{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import torch\n", "import torch.nn.functional as F\n", "import matplotlib.pyplot as plt # for making figures\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['emma', 'olivia', 'ava', 'isabella', 'sophia', 'charlotte', 'mia', 'amelia']" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# read in all the words\n", "words = open('names.txt', 'r').read().splitlines()\n", "words[:8]" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "32033" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(words)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{1: 'a', 2: 'b', 3: 'c', 4: 'd', 5: 'e', 6: 'f', 7: 'g', 8: 'h', 9: 'i', 10: 'j', 11: 'k', 12: 'l', 13: 'm', 14: 'n', 15: 'o', 16: 'p', 17: 'q', 18: 'r', 19: 's', 20: 't', 21: 'u', 22: 'v', 23: 'w', 24: 'x', 25: 'y', 26: 'z', 0: '.'}\n", "27\n" ] } ], "source": [ "# build the vocabulary of characters and mappings to/from integers\n", "chars = sorted(list(set(''.join(words))))\n", "stoi = {s:i+1 for i,s in enumerate(chars)}\n", "stoi['.'] = 0\n", "itos = {i:s for s,i in stoi.items()}\n", "vocab_size = len(itos)\n", "print(itos)\n", "print(vocab_size)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([182625, 3]) torch.Size([182625])\n", "torch.Size([22655, 3]) torch.Size([22655])\n", "torch.Size([22866, 3]) torch.Size([22866])\n" ] } ], "source": [ "# build the dataset\n", "block_size = 3 # context length: how many characters do we take to predict the next one?\n", "\n", "def build_dataset(words): \n", " X, Y = [], []\n", " \n", " for w in words:\n", " context = [0] * block_size\n", " for ch in w + '.':\n", " ix = stoi[ch]\n", " X.append(context)\n", " Y.append(ix)\n", " context = context[1:] + [ix] # crop and append\n", "\n", " X = torch.tensor(X)\n", " Y = torch.tensor(Y)\n", " print(X.shape, Y.shape)\n", " return X, Y\n", "\n", "import random\n", "random.seed(42)\n", "random.shuffle(words)\n", "n1 = int(0.8*len(words))\n", "n2 = int(0.9*len(words))\n", "\n", "Xtr, Ytr = build_dataset(words[:n1]) # 80%\n", "Xdev, Ydev = build_dataset(words[n1:n2]) # 10%\n", "Xte, Yte = build_dataset(words[n2:]) # 10%" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# SUMMARY + PYTORCHIFYING -----------" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "47024\n" ] } ], "source": [ "# Let's train a deeper network\n", "# The classes we create here are the same API as nn.Module in PyTorch\n", "\n", "class Linear:\n", " \n", " def __init__(self, fan_in, fan_out, bias=True):\n", " self.weight = torch.randn((fan_in, fan_out), generator=g) / fan_in**0.5\n", " self.bias = torch.zeros(fan_out) if bias else None\n", " \n", " def __call__(self, x):\n", " self.out = x @ self.weight\n", " if self.bias is not None:\n", " self.out += self.bias\n", " return self.out\n", " \n", " def parameters(self):\n", " return [self.weight] + ([] if self.bias is None else [self.bias])\n", "\n", "\n", "class BatchNorm1d:\n", " \n", " def __init__(self, dim, eps=1e-5, momentum=0.1):\n", " self.eps = eps\n", " self.momentum = momentum\n", " self.training = True\n", " # parameters (trained with backprop)\n", " self.gamma = torch.ones(dim)\n", " self.beta = torch.zeros(dim)\n", " # buffers (trained with a running 'momentum update')\n", " self.running_mean = torch.zeros(dim)\n", " self.running_var = torch.ones(dim)\n", " \n", " def __call__(self, x):\n", " # calculate the forward pass\n", " if self.training:\n", " xmean = x.mean(0, keepdim=True) # batch mean\n", " xvar = x.var(0, keepdim=True) # batch variance\n", " else:\n", " xmean = self.running_mean\n", " xvar = self.running_var\n", " xhat = (x - xmean) / torch.sqrt(xvar + self.eps) # normalize to unit variance\n", " self.out = self.gamma * xhat + self.beta\n", " # update the buffers\n", " if self.training:\n", " with torch.no_grad():\n", " self.running_mean = (1 - self.momentum) * self.running_mean + self.momentum * xmean\n", " self.running_var = (1 - self.momentum) * self.running_var + self.momentum * xvar\n", " return self.out\n", " \n", " def parameters(self):\n", " return [self.gamma, self.beta]\n", "\n", "class Tanh:\n", " def __call__(self, x):\n", " self.out = torch.tanh(x)\n", " return self.out\n", " def parameters(self):\n", " return []\n", "\n", "n_embd = 10 # the dimensionality of the character embedding vectors\n", "n_hidden = 100 # the number of neurons in the hidden layer of the MLP\n", "g = torch.Generator().manual_seed(2147483647) # for reproducibility\n", "\n", "C = torch.randn((vocab_size, n_embd), generator=g)\n", "layers = [\n", " Linear(n_embd * block_size, n_hidden, bias=False), BatchNorm1d(n_hidden), Tanh(),\n", " Linear( n_hidden, n_hidden, bias=False), BatchNorm1d(n_hidden), Tanh(),\n", " Linear( n_hidden, n_hidden, bias=False), BatchNorm1d(n_hidden), Tanh(),\n", " Linear( n_hidden, n_hidden, bias=False), BatchNorm1d(n_hidden), Tanh(),\n", " Linear( n_hidden, n_hidden, bias=False), BatchNorm1d(n_hidden), Tanh(),\n", " Linear( n_hidden, vocab_size, bias=False), BatchNorm1d(vocab_size),\n", "]\n", "# layers = [\n", "# Linear(n_embd * block_size, n_hidden), Tanh(),\n", "# Linear( n_hidden, n_hidden), Tanh(),\n", "# Linear( n_hidden, n_hidden), Tanh(),\n", "# Linear( n_hidden, n_hidden), Tanh(),\n", "# Linear( n_hidden, n_hidden), Tanh(),\n", "# Linear( n_hidden, vocab_size),\n", "# ]\n", "\n", "with torch.no_grad():\n", " # last layer: make less confident\n", " layers[-1].gamma *= 0.1\n", " #layers[-1].weight *= 0.1\n", " # all other layers: apply gain\n", " for layer in layers[:-1]:\n", " if isinstance(layer, Linear):\n", " layer.weight *= 1.0 #5/3\n", "\n", "parameters = [C] + [p for layer in layers for p in layer.parameters()]\n", "print(sum(p.nelement() for p in parameters)) # number of parameters in total\n", "for p in parameters:\n", " p.requires_grad = True" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0/ 200000: 3.2870\n" ] } ], "source": [ "# same optimization as last time\n", "max_steps = 200000\n", "batch_size = 32\n", "lossi = []\n", "ud = []\n", "\n", "for i in range(max_steps):\n", " \n", " # minibatch construct\n", " ix = torch.randint(0, Xtr.shape[0], (batch_size,), generator=g)\n", " Xb, Yb = Xtr[ix], Ytr[ix] # batch X,Y\n", " \n", " # forward pass\n", " emb = C[Xb] # embed the characters into vectors\n", " x = emb.view(emb.shape[0], -1) # concatenate the vectors\n", " for layer in layers:\n", " x = layer(x)\n", " loss = F.cross_entropy(x, Yb) # loss function\n", " \n", " # backward pass\n", " for layer in layers:\n", " layer.out.retain_grad() # AFTER_DEBUG: would take out retain_graph\n", " for p in parameters:\n", " p.grad = None\n", " loss.backward()\n", " \n", " # update\n", " lr = 0.1 if i < 150000 else 0.01 # step learning rate decay\n", " for p in parameters:\n", " p.data += -lr * p.grad\n", "\n", " # track stats\n", " if i % 10000 == 0: # print every once in a while\n", " print(f'{i:7d}/{max_steps:7d}: {loss.item():.4f}')\n", " lossi.append(loss.log10().item())\n", " with torch.no_grad():\n", " ud.append([((lr*p.grad).std() / p.data.std()).log10().item() for p in parameters])\n", "\n", " if i >= 1000:\n", " break # AFTER_DEBUG: would take out obviously to run full optimization" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "layer 2 ( Tanh): mean -0.00, std 0.63, saturated: 2.78%\n", "layer 5 ( Tanh): mean +0.00, std 0.64, saturated: 2.56%\n", "layer 8 ( Tanh): mean -0.00, std 0.65, saturated: 2.25%\n", "layer 11 ( Tanh): mean +0.00, std 0.65, saturated: 1.69%\n", "layer 14 ( Tanh): mean +0.00, std 0.65, saturated: 1.88%\n" ] }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'activation distribution')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# visualize histograms\n", "plt.figure(figsize=(20, 4)) # width and height of the plot\n", "legends = []\n", "for i, layer in enumerate(layers[:-1]): # note: exclude the output layer\n", " if isinstance(layer, Tanh):\n", " t = layer.out\n", " print('layer %d (%10s): mean %+.2f, std %.2f, saturated: %.2f%%' % (i, layer.__class__.__name__, t.mean(), t.std(), (t.abs() > 0.97).float().mean()*100))\n", " hy, hx = torch.histogram(t, density=True)\n", " plt.plot(hx[:-1].detach(), hy.detach())\n", " legends.append(f'layer {i} ({layer.__class__.__name__}')\n", "plt.legend(legends);\n", "plt.title('activation distribution')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "layer 2 ( Tanh): mean +0.000000, std 2.640702e-03\n", "layer 5 ( Tanh): mean +0.000000, std 2.245584e-03\n", "layer 8 ( Tanh): mean +0.000000, std 2.045741e-03\n", "layer 11 ( Tanh): mean -0.000000, std 1.983133e-03\n", "layer 14 ( Tanh): mean -0.000000, std 1.952382e-03\n" ] }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'gradient distribution')" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# visualize histograms\n", "plt.figure(figsize=(20, 4)) # width and height of the plot\n", "legends = []\n", "for i, layer in enumerate(layers[:-1]): # note: exclude the output layer\n", " if isinstance(layer, Tanh):\n", " t = layer.out.grad\n", " print('layer %d (%10s): mean %+f, std %e' % (i, layer.__class__.__name__, t.mean(), t.std()))\n", " hy, hx = torch.histogram(t, density=True)\n", " plt.plot(hx[:-1].detach(), hy.detach())\n", " legends.append(f'layer {i} ({layer.__class__.__name__}')\n", "plt.legend(legends);\n", "plt.title('gradient distribution')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "weight (27, 10) | mean +0.000000 | std 8.020532e-03 | grad:data ratio 8.012629e-03\n", "weight (30, 100) | mean +0.000246 | std 9.241075e-03 | grad:data ratio 4.881090e-02\n", "weight (100, 100) | mean +0.000113 | std 7.132878e-03 | grad:data ratio 6.964618e-02\n", "weight (100, 100) | mean -0.000086 | std 6.234302e-03 | grad:data ratio 6.073738e-02\n", "weight (100, 100) | mean +0.000052 | std 5.742183e-03 | grad:data ratio 5.631479e-02\n", "weight (100, 100) | mean +0.000032 | std 5.672205e-03 | grad:data ratio 5.570125e-02\n", "weight (100, 27) | mean -0.000082 | std 1.209415e-02 | grad:data ratio 1.160105e-01\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# visualize histograms\n", "plt.figure(figsize=(20, 4)) # width and height of the plot\n", "legends = []\n", "for i,p in enumerate(parameters):\n", " t = p.grad\n", " if p.ndim == 2:\n", " print('weight %10s | mean %+f | std %e | grad:data ratio %e' % (tuple(p.shape), t.mean(), t.std(), t.std() / p.std()))\n", " hy, hx = torch.histogram(t, density=True)\n", " plt.plot(hx[:-1].detach(), hy.detach())\n", " legends.append(f'{i} {tuple(p.shape)}')\n", "plt.legend(legends)\n", "plt.title('weights gradient distribution');" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(20, 4))\n", "legends = []\n", "for i,p in enumerate(parameters):\n", " if p.ndim == 2:\n", " plt.plot([ud[j][i] for j in range(len(ud))])\n", " legends.append('param %d' % i)\n", "plt.plot([0, len(ud)], [-3, -3], 'k') # these ratios should be ~1e-3, indicate on plot\n", "plt.legend(legends);" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "train 2.4002976417541504\n", "val 2.3982467651367188\n" ] } ], "source": [ "@torch.no_grad() # this decorator disables gradient tracking\n", "def split_loss(split):\n", " x,y = {\n", " 'train': (Xtr, Ytr),\n", " 'val': (Xdev, Ydev),\n", " 'test': (Xte, Yte),\n", " }[split]\n", " emb = C[x] # (N, block_size, n_embd)\n", " x = emb.view(emb.shape[0], -1) # concat into (N, block_size * n_embd)\n", " for layer in layers:\n", " x = layer(x)\n", " loss = F.cross_entropy(x, y)\n", " print(split, loss.item())\n", "\n", "# put layers into eval mode\n", "for layer in layers:\n", " layer.training = False\n", "split_loss('train')\n", "split_loss('val')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "mria.\n", "mmyan.\n", "seelendhnyal.\n", "rethrsjendrleg.\n", "ade.\n", "kdieliin.\n", "miloen.\n", "ekeisean.\n", "xarlelleimhlara.\n", "noshdh.\n", "rgshiries.\n", "kin.\n", "reneliqxnthacfiu.\n", "zayvde.\n", "jymeli.\n", "ehs.\n", "kay.\n", "mistoyan.\n", "hal.\n", "salyansuiezajelveu.\n" ] } ], "source": [ "# sample from the model\n", "g = torch.Generator().manual_seed(2147483647 + 10)\n", "\n", "for _ in range(20):\n", " \n", " out = []\n", " context = [0] * block_size # initialize with all ...\n", " while True:\n", " # forward pass the neural net\n", " emb = C[torch.tensor([context])] # (1,block_size,n_embd)\n", " x = emb.view(emb.shape[0], -1) # concatenate the vectors\n", " for layer in layers:\n", " x = layer(x)\n", " logits = x\n", " probs = F.softmax(logits, dim=1)\n", " # sample from the distribution\n", " ix = torch.multinomial(probs, num_samples=1, generator=g).item()\n", " # shift the context window and track the samples\n", " context = context[1:] + [ix]\n", " out.append(ix)\n", " # if we sample the special '.' token, break\n", " if ix == 0:\n", " break\n", " \n", " print(''.join(itos[i] for i in out)) # decode and print the generated word" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "------------" ] } ], "metadata": { "kernelspec": { "display_name": "venv", "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": "3.10.0" } }, "nbformat": 4, "nbformat_minor": 2 }