{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Copyright 2022 Google LLC\n", "\n", "Licensed under the Apache License, Version 2.0 (the \"License\");\n", "you may not use this file except in compliance with the License.\n", "You may obtain a copy of the License at\n", "\n", " https://www.apache.org/licenses/LICENSE-2.0\n", "\n", "Unless required by applicable law or agreed to in writing, software\n", "distributed under the License is distributed on an \"AS IS\" BASIS,\n", "WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n", "See the License for the specific language governing permissions and\n", "limitations under the License." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Few-shot Adaptation with Model Agnostic Meta-Learning (MAML)\n", "\n", "[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/google/jaxopt/blob/main/docs/notebooks/implicit_diff/maml.ipynb)\n", "\n", "\n", "This notebook shows how to use Model Agnostic Meta-Learning (MAML) for few-shot adaptation on a simple regression task. This example appears in section 5.1 of [(Finn et al. 2017)](https://arxiv.org/pdf/1703.03400.pdf). The problem is however solved using *implicit* MAML formulation of [(Rajeswaran et al., 2019)](https://arxiv.org/pdf/1909.04630.pdf)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%%capture\n", "%pip install jaxopt flax matplotlib tqdm" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "TPU not found, continuing without it.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/zramzi/workspace/jaxopt/venv/lib/python3.9/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n" ] } ], "source": [ "from functools import partial\n", "from typing import Any, Sequence\n", "\n", "# activate TPUs if available\n", "try:\n", " import jax.tools.colab_tpu\n", " jax.tools.colab_tpu.setup_tpu()\n", "except (KeyError, RuntimeError):\n", " print(\"TPU not found, continuing without it.\")\n", "\n", "from jax.config import config\n", "config.update(\"jax_enable_x64\", True)\n", "\n", "import jax\n", "from jax import numpy as jnp\n", "from jax import random\n", "from jax import vmap\n", "from jax.tree_util import Partial, tree_map\n", "\n", "from jaxopt import LBFGS, GradientDescent\n", "from jaxopt import linear_solve\n", "from jaxopt import OptaxSolver\n", "from jaxopt import tree_util\n", "\n", "import optax\n", "\n", "# we use flax to construct a small multi-layer perceptron\n", "from flax import linen as nn\n", "from tqdm.auto import tqdm\n", "\n", "# for plotting\n", "import matplotlib.pyplot as plt\n", "from matplotlib.pyplot import cm" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# default values \n", "n_tasks = 4\n", "MIN_X = -5\n", "MAX_X = 5\n", "\n", "# amount of L2 regularization. Higher regularization values will promote\n", "# task parameters that are closer to each other.\n", "L2REG = 2 # similar to that of the paper\n", "\n", "# for bigger plots\n", "plt.rcParams.update({\"figure.figsize\": (12, 6)})\n", "plt.rcParams.update({'font.size': 22})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Problem setup\n", "\n", "We consider a multi-task problem, where each task involves regressing from the input to the output of a sine wave. The different tasks have different amplitude and phase of the sinusoid." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def generate_task(key, n_samples_train=6, n_samples_test=6, min_phase=0.5, max_phase=jnp.pi, min_amplitude=0.1, max_amplitude=0.5):\n", " \"\"\"Generate a toy 1-D regression dataset.\"\"\"\n", " amplitude = random.uniform(key) * (max_amplitude - min_amplitude) + min_amplitude\n", " \n", " key, _ = random.split(key)\n", " phase = random.uniform(key) * (max_phase - min_phase) + min_phase\n", "\n", " key, _ = random.split(key)\n", " x_train = random.uniform(key, shape=(n_samples_train,)) * (MAX_X - MIN_X) + MIN_X\n", " x_train = x_train.reshape((-1, 1)) # Reshape to feed into MLP later\n", " y_train = jnp.sin(x_train - phase) * amplitude\n", "\n", " key, _ = random.split(key)\n", " x_test = random.uniform(key, shape=(n_samples_test,)) * (MAX_X - MIN_X) + MIN_X\n", " x_test = x_test.reshape((-1, 1)) # Reshape to feed into MLP later\n", " y_test = jnp.sin(x_test - phase) * amplitude\n", "\n", " return (x_train, y_train), (x_test, y_test), phase, amplitude\n", "\n", "\n", "# the above function generates a single task\n", "# the next function should generate a metabatch of tasks in a vectorized fashion (that is without a for loop)\n", "# the tasks should be batched in the first dimension\n", "@partial(jax.jit, static_argnums=(1, 2, 3))\n", "def generate_task_batch(key, meta_batch_size=25, n_samples_train=6, n_samples_test=6, min_phase=0.5, max_phase=jnp.pi, min_amplitude=0.1, max_amplitude=0.5):\n", " \"\"\"Generate a batch of toy 1-D regression datasets.\"\"\"\n", " keys = random.split(key, meta_batch_size)\n", " tasks = vmap(\n", " generate_task,\n", " in_axes=(0, None, None, None, None, None, None),\n", " )(keys, n_samples_train, n_samples_test, min_phase, max_phase, min_amplitude, max_amplitude)\n", " return tasks" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "key = random.PRNGKey(0)\n", "fig = plt.figure(figsize=(12, 6))\n", "\n", "colors = cm.Set2(jnp.linspace(0, 1, n_tasks))\n", "\n", "data_train, data_test, phase, amplitude = generate_task_batch(random.PRNGKey(0), meta_batch_size=n_tasks)\n", "for task in range(n_tasks):\n", "\n", " phase_ = phase[task]\n", " amplitude_ = amplitude[task]\n", "\n", " # generate the ground truth regression curve for plotting\n", " xs = jnp.linspace(MIN_X, MAX_X, 100)\n", " ys = jnp.sin(xs-phase_) * amplitude_\n", " plt.plot(xs, ys, linewidth=4, label=f'ground truth for task {task+1}', color=colors[task])\n", "\n", "plt.xlim((MIN_X, MAX_X))\n", "plt.legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False, ncol=2)\n", "# Hide the right and top spines\n", "ax = plt.gca()\n", "ax.spines.right.set_visible(False)\n", "ax.spines.top.set_visible(False)\n", "\n", "# Only show ticks on the left and bottom spines\n", "ax.yaxis.set_ticks_position('left')\n", "ax.xaxis.set_ticks_position('bottom')\n", "plt.xlabel('x')\n", "plt.ylabel('y')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We call each one of the curves above a \"task\". For each task, we have access to 12 samples drawn uniformly, that we split among a train and test set of the same size." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12, 6))\n", "for task in range(n_tasks):\n", " ((x_train, y_train), (x_test, y_test)) = (data_train[0][task], data_train[1][task]), (data_test[0][task], data_test[1][task])\n", " plt.scatter(x_train, y_train, marker='o', s=50, label=f\"Training samples for task {task+1}\", color=colors[task])\n", " plt.scatter(x_test, y_test, marker='^', s=80, label=f\"Test samples for task {task+1}\", color=colors[task])\n", "plt.xlabel('x')\n", "plt.ylabel('y')\n", "plt.legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False, ncol=2)\n", "ax = plt.gca()\n", "ax.spines.right.set_visible(False)\n", "ax.spines.top.set_visible(False)\n", "\n", "# Only show ticks on the left and bottom spines\n", "ax.yaxis.set_ticks_position('left')\n", "ax.xaxis.set_ticks_position('bottom')\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Let $\\mathcal{L_i}$ (resp. $\\hat{\\mathcal{L_i}}$) denote the the train set (resp. test set) loss of the $i$-th task. Our goal is to learn a set of weights $\\theta$ such that a model trained on a new task with the regularized loss $\\mathcal{L_i}(\\cdot) + \\frac{}{}\\|\\cdot - \\theta\\|^2$ has a as small generalization error as possible.\n", "[(Rajeswaran et al., 2019)](https://arxiv.org/pdf/1909.04630.pdf) frame this as the following bi-level problem\n", "\n", "\n", "$$\n", "\\text{argmin}_{\\theta} \\sum_{i=1}^K \\hat{\\mathcal{L}_i}(x_i(\\theta)) \\text{ subject to } x_i(\\theta) \\in \\text{argmin}_{x} {\\mathcal{L}}_i(x) + \\frac{\\lambda}{2}\\|x - \\theta\\|^2\\,,\n", "$$\n", "\n", "\n", "In the following cells we'll define the inner objective ${\\mathcal{L}}_i(x) + \\frac{\\lambda}{2}\\|x - \\theta\\|^2$ as ```inner_loss``` and the outer objective $\\hat{\\mathcal{L_i}}$ as ```outer_loss```. Both losses are a quadratic loss using as predictive model a multi-layer perceptron." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "class SimpleMLP(nn.Module):\n", " features: Sequence[int]\n", " dtype: Any\n", "\n", " @nn.compact\n", " def __call__(self, inputs):\n", " x = inputs\n", " for i, feat in enumerate(self.features):\n", " x = nn.Dense(\n", " feat, \n", " name=f'layers_{i}', \n", " param_dtype=self.dtype,\n", " \n", " )(x)\n", " if i != len(self.features) - 1:\n", " x = nn.relu(x)\n", " return x" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "key, subkey = random.split(random.PRNGKey(0), 2)\n", "dummy_input = random.uniform(key, (1,), dtype=jnp.float64)\n", "\n", "model = SimpleMLP(features=[40, 40, 1], dtype=jnp.float64)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The regressor is a neural network model with 2 hidden layers of size 40 with ReLU nonlinearities." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def inner_loss(x, outer_parameters, data, regularization=L2REG):\n", " # x are the task adapted parameters phi prime in the original paper\n", " # outer_parameters are the meta parameters, theta bold in the original paper\n", " samples, targets = data\n", " prediction = model.apply(x, samples)\n", " mse = jnp.mean((prediction - targets)**2) # this is L(phi_prime, D^{tr}_i)\n", " x_m_outer_parameters = tree_util.tree_add_scalar_mul(x, -1, outer_parameters)\n", " reg = (regularization / 2) * tree_util.tree_l2_norm(x_m_outer_parameters, squared=True)\n", " # this \\lambda/2 ||phi_prime - theta_bold||^2\n", " return mse + reg\n", "\n", "inner_solver = GradientDescent(\n", " inner_loss, \n", " stepsize=-1, # using line search\n", " maxiter=16, \n", " tol=1e-12, \n", " maxls=15,\n", " acceleration=False,\n", " implicit_diff=True,\n", " implicit_diff_solve=Partial(\n", " linear_solve.solve_cg,\n", " maxiter=5,\n", " tol=1e-7,\n", " ),\n", ")\n", "\n", "def outer_loss(meta_params, data_train, data_test):\n", " # inner parameters is passed \n", " # iterate on the first K-1 tasks\n", " in_params_sol, _ = vmap(inner_solver.run, (None, None, 0))(\n", " jax.lax.stop_gradient(meta_params), \n", " meta_params, \n", " data_train,\n", " ) # Alg^*(\\theta_bold, D^{tr}_i)\n", " samples_test, targets_test = data_test \n", " prediction = vmap(model.apply)(in_params_sol, samples_test)\n", " loss = jnp.mean((prediction - targets_test)**2) # L(\\phi, D^{te}_i)\n", " return loss, in_params_sol" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Outer loss 0.004: 100%|██████████| 1000/1000 [00:41<00:00, 24.10it/s]\n" ] } ], "source": [ "key, subkey = random.split(random.PRNGKey(0), 2)\n", "\n", "meta_params = model.init(key, dummy_input)\n", "\n", "\n", "gradient_subopt = []\n", "outer_losses = []\n", "\n", "solver = OptaxSolver(\n", " opt=optax.adam(1e-3), \n", " fun=outer_loss, \n", " maxiter=1000, \n", " has_aux=True,\n", " tol=1e-6,\n", ")\n", "data_train, data_test, phase, amplitude = generate_task_batch(\n", " key,\n", " meta_batch_size=2,\n", " n_samples_train=10, \n", " n_samples_test=10,\n", ")\n", "state = solver.init_state(meta_params, data_train, data_test)\n", "jitted_update = jax.jit(solver.update)\n", "\n", "pbar = tqdm(range(solver.maxiter))\n", "\n", "for it in pbar:\n", " key, subkey = random.split(key)\n", " data_train, data_test, phase, amplitude = generate_task_batch(\n", " key,\n", " meta_batch_size=25,\n", " n_samples_train=10, \n", " n_samples_test=10,\n", " )\n", " meta_params, state = jitted_update(meta_params, state, data_train, data_test)\n", " outer_losses.append(state.value)\n", " pbar.set_description(f\"Outer loss {state.value:.3f}\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xx = jnp.linspace(MIN_X, MAX_X, 200)\n", "plt.title(f'Training data and predictive model')\n", "for task in range(n_tasks):\n", " ((x_train, y_train), (x_test, y_test)) = (data_train[0][task], data_train[1][task]), (data_test[0][task], data_test[1][task])\n", " in_params_sol, _ = inner_solver.run(\n", " jax.lax.stop_gradient(meta_params), \n", " meta_params, \n", " (x_train, y_train),\n", " )\n", " plt.scatter(x_train, y_train, marker='o', s=50, label=f\"Training samples for task {task+1}\", color=colors[task])\n", " prediction = jax.lax.stop_gradient(model.apply(in_params_sol, xx.reshape((-1, 1))))\n", " plt.plot(xx, prediction.ravel(), color=colors[task], lw=3, label=f\"Prediction of model trained on task {task+1}\")\n", " phase_, amplitude_ = phase[task], amplitude[task]\n", " plt.plot(xx, amplitude_ * jnp.sin(xx - phase_), color=\"black\", lw=2, alpha=0.7, ls='--', label=f\"True function for task {task+1}\")\n", "plt.legend(loc='upper center', fontsize=14, bbox_to_anchor=(0.5, -0.1), frameon=False, ncol=3)\n", "plt.xlabel('x')\n", "plt.ylabel('y')\n", "plt.show()\n", "\n", "plt.title('Meta-learning curve')\n", "plt.plot(outer_losses, lw=3)\n", "plt.yscale('log')\n", "plt.ylabel(\"outer loss\")\n", "plt.xlabel(\"iterations\")\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "jupytext": { "formats": "ipynb,md:myst" }, "kernelspec": { "display_name": "Python 3", "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": "3.9.16" }, "vscode": { "interpreter": { "hash": "5c7b89af1651d0b8571dde13640ecdccf7d5a6204171d6ab33e7c296e100e08a" } } }, "nbformat": 4, "nbformat_minor": 2 }