{ "cells": [ { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#|default_exp init" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Initialization" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#|export\n", "import pickle,gzip,math,os,time,shutil,torch,matplotlib as mpl,numpy as np,matplotlib.pyplot as plt\n", "import sys,gc,traceback\n", "import fastcore.all as fc\n", "from collections.abc import Mapping\n", "from pathlib import Path\n", "from operator import attrgetter,itemgetter\n", "from functools import partial\n", "from copy import copy\n", "from contextlib import contextmanager\n", "\n", "import torchvision.transforms.functional as TF,torch.nn.functional as F\n", "from torch import tensor,nn,optim\n", "from torch.utils.data import DataLoader,default_collate\n", "from torch.nn import init\n", "from torcheval.metrics import MulticlassAccuracy\n", "from datasets import load_dataset,load_dataset_builder\n", "\n", "from miniai.datasets import *\n", "from miniai.conv import *\n", "from miniai.learner import *\n", "from miniai.activations import *" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from fastcore.test import test_close\n", "\n", "torch.set_printoptions(precision=2, linewidth=140, sci_mode=False)\n", "torch.manual_seed(1)\n", "\n", "import logging\n", "logging.disable(logging.WARNING)\n", "\n", "set_seed(42)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "811ad7aabfda42a5a040069d80ff932a", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/2 [00:00" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "MomentumLearner(get_model(), dls, F.cross_entropy, cbs=[DeviceCB()]).lr_find(gamma=1.1, start_lr=1e-2)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "metrics = MetricsCB(accuracy=MulticlassAccuracy())\n", "astats = ActivationStats(fc.risinstance(nn.ReLU))\n", "cbs = [DeviceCB(), metrics, ProgressCB(plot=True), astats]\n", "learn = MomentumLearner(get_model(), dls, F.cross_entropy, lr=0.2, cbs=cbs)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
accuracylossepochtrain
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", 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "astats.plot_stats()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#|export\n", "def clean_ipython_hist():\n", " # Code in this function mainly copied from IPython source\n", " if not 'get_ipython' in globals(): return\n", " ip = get_ipython()\n", " user_ns = ip.user_ns\n", " ip.displayhook.flush()\n", " pc = ip.displayhook.prompt_count + 1\n", " for n in range(1, pc): user_ns.pop('_i'+repr(n),None)\n", " user_ns.update(dict(_i='',_ii='',_iii=''))\n", " hm = ip.history_manager\n", " hm.input_hist_parsed[:] = [''] * pc\n", " hm.input_hist_raw[:] = [''] * pc\n", " hm._i = hm._ii = hm._iii = hm._i00 = ''" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#|export\n", "def clean_tb():\n", " # h/t Piotr Czapla\n", " if hasattr(sys, 'last_traceback'):\n", " traceback.clear_frames(sys.last_traceback)\n", " delattr(sys, 'last_traceback')\n", " if hasattr(sys, 'last_type'): delattr(sys, 'last_type')\n", " if hasattr(sys, 'last_value'): delattr(sys, 'last_value')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#|export\n", "def clean_mem():\n", " clean_tb()\n", " clean_ipython_hist()\n", " gc.collect()\n", " torch.cuda.empty_cache()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Glorot/Xavier init" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor([[nan, nan, nan, nan, nan],\n", " [nan, nan, nan, nan, nan],\n", " [nan, nan, nan, nan, nan],\n", " [nan, nan, nan, nan, nan],\n", " [nan, nan, nan, nan, nan]])" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x = torch.randn(200, 100)\n", "for i in range(50): x = x @ torch.randn(100,100)\n", "x[0:5,0:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The result is `nan`s everywhere. So maybe the scale of our matrix was too big, and we need to have smaller weights? But if we use too small weights, we will have the opposite problem—the scale of our activations will go from 1 to 0.1, and after 50 layers we'll be left with zeros everywhere:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor([[0., 0., 0., 0., 0.],\n", " [0., 0., 0., 0., 0.],\n", " [0., 0., 0., 0., 0.],\n", " [0., 0., 0., 0., 0.],\n", " [0., 0., 0., 0., 0.]])" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x = torch.randn(200, 100)\n", "for i in range(50): x = x @ (torch.randn(100,100) * 0.01)\n", "x[0:5,0:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So we have to scale our weight matrices exactly right so that the standard deviation of our activations stays at 1. We can compute the exact value to use mathematically, as illustrated by Xavier Glorot and Yoshua Bengio in [\"Understanding the Difficulty of Training Deep Feedforward Neural Networks\"](http://proceedings.mlr.press/v9/glorot10a/glorot10a.pdf). The right scale for a given layer is $1/\\sqrt{n_{in}}$, where $n_{in}$ represents the number of inputs." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor([[-0.81, -0.20, -0.18, 0.24, -0.47],\n", " [ 0.04, -0.51, 0.52, 0.15, 0.53],\n", " [ 0.10, -0.10, -0.35, -0.23, -0.68],\n", " [ 0.03, 0.11, -1.07, 0.63, 0.05],\n", " [-1.11, -0.25, 0.61, -0.83, -0.14]])" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x = torch.randn(200, 100)\n", "for i in range(50): x = x @ (torch.randn(100,100) * 0.1)\n", "x[0:5,0:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Background" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Variance and standard deviation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Variance is the average of how far away each data point is from the mean. E.g.:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "t = torch.tensor([1.,2.,4.,18])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor(6.25)" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m = t.mean(); m" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor(0.)" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(t-m).mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Oops. We can't do that. Because by definition the positives and negatives cancel out. So we can fix that in one of (at least) two ways:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor(47.19)" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(t-m).pow(2).mean()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor(5.88)" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(t-m).abs().mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But the first of these is now a totally different scale, since we squared. So let's undo that at the end." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor(6.87)" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(t-m).pow(2).mean().sqrt()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "They're still different. Why?\n", "\n", "Note that we have one outlier (`18`). In the version where we square everything, it makes that much bigger than everything else.\n", "\n", "`(t-m).pow(2).mean()` is refered to as **variance**. It's a measure of how spread out the data is, and is particularly sensitive to outliers.\n", "\n", "When we take the sqrt of the variance, we get the **standard deviation**. Since it's on the same kind of scale as the original data, it's generally more interpretable. However, since `sqrt(1)==1`, it doesn't much matter which we use when talking about *unit variance* for initializing neural nets.\n", "\n", "The standard deviation represents if the data stays close to the mean or on the contrary gets values that are far away. It's computed by the following formula:\n", "\n", "$$\\sigma = \\sqrt{\\frac{1}{n}\\left[(x_{0}-m)^{2} + (x_{1}-m)^{2} + \\cdots + (x_{n-1}-m)^{2}\\right]}$$\n", "\n", "where m is the mean and $\\sigma$ (the greek letter sigma) is the standard deviation. Here we have a mean of 0, so it's just the square root of the mean of x squared.\n", "\n", "`(t-m).abs().mean()` is referred to as the **mean absolute deviation**. It isn't used nearly as much as it deserves to be, because mathematicians don't like how awkward it is to work with. But that shouldn't stop us, because we have computers and stuff.\n", "\n", "Here's a useful thing to note about variance:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(tensor(47.19), tensor(47.19))" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(t-m).pow(2).mean(), (t*t).mean() - (m*m)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see why these are equal if you want to work thru the algebra. Or not.\n", "\n", "But, what's important here is that the latter is generally much easier to work with. In particular, you only have to track two things: the sum of the data, and the sum of squares of the data. Whereas in the first form you actually have to go thru all the data twice (once to calculate the mean, once to calculate the differences).\n", "\n", "Let's go steal the LaTeX from [Wikipedia](https://en.wikipedia.org/wiki/Variance):\n", "\n", "$$\\operatorname{E}\\left[X^2 \\right] - \\operatorname{E}[X]^2$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Covariance" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here's how Wikipedia defines covariance:\n", "\n", "$$\\operatorname{cov}(X,Y) = \\operatorname{E}{\\big[(X - \\operatorname{E}[X])(Y - \\operatorname{E}[Y])\\big]}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see that in code. So now we need two vectors." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor([ 1., 2., 4., 18.])" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "t" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# `u` is twice `t`, plus a bit of randomness\n", "u = t*2\n", "u *= torch.randn_like(t)/10+0.95\n", "\n", "plt.scatter(t, u);" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor([ 56.21, 35.17, 7.09, 260.07])" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prod = (t-t.mean())*(u-u.mean()); prod" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor(89.64)" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prod.mean()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "v = torch.randn_like(t)\n", "plt.scatter(t, v);" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor(-3.88)" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "((t-t.mean())*(v-v.mean())).mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's generally more conveniently defined like so:\n", "\n", "$$\\operatorname{E}\\left[X Y\\right] - \\operatorname{E}\\left[X\\right] \\operatorname{E}\\left[Y\\right]$$" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor(-3.88)" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cov = (t*v).mean() - t.mean()*v.mean(); cov" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From now on, you're not allowed to look at an equation (or especially type it in LaTeX) without also typing it in Python and actually calculating some values. Ideally, you should also plot some values.\n", "\n", "Finally, here is the Pearson correlation coefficient:\n", "\n", "$$\\rho_{X,Y}= \\frac{\\operatorname{cov}(X,Y)}{\\sigma_X \\sigma_Y}$$" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor(-0.57)" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cov / (t.std() * v.std())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's just a scaled version of the same thing." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor(0.85)" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x.std()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Xavier init derivation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When we do `y = a @ x`, the coefficients of `y` are defined by\n", "\n", "$$y_{i} = a_{i,0} x_{0} + a_{i,1} x_{1} + \\cdots + a_{i,n-1} x_{n-1} = \\sum_{k=0}^{n-1} a_{i,k} x_{k}$$\n", "\n", "or in pure python code:\n", "```\n", "y[i] = sum([c*d for c,d in zip(a[i], x)])\n", "```\n", "\n", "or in numpy/pytorch code:\n", "```\n", "y[i] = (a[i]*x).sum()\n", "```\n", "\n", "At the very beginning, our `x` vector has a mean of roughly 0. and a standard deviation of roughly 1. (since we picked it that way)." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(tensor(0.04), tensor(0.88))" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x = torch.randn(100)\n", "x.mean(), x.std()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we go back to `y = a @ x` and assume that we chose weights for `a` that also have a mean of 0, we can compute the standard deviation of `y` quite easily. Since it's random, and we may fall on bad numbers, we repeat the operation 100 times." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.09304710745811462, 102.91469841003418)" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mean,sqr = 0.,0.\n", "for i in range(100):\n", " x = torch.randn(100)\n", " a = torch.randn(512, 100)\n", " y = a @ x\n", " mean += y.mean().item()\n", " sqr += y.pow(2).mean().item()\n", "mean/100,sqr/100" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that looks very close to the dimension of our matrix 100. And that's no coincidence! When you compute y, you sum 100 product of one element of a by one element of x. So what's the mean and the standard deviation of such a product? We can show mathematically that as long as the elements in `a` and the elements in `x` are independent, the mean is 0 and the std is 1. This can also be seen experimentally:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-0.002986055881790071, 0.9694275963147889)" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mean,sqr = 0.,0.\n", "for i in range(10000):\n", " x = torch.randn(1)\n", " a = torch.randn(1)\n", " y = a*x\n", " mean += y.item()\n", " sqr += y.pow(2).item()\n", "mean/10000,sqr/10000" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we sum 100 of those things that have a mean of zero, and a mean of squares of 1, so we get something that has a mean of 0, and mean of square of 100, hence `math.sqrt(100)` being our magic number. If we scale the weights of the matrix and divide them by this `math.sqrt(100)`, it will give us a `y` of scale 1, and repeating the product has many times as we want won't overflow or vanish." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Kaiming/He init" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(\"He\" is a Chinese surname and is pronouced like \"Her\", not like \"Hee\".)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Background" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "x = torch.randn(200, 100)\n", "y = torch.randn(200)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from math import sqrt" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "w1 = torch.randn(100,50) / sqrt(100)\n", "b1 = torch.zeros(50)\n", "w2 = torch.randn(50,1) / sqrt(50)\n", "b2 = torch.zeros(1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def lin(x, w, b): return x @ w + b" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(tensor(0.02), tensor(0.98))" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "l1 = lin(x, w1, b1)\n", "l1.mean(),l1.std()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def relu(x): return x.clamp_min(0.)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(tensor(0.40), tensor(0.58))" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "l2 = relu(l1)\n", "l2.mean(),l2.std()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor([[ 0.00, 0.00, 0.00, 0.00, 0.00],\n", " [ 0.00, 0.00, 0.00, 0.00, 0.00],\n", " [ 0.00, 0.00, 0.00, 0.00, 0.00],\n", " [ 0.00, 0.00, 0.00, 0.00, 0.00],\n", " [ 0.00, 0.00, 0.00, 0.00, 0.00]])" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x = torch.randn(200, 100)\n", "for i in range(50): x = relu(x @ (torch.randn(100,100) * 0.1))\n", "x[0:5,0:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In [\"Delving Deep into Rectifiers: Surpassing Human-Level Performance\"](https://arxiv.org/abs/1502.01852) Kaiming He et al. show that we should use the following scale instead: $\\sqrt{2 / n_{in}}$, where $n_{in}$ is the number of inputs of our model." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor([[0.00, 0.00, 0.00, 0.07, 0.00],\n", " [0.00, 0.00, 0.00, 0.01, 0.00],\n", " [0.07, 0.00, 0.00, 0.06, 0.00],\n", " [0.00, 0.00, 0.00, 0.15, 0.00],\n", " [0.02, 0.00, 0.00, 0.00, 0.00]])" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x = torch.randn(200, 100)\n", "for i in range(50): x = relu(x @ (torch.randn(100,100) * sqrt(2/100)))\n", "x[0:5,0:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Applying an init function" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Conv2d\n", "ReLU\n", "Sequential\n", "Conv2d\n", "ReLU\n", "Sequential\n", "Conv2d\n", "ReLU\n", "Sequential\n", "Conv2d\n", "ReLU\n", "Sequential\n", "Conv2d\n", "Flatten\n", "Sequential\n" ] } ], "source": [ "model = get_model()\n", "model.apply(lambda m: print(type(m).__name__));" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def init_weights(m):\n", " if isinstance(m, (nn.Conv1d,nn.Conv2d,nn.Conv3d)): init.kaiming_normal_(m.weight)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "model.apply(init_weights);" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "astats.color_dim()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "astats.plot_stats()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Input normalization" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(tensor(0.28), tensor(0.35))" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xmean,xstd = xb.mean(),xb.std()\n", "xmean,xstd" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#| export\n", "class BatchTransformCB(Callback):\n", " def __init__(self, tfm, on_train=True, on_val=True): fc.store_attr()\n", "\n", " def before_batch(self, learn):\n", " if (self.on_train and learn.training) or (self.on_val and not learn.training):\n", " learn.batch = self.tfm(learn.batch)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def _norm(b): return (b[0]-xmean)/xstd,b[1]\n", "norm = BatchTransformCB(_norm)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "set_seed(42)\n", "learn = MomentumLearner(get_model().apply(init_weights), dls, F.cross_entropy, lr=0.2, cbs=cbs+[norm])\n", "learn.fit(3)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "astats.color_dim()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "astats.plot_stats()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "@inplace\n", "def transformi(b): b[xl] = [(TF.to_tensor(o)-xmean)/xstd for o in b[xl]]\n", "tds = dsd.with_transform(transformi)\n", "dls = DataLoaders.from_dd(tds, bs, num_workers=4)\n", "xb,yb = next(iter(dls.train))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(tensor( 0.00), tensor(1.))" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xb.mean(),xb.std()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## General ReLU" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#| export\n", "class GeneralRelu(nn.Module):\n", " def __init__(self, leak=None, sub=None, maxv=None):\n", " super().__init__()\n", " self.leak,self.sub,self.maxv = leak,sub,maxv\n", "\n", " def forward(self, x): \n", " x = F.leaky_relu(x,self.leak) if self.leak is not None else F.relu(x)\n", " if self.sub is not None: x -= self.sub\n", " if self.maxv is not None: x.clamp_max_(self.maxv)\n", " return x" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#| export\n", "def plot_func(f, start=-5., end=5., steps=100):\n", " x = torch.linspace(start, end, steps)\n", " plt.plot(x, f(x))\n", " plt.grid(True, which='both', ls='--')\n", " plt.axhline(y=0, color='k', linewidth=0.7)\n", " plt.axvline(x=0, color='k', linewidth=0.7)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_func(GeneralRelu(leak=0.1, sub=0.4))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def conv(ni, nf, ks=3, stride=2, act=nn.ReLU):\n", " res = nn.Conv2d(ni, nf, stride=stride, kernel_size=ks, padding=ks//2)\n", " if act: res = nn.Sequential(res, act())\n", " return res" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def get_model(act=nn.ReLU, nfs=None):\n", " if nfs is None: nfs = [1,8,16,32,64]\n", " layers = [conv(nfs[i], nfs[i+1], act=act) for i in range(len(nfs)-1)]\n", " return nn.Sequential(*layers, conv(nfs[-1],10, act=None), nn.Flatten()).to(def_device)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#| export\n", "def init_weights(m, leaky=0.):\n", " if isinstance(m, (nn.Conv1d,nn.Conv2d,nn.Conv3d)): init.kaiming_normal_(m.weight, a=leaky)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "act_gr = partial(GeneralRelu, leak=0.1, sub=0.4)\n", "astats = ActivationStats(fc.risinstance(GeneralRelu))\n", "cbs = [DeviceCB(), metrics, ProgressCB(plot=True), astats]\n", "iw = partial(init_weights, leaky=0.1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "model = get_model(act_gr).apply(iw)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
accuracylossepochtrain
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0.8660.3651train
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0.8830.3192train
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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "set_seed(42)\n", "learn = MomentumLearner(model, dls, F.cross_entropy, lr=0.2, cbs=cbs)\n", "learn.fit(3)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "astats.color_dim()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "astats.dead_chart()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## LSUV" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[All You Need is a Good Init](https://arxiv.org/pdf/1511.06422.pdf) introduces *Layer-wise Sequential Unit-Variance* (*LSUV*)." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#| export\n", "def _lsuv_stats(hook, mod, inp, outp):\n", " acts = to_cpu(outp)\n", " hook.mean = acts.mean()\n", " hook.std = acts.std()\n", "\n", "def lsuv_init(model, m, m_in, xb):\n", " h = Hook(m, _lsuv_stats)\n", " with torch.no_grad():\n", " while model(xb) is not None and (abs(h.std-1)>1e-3 or abs(h.mean)>1e-3):\n", " m_in.bias -= h.mean\n", " m_in.weight.data /= h.std\n", " h.remove()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "model = get_model(act_gr)\n", "relus = [o for o in model.modules() if isinstance(o, GeneralRelu)]\n", "convs = [o for o in model.modules() if isinstance(o, nn.Conv2d)]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(GeneralRelu(), Conv2d(1, 8, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1)))\n", "(GeneralRelu(), Conv2d(8, 16, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1)))\n", "(GeneralRelu(), Conv2d(16, 32, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1)))\n", "(GeneralRelu(), Conv2d(32, 64, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1)))\n" ] } ], "source": [ "for ms in zip(relus,convs): print(ms)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "for ms in zip(relus,convs): lsuv_init(model, *ms, xb.to(def_device))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "set_seed(42)\n", "learn = MomentumLearner(model, dls, F.cross_entropy, lr=0.2, cbs=cbs)\n", "learn.fit(3)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "astats.plot_stats()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Batch Normalization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sergey Ioffe and Christian Szegedy released [\"Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift\"](https://arxiv.org/abs/1502.03167) in 2015, saying:\n", "\n", "> Training Deep Neural Networks is complicated by the fact that the distribution of each layer's inputs changes during training, as the parameters of the previous layers change. This slows down the training by requiring lower learning rates and careful parameter initialization... We refer to this phenomenon as internal covariate shift, and address the problem by normalizing layer inputs.\n", "\n", "Their proposal is:\n", "\n", "> Making normalization a part of the model architecture and performing the normalization for each training mini-batch. Batch Normalization allows us to use much higher learning rates and be less careful about initialization." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### LayerNorm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll start with [layer normalization](https://arxiv.org/abs/1607.06450), a simpler technique." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "class LayerNorm(nn.Module):\n", " def __init__(self, dummy, eps=1e-5):\n", " super().__init__()\n", " self.eps = eps\n", " self.mult = nn.Parameter(tensor(1.))\n", " self.add = nn.Parameter(tensor(0.))\n", "\n", " def forward(self, x):\n", " m = x.mean((1,2,3), keepdim=True)\n", " v = x.var ((1,2,3), keepdim=True)\n", " x = (x-m) / ((v+self.eps).sqrt())\n", " return x*self.mult + self.add" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#|export\n", "def conv(ni, nf, ks=3, stride=2, act=nn.ReLU, norm=None, bias=None):\n", " if bias is None: bias = not isinstance(norm, (nn.BatchNorm1d,nn.BatchNorm2d,nn.BatchNorm3d))\n", " layers = [nn.Conv2d(ni, nf, stride=stride, kernel_size=ks, padding=ks//2, bias=bias)]\n", " if norm: layers.append(norm(nf))\n", " if act: layers.append(act())\n", " return nn.Sequential(*layers)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#|export\n", "def get_model(act=nn.ReLU, nfs=None, norm=None):\n", " if nfs is None: nfs = [1,8,16,32,64]\n", " layers = [conv(nfs[i], nfs[i+1], act=act, norm=norm) for i in range(len(nfs)-1)]\n", " return nn.Sequential(*layers, conv(nfs[-1],10, act=None, norm=False, bias=True),\n", " nn.Flatten()).to(def_device)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "set_seed(42)\n", "model = get_model(act_gr, norm=LayerNorm).apply(iw)\n", "learn = MomentumLearner(model, dls, F.cross_entropy, lr=0.2, cbs=cbs)\n", "learn.fit(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### BatchNorm" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "class BatchNorm(nn.Module):\n", " def __init__(self, nf, mom=0.1, eps=1e-5):\n", " super().__init__()\n", " # NB: pytorch bn mom is opposite of what you'd expect\n", " self.mom,self.eps = mom,eps\n", " self.mults = nn.Parameter(torch.ones (nf,1,1))\n", " self.adds = nn.Parameter(torch.zeros(nf,1,1))\n", " self.register_buffer('vars', torch.ones(1,nf,1,1))\n", " self.register_buffer('means', torch.zeros(1,nf,1,1))\n", "\n", " def update_stats(self, x):\n", " m = x.mean((0,2,3), keepdim=True)\n", " v = x.var ((0,2,3), keepdim=True)\n", " self.means.lerp_(m, self.mom)\n", " self.vars.lerp_ (v, self.mom)\n", " return m,v\n", " \n", " def forward(self, x):\n", " if self.training:\n", " with torch.no_grad(): m,v = self.update_stats(x)\n", " else: m,v = self.means,self.vars\n", " x = (x-m) / (v+self.eps).sqrt()\n", " return x*self.mults + self.adds" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
accuracylossepochtrain
0.7970.5540train
0.8220.5430eval
0.8730.3461train
0.8550.4001eval
0.8870.3072train
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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model = get_model(act_gr, norm=BatchNorm).apply(iw)\n", "set_seed(42)\n", "learn = MomentumLearner(model, dls, F.cross_entropy, lr=0.4, cbs=cbs)\n", "learn.fit(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![Various norms](images/norms.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Towards 90%..." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "dls = DataLoaders.from_dd(tds, 256, num_workers=4)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
accuracylossepochtrain
0.8340.4520train
0.8480.4170eval
0.8820.3181train
0.8660.3771eval
0.8940.2832train
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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "set_seed(42)\n", "model = get_model(act_gr, norm=nn.BatchNorm2d).apply(iw)\n", "learn = MomentumLearner(model, dls, F.cross_entropy, lr=0.2, cbs=cbs)\n", "learn.fit(3)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
accuracylossepochtrain
0.9160.2270train
0.8970.2840eval
0.9220.2131train
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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "learn = MomentumLearner(model, dls, F.cross_entropy, lr=0.05, cbs=cbs)\n", "learn.fit(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Export -" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import nbdev; nbdev.nbdev_export()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "jupytext": { "split_at_heading": true }, "kernelspec": { "display_name": "python3", "language": "python", "name": "python3" } }, "nbformat": 4, "nbformat_minor": 2 }