
"metadata": {} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
], | |
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</script> <treescope-run-here><script type=\"application/octet-stream\"> const root = ( Array.from(document.getElementsByClassName( \"treescope_out_1eb04673b5714e07928536660c9f9750\")) .filter((elt) => !elt.dataset['step1']) )[0]; root.dataset['step1'] = 1; root.defns.insertContent( this.parentNode.querySelector('script[type=\"application/octet-stream\"]'), true ); this.parentNode.remove(); </script></treescope-run-here> </div>" | |
] | |
}, | |
"metadata": {} | |
} | |
], | |
"source": [ | |
"model_ema_decay = 0.9\n", | |
"\n", | |
"ema_tx = optax.ema(model_ema_decay)\n", | |
"ema_optimizer = ModelEMA(ema_model, ema_tx)\n", | |
"\n", | |
"nnx.display(ema_optimizer)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 41, | |
"id": "a6139496", | |
"metadata": { | |
"id": "a6139496" | |
}, | |
"outputs": [], | |
"source": [ | |
"def loss_fn(model: CNN, batch):\n", | |
" logits = model(batch[\"image\"])\n", | |
" loss = optax.softmax_cross_entropy_with_integer_labels(\n", | |
" logits=logits, labels=batch[\"label\"]\n", | |
" ).mean()\n", | |
" return loss, logits" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 42, | |
"id": "4b2052e4", | |
"metadata": { | |
"id": "4b2052e4" | |
}, | |
"outputs": [], | |
"source": [ | |
"@nnx.jit\n", | |
"def train_step(model: CNN, optimizer: nnx.Optimizer, metrics: nnx.MultiMetric, batch):\n", | |
" \"\"\"Train for a single step.\"\"\"\n", | |
" grad_fn = nnx.value_and_grad(loss_fn, has_aux=True)\n", | |
" (loss, logits), grads = grad_fn(model, batch)\n", | |
" metrics.update(loss=loss, logits=logits, labels=batch[\"label\"]) # In-place updates.\n", | |
" optimizer.update(grads) # In-place updates." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 43, | |
"id": "77a2ff63", | |
"metadata": { | |
"id": "77a2ff63" | |
}, | |
"outputs": [], | |
"source": [ | |
"@nnx.jit\n", | |
"def eval_step(model: CNN, metrics: nnx.MultiMetric, batch):\n", | |
" loss, logits = loss_fn(model, batch)\n", | |
" metrics.update(loss=loss, logits=logits, labels=batch[\"label\"]) # In-place updates." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 44, | |
"id": "4c0f07c7", | |
"metadata": { | |
"id": "4c0f07c7" | |
}, | |
"outputs": [], | |
"source": [ | |
"@nnx.jit\n", | |
"def ema_step(model: CNN, ema_optimizer: nnx.Optimizer):\n", | |
" ema_optimizer.update(model)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 45, | |
"id": "68e394d7", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 370 | |
}, | |
"id": "68e394d7", | |
"outputId": "2a9e1320-8537-4f37-c534-d61c940d926c" | |
}, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 1500x500 with 2 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": {} | |
} | |
], | |
"source": [ | |
"metrics_history = {\n", | |
" \"train_loss\": [],\n", | |
" \"train_accuracy\": [],\n", | |
" \"test_loss\": [],\n", | |
" \"test_accuracy\": [],\n", | |
" \"ema_loss\": [],\n", | |
" \"ema_accuracy\": [],\n", | |
"}\n", | |
"\n", | |
"for step, batch in enumerate(train_ds.as_numpy_iterator()):\n", | |
" # Run the optimization for one step and make a stateful update to the following:\n", | |
" # - The train state's model parameters\n", | |
" # - The optimizer state\n", | |
" # - The training loss and accuracy batch metrics\n", | |
" model.train()\n", | |
" ema_model.train()\n", | |
" train_step(model, optimizer, metrics, batch)\n", | |
" ema_step(model, ema_optimizer) # Update the EMA model.\n", | |
"\n", | |
" if step > 0 and (\n", | |
" step % eval_every == 0 or step == train_steps - 1\n", | |
" ): # One training epoch has passed.\n", | |
" # Log the training metrics.\n", | |
" for metric, value in metrics.compute().items(): # Compute the metrics.\n", | |
" metrics_history[f\"train_{metric}\"].append(value) # Record the metrics.\n", | |
" metrics.reset() # Reset the metrics for the test set.\n", | |
"\n", | |
" # Compute the metrics on the test set after each training epoch.\n", | |
" model.eval()\n", | |
" for test_batch in test_ds.as_numpy_iterator():\n", | |
" eval_step(model, metrics, test_batch)\n", | |
"\n", | |
" # Log the test metrics.\n", | |
" for metric, value in metrics.compute().items():\n", | |
" metrics_history[f\"test_{metric}\"].append(value)\n", | |
" metrics.reset() # Reset the metrics for the next training epoch.\n", | |
"\n", | |
" ema_model.eval()\n", | |
" for test_batch in test_ds.as_numpy_iterator():\n", | |
" eval_step(ema_model, metrics, test_batch)\n", | |
"\n", | |
" # Log the test metrics.\n", | |
" for metric, value in metrics.compute().items():\n", | |
" metrics_history[f\"ema_{metric}\"].append(value)\n", | |
" metrics.reset() # Reset the metrics for the next training epoch.\n", | |
"\n", | |
" clear_output(wait=True)\n", | |
" # Plot loss and accuracy in subplots\n", | |
" fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(15, 5))\n", | |
" ax1.set_title(\"Loss\")\n", | |
" ax2.set_title(\"Accuracy\")\n", | |
" for dataset in (\"train\", \"test\", \"ema\"):\n", | |
" ax1.plot(metrics_history[f\"{dataset}_loss\"], label=f\"{dataset}_loss\")\n", | |
" ax2.plot(\n", | |
" metrics_history[f\"{dataset}_accuracy\"], label=f\"{dataset}_accuracy\"\n", | |
" )\n", | |
" ax1.legend()\n", | |
" ax2.legend()\n", | |
" plt.show()" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "jax-v0.6.0-torch-v2.7.0-py3.12", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.12.10" | |
}, | |
"colab": { | |
"provenance": [], | |
"include_colab_link": true | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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