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Random Handwriting.ipynb
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{ | |
"nbformat": 4, | |
"nbformat_minor": 0, | |
"metadata": { | |
"colab": { | |
"name": "Random Handwriting.ipynb", | |
"version": "0.3.2", | |
"provenance": [], | |
"collapsed_sections": [ | |
"KT39N3UsblNu", | |
"XVg-mxp3dTRb" | |
], | |
"include_colab_link": true | |
}, | |
"kernelspec": { | |
"name": "python3", | |
"display_name": "Python 3" | |
}, | |
"accelerator": "GPU" | |
}, | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "view-in-github", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"[View in Colaboratory](https://colab.research.google.com/gist/NTT123/cfddd6acef2466d4db99434d62983423/random-handwriting.ipynb)" | |
] | |
}, | |
{ | |
"metadata": { | |
"id": "LkKyqlaFrUCc", | |
"colab_type": "text" | |
}, | |
"cell_type": "markdown", | |
"source": [ | |
"# Generating Sequences With Recurrent Neural Networks\n", | |
"Alex Graves\n", | |
"\n", | |
"https://arxiv.org/abs/1308.0850" | |
] | |
}, | |
{ | |
"metadata": { | |
"id": "KT39N3UsblNu", | |
"colab_type": "text" | |
}, | |
"cell_type": "markdown", | |
"source": [ | |
"## Load libraries and data" | |
] | |
}, | |
{ | |
"metadata": { | |
"id": "VA6Igo0Fbk0S", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"!apt install libcairo2 > /dev/null\n", | |
"!pip install drawSvg > /dev/null\n", | |
"!rm -rf ./*\n", | |
"\n", | |
"from os import path\n", | |
"\n", | |
"# http://pytorch.org/\n", | |
"from os.path import exists\n", | |
"from wheel.pep425tags import get_abbr_impl, get_impl_ver, get_abi_tag\n", | |
"platform = '{}{}-{}'.format(get_abbr_impl(), get_impl_ver(), get_abi_tag())\n", | |
"cuda_output = !ldconfig -p|grep cudart.so|sed -e 's/.*\\.\\([0-9]*\\)\\.\\([0-9]*\\)$/cu\\1\\2/'\n", | |
"accelerator = cuda_output[0] if exists('/dev/nvidia0') else 'cpu'\n", | |
"\n", | |
"!pip install -q http://download.pytorch.org/whl/{accelerator}/torch-0.4.1-{platform}-linux_x86_64.whl torchvision\n", | |
"import torch\n", | |
"\n", | |
"# Install the PyDrive wrapper & import libraries.\n", | |
"# This only needs to be done once per notebook.\n", | |
"!pip install -U -q PyDrive\n", | |
"from pydrive.auth import GoogleAuth\n", | |
"from pydrive.drive import GoogleDrive\n", | |
"from google.colab import auth\n", | |
"from oauth2client.client import GoogleCredentials\n", | |
"\n", | |
"# Authenticate and create the PyDrive client.\n", | |
"# This only needs to be done once per notebook.\n", | |
"auth.authenticate_user()\n", | |
"gauth = GoogleAuth()\n", | |
"gauth.credentials = GoogleCredentials.get_application_default()\n", | |
"drive = GoogleDrive(gauth)\n", | |
"\n", | |
"# Download a file based on its file ID.\n", | |
"#\n", | |
"# A file ID looks like: laggVyWshwcyP6kEI-y_W3P8D26sz\n", | |
"file_id = '1_09aGHN_1JwuAli7uuUiz6IMM4Av5EEh'\n", | |
"downloaded = drive.CreateFile({'id': file_id})\n", | |
"!mkdir data\n", | |
"downloaded.GetContentFile(\"./data/lineStrokes-all.tar.gz\")\n", | |
"\n", | |
"!cd data && tar -xzf lineStrokes-all.tar.gz > /dev/null" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"id": "vUGtFUgpdJXu", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"!pip install svgwrite" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"id": "7J3_Jw1Nczqy", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"import os\n", | |
"import pickle\n", | |
"import random\n", | |
"import xml.etree.ElementTree as ET\n", | |
"\n", | |
"import numpy as np\n", | |
"import svgwrite\n", | |
"from IPython.display import SVG, display\n", | |
"\n", | |
"\n", | |
"def get_bounds(data, factor):\n", | |
" min_x = 0\n", | |
" max_x = 0\n", | |
" min_y = 0\n", | |
" max_y = 0\n", | |
"\n", | |
" abs_x = 0\n", | |
" abs_y = 0\n", | |
" for i in range(len(data)):\n", | |
" x = float(data[i, 0]) / factor\n", | |
" y = float(data[i, 1]) / factor\n", | |
" abs_x += x\n", | |
" abs_y += y\n", | |
" min_x = min(min_x, abs_x)\n", | |
" min_y = min(min_y, abs_y)\n", | |
" max_x = max(max_x, abs_x)\n", | |
" max_y = max(max_y, abs_y)\n", | |
"\n", | |
" return (min_x, max_x, min_y, max_y)\n", | |
"\n", | |
"# old version, where each path is entire stroke (smaller svg size, but\n", | |
"# have to keep same color)\n", | |
"\n", | |
"\n", | |
"def draw_strokes(data, factor=10, svg_filename='sample.svg'):\n", | |
" min_x, max_x, min_y, max_y = get_bounds(data, factor)\n", | |
" dims = (50 + max_x - min_x, 50 + max_y - min_y)\n", | |
"\n", | |
" dwg = svgwrite.Drawing(svg_filename, size=dims)\n", | |
" dwg.add(dwg.rect(insert=(0, 0), size=dims, fill='white'))\n", | |
"\n", | |
" lift_pen = 1\n", | |
"\n", | |
" abs_x = 25 - min_x\n", | |
" abs_y = 25 - min_y\n", | |
" p = \"M%s,%s \" % (abs_x, abs_y)\n", | |
"\n", | |
" command = \"m\"\n", | |
"\n", | |
" for i in range(len(data)):\n", | |
" if (lift_pen == 1):\n", | |
" command = \"m\"\n", | |
" elif (command != \"l\"):\n", | |
" command = \"l\"\n", | |
" else:\n", | |
" command = \"\"\n", | |
" x = float(data[i, 0]) / factor\n", | |
" y = float(data[i, 1]) / factor\n", | |
" lift_pen = data[i, 2]\n", | |
" p += command + str(x) + \",\" + str(y) + \" \"\n", | |
"\n", | |
" the_color = \"black\"\n", | |
" stroke_width = 1\n", | |
"\n", | |
" dwg.add(dwg.path(p).stroke(the_color, stroke_width).fill(\"none\"))\n", | |
"\n", | |
" dwg.save()\n", | |
" display(SVG(dwg.tostring()))\n", | |
"\n", | |
"\n", | |
"def draw_strokes_eos_weighted(\n", | |
" stroke,\n", | |
" param,\n", | |
" factor=10,\n", | |
" svg_filename='sample_eos.svg'):\n", | |
" c_data_eos = np.zeros((len(stroke), 3))\n", | |
" for i in range(len(param)):\n", | |
" # make color gray scale, darker = more likely to eos\n", | |
" c_data_eos[i, :] = (1 - param[i][6][0]) * 225\n", | |
" draw_strokes_custom_color(\n", | |
" stroke,\n", | |
" factor=factor,\n", | |
" svg_filename=svg_filename,\n", | |
" color_data=c_data_eos,\n", | |
" stroke_width=3)\n", | |
"\n", | |
"\n", | |
"def draw_strokes_random_color(\n", | |
" stroke,\n", | |
" factor=10,\n", | |
" svg_filename='sample_random_color.svg',\n", | |
" per_stroke_mode=True):\n", | |
" c_data = np.array(np.random.rand(len(stroke), 3) * 240, dtype=np.uint8)\n", | |
" if per_stroke_mode:\n", | |
" switch_color = False\n", | |
" for i in range(len(stroke)):\n", | |
" if switch_color == False and i > 0:\n", | |
" c_data[i] = c_data[i - 1]\n", | |
" if stroke[i, 2] < 1: # same strike\n", | |
" switch_color = False\n", | |
" else:\n", | |
" switch_color = True\n", | |
" draw_strokes_custom_color(\n", | |
" stroke,\n", | |
" factor=factor,\n", | |
" svg_filename=svg_filename,\n", | |
" color_data=c_data,\n", | |
" stroke_width=2)\n", | |
"\n", | |
"\n", | |
"def draw_strokes_custom_color(\n", | |
" data,\n", | |
" factor=10,\n", | |
" svg_filename='test.svg',\n", | |
" color_data=None,\n", | |
" stroke_width=1):\n", | |
" min_x, max_x, min_y, max_y = get_bounds(data, factor)\n", | |
" dims = (50 + max_x - min_x, 50 + max_y - min_y)\n", | |
"\n", | |
" dwg = svgwrite.Drawing(svg_filename, size=dims)\n", | |
" dwg.add(dwg.rect(insert=(0, 0), size=dims, fill='white'))\n", | |
"\n", | |
" lift_pen = 1\n", | |
" abs_x = 25 - min_x\n", | |
" abs_y = 25 - min_y\n", | |
"\n", | |
" for i in range(len(data)):\n", | |
"\n", | |
" x = float(data[i, 0]) / factor\n", | |
" y = float(data[i, 1]) / factor\n", | |
"\n", | |
" prev_x = abs_x\n", | |
" prev_y = abs_y\n", | |
"\n", | |
" abs_x += x\n", | |
" abs_y += y\n", | |
"\n", | |
" if (lift_pen == 1):\n", | |
" p = \"M \" + str(abs_x) + \",\" + str(abs_y) + \" \"\n", | |
" else:\n", | |
" p = \"M +\" + str(prev_x) + \",\" + str(prev_y) + \\\n", | |
" \" L \" + str(abs_x) + \",\" + str(abs_y) + \" \"\n", | |
"\n", | |
" lift_pen = data[i, 2]\n", | |
"\n", | |
" the_color = \"black\"\n", | |
"\n", | |
" if (color_data is not None):\n", | |
" the_color = \"rgb(\" + str(int(color_data[i, 0])) + \",\" + str(\n", | |
" int(color_data[i, 1])) + \",\" + str(int(color_data[i, 2])) + \")\"\n", | |
"\n", | |
" dwg.add(dwg.path(p).stroke(the_color, stroke_width).fill(the_color))\n", | |
" dwg.save()\n", | |
" display(SVG(dwg.tostring()))\n", | |
"\n", | |
"\n", | |
"def draw_strokes_pdf(data, param, factor=10, svg_filename='sample_pdf.svg'):\n", | |
" min_x, max_x, min_y, max_y = get_bounds(data, factor)\n", | |
" dims = (50 + max_x - min_x, 50 + max_y - min_y)\n", | |
"\n", | |
" dwg = svgwrite.Drawing(svg_filename, size=dims)\n", | |
" dwg.add(dwg.rect(insert=(0, 0), size=dims, fill='white'))\n", | |
"\n", | |
" abs_x = 25 - min_x\n", | |
" abs_y = 25 - min_y\n", | |
"\n", | |
" num_mixture = len(param[0][0])\n", | |
"\n", | |
" for i in range(len(data)):\n", | |
"\n", | |
" x = float(data[i, 0]) / factor\n", | |
" y = float(data[i, 1]) / factor\n", | |
"\n", | |
" for k in range(num_mixture):\n", | |
" pi = param[i][0][k]\n", | |
" if pi > 0.01: # optimisation, ignore pi's less than 1% chance\n", | |
" mu1 = param[i][1][k]\n", | |
" mu2 = param[i][2][k]\n", | |
" s1 = param[i][3][k]\n", | |
" s2 = param[i][4][k]\n", | |
" sigma = np.sqrt(s1 * s2)\n", | |
" dwg.add(dwg.circle(center=(abs_x + mu1 * factor,\n", | |
" abs_y + mu2 * factor),\n", | |
" r=int(sigma * factor)).fill('red',\n", | |
" opacity=pi / (sigma * sigma * factor)))\n", | |
"\n", | |
" prev_x = abs_x\n", | |
" prev_y = abs_y\n", | |
"\n", | |
" abs_x += x\n", | |
" abs_y += y\n", | |
"\n", | |
" dwg.save()\n", | |
" display(SVG(dwg.tostring()))\n", | |
"\n", | |
"\n", | |
"class DataLoader():\n", | |
" def __init__(\n", | |
" self,\n", | |
" batch_size=50,\n", | |
" seq_length=3,\n", | |
" scale_factor=10,\n", | |
" limit=500):\n", | |
" self.data_dir = \"./data\"\n", | |
" self.batch_size = batch_size\n", | |
" self.seq_length = seq_length\n", | |
" self.scale_factor = scale_factor # divide data by this factor\n", | |
" self.limit = limit # removes large noisy gaps in the data\n", | |
"\n", | |
" data_file = os.path.join(self.data_dir, \"strokes_training_data.cpkl\")\n", | |
" raw_data_dir = self.data_dir + \"/lineStrokes\"\n", | |
"\n", | |
" if not (os.path.exists(data_file)):\n", | |
" print(\"creating training data pkl file from raw source\")\n", | |
" self.preprocess(raw_data_dir, data_file)\n", | |
"\n", | |
" self.load_preprocessed(data_file)\n", | |
" self.reset_batch_pointer()\n", | |
"\n", | |
" def preprocess(self, data_dir, data_file):\n", | |
" # create data file from raw xml files from iam handwriting source.\n", | |
"\n", | |
" # build the list of xml files\n", | |
" filelist = []\n", | |
" # Set the directory you want to start from\n", | |
" rootDir = data_dir\n", | |
" for dirName, subdirList, fileList in os.walk(rootDir):\n", | |
" #print('Found directory: %s' % dirName)\n", | |
" for fname in fileList:\n", | |
" #print('\\t%s' % fname)\n", | |
" filelist.append(dirName + \"/\" + fname)\n", | |
"\n", | |
" # function to read each individual xml file\n", | |
" def getStrokes(filename):\n", | |
" tree = ET.parse(filename)\n", | |
" root = tree.getroot()\n", | |
"\n", | |
" result = []\n", | |
"\n", | |
" x_offset = 1e20\n", | |
" y_offset = 1e20\n", | |
" y_height = 0\n", | |
" for i in range(1, 4):\n", | |
" x_offset = min(x_offset, float(root[0][i].attrib['x']))\n", | |
" y_offset = min(y_offset, float(root[0][i].attrib['y']))\n", | |
" y_height = max(y_height, float(root[0][i].attrib['y']))\n", | |
" y_height -= y_offset\n", | |
" x_offset -= 100\n", | |
" y_offset -= 100\n", | |
"\n", | |
" for stroke in root[1].findall('Stroke'):\n", | |
" points = []\n", | |
" for point in stroke.findall('Point'):\n", | |
" points.append(\n", | |
" [float(point.attrib['x']) - x_offset, float(point.attrib['y']) - y_offset])\n", | |
" result.append(points)\n", | |
"\n", | |
" return result\n", | |
"\n", | |
" # converts a list of arrays into a 2d numpy int16 array\n", | |
" def convert_stroke_to_array(stroke):\n", | |
"\n", | |
" n_point = 0\n", | |
" for i in range(len(stroke)):\n", | |
" n_point += len(stroke[i])\n", | |
" stroke_data = np.zeros((n_point, 3), dtype=np.int16)\n", | |
"\n", | |
" prev_x = 0\n", | |
" prev_y = 0\n", | |
" counter = 0\n", | |
"\n", | |
" for j in range(len(stroke)):\n", | |
" for k in range(len(stroke[j])):\n", | |
" stroke_data[counter, 0] = int(stroke[j][k][0]) - prev_x\n", | |
" stroke_data[counter, 1] = int(stroke[j][k][1]) - prev_y\n", | |
" prev_x = int(stroke[j][k][0])\n", | |
" prev_y = int(stroke[j][k][1])\n", | |
" stroke_data[counter, 2] = 0\n", | |
" if (k == (len(stroke[j]) - 1)): # end of stroke\n", | |
" stroke_data[counter, 2] = 1\n", | |
" counter += 1\n", | |
" return stroke_data\n", | |
"\n", | |
" # build stroke database of every xml file inside iam database\n", | |
" strokes = []\n", | |
" for i in range(len(filelist)):\n", | |
" if (filelist[i][-3:] == 'xml'):\n", | |
" print('processing ' + filelist[i])\n", | |
" strokes.append(\n", | |
" convert_stroke_to_array(\n", | |
" getStrokes(\n", | |
" filelist[i])))\n", | |
"\n", | |
" f = open(data_file, \"wb\")\n", | |
" pickle.dump(strokes, f, protocol=2)\n", | |
" f.close()\n", | |
"\n", | |
" def load_preprocessed(self, data_file):\n", | |
" f = open(data_file, \"rb\")\n", | |
" self.raw_data = pickle.load(f)\n", | |
" f.close()\n", | |
"\n", | |
" # goes thru the list, and only keeps the text entries that have more\n", | |
" # than seq_length points\n", | |
" self.data = []\n", | |
" self.valid_data = []\n", | |
" counter = 0\n", | |
"\n", | |
" # every 1 in 20 (5%) will be used for validation data\n", | |
" cur_data_counter = 0\n", | |
" self.mean = np.zeros((1,2))\n", | |
" self.std = np.zeros((1,2))\n", | |
" self.counter = 0\n", | |
" for data in self.raw_data:\n", | |
" if len(data) > (self.seq_length + 2):\n", | |
" # removes large gaps from the data\n", | |
" data = np.minimum(data, self.limit)\n", | |
" data = np.maximum(data, -self.limit)\n", | |
" data = np.array(data, dtype=np.float32)\n", | |
" data[0, 0:2] = 0.0 # set the first entry to zeros\n", | |
" data[:, 0:2] /= self.scale_factor\n", | |
"\n", | |
" self.mean += np.sum(data[:, 0:2], axis=0, keepdims=True)\n", | |
" self.std += np.sum(np.power(data[:, 0:2],2), axis=0, keepdims=True) \n", | |
" self.counter += data.shape[0]\n", | |
" cur_data_counter = cur_data_counter + 1\n", | |
" if cur_data_counter % 20 == 0:\n", | |
" self.valid_data.append(data)\n", | |
" else:\n", | |
" self.data.append(data)\n", | |
" # number of equiv batches this datapoint is worth\n", | |
" counter += int(len(data) / ((self.seq_length + 2)))\n", | |
"\n", | |
" self.mean /= self.counter\n", | |
" self.std /= self.counter\n", | |
" self.std = np.sqrt(self.std - np.power(self.mean, 2))\n", | |
"\n", | |
" for idx in range(len(self.data)):\n", | |
" self.data[idx][:, 0:2] -= self.mean \n", | |
" self.data[idx][:, 0:2] /= self.std\n", | |
"\n", | |
" for idx in range(len(self.valid_data)):\n", | |
" self.valid_data[idx][:, 0:2] -= self.mean \n", | |
" self.valid_data[idx][:, 0:2] /= self.std\n", | |
"\n", | |
" print(\"train data: {}, valid data: {}\".format(\n", | |
" len(self.data), len(self.valid_data)))\n", | |
" # minus 1, since we want the ydata to be a shifted version of x data\n", | |
" self.num_batches = len(self.data) // self.batch_size\n", | |
"\n", | |
" def validation_data(self):\n", | |
" # returns validation data\n", | |
" x_batch = []\n", | |
" y_batch = []\n", | |
" for i in range(self.batch_size):\n", | |
" data = self.valid_data[i % len(self.valid_data)]\n", | |
" idx = 0\n", | |
" x_batch.append(np.copy(data[idx:idx + self.seq_length]))\n", | |
" y_batch.append(np.copy(data[idx + 1:idx + self.seq_length + 1]))\n", | |
" return x_batch, y_batch\n", | |
"\n", | |
" def next_batch(self):\n", | |
" # returns a randomised, seq_length sized portion of the training data\n", | |
" x_batch = []\n", | |
" y_batch = []\n", | |
" end = self.pointer + self.batch_size\n", | |
" if end > len(self.data):\n", | |
" end = len(self.data)\n", | |
" \n", | |
" x_batch = self.data[self.pointer:end]\n", | |
" self.pointer = self.pointer + batch_size \n", | |
" if self.pointer > len(self.data):\n", | |
" self.reset_batch_pointer()\n", | |
" \n", | |
" return x_batch\n", | |
"\n", | |
" def tick_batch_pointer(self):\n", | |
" self.pointer += 1\n", | |
" if (self.pointer >= len(self.data)):\n", | |
" self.pointer = 0\n", | |
"\n", | |
" def reset_batch_pointer(self):\n", | |
" self.pointer = 0\n", | |
" random.shuffle(self.data)\n", | |
"\n", | |
"\n", | |
"\n", | |
"import torch\n", | |
"import math\n", | |
"device = torch.device(\"cuda\")\n" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"id": "et4j_BMIdO8o", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"id": "XVg-mxp3dTRb", | |
"colab_type": "text" | |
}, | |
"cell_type": "markdown", | |
"source": [ | |
"## Model" | |
] | |
}, | |
{ | |
"metadata": { | |
"id": "Gqd7YUTwdUJA", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"import torch\n", | |
"import math\n", | |
"import torch.nn as nn\n", | |
"\n", | |
"from torch.nn import functional as F\n", | |
"\n", | |
"\n", | |
"class MDN(nn.Module):\n", | |
" def __init__(self, input_size, m):\n", | |
" super().__init__()\n", | |
" self.input_size = input_size\n", | |
" self.m = m\n", | |
" \n", | |
" s = 6 * m + 1 # weight, meanx, meany, varx, vary, rho, e \n", | |
" self.fc1 = nn.Linear(self.input_size, s)\n", | |
" #self.selu1 = nn.SELU()\n", | |
" #self.fc2 = nn.Linear(256, s)\n", | |
" \n", | |
" \n", | |
" def forward(self, x):\n", | |
" x = self.fc1(x)\n", | |
" return x\n", | |
" #out = self.fc2(x)\n", | |
" \n", | |
" #return out\n", | |
"\n", | |
" def myloss(self, output, target):\n", | |
" w, mx, my, logvarx, logvary, rho, en = output.split(self.m, dim=1)\n", | |
" w = w.log_softmax(dim=1)\n", | |
" varx = logvarx.exp()\n", | |
" vary = logvary.exp()\n", | |
" rho = rho.tanh() \n", | |
" en = torch.sigmoid(en)\n", | |
"\n", | |
" tx, ty, te = target.chunk(3, dim=1)\n", | |
" dx = mx - tx\n", | |
" dy = my - ty\n", | |
" z = torch.pow(dx,2) / varx + torch.pow(dy,2) / vary - 2.0 * rho * dx *dy / torch.sqrt( varx*vary)\n", | |
"\n", | |
"\n", | |
" ro2 = torch.ones(1).to(device) - rho * rho # torch.pow(rho, 2)\n", | |
" llh = -z / 2.0 / ro2 - math.log(2*math.pi) - 0.5 * (logvarx + logvary + ro2.log())\n", | |
" \n", | |
" #bb = F.binary_cross_entropy(en, te , reduction=\"none\")\n", | |
" \n", | |
" llh = torch.logsumexp(llh + w, dim=1, keepdim=True)\n", | |
"\n", | |
" out = -llh + F.binary_cross_entropy(en, te, reduction=\"none\")\n", | |
" return out.sum()\n", | |
"\n", | |
"class Strokes(nn.Module):\n", | |
" def __init__(self, M=20):\n", | |
" super().__init__()\n", | |
" self.M = M\n", | |
"\n", | |
" self.rnn = nn.LSTM(input_size=3, hidden_size=512, num_layers=3, dropout=0.2)\n", | |
" self.mdn = MDN(self.rnn.hidden_size, M)\n", | |
"\n", | |
" def forward(self, x, hidden):\n", | |
" x, hidden = self.rnn(x, hidden)\n", | |
" #print(x)\n", | |
" out = self.mdn(x)\n", | |
" return out, hidden\n", | |
" " | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"id": "P3V5lj4nwpDP", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"\n", | |
"def generateSample(model, seq=200):\n", | |
" model.eval()\n", | |
" h0 = torch.zeros(model.rnn.num_layers, 1, model.rnn.hidden_size).to(device).detach()\n", | |
" c0 = torch.zeros(model.rnn.num_layers, 1, model.rnn.hidden_size).to(device).detach()\n", | |
" hidden = (h0, c0)\n", | |
" inp = torch.zeros(3).to(device)\n", | |
" inp[2] = 0.0\n", | |
" inp[0] = 0.0#bat[0][0][0][0]\n", | |
" inp[1] = 0.0#bat[0][0][0][1]\n", | |
" lst = [ inp.tolist() ]\n", | |
" inp = inp.view(1, 1, 3)\n", | |
" \n", | |
" M = model.M\n", | |
" for i in range(seq-1):\n", | |
" x, hidden = model.rnn(inp, hidden)\n", | |
" hidden = (hidden[0].data, hidden[1].data)\n", | |
" output = model.mdn(x).cpu()\n", | |
" #print(output.size())\n", | |
" w, mx, my, logvarx, logvary, rho, en = output.split(model.mdn.m, dim=2)\n", | |
" w = (w).softmax(dim=2).detach().view(-1).numpy()\n", | |
" idx = np.random.choice(range(M), size=2, p=w)[0]\n", | |
" \n", | |
" varx = 0.2*(logvarx.exp().view(-1)[idx].item())\n", | |
" vary = 0.2*(logvary.exp().view(-1)[idx].item())\n", | |
" mx = mx.view(-1)[idx].item()\n", | |
" my = my.view(-1)[idx].item()\n", | |
" rho = (rho.tanh().view(-1)[idx].item())\n", | |
" en = torch.sigmoid(en).view(-1).item()\n", | |
" mean = torch.empty(2)\n", | |
" mean[0] = mx\n", | |
" mean[1] = my\n", | |
" cov = torch.Tensor( [ [varx , rho*math.sqrt(varx*vary) ], \n", | |
" [rho*math.sqrt(varx*vary), vary ] ] ) \n", | |
" \n", | |
" \n", | |
" z = torch.distributions.MultivariateNormal(loc=mean, \n", | |
" covariance_matrix=cov)\n", | |
" t = z.sample()\n", | |
"\n", | |
" e = 0\n", | |
" if torch.rand(1).item() < en:\n", | |
" e = 1\n", | |
"\n", | |
" lst.append( [ t[0].item(), t[1].item(), e])\n", | |
" inp[0,0,0]= t[0]\n", | |
" inp[0,0,1] = t[1]\n", | |
" inp[0,0,2] = e\n", | |
" \n", | |
" return lst" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"id": "9tkjQMU1fI5I", | |
"colab_type": "text" | |
}, | |
"cell_type": "markdown", | |
"source": [ | |
"## Training" | |
] | |
}, | |
{ | |
"metadata": { | |
"id": "_VozqWYPdWQ4", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"import torch \n", | |
"device = torch.device(\"cuda\")\n", | |
"\n", | |
"import numpy as np\n", | |
"\n", | |
"\n", | |
"batch_size = 16\n", | |
"dataloader = DataLoader(batch_size=batch_size)\n", | |
"\n", | |
"\n", | |
"from torch.nn.utils.rnn import *\n", | |
"\n", | |
"model = Strokes(20).to(device)\n", | |
"\n", | |
"h0 = torch.zeros(model.rnn.num_layers, batch_size, model.rnn.hidden_size).to(device).detach()\n", | |
"c0 = torch.zeros(model.rnn.num_layers, batch_size, model.rnn.hidden_size).to(device).detach()\n", | |
"\n", | |
"optimizer = torch.optim.Adam(model.parameters(), lr=1e-3)\n", | |
"lr = torch.optim.lr_scheduler.ExponentialLR(optimizer, gamma=0.95)\n" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"id": "w1vypZQYu7cv", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"\n", | |
"optimizer = torch.optim.Adam(model.parameters(), lr=1e-3)\n", | |
"lr = torch.optim.lr_scheduler.ExponentialLR(optimizer, gamma=0.95)\n", | |
"\n" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"id": "38ta5IbHhatr", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"h0_ = torch.zeros(model.rnn.num_layers, 1, model.rnn.hidden_size).to(device).detach()\n", | |
"c0_ = torch.zeros(model.rnn.num_layers, 1, model.rnn.hidden_size).to(device).detach()\n", | |
"\n", | |
"def evalTestSet(model, data):\n", | |
" model.eval()\n", | |
"\n", | |
" llh = 0.0\n", | |
" \n", | |
" with torch.no_grad():\n", | |
" for line in data:\n", | |
" inp = torch.Tensor(line)\n", | |
" #print(inp.size())\n", | |
" inp = inp.unsqueeze(1).to(device).data\n", | |
" out, _ = model.rnn(inp[0:-1], (h0_.data, c0_.data) )\n", | |
" out = model.mdn(out)\n", | |
" llh += - model.mdn.myloss(out.squeeze(1), inp[1:].squeeze(1).data )\n", | |
" print(\"Test llh:\", llh.item() / len(data))\n", | |
" \n", | |
" model.train()" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"id": "2gxhMGjghZ0Z", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 2096 | |
}, | |
"outputId": "128d6f25-d268-4993-85b4-fb3bed432d2e" | |
}, | |
"cell_type": "code", | |
"source": [ | |
"\n", | |
"model.train()\n", | |
"les = 0.0\n", | |
"cc = 0\n", | |
"\n", | |
"\n", | |
"for epoch in range(100):\n", | |
" lr.step()\n", | |
" dataloader.reset_batch_pointer()\n", | |
"\n", | |
" for b in range(dataloader.num_batches):\n", | |
" batch = dataloader.next_batch()\n", | |
"\n", | |
" batch.sort(key=len, reverse=True)\n", | |
"\n", | |
" batch = [(s[:-1], s[1:]) for s in batch]\n", | |
" inp, target = list(zip(*batch))\n", | |
"\n", | |
" inp = [torch.Tensor(i).to(device).data for i in inp]\n", | |
" target = [torch.Tensor(i).to(device).data for i in target]\n", | |
" \n", | |
" for qq in range(len(inp)):\n", | |
" noise = 0.2* torch.rand(inp[qq].size(0)+1, 2, device=device) + 0.9\n", | |
" inp[qq][:,0:2] = inp[qq][:,0:2] * noise[:-1]\n", | |
" #noise = 0.02* torch.rand_like(target[qq][:,0:2]) + 0.99\n", | |
" target[qq][:,0:2] = target[qq][:,0:2] * noise[1:]\n", | |
"\n", | |
" pp = pack_sequence(inp).to(device)\n", | |
" out, _ = model.rnn(pp, (h0.data, c0.data) )\n", | |
" out, lengths = pad_packed_sequence(out)\n", | |
" out = model.mdn(out)\n", | |
" loss = 0.0\n", | |
" for j in range(lengths.size(0)):\n", | |
" le = lengths[j]\n", | |
" loss += model.mdn.myloss( out[:le,j,:].contiguous(), target[j].data )\n", | |
"\n", | |
" loss /= lengths.size(0)\n", | |
" \n", | |
"\n", | |
" optimizer.zero_grad()\n", | |
"\n", | |
" loss.backward()\n", | |
" torch.nn.utils.clip_grad_norm_(model.parameters(), 10.0)\n", | |
"\n", | |
" optimizer.step()\n", | |
" les += loss.detach().item()\n", | |
" \n", | |
" cc += 1\n", | |
"\n", | |
" if cc % 500 == 499:\n", | |
" evalTestSet(model, dataloader.valid_data)\n", | |
" \n", | |
" if cc % 50 == 49: \n", | |
" print(cc, epoch, b, les /50)\n", | |
" les = .0\n", | |
" with torch.no_grad():\n", | |
" path= np.asarray(generateSample(model, 1000))\n", | |
" path[:,0:2] *= dataloader.std\n", | |
" path[:,0:2] += dataloader.mean\n", | |
" draw_strokes( path , factor=1, svg_filename=\"sample_%d.svg\"%cc)\n", | |
"\n", | |
" model.train()\n" | |
], | |
"execution_count": 0, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": [ | |
"49 0 48 -945.445654296875\n" | |
], | |
"name": "stdout" | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<IPython.core.display.SVG object>" | |
], | |
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"Test llh: 980.9336001642037\n", | |
"499 0 498 -941.8813830566406\n" | |
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}, | |
"metadata": { | |
"tags": [] | |
} | |
} | |
] | |
}, | |
{ | |
"metadata": { | |
"id": "jP35yYbtWDUv", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"evalTestSet(model, dataloader.valid_data)" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"id": "ZhOJp0qYWHPQ", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"cell_type": "code", | |
"source": [ | |
"" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
} | |
] | |
} |
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