diff options
60 files changed, 1485 insertions, 7101 deletions
@@ -151,7 +151,7 @@ config/settings/production.py old-package.json -scraper/datasets/ +#scraper/datasets/ scraper/reports/papers/ *.tar diff --git a/megapixels/app/utils/identity_utils.py b/megapixels/app/utils/identity_utils.py new file mode 100644 index 00000000..e090d16e --- /dev/null +++ b/megapixels/app/utils/identity_utils.py @@ -0,0 +1,68 @@ +import os +from pathlib import Path +from glob import glob +import unidecode +import difflib + +from app.settings import types +from app.utils import logger_utils + +log = logger_utils.Logger.getLogger() + +# Get list of names based on Dataset type +def get_names(enum_dataset): + if enum_dataset == types.Dataset.LFW: + dir_lfw = '/data_store_hdd/datasets/people/lfw/media/original/' + names_orig = [x for x in os.listdir(dir_lfw)] + names_query = [x.replace('_', ' ') for x in names_orig] + result = {'names_orig': names_orig, 'names_query': names_query} + elif enum_dataset == types.Dataset.YOUTUBE_FACES: + names = [x for x in names if 'labeled faces.txt' not in x] + else: + log.warn(f'{enum_dataset} not yet implemented') + result = {} + return result + +def similarity(a, b): + return difflib.SequenceMatcher(a=a.lower(), b=b.lower()).ratio() + +def names_match(name_a, name_b, threshold=0.9, as_float=False, compound_score=False): + '''Returns boolean if names are similar enough + ''' + # strip spaces and split names into list of plain text words + name_a_clean = [unidecode.unidecode(x.strip().lower()) for x in name_a.strip().split(' ')] + name_b_clean = [unidecode.unidecode(x.strip().lower()) for x in name_b.strip().split(' ')] + + # assign short long vars + len_a = len(name_a_clean) + len_b = len(name_b_clean) + len_min = min(len_a, len_b) + len_max = max(len_a, len_b) + + # compute scores + scores = [] + for i in range(len(name_a_clean)): + word_a = name_a_clean[i] + subscores = [] + for j in range(len(name_b_clean)): + word_b = name_b_clean[j] + score = similarity(word_a, word_b) + subscores.append(score) + scores.append(subscores) + + # return result + ratio_similar = sum(max(x) for x in scores) / len_min + + if compound_score: + # combine with any missing letters/words + letters_a = sum(len(x) for x in name_a_clean) + letters_b = sum(len(x) for x in name_b_clean) + ratio_letters = min(letters_a, letters_b) / max(letters_a, letters_b) + score = (0.8 * ratio_similar) + (0.2 * ratio_letters) + else: + score = ratio_similar + + if as_float: + return score + else: + return score > threshold
\ No newline at end of file diff --git a/megapixels/notebooks/bs4_scratch.ipynb b/megapixels/notebooks/bs4_scratch.ipynb index e63d286f..eeaa618d 100644 --- a/megapixels/notebooks/bs4_scratch.ipynb +++ b/megapixels/notebooks/bs4_scratch.ipynb @@ -2,189 +2,107 @@ "cells": [ { "cell_type": "code", - "execution_count": 56, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from bs4 import BeautifulSoup\n", "from pathlib import Path\n", - "from os.path import join" + "from os.path import join\n", + "import urllib.request\n", + "import lxml\n", + "from functools import partial\n", + "from multiprocessing.dummy import Pool as ThreadPool\n", + "from tqdm import tqdm_notebook as tqdm\n", + "import pandas as pd\n", + "%reload_ext autoreload\n", + "%autoreload 2" ] }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 92, "metadata": {}, "outputs": [], "source": [ - "data = \"\"\"\n", - "<div class=\"entry-content\">\n", - "<h2 id=\"annotations\" class=\"offset\">Annotations</h2>\n", - "<p>Below are examples of our different annotations within the dataset. Every pedestrian, cyclist and motorcyclist (higher than 50px) in every frame is annotated with a bounding box, along side with three attributes: occlusion, difficult (low contrast or unusual posture) and pose. People on posters, sculptures and groups where individuals are hard to seperate are marked as “ignore”.</p>\n", - "<style type=\"text/css\">\n", - "\t\t\t#gallery-3 {\n", - "\t\t\t\tmargin: auto;\n", - "\t\t\t}\n", - "\t\t\t#gallery-3 .gallery-item {\n", - "\t\t\t\tfloat: left;\n", - "\t\t\t\tmargin-top: 10px;\n", - "\t\t\t\ttext-align: center;\n", - "\t\t\t\twidth: 25%;\n", - "\t\t\t}\n", - "\t\t\t#gallery-3 img {\n", - "\t\t\t\tborder: 2px solid #cfcfcf;\n", - "\t\t\t}\n", - "\t\t\t#gallery-3 .gallery-caption {\n", - "\t\t\t\tmargin-left: 0;\n", - "\t\t\t}\n", - "\t\t\t/* see gallery_shortcode() in wp-includes/media.php */\n", - "\t\t</style>\n", - "<h2 id=\"pedestrian\" class=\"offset\">Pedestrian</h2>\n", - "<div id=\"gallery-3\" class=\"gallery galleryid-56 gallery-columns-4 gallery-size-medium\">\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "<p>\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/many_peds3.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/many_peds3.png\" alt=\"\" class=\"alignnone size-medium wp-image-43\" width=\"300\" height=\"184\"></a>\n", - "\t\t\t</p></dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-81\">\n", - "\t\t\t\tHigh frequency of pedestrians\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "<p>\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ped_dark_low_contrast.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ped_dark_low_contrast.png\" alt=\"\" class=\"alignnone size-medium wp-image-28\" width=\"300\" height=\"186\"></a>\n", - "\t\t\t</p></dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-82\">\n", - "\t\t\t\tDark scenes with low contrast\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "<p>\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/peds_occluded.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/peds_occluded.png\" alt=\"\" class=\"alignnone size-medium wp-image-44\" width=\"300\" height=\"193\"></a>\n", - "\t\t\t</p></dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-83\">\n", - "\t\t\t\tOccluded pedestrians\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "<p>\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ped_sideways.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ped_sideways.png\" alt=\"\" class=\"alignnone size-medium wp-image-44\" width=\"300\" height=\"193\"></a>\n", - "\t\t\t</p></dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-85\">\n", - "\t\t\t\tSideview of crossing pedestrians\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<p><br style=\"clear: both\">\n", - "\t\t</p></div>\n", - "<h2 id=\"bicycle\" class=\"offset\">Bicycledriver and Motorbikedriver</h2>\n", - "<div id=\"gallery-3\" class=\"gallery galleryid-56 gallery-columns-4 gallery-size-medium\">\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "\t\t\t\t\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/bicycle_back_glare.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/bicycle_back_glare.png\" alt=\"\" class=\"alignnone size-medium wp-image-43\" width=\"300\" height=\"184\"></a>\n", - "\t\t\t</dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-86\">\n", - "\t\t\t\tBicycle drivers from back including glare\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "<p>\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/bicycle_driver_sideways.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/bicycle_driver_sideways.png\" alt=\"\" class=\"alignnone size-medium wp-image-28\" width=\"300\" height=\"186\"></a>\n", - "\t\t\t</p></dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-87\">\n", - "\t\t\t\tBicycledriver sideways\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "<p>\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/bicycle_mixed_with_ped.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/bicycle_mixed_with_ped.png\" alt=\"\" class=\"alignnone size-medium wp-image-44\" width=\"300\" height=\"193\"></a>\n", - "\t\t\t</p></dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-88\">\n", - "\t\t\t\tScenes with mixed annotations\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "<p>\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/bicycle_multiple_drivers2.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/bicycle_multiple_drivers2.png\" alt=\"\" class=\"alignnone size-medium wp-image-44\" width=\"300\" height=\"193\"></a>\n", - "\t\t\t</p></dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-89\">\n", - "\t\t\t\tMultiple bicycle drivers\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<p><br style=\"clear: both\">\n", - "\t\t</p></div>\n", - "<div id=\"gallery-3\" class=\"gallery galleryid-56 gallery-columns-4 gallery-size-medium\">\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "\t\t\t\t\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/mb_driver_back.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/mb_driver_back.png\" alt=\"\" class=\"alignnone size-medium wp-image-43\" width=\"300\" height=\"184\"></a>\n", - "\t\t\t</dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-90\">\n", - "\t\t\t\tMotorbikedrivers from back\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "<p>\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/mb_drivers_crossing.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/mb_drivers_crossing.png\" alt=\"\" class=\"alignnone size-medium wp-image-28\" width=\"300\" height=\"186\"></a>\n", - "\t\t\t</p></dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-91\">\n", - "\t\t\t\tMultiple motorbikedrives in a scene\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "<p>\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/mb_driver_traffic_glare.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/mb_driver_traffic_glare.png\" alt=\"\" class=\"alignnone size-medium wp-image-44\" width=\"300\" height=\"193\"></a>\n", - "\t\t\t</p></dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-92\">\n", - "\t\t\t\tMotorbikedrivers in traffic including glare\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "<p>\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/mb_driver_back2.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/mb_driver_back2.png\" alt=\"\" class=\"alignnone size-medium wp-image-44\" width=\"300\" height=\"193\"></a>\n", - "\t\t\t</p></dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-93\">\n", - "\t\t\t\tMotorbike driver followed during several frames\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<p><br style=\"clear: both\">\n", - "\t\t</p></div>\n", - "<h2 id=\"ignore\" class=\"offset\">Ignore</h2>\n", - "<div id=\"gallery-3\" class=\"gallery galleryid-56 gallery-columns-4 gallery-size-medium\">\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "\t\t\t\t\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ignore_group.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ignore_group.png\" alt=\"\" class=\"alignnone size-medium wp-image-43\" width=\"300\" height=\"184\"></a>\n", - "\t\t\t</dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-94\">\n", - "\t\t\t\tIgnore larger group of pedestrians that can not be distinguished\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "<p>\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ign_traffic_signs.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ign_traffic_signs.png\" alt=\"\" class=\"alignnone size-medium wp-image-28\" width=\"300\" height=\"186\"></a>\n", - "\t\t\t</p></dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-95\">\n", - "\t\t\t\tIgnore confusing traffic signs\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "<p>\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ign_passengers.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ign_passengers.png\" alt=\"\" class=\"alignnone size-medium wp-image-44\" width=\"300\" height=\"193\"></a>\n", - "\t\t\t</p></dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-96\">\n", - "\t\t\t\tIgnore irrelevant people like passenger\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "<p>\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ign.ads_.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ign.ads_.png\" alt=\"\" class=\"alignnone size-medium wp-image-44\" width=\"300\" height=\"193\"></a>\n", - "\t\t\t</p></dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-97\">\n", - "\t\t\t\tIgnore advertisements and billboards that may include target objects\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<p><br style=\"clear: both\">\n", - "\t\t</p></div>\n", - "<p> </p>\n", - "</div>\n", - "\"\"\"" + "fp_html = '/data_store/datasets/people/vgg_face/downloads/celeb_list.html'\n", + "with open(fp_html,'r') as fp:\n", + " data = fp.readlines()\n", + "data = data[0]\n", + "#data = urllib.request.urlopen('https://www.youtube.com/watch?v=396sRuzVrHQ').read()" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": {}, + "outputs": [], + "source": [ + "lines = data.split('<br>')" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": {}, + "outputs": [], + "source": [ + "names = [x.split(' ')[1].strip() for x in lines]" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "data_error2 = urllib.request.urlopen('https://www.youtube.com/watch?v=XAuCRa3ySfU').read()" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "no desc\n", + "\n", + "\n", + "\n", + "\n", + " This video is unavailable.\n", + "\n", + " \n", + "\n", + "Sorry about that.\n", + " \n", + "\n", + "\n" + ] + } + ], + "source": [ + "soup = BeautifulSoup(data_error2, 'lxml')\n", + "desc_result = soup.find('p', attrs={'id': 'eow-description'})\n", + "if desc_result:\n", + " print(desc_result.text)\n", + "else:\n", + " print('no desc')\n", + "\n", + "error_result = soup.find('div', attrs={'id': 'player-unavailable'})\n", + "if error_result:\n", + " print(error_result.text)" ] }, { @@ -193,6 +111,43 @@ "metadata": {}, "outputs": [], "source": [ + "data = \"\"\"\n", + "\n", + " \"\"\"" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "If a recognizable person appears in this video, use for commercial purposes may infringe a right of privacy or publicity. It may not be used to state or imply the endorsement by NASA employees of a commercial product, process or service, or used in any other manner that might mislead. Accordingly, it is requested that if this video is used in advertising and other commercial promotion, layout and copy be submitted to NASA prior to release.\n" + ] + } + ], + "source": [ + "soup = BeautifulSoup(data, 'lxml')\n", + "d = soup.find('div', attrs={'id': 'description', 'slot': 'content'})\n", + "print(d.text)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ "def parse_urls(url, exts):\n", " ahrefs = soup.find_all('img')\n", " urls = []\n", @@ -209,37 +164,44 @@ " src = img['src']\n", " if Path(src).suffix[1:] in exts:\n", " tags.append('{}{}'.format(url, src))\n", - " return tags" + " return tags\n", + "\n", + "metavars = [\n", + " {'name': ('title','title')},\n", + " {'name': ('description', 'description')},\n", + " {'name': ('keywords', 'keywords')},\n", + " {'itemprop': ('paid', 'paid')},\n", + " {'itemprop': ('videoId', 'video_id')},\n", + " {'itemprop': ('duration', 'duration')},\n", + " {'itemprop': ('width', 'width')},\n", + " {'itemprop': ('height', 'height')},\n", + " {'itemprop': ('isFamilyFriendly', 'is_family_friendly')},\n", + " {'itemprop': ('interactionCount', 'views')},\n", + " {'itemprop': ('datePublished', 'date_published')},\n", + " {'itemprop': ('genre', 'genre')},\n", + " {'itemprop': ('unlisted', 'genre')}\n", + "]\n", + "\n", + "def parse_yt_meta(soup, prop, propvals):\n", + " content = soup.find('meta', attrs={prop:propvals[0]}).get('content','')\n", + " return {propvals[1]: content}\n", + "\n", + "def parse_yt_page(soup):\n", + " #BeautifulSoup(data, 'html.parser').find(attrs={'name': 'description'})\n", + " results = []\n", + " for metavar in metavars:\n", + " prop, propvals = list(metavar.items())[0]\n", + " result = parse_yt_meta(soup, prop, propvals)\n", + " #print(prop, propvals, result)\n", + " results.append(result)\n", + " return results" ] }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 5, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/many_peds3.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ped_dark_low_contrast.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/peds_occluded.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ped_sideways.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/bicycle_back_glare.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/bicycle_driver_sideways.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/bicycle_mixed_with_ped.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/bicycle_multiple_drivers2.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/mb_driver_back.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/mb_drivers_crossing.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/mb_driver_traffic_glare.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/mb_driver_back2.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ignore_group.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ign_traffic_signs.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ign_passengers.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ign.ads_.png\n" - ] - } - ], + "outputs": [], "source": [ "soup = BeautifulSoup(data,'lxml')\n", "#burl = 'http://skuld.cs.umass.edu/traces/mmsys/2015/paper-5/devset/'\n", @@ -260,6 +222,221 @@ }, { "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def get_papers(paper_id, sort_type='is-influential'):\n", + " pages = 21\n", + " results = []\n", + " page_limit = 10\n", + " num_pages = 2142 // page_limit\n", + " num_pages = 990\n", + " for page_num in range(num_pages):\n", + " url = gen_url(paper_id, page_num, sort_type, page_limit=page_limit)\n", + " print(f'get page {page_num}, {page_limit*page_num} - {(page_num+1)*page_limit}, for {url}')\n", + " data = urllib.request.urlopen(url).read()\n", + " soup = BeautifulSoup(data,'lxml')\n", + " titles = soup.find_all('h2', attrs={'class': 'citation__title'})\n", + " page_results = []\n", + " for t in titles:\n", + " page_results.append({'title': t.text, 'paper_id': t['data-heap-paper-id']})\n", + " print(f'page contained {len(page_results)}')\n", + " results += page_results\n", + " print(len(results), 'return3ed results')\n", + " return results" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "def gen_url(paper_id, page_num, sort_type, page_limit=10):\n", + " url = 'https://www.semanticscholar.org/paper/'\n", + " params = {\n", + " 'tab': 'abstract',\n", + " 'citingPapersSort': sort_type, # citingPapersSort=year,is-influential\n", + " 'citingPapersLimit': page_limit,\n", + " 'citingPapersOffset': page_num * page_limit,\n", + " 'citedPapersSort': 'is-influential',\n", + " 'citedPapersLimit': 1,\n", + " 'citedPapersOffset': 0,\n", + " }\n", + " url_args = urllib.parse.urlencode(params)\n", + " url = join(url, paper_id, f'?{url_args}')\n", + " return url\n", + "\n", + "def get_papers_mt(paper_id, sort_type='is-influential', opt_threads=4):\n", + " \n", + " def pool_process(url_obj):\n", + " # threaded function\n", + " results = []\n", + " try:\n", + " #print(f'get page {page_num}, {page_limit*page_num} - {(page_num+1)*page_limit}, for {url}')\n", + " data = urllib.request.urlopen(url_obj['url'], timeout=30).read()\n", + " soup = BeautifulSoup(data,'lxml')\n", + " titles = soup.find_all('h2', attrs={'class': 'citation__title'})\n", + " page_results = []\n", + " for t in titles:\n", + " page_results.append({'title': t.text, 'paper_id': t['data-heap-paper-id']})\n", + " results += page_results\n", + " except Exception as e:\n", + " print(f'Error: {e}, {url_obj[\"url\"]}')\n", + " pbar.update(1)\n", + " return results # list of paper title and id\n", + "\n", + " # pregenerate URLs\n", + " page_limit = 10\n", + " num_pages = 990 // page_limit\n", + " url_objs = []\n", + " for page_num in range(num_pages):\n", + " url = gen_url(paper_id, page_num, sort_type, page_limit=page_limit)\n", + " url_objs.append({'url': url, 'sort_type':sort_type})\n", + "\n", + " results = []\n", + " opt_threads = 20\n", + " pbar = tqdm(total=len(url_objs))\n", + " pool_process = partial(pool_process)\n", + " pool = ThreadPool(opt_threads) \n", + " with tqdm(total=len(url_objs)) as pbar:\n", + " results = pool.map(pool_process, url_objs)\n", + " \n", + " pbar.close()\n", + " return results" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "26a6ee5a7b9b42fd91581c45134ab9c2", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=99), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "471db3dfbc3b4f25a304b11491db8725", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=99), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "paper_id = '370b5757a5379b15e30d619e4d3fb9e8e13f3256'\n", + "papers_influ = get_papers_mt(paper_id, sort_type='is-influential', opt_threads=4)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "bcca087a063945eca3f92cac38cd3fad", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=99), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "7d761ddff25f4802bb45902eefa3acb6", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=99), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "papers_year = get_papers_mt(paper_id, sort_type='year', opt_threads=4)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "papers_all = []\n", + "for pl in papers_influ:\n", + " for p in pl:\n", + " papers_" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "papers_all = []\n", + "papers_ids = []\n", + "for paper_list in papers_influ:\n", + " for paper in paper_list:\n", + " paper_id = paper['paper_id']\n", + " if not paper_id in papers_ids:\n", + " papers_ids.append(paper_id)\n", + " papers_all.append(p)\n", + "for paper_list in papers_year:\n", + " for paper in paper_list:\n", + " paper_id = paper['paper_id']\n", + " if not paper_id in papers_ids:\n", + " papers_ids.append(paper_id)\n", + " papers_all.append(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1317\n" + ] + } + ], + "source": [ + "print(len(papers_all))" + ] + }, + { + "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], @@ -268,9 +445,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:megapixels]", + "display_name": "megapixels", "language": "python", - "name": "conda-env-megapixels-py" + "name": "megapixels" }, "language_info": { "codemirror_mode": { @@ -282,7 +459,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.7" + "version": "3.6.8" } }, "nbformat": 4, diff --git a/megapixels/notebooks/datasets/face_tracer/face_tracer.png b/megapixels/notebooks/datasets/face_tracer/face_tracer.png Binary files differdeleted file mode 100644 index dc04f0a6..00000000 --- a/megapixels/notebooks/datasets/face_tracer/face_tracer.png +++ /dev/null diff --git a/megapixels/notebooks/datasets/knowledge_graph/identity.ipynb b/megapixels/notebooks/datasets/identity/identity_testing.ipynb index 81a74faf..384cca93 100644 --- a/megapixels/notebooks/datasets/knowledge_graph/identity.ipynb +++ b/megapixels/notebooks/datasets/identity/identity_testing.ipynb @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 155, "metadata": {}, "outputs": [], "source": [ @@ -48,72 +48,87 @@ "\n", "import sys\n", "sys.path.append('/work/megapixels_dev/megapixels')\n", - "from app.utils import api_utils\n", + "from app.utils import api_utils, identity_utils\n", + "from app.settings import app_cfg\n", "from app.settings import types" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 159, "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/media/adam/ah8tb/work/megapixels_dev/env/google_knowledge_graph_api.env\n" + ] + } + ], "source": [ - "## Get List of Names" + "print(app_cfg.FP_KNOWLEDGE_GRAPH_ENV)" ] }, { - "cell_type": "code", - "execution_count": 2, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "def get_names(enum_dataset):\n", - " if enum_dataset == types.Dataset.LFW:\n", - " dir_lfw = '/data_store_hdd/datasets/people/lfw/media/original/'\n", - " names = [x.replace('_', ' ') for x in os.listdir(dir_lfw)]\n", - " elif enum_dataset == types.Dataset.YOUTUBE_FACES:\n", - " names = [x for x in names if 'labeled faces.txt' not in x]\n", - " return names" + "## Get List of Names" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 160, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "['Kim Clijsters', 'William Rosenberg', 'John Brady', 'Juan Ignacio Chela', 'Floyd Keith', 'Sam Gerald', 'Imad Khadduri', 'Anna Kournikova', 'Jacques Rogge', 'Wilbert Elki Meza Majino']\n" + "['Kim Clijsters', 'William Rosenberg', 'John Brady', 'Juan Ignacio Chela', 'Floyd Keith', 'Sam Gerald', 'Imad Khadduri', 'Anna Kournikova', 'Jacques Rogge', 'Wilbert Elki Meza Majino']\n", + "['Kim_Clijsters', 'William_Rosenberg', 'John_Brady', 'Juan_Ignacio_Chela', 'Floyd_Keith', 'Sam_Gerald', 'Imad_Khadduri', 'Anna_Kournikova', 'Jacques_Rogge', 'Wilbert_Elki_Meza_Majino']\n" ] } ], "source": [ - "names = get_names(types.Dataset.LFW)\n", - "print(names[0:10])" + "names = identity_utils.get_names(types.Dataset.LFW)\n", + "print(names['names_query'][0:10])\n", + "print(names['names_orig'][0:10])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Google Knowledge Graph API" + "## Google Knowledge Graph API\n", + "\n", + "- about 100.000 requests per 24 hours" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 161, "metadata": {}, "outputs": [], "source": [ "# read API key\n", - "api_key = open('/work/megapixels_dev/env/google_knowledge_graph_api.env').read()\n", + "\n", + "api_key = open(app_cfg.FP_KNOWLEDGE_GRAPH_ENV).read()\n", "kg_api = api_utils.GoogleKnowledgeGraph(api_key)\n", "wp_api = api_utils.WikipediaAPI()" ] }, { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Test API Access" + ] + }, + { "cell_type": "code", - "execution_count": 241, + "execution_count": 128, "metadata": {}, "outputs": [ { @@ -121,27 +136,33 @@ "output_type": "stream", "text": [ "wp\n", - "{'wp_accessed': True, 'wp_description': '', 'wp_name': '', 'wp_page_id': ''}\n", + "https://en.wikipedia.org/w/api.php?redirects=&ppprop=displaytitle&prop=pageprops%7Cpageimages%7Cdescription&generator=prefixsearch&action=query&format=json&piprop=thumbnail&pilimit=1&gpssearch=Vicente+Fox&gpsnamespace=0&gpslimit=1\n", + "{'wp_accessed': True,\n", + " 'wp_description': 'President of Mexico',\n", + " 'wp_name': 'Vicente Fox',\n", + " 'wp_page_id': '32836'}\n", "kg\n", "{'kg_accessed': True,\n", - " 'kg_bio': '',\n", - " 'kg_bio_url': '',\n", - " 'kg_description': '',\n", - " 'kg_id': '',\n", - " 'kg_image_url': '',\n", - " 'kg_name': '',\n", - " 'kg_score': 0,\n", + " 'kg_bio': 'Vicente Fox Quesada, RSerafO is a Mexican businessman and '\n", + " 'politician who served as the 55th President of Mexico from 1 '\n", + " 'December 2000 to 30 November 2006.\\n',\n", + " 'kg_bio_url': 'https://en.wikipedia.org/wiki/Vicente_Fox',\n", + " 'kg_description': 'Former President of Mexico',\n", + " 'kg_error': '',\n", + " 'kg_id': '/m/081f4',\n", + " 'kg_image_url': 'http://t2.gstatic.com/images?q=tbn:ANd9GcQqs1Z0NhSLve9OyfdC0AHFWKWlTpHO4tCnU7dedSSz2kzCRk60',\n", + " 'kg_name': 'Vicente Fox',\n", + " 'kg_score': 610.987427,\n", " 'kg_url': '',\n", - " 'query': 'Jeff Dederian'}\n" + " 'query': 'Vicente Fox'}\n" ] } ], "source": [ - "#wp_api.test_access()\n", - "print('wp')\n", - "pprint(wp_api.get_meta({'query': 'Florecita Cobian'}))\n", - "print('kg')\n", - "pprint(kg_api.get_kg_from_name({'query':'Jeff Dederian'}))" + "print('wp----')\n", + "pprint(wp_api.get_meta({'query': 'Vicente Fox'}, verbose=True))\n", + "print('kg----')\n", + "pprint(kg_api.get_kg_from_name({'query':'Vicente Fox'}))" ] }, { @@ -153,121 +174,29 @@ }, { "cell_type": "code", - "execution_count": 242, - "metadata": {}, - "outputs": [], - "source": [ - "def same_person(query, name, sim_min=.9, word_match_min=0.75, verbose=False):\n", - " if name == '':\n", - " return False\n", - " # check and remove if WP added parenthesis\n", - " if '(' in name and ')' in name:\n", - " name = name.split('(')[0]\n", - " \n", - " # then strip spaces and split into list\n", - " query_strings = [unidecode.unidecode(x.strip().lower()) for x in query.strip().split(' ')] # query\n", - " result_strings = [unidecode.unidecode(x.strip().lower()) for x in name.strip().split(' ')] # result\n", - " min_str_len = min(len(result_strings), len(query_strings))\n", - " # match each word in the query\n", - " matched_strings = []\n", - " \n", - " for i in range(len(query_strings)):\n", - " # for each word in the shorter text string\n", - " result_strings_tmp = result_strings.copy()\n", - " for j in range(len(result_strings_tmp)):\n", - " a = query_strings[i]\n", - " b = result_strings_tmp[j]\n", - " # make a the shorter string\n", - " lengths = [len(a), len(b)]\n", - " min_ratio = (min(lengths) / max(lengths) * .75)\n", - " ratio = difflib.SequenceMatcher(a=a.lower(), b=b.lower()).ratio()\n", - " result = (ratio >= min_ratio)\n", - " if verbose:\n", - " print(f'comapre \"{a}\" to \"{b}\" ratio was: {ratio:.2f} min: {min_ratio:.2}, passed: {result}')\n", - " if result:\n", - " # remove this item from result strings\n", - " matched_string = result_strings.pop(j)\n", - " matched_strings.append(matched_string)\n", - " break # exit loop and use shortened result string haystack\n", - "\n", - " matched = len(matched_strings) >= min_str_len\n", - " if verbose:\n", - " print(f'{matched} because {len(matched_strings)} >= {min_str_len}')\n", - " return matched" - ] - }, - { - "cell_type": "code", - "execution_count": 245, + "execution_count": 162, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "(Adoor Gopalakrishnan == Adoors Gopalakarishnan ok) = True\n", - "\n", - "comapre \"dave\" to \"david\" ratio was: 0.67 min: 0.6, passed: True\n", - "comapre \"letterman\" to \"letterman\" ratio was: 1.00 min: 0.75, passed: True\n", - "True because 2 >= 2\n", - "(David Letterman == Dave Letterman) = True\n", - "\n", - "comapre \"charles\" to \"charles\" ratio was: 1.00 min: 0.75, passed: True\n", - "comapre \"dickens\" to \"booker\" ratio was: 0.31 min: 0.64, passed: False\n", - "False because 1 >= 2\n", - "(Charles Booker == Charles Dickens) = False\n", - "\n", - "comapre \"donald\" to \"don\" ratio was: 0.67 min: 0.38, passed: True\n", - "comapre \"trump\" to \"j.\" ratio was: 0.00 min: 0.3, passed: False\n", - "comapre \"trump\" to \"trump\" ratio was: 1.00 min: 0.75, passed: True\n", - "True because 2 >= 2\n", - "(Don J. Trump == Donald Trump) = True\n", - "\n", - "comapre \"wang\" to \"wang\" ratio was: 1.00 min: 0.75, passed: True\n", - "comapre \"fei\" to \"fei\" ratio was: 1.00 min: 0.75, passed: True\n", - "True because 2 >= 2\n", - "(Wang Fei (female footballer) == Wang Fei) = True\n" + "0.7714285714285716\n" ] } ], "source": [ - "test_sim_match = True\n", - "if test_sim_match:\n", - " # Test name similarity search\n", - " query = 'Adoors Gopalakarishnan ok'\n", - " wp_name = 'Adoor Gopalakrishnan'\n", - " matched = same_person(query, wp_name)\n", - " print(f'({wp_name} == {query}) = {matched}')\n", - " print('')\n", - "\n", - " query = 'Dave Letterman'\n", - " wp_name = 'David Letterman'\n", - " matched = same_person(query, wp_name, verbose=True)\n", - " print(f'({wp_name} == {query}) = {matched}')\n", - " print('')\n", - "\n", - " query = 'Charles Dickens'\n", - " wp_name = 'Charles Booker'\n", - " matched = same_person(query, wp_name, verbose=True)\n", - " print(f'({wp_name} == {query}) = {matched}')\n", - " print('')\n", - "\n", - " query = 'Donald Trump'\n", - " wp_name = 'Don J. Trump'\n", - " matched = same_person(query, wp_name, verbose=True)\n", - " print(f'({wp_name} == {query}) = {matched}')\n", - " print('')\n", - " \n", - " query = 'Wang Fei'\n", - " kg_name = 'Faye Wong'\n", - " wp_name = 'Wang Fei (female footballer)'\n", - " matched = same_person(query, wp_name, verbose=True)\n", - " print(f'({wp_name} == {query}) = {matched}')" + "#print(identity_utils.names_match('Andréss Iniestas', 'Andres Iniestalossas Jr.', as_float=True))\n", + "#print(identity_utils.names_match('Adoor Gopalakrishnan', 'Adoors Gopalakarishnan', as_float=True))\n", + "#print(identity_utils.names_match('Dave Letterman', 'David Letterman', as_float=True))\n", + "print(identity_utils.names_match('Charles Dickens', 'Charles Boooker', as_float=True))\n", + "#print(identity_utils.names_match('Donald Trump', 'Donald J. Trump', as_float=True))\n", + "#print(identity_utils.names_match('Wang Fei', 'Fei Wang III', as_float=True))" ] }, { "cell_type": "code", - "execution_count": 246, + "execution_count": 126, "metadata": {}, "outputs": [], "source": [ @@ -710,69 +639,13 @@ "source": [ "df_mapped_persons.head(2)" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Clean data" - ] - }, - { - "cell_type": "code", - "execution_count": 225, - "metadata": { - "scrolled": false - }, - "outputs": [], - "source": [ - "for mp in mapped_persons:\n", - " mp['source_name'] = mp['source_name'].replace(' ', '_')\n", - "# mp['kg_description'] = mp['kg_description'].strip()\n", - "# mp['kg_name'] = mp['kg_name'].strip()\n", - "# mp['kg_bio_url'] = mp['kg_bio_url'].strip()\n", - "# mp['kg_bio'] = mp['kg_bio'].strip()\n", - "# mp['kg_url'] = mp['kg_url'].strip()\n", - " \n", - "# mp['wp_description'] = mp['wp_description'].strip()\n", - "# mp['wp_name'] = mp['wp_name'].strip()\n", - " \n", - "# mp['mp_name'] = ''\n", - "# mp['mp_bio'] = ''\n", - "# mp['mp_description'] = ''\n", - "# mp['mp_slug'] = ''\n", - " \n", - " #mp.setdefault('kg_description','')\n", - "# if mp.get('kg_score', 0) == 0:\n", - "# mp['kg_image_url'] = ''\n", - "# mp['kg_bio_url'] = ''\n", - "# mp['kg_id'] = ''\n", - "# mp['kg_url'] = ''\n", - "# mp['kg_description'] = ''\n", - "# mp['kg_bio_url'] = ''\n", - "# mp['kg_name'] = ''\n", - "# if mp['kg_url'] == [] or mp['kg_url'] == '[]':\n", - "# mp['kg_url'] = ''\n", - "\n", - " try:\n", - " _ = mp.pop('wp_bio')\n", - " except:\n", - " pass" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:megapixels]", + "display_name": "megapixels", "language": "python", - "name": "conda-env-megapixels-py" + "name": "megapixels" }, "language_info": { "codemirror_mode": { @@ -784,7 +657,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.6.8" } }, "nbformat": 4, diff --git a/megapixels/notebooks/datasets/imdb_wiki/identity.ipynb b/megapixels/notebooks/datasets/identity/imdb_wiki_identity.ipynb index 40d7bd86..40d7bd86 100644 --- a/megapixels/notebooks/datasets/imdb_wiki/identity.ipynb +++ b/megapixels/notebooks/datasets/identity/imdb_wiki_identity.ipynb diff --git a/megapixels/notebooks/datasets/imdb_wiki_meta_debug.ipynb b/megapixels/notebooks/datasets/identity/imdb_wiki_meta_debug.ipynb index 3b66fc5e..3b66fc5e 100644 --- a/megapixels/notebooks/datasets/imdb_wiki_meta_debug.ipynb +++ b/megapixels/notebooks/datasets/identity/imdb_wiki_meta_debug.ipynb diff --git a/megapixels/notebooks/datasets/lfw/lfw_knowledge_graph.ipynb b/megapixels/notebooks/datasets/identity/lfw_knowledge_graph.ipynb index 01e516bb..01e516bb 100644 --- a/megapixels/notebooks/datasets/lfw/lfw_knowledge_graph.ipynb +++ b/megapixels/notebooks/datasets/identity/lfw_knowledge_graph.ipynb diff --git a/megapixels/notebooks/datasets/lfw/lfw_make_identity_csv.ipynb b/megapixels/notebooks/datasets/identity/lfw_make_identity_csv.ipynb index 039614f0..039614f0 100644 --- a/megapixels/notebooks/datasets/lfw/lfw_make_identity_csv.ipynb +++ b/megapixels/notebooks/datasets/identity/lfw_make_identity_csv.ipynb diff --git a/megapixels/notebooks/datasets/lfw/lfw_names.ipynb b/megapixels/notebooks/datasets/identity/lfw_names.ipynb index 8c474dd7..8c474dd7 100644 --- a/megapixels/notebooks/datasets/lfw/lfw_names.ipynb +++ b/megapixels/notebooks/datasets/identity/lfw_names.ipynb diff --git a/megapixels/notebooks/datasets/msceleb/identity.ipynb b/megapixels/notebooks/datasets/identity/msceleb_identity.ipynb index d330badb..d330badb 100644 --- a/megapixels/notebooks/datasets/msceleb/identity.ipynb +++ b/megapixels/notebooks/datasets/identity/msceleb_identity.ipynb diff --git a/megapixels/notebooks/datasets/pubfig83/identity.ipynb b/megapixels/notebooks/datasets/identity/pubfig83_identity.ipynb index 697d9cee..9809d6d6 100644 --- a/megapixels/notebooks/datasets/pubfig83/identity.ipynb +++ b/megapixels/notebooks/datasets/identity/pubfig83_identity.ipynb @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -53,7 +53,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -66,25 +66,26 @@ ], "source": [ "dir_lfw = '/data_store_hdd/datasets/people/pubfig83/media/original/'\n", - "names = [x.replace('_', ' ') for x in os.listdir(dir_lfw)]\n", + "names_orig = [x for x in os.listdir(dir_lfw)]\n", + "names_query = [x.replace('_', ' ') for x in names_orig]\n", "print(len(names))" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "julia stiles\n" + "julia_stiles\n" ] } ], "source": [ - "print(names[0])" + "print(names_orig[0])" ] }, { @@ -96,7 +97,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -107,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -168,7 +169,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -188,7 +189,7 @@ " 'kg_id': '/m/07s7wk',\n", " 'name': 'Adoor Gopalakrishnan',\n", " 'query': 'Adoor Gopalakrishnan',\n", - " 'score': 501.001862,\n", + " 'score': 501.590881,\n", " 'url': 'http://www.adoorgopalakrishnan.com'}\n" ] } @@ -634,9 +635,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:megapixels]", + "display_name": "megapixels", "language": "python", - "name": "conda-env-megapixels-py" + "name": "megapixels" }, "language_info": { "codemirror_mode": { @@ -648,7 +649,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.6.8" } }, "nbformat": 4, diff --git a/megapixels/notebooks/datasets/umd_faces/identity.ipynb b/megapixels/notebooks/datasets/identity/umd_faces_identity.ipynb index a3da9d58..a3da9d58 100644 --- a/megapixels/notebooks/datasets/umd_faces/identity.ipynb +++ b/megapixels/notebooks/datasets/identity/umd_faces_identity.ipynb diff --git a/megapixels/notebooks/datasets/vgg_face2/clean_vgg_identity_meta_kg.ipynb b/megapixels/notebooks/datasets/identity/vgg_face2_clean_meta_kg.ipynb index 91ca1626..91ca1626 100644 --- a/megapixels/notebooks/datasets/vgg_face2/clean_vgg_identity_meta_kg.ipynb +++ b/megapixels/notebooks/datasets/identity/vgg_face2_clean_meta_kg.ipynb diff --git a/megapixels/notebooks/datasets/vgg_face2/identity.ipynb b/megapixels/notebooks/datasets/identity/vgg_face2_identity.ipynb index 66eeeb90..66eeeb90 100644 --- a/megapixels/notebooks/datasets/vgg_face2/identity.ipynb +++ b/megapixels/notebooks/datasets/identity/vgg_face2_identity.ipynb diff --git a/megapixels/notebooks/datasets/vgg_face2/vgg_names.ipynb b/megapixels/notebooks/datasets/identity/vgg_face2_names.ipynb index f792bc81..f792bc81 100644 --- a/megapixels/notebooks/datasets/vgg_face2/vgg_names.ipynb +++ b/megapixels/notebooks/datasets/identity/vgg_face2_names.ipynb diff --git a/megapixels/notebooks/datasets/lfw/lfw_vis_bboxes.ipynb b/megapixels/notebooks/datasets/lfw/lfw_vis_bboxes.ipynb index 4fa970fa..23054721 100644 --- a/megapixels/notebooks/datasets/lfw/lfw_vis_bboxes.ipynb +++ b/megapixels/notebooks/datasets/lfw/lfw_vis_bboxes.ipynb @@ -385,9 +385,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:megapixels]", + "display_name": "megapixels", "language": "python", - "name": "conda-env-megapixels-py" + "name": "megapixels" }, "language_info": { "codemirror_mode": { @@ -399,7 +399,7 @@ "name": 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"outputs": [], + "source": [ + "from selenium import webdriver\n", + "from selenium.webdriver.common.by import By\n", + "from selenium.webdriver.common.keys import Keys\n", + "from selenium.webdriver.support.ui import WebDriverWait\n", + "from selenium.webdriver.support.expected_conditions import presence_of_element_located\n", + "\n", + "import time\n", + "from selenium import webdriver\n", + "from selenium.webdriver.common.desired_capabilities import DesiredCapabilities\n", + "\n", + "from os.path import join\n", + "from PIL import Image\n", + "import io\n", + "import urllib\n", + "from tqdm import tqdm_notebook as tqdm\n", + "%reload_ext autoreload\n", + "%autoreload 2\n", + "\n", + "from PIL import Image, ImageDraw\n", + "%matplotlib inline\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 268, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/adam/anaconda3/envs/megapixels/lib/python3.6/site-packages/ipykernel_launcher.py:5: DeprecationWarning: use options instead of chrome_options\n", + " \"\"\"\n" + ] + } + ], + "source": [ + "chrome_options = webdriver.ChromeOptions()\n", + "#chrome_options.add_argument('--no-sandbox')\n", + "chrome_options.add_argument('--headless')\n", + "chrome_options.add_argument('--disable-dev-shm-usage')\n", + "driver = webdriver.Chrome(chrome_options=chrome_options)\n", + "driver.set_window_size(1920,1600)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0,5\n" + ] + } + ], + "source": [ + "url = urllib.parse.unquote('0%2C5')\n", + "print(url)" + ] + }, + { + "cell_type": "code", + "execution_count": 229, + "metadata": {}, + "outputs": [], + "source": [ + "def gen_citation_url(citation_id, offset, results_per_page=10):\n", + " #htps://scholar.google.com/scholar?cites=6713997626354918066&as_sdt=2005&sciodt=1,5&hl=en\n", + " url_base = 'https://scholar.google.com/scholar?'\n", + " url_params = {\n", + " 'start': offset * results_per_page,\n", + " 'cites': citation_id,\n", + " 'hl': 'en',\n", + " 'as_sdt': '2005',\n", + " 'sciodt': '1,5'\n", + " }\n", + " url_args = urllib.parse.urlencode(url_params)\n", + " url = url_base +f'{url_args}'\n", + " return url\n", + "def gen_url_search(query, offset, results_per_page=10):\n", + " url_base = 'https://scholar.google.com/scholar?'\n", + " url_params = {\n", + " 'start': offset*results_per_page,\n", + " 'q': query,\n", + " 'hl': 'en',\n", + " 'as_sdt': '0,5',\n", + " }\n", + " url_args = urllib.parse.urlencode(url_params)\n", + " url = url_base +f'{url_args}'\n", + " return url" + ] + }, + { + "cell_type": "code", + "execution_count": 191, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "def get_citations(driver):\n", + " \n", + " citations = []\n", + " el_citation_container = driver.find_elements_by_id('gs_res_ccl_mid')[0]\n", + " el_citations = el_citation_container.find_elements_by_class_name('gs_scl')\n", + "\n", + " for el_citation in el_citations:\n", + " \n", + " # get PDF url\n", + " el_pdf_container = el_citation.find_elements_by_class_name('gs_or_ggsm')\n", + " if el_pdf_container:\n", + " el_pdf_container = el_pdf_container[0]\n", + " el_ahref = el_pdf_container.find_elements_by_tag_name('a')[0]\n", + " pdf_url = el_ahref.get_attribute('href')\n", + " else:\n", + " pdf_url = ''\n", + "\n", + " # get title\n", + " el_title = el_citation.find_elements_by_tag_name('h3')[0]\n", + " title = el_title.text\n", + " \n", + " # get citation ID\n", + " el_title_ahref = el_title.find_elements_by_tag_name('a')\n", + " if el_title_ahref:\n", + " el_title_ahref = el_title_ahref[0]\n", + " citation_id_params = '?' + el_title_ahref.get_attribute('data-clk')\n", + " citation_id_parsed = urllib.parse.urlparse(citation_id_params)\n", + " citation_id = urllib.parse.parse_qs(citation_id_parsed.query)['d'][0]\n", + " else:\n", + " citation_id = ''\n", + "\n", + " # get description\n", + " el_desc = el_citation.find_elements_by_class_name('gs_rs')\n", + " if el_desc:\n", + " el_desc = el_desc[0]\n", + " desc = el_desc.text\n", + " else:\n", + " desc = ''\n", + "\n", + " # get authors\n", + " authors = []\n", + " el_authors_outer = el_citation.find_elements_by_class_name('gs_a')\n", + " if el_authors_outer:\n", + " el_authors_outer = el_authors_outer[0]\n", + " el_authors = el_authors_outer.find_elements_by_tag_name('a')\n", + " for el_author in el_authors:\n", + " author = el_author.text\n", + " authors.append(author)\n", + " \n", + " num_citations = 0\n", + " el_footer_outer = el_citation.find_elements_by_class_name('gs_fl')\n", + " if el_footer_outer:\n", + " el_footer_outer = el_footer_outer[-1]\n", + " el_footer_ahrefs = el_footer_outer.find_elements_by_tag_name('a')\n", + " for el_footer_ahref in el_footer_ahrefs:\n", + " if 'cited by' in el_footer_ahref.text.lower():\n", + " num_citations = int(el_footer_ahref.text.lower().replace('cited by', '').strip())\n", + " break\n", + "\n", + " citation = {\n", + " 'gs_title': title,\n", + " 'gs_id': citation_id,\n", + " 'gs_url': pdf_url,\n", + " 'gs_authors': '|'.join(authors),\n", + " 'gs_num_citations': num_citations,\n", + " 'gs_desc': desc,\n", + " }\n", + " \n", + " citations.append(citation)\n", + " return citations" + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "metadata": {}, + "outputs": [], + "source": [ + "import difflib" + ] + }, + { + "cell_type": "code", + "execution_count": 161, + "metadata": {}, + "outputs": [], + "source": [ + "def similar_score(seq1, seq2):\n", + " return difflib.SequenceMatcher(a=seq1.lower(), b=seq2.lower()).ratio()" + ] + }, + { + "cell_type": "code", + "execution_count": 192, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "https://scholar.google.com/scholar?start=0&q=Labeled+Faces+in+the+Wild%3A+A+Database+for+Studying+Face+Recognition+in+Unconstrained+Environments&hl=en&as_sdt=0%2C5\n" + ] + } + ], + "source": [ + "#url = gen_url(3)\n", + "# search for the title\n", + "#title_query = 'Labeled Faces in the Wild: A Survey'\n", + "title_query = 'Labeled Faces in the Wild: A Database for Studying Face Recognition in Unconstrained Environments'\n", + "url = gen_url_search(title_query, 0)\n", + "print(url)" + ] + }, + { + "cell_type": "code", + "execution_count": 193, + "metadata": {}, + "outputs": [], + "source": [ + "driver.get(url)\n", + "citations_page = get_citations(driver)" + ] + }, + { + "cell_type": "code", + "execution_count": 194, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--- Labeled faces in the wild: A database forstudying face recognition in unconstrained environments\n", + "match: Labeled Faces in the Wild: A Database for Studying Face Recognition in Unconstrained Environments is Labeled faces in the wild: A database forstudying face recognition in unconstrained environments, score: 0.9948186528497409, id: 6713997626354918066\n" + ] + } + ], + "source": [ + "# look for a similar match in the result titles\n", + "citation_id = None\n", + "num_citations = 0\n", + "for c in citations_page:\n", + " gs_title = c['gs_title']\n", + " print('---',gs_title)\n", + " score = similar_score(title_query, gs_title)\n", + " if score > 0.9:\n", + " citation_id = c[\"gs_id\"]\n", + " num_citations = int(c[\"gs_num_citations\"])\n", + " print(f'match: {title_query} is {gs_title}, score: {score}, id: {citation_id}')\n", + " break" + ] + }, + { + "cell_type": "code", + "execution_count": 183, + "metadata": {}, + "outputs": [], + "source": [ + "import math" + ] + }, + { + "cell_type": "code", + "execution_count": 195, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "going to scrape 322 pages for 3215 citations\n" + ] + } + ], + "source": [ + "# get all citations for this ID\n", + "citations_per_page = 10\n", + "num_pages = math.ceil(num_citations / citations_per_page)\n", + "print(f'going to scrape {num_pages} pages for {num_citations} citations')" + ] + }, + { + "cell_type": "code", + "execution_count": 273, + "metadata": {}, + "outputs": [], + "source": [ + "citations = []\n", + "pages_skipped = list(range(num_pages))" + ] + }, + { + "cell_type": "code", + "execution_count": 282, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "27" + ] + }, + "execution_count": 282, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "random.randint(19,29)" + ] + }, + { + "cell_type": "code", + "execution_count": 321, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/adam/anaconda3/envs/megapixels/lib/python3.6/site-packages/ipykernel_launcher.py:5: DeprecationWarning: use options instead of chrome_options\n", + " \"\"\"\n" + ] + } + ], + "source": [ + "chrome_options = webdriver.ChromeOptions()\n", + "#chrome_options.add_argument('--no-sandbox')\n", + "chrome_options.add_argument('--headless')\n", + "chrome_options.add_argument('--disable-dev-shm-usage')\n", + "driver = webdriver.Chrome(chrome_options=chrome_options)\n", + "w = random.randint(1280,1800)\n", + "h = random.randint(720, 2000)\n", + "w = 1920\n", + "h = 1080\n", + "driver.set_window_size(w,h)" + ] + }, + { + "cell_type": "code", + "execution_count": 325, + "metadata": {}, + "outputs": [], + "source": [ + "import random\n", + "def reset_driver():\n", + " global driver\n", + " chrome_options = webdriver.ChromeOptions()\n", + " #chrome_options.add_argument('--no-sandbox')\n", + " chrome_options.add_argument('--headless')\n", + " chrome_options.add_argument('--disable-dev-shm-usage')\n", + " driver = webdriver.Chrome(chrome_options=chrome_options)\n", + " w = random.randint(1280,1800)\n", + " h = random.randint(720, 2000)\n", + " w = 1920\n", + " h = 1080\n", + " driver.set_window_size(w,h)" + ] + }, + { + "cell_type": "code", + "execution_count": 326, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "255fe815094d451c8044de54ade738db", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=322), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for i in tqdm(range(num_pages), total=num_pages):\n", + " if i not in pages_skipped:\n", + " continue\n", + " try:\n", + " url = gen_citation_url(citation_id, i)\n", + " driver.get(url)\n", + " citations_page = get_citations(driver)\n", + " citations += citations_page\n", + " _ = pages_skipped.pop(pages_skipped.index(i)) # remove from skipped list\n", + " except Exception as e:\n", + " print(f'fail: {e}, i: {i}, url: {url}')\n", + " citations_page = get_citations(driver)\n", + " if i not in pages_skipped:\n", + " pages_skipped.append(i)\n", + " break" + ] + }, + { + "cell_type": "code", + "execution_count": 327, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1000\n", + "0 322\n" + ] + } + ], + "source": [ + "print(len(citations))\n", + "print(len(pages_skipped), num_pages)" + ] + }, + { + "cell_type": "code", + "execution_count": 333, + "metadata": {}, + "outputs": [], + "source": [ + "citations_uniq = []\n", + "citation_ids = []\n", + "for c in citations:\n", + " citation_id = c['gs_id']\n", + " if citation_id not in citation_ids:\n", + " citation_ids.append(citation_id)\n", + " c['gs_id'] = str(c['gs_id'])\n", + " citations_uniq.append(c)" + ] + }, + { + "cell_type": "code", + "execution_count": 334, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "991\n" + ] + } + ], + "source": [ + "print(len(citations_uniq))" + ] + }, + { + "cell_type": "code", + "execution_count": 330, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 340, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.DataFrame.from_dict(citations_uniq)\n", + "df.gs_id = df.gs_id.astype(str)" + ] + }, + { + "cell_type": "code", + "execution_count": 341, + "metadata": {}, + "outputs": [], + "source": [ + "df.to_csv('/data_store/datasets/people/ijb_c/research/gs_lfw.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 322, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "https://scholar.google.com/scholar?cluster=6713997626354918066&hl=en&as_sdt=2005&sciodt=1,5\n" + ] + } + ], + "source": [ + "# manual\n", + "reset_driver()\n", + "url = 'https://scholar.google.com/scholar?start=100&hl=en&as_sdt=2005&sciodt=1,5&cites=6713997626354918066&scipsc='\n", + "url = 'https://scholar.google.com/scholar?cluster=6713997626354918066&hl=en&as_sdt=2005&sciodt=1,5'\n", + "print(url)\n", + "driver.get(url)" + ] + }, + { + "cell_type": "code", + "execution_count": 323, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[<selenium.webdriver.remote.webelement.WebElement (session=\"9b02f94f2ede9005c794e501f330abe5\", element=\"0.8440504580108255-1\")>]\n" + ] + } + ], + "source": [ + "el_citation_container = driver.find_elements_by_id('gs_res_ccl_mid')\n", + "print(el_citation_container)" + ] + }, + { + "cell_type": "code", + "execution_count": 324, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1440x1008 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "im_bytes = driver.get_screenshot_as_png()\n", + "im = Image.open(io.BytesIO(im_bytes))\n", + "fig = plt.figure(figsize=(20,14))\n", + "plt.imshow(im)\n", + "im.save('/home/adam/Downloads/error.png')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "megapixels", + "language": "python", + "name": "megapixels" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/megapixels/notebooks/scraping/screenshot.ipynb b/megapixels/notebooks/scraping/screenshot.ipynb new file mode 100644 index 00000000..14c43330 --- /dev/null +++ b/megapixels/notebooks/scraping/screenshot.ipynb @@ -0,0 +1,358 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "from selenium import webdriver\n", + "from selenium.webdriver.common.by import By\n", + "from selenium.webdriver.common.keys import Keys\n", + "from selenium.webdriver.support.ui import WebDriverWait\n", + "from selenium.webdriver.support.expected_conditions import presence_of_element_located\n", + "\n", + "import time\n", + "from selenium import webdriver\n", + "from selenium.webdriver.common.desired_capabilities import DesiredCapabilities\n", + "\n", + "from PIL import Image\n", + "import io" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/adam/anaconda3/envs/megapixels/lib/python3.6/site-packages/ipykernel_launcher.py:6: DeprecationWarning: use options instead of chrome_options\n", + " \n" + ] + } + ], + "source": [ + "caps = DesiredCapabilities().CHROME\n", + "chrome_options = webdriver.ChromeOptions()\n", + "chrome_options.add_argument('--no-sandbox')\n", + "chrome_options.add_argument('--headless')\n", + "chrome_options.add_argument('--disable-dev-shm-usage')\n", + "driver = webdriver.Chrome(chrome_options=chrome_options)\n", + "driver.set_window_size(1920,1600)\n", + "driver.get(\"http://www.youtube.com/watch?v=DeF41_coSX8\") # ok\n", + "#driver.get(\"https://www.youtube.com/watch?v=nISYp51fLNU\") # error" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "False\n" + ] + } + ], + "source": [ + "el_vid = driver.find_element_by_id('player-container-outer')\n", + "el_shelf = driver.find_element_by_id('ticket-shelf')\n", + "el_related = driver.find_element_by_id('related')\n", + "el_primary = driver.find_element_by_id('primary')\n", + "try:\n", + " el_error = driver.find_element_by_id('error-screen')\n", + " if el_error.location['x'] == 0 and el_error.location['width'] == 0:\n", + " err = False\n", + " else:\n", + " err = True\n", + "except:\n", + " err = False\n", + " pass\n", + "print(err)" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'height': 720, 'width': 1280}\n", + "{'x': 100, 'y': 80}\n", + "{'height': 0, 'width': 1280} {'x': 100, 'y': 1101}\n", + "{'height': 2134, 'width': 402} {'x': 1404, 'y': 80}\n", + "{'height': 2158, 'width': 1304} {'x': 100, 'y': 56}\n", + "{'height': 0, 'width': 0} {'x': 0, 'y': 0}\n" + ] + } + ], + "source": [ + "print(el_vid.size)\n", + "print(el_vid.location)\n", + "print(el_shelf.size, el_shelf.location)\n", + "print(el_related.size, el_related.location)\n", + "print(el_primary.size, el_primary.location)\n", + "print(el_error.size, el_error.location)" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(76, 56, 1404, 1101)\n" + ] + } + ], + "source": [ + "margin_left = 24\n", + "margin_bottom = 24 if err else 0\n", + "box = (el_primary.location['x'] - margin_left, el_primary.location['y'], \n", + " el_primary.location['x'] + el_primary.size['width'], el_shelf.location['y'] + margin_bottom)\n", + "print(box)\n", + "im_crop = im.crop(box)" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1328, 1045)" + ] + }, + "execution_count": 97, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "im_crop.size" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f3161896320>" + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1008x576 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(14,8))\n", + "plt.imshow(im_crop)" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f3161968048>" + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1008x576 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "im_bytes = driver.get_screenshot_as_png()\n", + "im = Image.open(io.BytesIO(im_bytes))\n", + "fig = plt.figure(figsize=(14,8))\n", + "plt.imshow(im)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "%reload_ext autoreload\n", + "%autoreload 2\n", + "\n", + "from PIL import Image, ImageDraw\n", + "%matplotlib inline\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "Image data cannot be converted to float", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m<ipython-input-13-a9282a591582>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mim\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/anaconda3/envs/megapixels/lib/python3.6/site-packages/matplotlib/pyplot.py\u001b[0m in \u001b[0;36mimshow\u001b[0;34m(X, cmap, norm, aspect, interpolation, alpha, vmin, vmax, origin, extent, shape, filternorm, filterrad, imlim, resample, url, data, **kwargs)\u001b[0m\n\u001b[1;32m 2699\u001b[0m \u001b[0mfilternorm\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfilternorm\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfilterrad\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfilterrad\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mimlim\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mimlim\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2700\u001b[0m resample=resample, url=url, **({\"data\": data} if data is not\n\u001b[0;32m-> 2701\u001b[0;31m None else {}), **kwargs)\n\u001b[0m\u001b[1;32m 2702\u001b[0m \u001b[0msci\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m__ret\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2703\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0m__ret\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/megapixels/lib/python3.6/site-packages/matplotlib/__init__.py\u001b[0m in \u001b[0;36minner\u001b[0;34m(ax, data, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1808\u001b[0m \u001b[0;34m\"the Matplotlib list!)\"\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mlabel_namer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1809\u001b[0m RuntimeWarning, stacklevel=2)\n\u001b[0;32m-> 1810\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1811\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1812\u001b[0m inner.__doc__ = _add_data_doc(inner.__doc__,\n", + "\u001b[0;32m~/anaconda3/envs/megapixels/lib/python3.6/site-packages/matplotlib/axes/_axes.py\u001b[0m in \u001b[0;36mimshow\u001b[0;34m(self, X, cmap, norm, aspect, interpolation, alpha, vmin, vmax, origin, extent, shape, filternorm, filterrad, imlim, resample, url, **kwargs)\u001b[0m\n\u001b[1;32m 5492\u001b[0m resample=resample, **kwargs)\n\u001b[1;32m 5493\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 5494\u001b[0;31m \u001b[0mim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 5495\u001b[0m \u001b[0mim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_alpha\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0malpha\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5496\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_clip_path\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/megapixels/lib/python3.6/site-packages/matplotlib/image.py\u001b[0m in \u001b[0;36mset_data\u001b[0;34m(self, A)\u001b[0m\n\u001b[1;32m 640\u001b[0m if (self._A.dtype != np.uint8 and\n\u001b[1;32m 641\u001b[0m not np.can_cast(self._A.dtype, float, \"same_kind\")):\n\u001b[0;32m--> 642\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Image data cannot be converted to float\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 643\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 644\u001b[0m if not (self._A.ndim == 2\n", + "\u001b[0;31mTypeError\u001b[0m: Image data cannot be converted to float" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(im)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "time.sleep(4) #\n", + "driver.get_screenshot_as_file('/mnt/ahprojects/tmp/screenshot.png') \n", + "driver.quit()" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "metadata": {}, + "outputs": [], + "source": [ + "from pathlib import Path\n", + "import os" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fp_out = '/mnt/ahprojects/tmp/screenshot.png'\n", + "Path(fp_out).exists()" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1101.74" + ] + }, + "execution_count": 104, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "os.stat(fp_out).st_size / 1000 # kb" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "megapixels", + "language": "python", + "name": "megapixels" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/megapixels/notebooks/visualize/output.png b/megapixels/notebooks/visualize/output.png Binary files differdeleted file mode 100644 index 2024fb2f..00000000 --- a/megapixels/notebooks/visualize/output.png +++ /dev/null diff --git 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"markdown", - "metadata": {}, - "source": [ - "# Clean Human Pose MPI Dataset\n", - "\n", - "Fix data\n", - "\n", - "Data structure:\n", - "- `data[2]` = 2 x 7 x 100 array\n", - "- `data[2][0]` = x locations\n", - "- `data[2][0]` = y locations\n", - "- ordering is `0 Head, 1 Right wrist, 2 Left wrist, 3 Right elbow, 4 Left elbow, 5 Right shoulder and 6 Left shoulder`" - ] - }, - { - "cell_type": "code", - "execution_count": 175, - "metadata": {}, - "outputs": [], - "source": [ - "%reload_ext autoreload\n", - "%autoreload 2\n", - "\n", - "import os\n", - "from os.path import join\n", - "import math\n", - "from glob import glob\n", - "from random import randint\n", - "\n", - "import cv2 as cv\n", - "import numpy as np\n", - "import pandas as pd\n", - "from PIL import Image, ImageDraw\n", - "%matplotlib inline\n", - "import matplotlib.pyplot as plt\n", - "import scipy.io\n", - "from pathlib import Path\n", - "from sklearn import preprocessing\n", - "\n", - "import sys\n", - "sys.path.append('/work/megapixels_dev/megapixels/')\n", - "from app.settings import app_cfg as cfg\n", - "from app.utils import file_utils" - ] - }, - { - "cell_type": "code", - "execution_count": 176, - "metadata": {}, - "outputs": [], - "source": [ - "DATA_STORE = '/data_store_nas/'\n", - "fp_dataset = join(DATA_STORE, 'datasets/people/youtube_poses')\n", - "dir_fp_frames = join(fp_dataset, 'YouTube_Pose_dataset_1.0/GT_frames')" - ] - }, - { - "cell_type": "code", - "execution_count": 177, - "metadata": {}, - "outputs": [], - "source": [ - "dirs_frames = glob(join(dir_fp_frames, '*'))\n", - "fps_frames = {}\n", - "for dir_frames in dirs_frames:\n", - " fps_frames[dir_frames] = join(dir_frames, '*')" - ] - }, - { - "cell_type": "code", - "execution_count": 178, - "metadata": {}, - "outputs": [], - "source": [ - "fp_pose_data = join(fp_dataset, 'YouTube_Pose_dataset_1.0/YouTube_Pose_dataset.mat')\n", - "fp_out = join(fp_dataset, 'poses.csv')\n", - "pose_data = scipy.io.loadmat(fp_pose_data)['data'][0]" - ] - }, - { - "cell_type": "code", - "execution_count": 182, - "metadata": {}, - "outputs": [], - "source": [ - "# convert data to pandas DF for sanity\n", - "poses = []\n", - "for i, pose in enumerate(pose_data):\n", - "\n", - " video_id = pose[1][0]\n", - " pose_pts = pose[2]\n", - " crop_x1 = int(pose[6][0][0])\n", - " crop_y1 = int(pose[6][0][1])\n", - " crop_x2 = int(pose[6][0][2])\n", - " crop_y2 = int(pose[6][0][3])\n", - " w = pose[7][0][0]\n", - " h = pose[7][0][1]\n", - " scale = pose[5][0][0]\n", - " \n", - " for j in range(pose_pts.shape[2]): # 100 frames\n", - " x = [pose_pts[0][i][j] for i in range(7)]\n", - " y = [pose_pts[1][i][j] for i in range(7)]\n", - " poses.append({\n", - " 'video_id': video_id, \n", - " 'scale': scale,\n", - " 'crop_x1': crop_x1,\n", - " 'crop_y1': crop_y1,\n", - " 'crop_x2': crop_x2,\n", - " 'crop_y2': crop_y2,\n", - " 'width': w, \n", - " 'height': h,\n", - " 'head_x': x[0],\n", - " 'head_y': y[0],\n", - " 'wrist_right_x': x[1],\n", - " 'wrist_right_y': y[1],\n", - " 'wrist_left_x': x[2], \n", - " 'wrist_left_y': y[2],\n", - " 'elbow_right_x': x[3],\n", - " 'elbow_right_y': y[3],\n", - " 'elbow_left_x': x[4], \n", - " 'elbow_left_y': y[4],\n", - " 'shoulder_right_x': x[5],\n", - " 'shoulder_right_y': y[5],\n", - " 'shoulder_left_x': x[6], \n", - " 'shoulder_left_y': y[6],\n", - " })\n", - "df_poses = pd.DataFrame.from_dict(poses)\n", - "df_poses.to_csv(fp_out)" - ] - }, - { - "cell_type": "code", - "execution_count": 183, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "<div>\n", - "<style scoped>\n", - " .dataframe tbody tr th:only-of-type {\n", - " vertical-align: middle;\n", - " }\n", - "\n", - " .dataframe tbody tr th {\n", - " vertical-align: top;\n", - " }\n", - "\n", - " .dataframe thead th {\n", - " text-align: right;\n", - " }\n", - "</style>\n", - "<table border=\"1\" class=\"dataframe\">\n", - " <thead>\n", - " <tr style=\"text-align: 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"execution_count": 101, - "metadata": {}, - "outputs": [], - "source": [ - "%reload_ext autoreload\n", - "%autoreload 2\n", - "\n", - "import os\n", - "from os.path import join\n", - "import math\n", - "from glob import glob\n", - "from random import randint\n", - "\n", - "import cv2 as cv\n", - "import numpy as np\n", - "import pandas as pd\n", - "from PIL import Image, ImageDraw\n", - "%matplotlib inline\n", - "import matplotlib.pyplot as plt\n", - "import scipy.io\n", - "from pathlib import Path\n", - "\n", - "import sys\n", - "sys.path.append('/work/megapixels_dev/megapixels/')\n", - "from app.settings import app_cfg as cfg\n", - "from app.utils import file_utils" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "DATA_STORE = '/data_store_nas/'\n", - "fp_dataset = join(DATA_STORE, 'datasets/people/youtube_poses')\n", - "dir_fp_frames = join(fp_dataset, 'YouTube_Pose_dataset_1.0/GT_frames')" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "dirs_frames = glob(join(dir_fp_frames, '*'))\n", - "fps_frames = {}\n", - "for dir_frames in dirs_frames:\n", - " fps_frames[dir_frames] = join(dir_frames, '*')" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "fp_pose_data = join(fp_dataset, 'YouTube_Pose_dataset_1.0/YouTube_Pose_dataset.mat')\n", - "pose_data = scipy.io.loadmat(fp_pose_data)['data'][0]" - ] - }, - { - "cell_type": "code", - "execution_count": 105, - "metadata": {}, - "outputs": [], - "source": [ - "# convert data to pandas DF for sanity\n", - "poses = []\n", - "for i, pose in enumerate(pose_data):\n", - " pose_pts = pose[2]\n", - " for j in range(pose_pts.shape[2]): # 100 frames\n", - " x = [pose_pts[0][i][j] for i in range(7)]\n", - " y = [pose_pts[1][i][j] for i in range(7)]\n", - " poses.append({\n", - " 'head_x': x[0],\n", - " 'head_y': y[0],\n", - " 'wrist_right_x': x[1],\n", - " 'wrist_right': y[1],\n", - " 'wrist_left_x': x[2], \n", - " 'wrist_left_x': y[2],\n", - " 'elbow_right_x': x[3],\n", - " 'elbow_right_y': y[3],\n", - " 'elbow_left_x': x[4], \n", - " 'elbow_left_y': y[4],\n", - " 'shoulder_right_x': x[5],\n", - " 'shoulder_right_y': y[5],\n", - " 'shoulder_left_x': x[6], \n", - " 'shoulder_left_y': y[6]\n", - " })\n", - "df_poses = pd.DataFrame.from_dict(poses)\n", - "df_poses.to_csv('poses.csv')" - ] - }, - { - "cell_type": "code", - "execution_count": 106, - "metadata": {}, - "outputs": [], - "source": [ - "# function to create spaced colormaps as RGB values\n", - "\n", - "import matplotlib as mpl\n", - "import matplotlib.cm as mplcm\n", - "import matplotlib.pyplot as plt\n", - "from matplotlib import cm\n", - "\n", - "def get_color_map(cmap='prism', ncolors=20, as_hex=False, reverse=False, bgr=True):\n", - " norm = mpl.colors.Normalize(vmin=0, vmax=ncolors-1)\n", - " scalars = mplcm.ScalarMappable(norm=norm, cmap=cmap)\n", - " colors = [scalars.to_rgba(i) for i in range(ncolors)]\n", - " colors = [(int(255*c[0]),int(255*c[1]),int(255*c[2])) for c in colors] \n", - " if reverse:\n", - " colors = colors[::-1]\n", - " if bgr:\n", - " colors = [c[::-1] for c in colors]\n", - " if as_hex:\n", - " colors = ['#{:02x}{:02x}{:02x}'.format(c[0],c[1],c[2]) for c in colors]\n", - " return colors\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "# https://matplotlib.org/examples/color/colormaps_reference.html\n", - "cmaps = [('Perceptually Uniform Sequential', [\n", - " 'viridis', 'plasma', 'inferno', 'magma']),\n", - " ('Sequential', [\n", - " 'Greys', 'Purples', 'Blues', 'Greens', 'Oranges', 'Reds',\n", - " 'YlOrBr', 'YlOrRd', 'OrRd', 'PuRd', 'RdPu', 'BuPu',\n", - " 'GnBu', 'PuBu', 'YlGnBu', 'PuBuGn', 'BuGn', 'YlGn']),\n", - " ('Sequential (2)', [\n", - " 'binary', 'gist_yarg', 'gist_gray', 'gray', 'bone', 'pink',\n", - " 'spring', 'summer', 'autumn', 'winter', 'cool', 'Wistia',\n", - " 'hot', 'afmhot', 'gist_heat', 'copper']),\n", - " ('Diverging', [\n", - " 'PiYG', 'PRGn', 'BrBG', 'PuOr', 'RdGy', 'RdBu',\n", - " 'RdYlBu', 'RdYlGn', 'Spectral', 'coolwarm', 'bwr', 'seismic']),\n", - " ('Qualitative', [\n", - " 'Pastel1', 'Pastel2', 'Paired', 'Accent',\n", - " 'Dark2', 'Set1', 'Set2', 'Set3',\n", - " 'tab10', 'tab20', 'tab20b', 'tab20c']),\n", - " ('Miscellaneous', [\n", - " 'flag', 'prism', 'ocean', 'gist_earth', 'terrain', 'gist_stern',\n", - " 'gnuplot', 'gnuplot2', 'CMRmap', 'cubehelix', 'brg', 'hsv',\n", - " 'gist_rainbow', 'rainbow', 'jet', 'nipy_spectral', 'gist_ncar'])]\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "def scale_pt(pt_orig, offset_xy, video_size, im_plt_wh):\n", - " #pt_orig = np.array([pose_pts[0][j][i], pose_pts[1][j][i]]) # x,y\n", - " pt_orig[0] += offset_cx\n", - " pt_orig[1] += offset_cy\n", - " pt_norm = pt_orig / video_size\n", - " pt_scaled_plt = tuple(map(int, pt_norm * im_plt_wh ))\n", - " return pt_scaled_plt" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "def jitter_clr(clr, amt=10, mono=False):\n", - " clr = list(clr)\n", - " if mono:\n", - " r = randint(-amt, amt)\n", - " for i in range(len(clr)):\n", - " clr[i] = max(0, min(255, clr[i] + r))\n", - " else:\n", - " for i in range(len(clr)):\n", - " r = randint(-amt, amt)\n", - " clr[i] = max(0, min(255, clr[i] + r))\n", - " return clr" - ] - }, - { - "cell_type": "code", - "execution_count": 76, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.image.AxesImage at 0xb252054a8>" - ] - }, - "execution_count": 76, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 720x720 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "radius = 1\n", - "stroke_weight = 1\n", - "\n", - "im_plt = np.ones((700, 500, 3)).astype(np.uint8)\n", - "im_plt_wh = im_plt.shape[:2][::-1]\n", - "frame_cx = im_plt_wh[0] / 2\n", - "# nwh = im_plt.shape[:2][::-1]\n", - "colors = get_color_map(cmap='Accent', ncolors=4, bgr=True)\n", - "\n", - "joints = {\n", - " 'elbow_shoulder_right': (3, 5, (5,220,250)),\n", - " 'elbow_shoulder_left': (4, 6, (220,5,220)),\n", - " 'hand_elbow_right': (1, 3, (5,5,220)),\n", - " 'hand_elbow_left': (2, 4, (220,200,5)),\n", - "}\n", - "\n", - "head_clr_mono = 20\n", - "head_clr = (head_clr_mono, head_clr_mono, head_clr_mono)\n", - "\n", - "\n", - "for k, pose in enumerate(pose_data):\n", - " offset_ltrb = pose[6][0]\n", - " video_scale = pose[5][0]\n", - " #print(video_scale)\n", - " video_size = pose[7][0][::-1]\n", - " owh = pose[7][0][::-1]\n", - " pose_pts = pose[2]\n", - "\n", - " for i in range(pose_pts.shape[2]): # 100 frames\n", - " frame_id = pose[3][0][i]\n", - " body_cx = int(((pose_pts[0][6][i] - pose_pts[0][5][i]) / 2) + pose_pts[0][5][i])\n", - " min_y = min(pose_pts[0][6][i], pose_pts[1][6][i])\n", - " body_cy = int(((pose_pts[1][6][i] - pose_pts[1][5][i]) / 2) + min_y)\n", - " offset_cx = video_size[0] // 2 - body_cx\n", - " offset_cy = video_size[1] // 2 - body_cy\n", - " offset_xy = (offset_cx, offset_cy)\n", - "\n", - " # add head\n", - " pt1 = [pose_pts[0][0][i], pose_pts[1][0][i]]\n", - " pt1 = scale_pt(pt1, offset_xy, video_size, im_plt_wh)\n", - " pt2 = [body_cx, body_cy]\n", - " pt2 = scale_pt(pt2, offset_xy, video_size, im_plt_wh)\n", - " clr = jitter_clr(head_clr, amt=25, mono=True)\n", - " #cv.circle(im_plt, pt1, radius, clr, -1, cv.LINE_AA)\n", - " cv.line(im_plt, pt1, pt2, clr, stroke_weight, cv.LINE_AA)\n", - "\n", - " for m, j in enumerate(joints.items()):\n", - " j = j[1] # value\n", - " pt1_orig = [pose_pts[0][j[0]][i], pose_pts[1][j[0]][i]]\n", - " pt1 = scale_pt(pt1_orig, offset_xy, video_size, im_plt_wh)\n", - " pt2_orig = [pose_pts[0][j[1]][i], pose_pts[1][j[1]][i]]\n", - " pt2 = scale_pt(pt2_orig, offset_xy, video_size, im_plt_wh)\n", - " clr = jitter_clr(j[2], amt=50)\n", - " #cv.circle(im_plt, pt1, radius, clr, -1, cv.LINE_AA)\n", - " #cv.circle(im_plt, pt2, radius, clr, -1, cv.LINE_AA)\n", - " cv.line(im_plt, pt1, pt2, clr, stroke_weight, cv.LINE_AA)\n", - "\n", - " \n", - "cv.imwrite('output_white.png', im_plt)\n", - "plt.figure(figsize=(10,10))\n", - "plt.xticks([]), plt.yticks([])\n", - "plt.imshow(cv.cvtColor(im_plt, cv.COLOR_BGR2RGB))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Try to center the lines and normalize it" - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "metadata": {}, - "outputs": [], - "source": [ - "pose = pose_data[8]" - ] - }, - { - "cell_type": "code", - "execution_count": 81, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.image.AxesImage at 0xb2372c550>" - ] - }, - "execution_count": 81, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 720x720 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "stroke_weight = 1\n", - "radius = 1\n", - "\n", - "im_plt = np.ones((700, 500, 3)).astype(np.uint8)\n", - "im_plt_wh = im_plt.shape[:2][::-1]\n", - "frame_cx = im_plt_wh[0] / 2\n", - "# nwh = im_plt.shape[:2][::-1]\n", - "colors = get_color_map(cmap='Accent', ncolors=4, bgr=True)\n", - "\n", - "joints = {\n", - " 'elbow_shoulder_right': (3, 5, (5,220,250)),\n", - " 'elbow_shoulder_left': (4, 6, (220,5,220)),\n", - " 'hand_elbow_right': (1, 3, (5,5,220)),\n", - " 'hand_elbow_left': (2, 4, (220,200,5)),\n", - "}\n", - "\n", - "head_clr_mono = 120\n", - "head_clr = (head_clr_mono, head_clr_mono, head_clr_mono)\n", - "\n", - "im_plt = np.ones((700, 500, 3)).astype(np.uint8)\n", - "im_plt_wh = im_plt.shape[:2][::-1]\n", - "frame_cx = im_plt_wh[0] / 2\n", - "\n", - "offset_ltrb = pose[6][0]\n", - "video_scale = pose[5][0]\n", - "video_size = pose[7][0][::-1]\n", - "owh = pose[7][0][::-1]\n", - "pose_pts = pose[2]\n", - "\n", - "for i in range(pose_pts.shape[2]): # 100 frames\n", - " \n", - " cx = int(((pose_pts[0][6][i] - pose_pts[0][5][i]) / 2) + pose_pts[0][5][i])\n", - " min_y = min(pose_pts[0][6][i], pose_pts[1][6][i])\n", - " cy = int(((pose_pts[1][6][i] - pose_pts[1][5][i]) / 2) + min_y)\n", - " \n", - " # cxy becomes the new 0,0 origin\n", - " \n", - " # add head\n", - " pt1 = [pose_pts[0][0][i] - cx, pose_pts[1][0][i], cy]\n", - " pt1 = scale_pt(pt1, offset_xy, video_size, im_plt_wh)\n", - " pt2 = [body_cx, body_cy]\n", - " pt2 = scale_pt(pt2, offset_xy, video_size, im_plt_wh)\n", - " clr = jitter_clr(head_clr, amt=25, mono=True)\n", - " #cv.circle(im_plt, pt1, radius, clr, -1, cv.LINE_AA)\n", - " cv.line(im_plt, pt1, pt2, clr, stroke_weight, cv.LINE_AA)\n", - "\n", - " for m, j in enumerate(joints.items()):\n", - " j = j[1] # value\n", - " pt1_orig = [pose_pts[0][j[0]][i], pose_pts[1][j[0]][i]]\n", - " pt1 = scale_pt(pt1_orig, offset_xy, video_size, im_plt_wh)\n", - " pt2_orig = [pose_pts[0][j[1]][i], pose_pts[1][j[1]][i]]\n", - " pt2 = scale_pt(pt2_orig, offset_xy, video_size, im_plt_wh)\n", - " clr = jitter_clr(j[2], amt=50)\n", - " cv.circle(im_plt, pt1, radius, clr, -1, cv.LINE_AA)\n", - " cv.circle(im_plt, pt2, radius, clr, -1, cv.LINE_AA)\n", - " cv.line(im_plt, pt1, pt2, clr, stroke_weight, cv.LINE_AA)\n", - " \n", - "\n", - "cv.imwrite('output_white.png', im_plt)\n", - "plt.figure(figsize=(10,10))\n", - "plt.xticks([]), plt.yticks([])\n", - "plt.imshow(cv.cvtColor(im_plt, cv.COLOR_BGR2RGB))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "megapixels", - "language": "python", - "name": "megapixels" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.1" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/megapixels/notebooks/visualize/visualize_pose_mpi.ipynb b/megapixels/notebooks/visualize/visualize_pose_mpi.ipynb deleted file mode 100644 index dc685a29..00000000 --- a/megapixels/notebooks/visualize/visualize_pose_mpi.ipynb +++ /dev/null @@ -1,856 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Visualize Human Pose MPI Dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%reload_ext autoreload\n", - "%autoreload 2\n", - "\n", - "import os\n", - "from os.path import join\n", - "import math\n", - "from glob import glob\n", - "from random import randint\n", - "\n", - "import cv2 as cv\n", - "import numpy as np\n", - "import pandas as pd\n", - "from PIL import Image, ImageDraw\n", - "%matplotlib inline\n", - "import matplotlib.pyplot as plt\n", - "import scipy.io\n", - "from pathlib import Path\n", - "from sklearn import preprocessing\n", - "from tqdm import tqdm_notebook as tqdm\n", - "\n", - "import sys\n", - "sys.path.append('/work/megapixels_dev/megapixels/')\n", - "from app.settings import app_cfg as cfg\n", - "from app.utils import file_utils" - ] - }, - { - "cell_type": "code", - "execution_count": 654, - "metadata": {}, - "outputs": [], - "source": [ - "# function to create spaced colormaps as RGB values\n", - "\n", - "import matplotlib as mpl\n", - "import matplotlib.cm as mplcm\n", - "import matplotlib.pyplot as plt\n", - "from matplotlib import cm\n", - "\n", - "def get_color_map(cmap='prism', ncolors=20, as_hex=False, reverse=False, bgr=True):\n", - " norm = mpl.colors.Normalize(vmin=0, vmax=ncolors-1)\n", - " scalars = mplcm.ScalarMappable(norm=norm, cmap=cmap)\n", - " colors = [scalars.to_rgba(i) for i in range(ncolors)]\n", - " colors = [(int(255*c[0]),int(255*c[1]),int(255*c[2])) for c in colors] \n", - " if reverse:\n", - " colors = colors[::-1]\n", - " if bgr:\n", - " colors = [c[::-1] for c in colors]\n", - " if as_hex:\n", - " colors = ['#{:02x}{:02x}{:02x}'.format(c[0],c[1],c[2]) for c in colors]\n", - " return colors\n", - "\n", - "def jitter_clr(clr, amt=10, mono=False):\n", - " clr = list(clr)\n", - " if mono:\n", - " r = randint(-amt, amt)\n", - " for i in range(len(clr)):\n", - " clr[i] = max(0, min(255, clr[i] + r))\n", - " else:\n", - " for i in range(len(clr)):\n", - " r = randint(-amt, amt)\n", - " clr[i] = max(0, min(255, clr[i] + r))\n", - " return clr" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "DATA_STORE = '/data_store_nas/'\n", - "fp_dataset = join(DATA_STORE, 'datasets/people/youtube_poses')\n", - "dir_fp_frames = join(fp_dataset, 'YouTube_Pose_dataset_1.0/GT_frames')" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "dirs_frames = glob(join(dir_fp_frames, '*'))\n", - "fps_frames = {}\n", - "for dir_frames in dirs_frames:\n", - " fps_frames[dir_frames] = join(dir_frames, '*')" - ] - }, - { - "cell_type": "code", - "execution_count": 462, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['crop_x1',\n", - " 'crop_x2',\n", - " 'crop_y1',\n", - " 'crop_y2',\n", - " 'elbow_left_x',\n", - " 'elbow_left_y',\n", - " 'elbow_right_x',\n", - " 'elbow_right_y',\n", - " 'head_x',\n", - " 'head_y',\n", - " 'height',\n", - " 'scale',\n", - " 'shoulder_left_x',\n", - " 'shoulder_left_y',\n", - " 'shoulder_right_x',\n", - " 'shoulder_right_y',\n", - " 'video_id',\n", - " 'width',\n", - " 'wrist_left_x',\n", - " 'wrist_left_y',\n", - " 'wrist_right_x',\n", - " 'wrist_right_y']\n" - ] - } - ], - "source": [ - "from pprint import pprint\n", - "pprint(list(df_poses.keys()))" - ] - }, - { - "cell_type": "code", - "execution_count": 681, - "metadata": {}, - "outputs": 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df_poses.groupby(['video_id'], as_index=True, group_keys=True )\n", - "#df_poses_indexed = df_poses.set_index(['video_id', 'index'], drop=False)\n", - "#df_poses = df_poses[0:50]\n", - "start = 0\n", - "#df_poses = df_poses[start:start+1000]\n", - "df_poses.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 682, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "4756abaeb0bd486bbdeafdf80f7b070f", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(IntProgress(value=1, bar_style='info', max=1), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-osma2n86oA\n", - "720 1280\n", - "cx 216.61727150537632\n", - "\n", - "sLOlrDStS7o\n" - ] - } - ], - "source": [ - "for idx, row in tqdm(df_poses.iterrows()):\n", - " \n", - " idx -= start\n", - " w, h = row['width'], row['height']\n", - " if idx == 0:\n", - " print(row['video_id'])\n", - " print(w,h)\n", - " delta = abs(df_poses['shoulder_left_x'].iloc[idx] - df_poses['shoulder_right_x'].iloc[idx]) / 2\n", - " cx = df_poses['shoulder_right_x'].iloc[idx] + delta # body cx\n", - " if idx == 0:\n", - " print('cx', cx)\n", - " offset_x = (w // 2) - cx\n", - " \n", - " delta = abs(df_poses['shoulder_left_y'].iloc[idx] - df_poses['shoulder_right_y'].iloc[idx]) / 2\n", - " cy = df_poses['shoulder_right_y'].iloc[idx] + delta\n", - " # delta again with head\n", - " delta = abs(cy - df_poses['head_y'].iloc[idx]) / 2\n", - " cy -= delta\n", - " offset_y = (h // 2) - cy\n", - "\n", - " # pandas seems to make setting values during iteration not easy\n", - " for name in row.keys():\n", - " if name.endswith('_x'):\n", - " \n", - " #print(name, 'orig', df_poses.iloc[idx, df_poses.columns.get_loc(name)], '+offset', offset)\n", - " df_poses.iloc[idx, df_poses.columns.get_loc(name)] += offset_x\n", - " #print(name, '+ cx', df_poses.iloc[idx, df_poses.columns.get_loc(name)])\n", - " df_poses.iloc[idx, df_poses.columns.get_loc(name)] -= w // 2\n", - " df_poses.iloc[idx, df_poses.columns.get_loc(name)] /= w\n", - " #df_poses.iloc[idx, df_poses.columns.get_loc(name)] -= .5 # center\n", - " #print(name, 'norm', df_poses.iloc[idx, df_poses.columns.get_loc(name)])\n", - " #print('')\n", - "\n", - " elif name.endswith('_y'):\n", - " \n", - " df_poses.iloc[idx, df_poses.columns.get_loc(name)] += offset_y # center\n", - " df_poses.iloc[idx, df_poses.columns.get_loc(name)] -= h // 2 # norm-center\n", - " df_poses.iloc[idx, df_poses.columns.get_loc(name)] /= h # normalize\n", - " #df_poses.iloc[idx, df_poses.columns.get_loc(name)] -= .5 # center\n", - "print(row['video_id'])" - ] - }, - { - "cell_type": "code", - "execution_count": 683, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "<div>\n", - "<style scoped>\n", - " .dataframe tbody tr th:only-of-type {\n", - " vertical-align: middle;\n", - " }\n", - "\n", - " .dataframe tbody tr th {\n", - " vertical-align: top;\n", - " }\n", - "\n", - " .dataframe thead th {\n", - " text-align: right;\n", - " }\n", - "</style>\n", - "<table border=\"1\" class=\"dataframe\">\n", - " <thead>\n", - " <tr style=\"text-align: right;\">\n", - " <th></th>\n", - " <th>crop_x1</th>\n", - " <th>crop_x2</th>\n", - " <th>crop_y1</th>\n", - " <th>crop_y2</th>\n", - " <th>elbow_left_x</th>\n", - " <th>elbow_left_y</th>\n", - " <th>elbow_right_x</th>\n", - " <th>elbow_right_y</th>\n", - " <th>head_x</th>\n", - " <th>head_y</th>\n", - " <th>...</th>\n", - " <th>shoulder_left_x</th>\n", - " <th>shoulder_left_y</th>\n", - " <th>shoulder_right_x</th>\n", - " <th>shoulder_right_y</th>\n", - " <th>video_id</th>\n", - " <th>width</th>\n", - " <th>wrist_left_x</th>\n", - " <th>wrist_left_y</th>\n", - " <th>wrist_right_x</th>\n", - " <th>wrist_right_y</th>\n", - " </tr>\n", - " </thead>\n", - " <tbody>\n", - " <tr>\n", - " <th>0</th>\n", - " <td>1</td>\n", - " <td>1920</td>\n", - " <td>1</td>\n", - " <td>1080</td>\n", - " <td>0.084867</td>\n", - " <td>0.064402</td>\n", - " <td>-0.095817</td>\n", - " <td>0.046363</td>\n", - " <td>-0.029332</td>\n", - " <td>-0.022274</td>\n", - " <td>...</td>\n", - " <td>0.052797</td>\n", - " <td>0.013364</td>\n", - " <td>-0.052797</td>\n", - " <td>0.019304</td>\n", - " <td>-osma2n86oA</td>\n", - " <td>720</td>\n", - " <td>0.086040</td>\n", - " <td>0.098060</td>\n", - " <td>-0.081347</td>\n", - " <td>0.009625</td>\n", - " </tr>\n", - " <tr>\n", - " <th>1</th>\n", - " <td>1</td>\n", - " <td>1920</td>\n", - " <td>1</td>\n", - " <td>1080</td>\n", - " <td>0.077436</td>\n", - " <td>0.068252</td>\n", - " <td>-0.091124</td>\n", - " <td>0.022714</td>\n", - " <td>-0.014470</td>\n", - " <td>-0.021504</td>\n", - " <td>...</td>\n", - " <td>0.050842</td>\n", - " <td>0.024474</td>\n", - " <td>-0.050842</td>\n", - " <td>0.018534</td>\n", - " <td>-osma2n86oA</td>\n", - " <td>720</td>\n", - " <td>0.078609</td>\n", - " <td>0.105650</td>\n", - " <td>-0.114590</td>\n", - " <td>-0.006765</td>\n", - " </tr>\n", - " <tr>\n", - " <th>2</th>\n", - " <td>1</td>\n", - " <td>1920</td>\n", - " <td>1</td>\n", - " <td>1080</td>\n", - " <td>0.051820</td>\n", - " <td>0.047408</td>\n", - " <td>-0.083498</td>\n", - " <td>0.034428</td>\n", - " <td>0.011537</td>\n", - " <td>-0.017269</td>\n", - " <td>...</td>\n", - " <td>0.041260</td>\n", - " <td>0.020349</td>\n", - " <td>-0.041260</td>\n", - " <td>0.014189</td>\n", - " <td>-osma2n86oA</td>\n", - " <td>720</td>\n", - " <td>-0.009582</td>\n", - " <td>0.007590</td>\n", - " <td>-0.053775</td>\n", - " <td>-0.007810</td>\n", - " </tr>\n", - " <tr>\n", - " <th>3</th>\n", - " <td>1</td>\n", - " <td>1920</td>\n", - " <td>1</td>\n", - " <td>1080</td>\n", - " <td>0.076067</td>\n", - " <td>0.068472</td>\n", - " <td>-0.106572</td>\n", - " <td>0.007535</td>\n", - " <td>-0.022879</td>\n", - " <td>-0.018864</td>\n", - " <td>...</td>\n", - " <td>0.047518</td>\n", - " <td>0.022054</td>\n", - " <td>-0.047518</td>\n", - " <td>0.015674</td>\n", - " <td>-osma2n86oA</td>\n", - " <td>720</td>\n", - " <td>0.079196</td>\n", - " <td>0.102350</td>\n", - " <td>-0.087018</td>\n", - " <td>-0.034923</td>\n", - " </tr>\n", - " <tr>\n", - " <th>4</th>\n", - " <td>1</td>\n", - " <td>1920</td>\n", - " <td>1</td>\n", - " <td>1080</td>\n", - " <td>0.073525</td>\n", - " <td>0.063522</td>\n", - " <td>0.008604</td>\n", - " <td>0.040423</td>\n", - " <td>0.036763</td>\n", - " <td>-0.015674</td>\n", - " <td>...</td>\n", - " <td>0.050060</td>\n", - " <td>0.020624</td>\n", - " <td>-0.050060</td>\n", - " <td>0.010724</td>\n", - " <td>-osma2n86oA</td>\n", - " <td>720</td>\n", - " <td>0.119283</td>\n", - " <td>0.046363</td>\n", - " <td>0.081738</td>\n", - " <td>0.040643</td>\n", - " </tr>\n", - " </tbody>\n", - "</table>\n", - "<p>5 rows × 22 columns</p>\n", - "</div>" - ], - "text/plain": [ - " crop_x1 crop_x2 crop_y1 crop_y2 elbow_left_x elbow_left_y \\\n", - "0 1 1920 1 1080 0.084867 0.064402 \n", - "1 1 1920 1 1080 0.077436 0.068252 \n", - "2 1 1920 1 1080 0.051820 0.047408 \n", - "3 1 1920 1 1080 0.076067 0.068472 \n", - "4 1 1920 1 1080 0.073525 0.063522 \n", - "\n", - " elbow_right_x elbow_right_y head_x head_y ... \\\n", - "0 -0.095817 0.046363 -0.029332 -0.022274 ... \n", - "1 -0.091124 0.022714 -0.014470 -0.021504 ... \n", - "2 -0.083498 0.034428 0.011537 -0.017269 ... \n", - "3 -0.106572 0.007535 -0.022879 -0.018864 ... \n", - "4 0.008604 0.040423 0.036763 -0.015674 ... \n", - "\n", - " shoulder_left_x shoulder_left_y shoulder_right_x shoulder_right_y \\\n", - "0 0.052797 0.013364 -0.052797 0.019304 \n", - "1 0.050842 0.024474 -0.050842 0.018534 \n", - "2 0.041260 0.020349 -0.041260 0.014189 \n", - "3 0.047518 0.022054 -0.047518 0.015674 \n", - "4 0.050060 0.020624 -0.050060 0.010724 \n", - "\n", - " video_id width wrist_left_x wrist_left_y wrist_right_x wrist_right_y \n", - "0 -osma2n86oA 720 0.086040 0.098060 -0.081347 0.009625 \n", - "1 -osma2n86oA 720 0.078609 0.105650 -0.114590 -0.006765 \n", - "2 -osma2n86oA 720 -0.009582 0.007590 -0.053775 -0.007810 \n", - "3 -osma2n86oA 720 0.079196 0.102350 -0.087018 -0.034923 \n", - "4 -osma2n86oA 720 0.119283 0.046363 0.081738 0.040643 \n", - "\n", - "[5 rows x 22 columns]" - ] - }, - "execution_count": 683, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_poses.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 684, - "metadata": { - "scrolled": false - }, - "outputs": [], - "source": [ - "#df_poses.plot(x='head_x', y='head_y', style=['o','o'])\n", - "#df_poses.plot.scatter(x='head_x', y='head_y')\n", - "# df_poses.plot.scatter(x='head_x', y='head_y')\n", - "# df_poses.plot.scatter(x='shoulder_left_x', y='shoulder_left_y')\n", - "# df_poses.plot.scatter(x='shoulder_right_x', y='shoulder_right_y')\n", - "# df_poses.plot.scatter(x='elbow_right_x', y='elbow_right_y')\n", - "# df_poses.plot.scatter(x='elbow_left_x', y='elbow_left_y')\n", - "# df_poses.plot.scatter(x='wrist_left_x', y='wrist_left_y')\n", - "# df_poses.plot.scatter(x='wrist_right_x', y='wrist_right_y')" - ] - }, - { - "cell_type": "code", - "execution_count": 685, - "metadata": {}, - "outputs": [], - "source": [ - "#df_poses_sm = df_poses[800:900]\n" - ] - }, - { - "cell_type": "code", - "execution_count": 686, - "metadata": {}, - "outputs": [], - "source": [ - "joints = [\n", - " ('head_x','head_y'),\n", - " ('wrist_right_x', 'wrist_right_y'),\n", - " ('wrist_left_x', 'wrist_left_y'),\n", - " ('elbow_right_x', 'elbow_right_y'),\n", - " ('elbow_left_x', 'elbow_left_y'),\n", - " ('shoulder_right_x', 'shoulder_right_y'),\n", - " ('shoulder_left_x', 'shoulder_left_y'),\n", - " ]\n", - "joint_lines = [ (1, 3), (2, 4), (3, 5), (4, 6)]" - ] - }, - { - "cell_type": "code", - "execution_count": 773, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.image.AxesImage at 0x1add9fd8d0>" - ] - }, - "execution_count": 773, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "im = np.ones([5000//scalar, 7000//scalar, 3]).astype(np.uint8)\n", - "im[::] = (0,0,255)\n", - "plt.imshow(im)" - ] - }, - { - "cell_type": "code", - "execution_count": 778, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.image.AxesImage at 0x1ade9c3588>" - ] - }, - "execution_count": 778, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 1440x720 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "radius = 4\n", - "stroke_weight = 1\n", - "colors = get_color_map(cmap='spring', ncolors=7, bgr=True, reverse=True)\n", - "#colors_lines = get_color_map(cmap='gnuplot2', ncolors=4, bgr=True)\n", - "colors = [\n", - " (20,215,245), # head\n", - " (10,10,250), # right lower arm\n", - " (250,10,10), # left lower arm\n", - " (250,230,10), # right upper arm\n", - " (20,230,5), # left upper arm\n", - " (10,250,250), # stage right lower\n", - " (250,10,250), # stage left lower\n", - "]\n", - "\n", - "scalar = 1\n", - "im = np.ones([5000//scalar, 7000//scalar, 3]).astype(np.uint8)\n", - "im[::] = (10,10,10)\n", - "pwh = (im.shape[1] // 1.2, im.shape[0] // 1)\n", - "\n", - "# guides\n", - "#cx, cy = im.shape[:2][::-1] // np.array([2])\n", - "#cv.line(im, (cx,0), (cx,im.shape[0]), (0,255,0), 2)\n", - "#cv.line(im, (0,cy), (im.shape[1], cy), (0,255,0), 2, cv.LINE_AA)\n", - "\n", - "cx, cy = im.shape[:2][::-1] // np.array([2])\n", - "cy -= 600\n", - "\n", - "for i, pose in df_poses.iterrows():\n", - " \n", - " # add head\n", - " pt1 = tuple(map(int, (pose[joints[0][0]] * pwh[0] + cx, pose[joints[0][1]] * pwh[1] + cy)))\n", - " # halfway\n", - " \n", - " hcx = abs(pose[joints[6][0]] - pose[joints[1][0]]) / 2 + pose[joints[5][0]]\n", - " hcy = abs(pose[joints[6][1]] - pose[joints[5][1]]) / 2 + pose[joints[5][1]]\n", - " pt2 = tuple(map(int, (hcx * pwh[0] + cx, hcy * pwh[1] + cy)))\n", - " #cv.circle(im, pt1, radius, colors[0], -1, cv.LINE_AA)\n", - " cv.line(im, pt1, pt2, jitter_clr(colors[0], amt=10, mono=True), stroke_weight, cv.LINE_AA)\n", - "\n", - " for j, joint in enumerate(joints):\n", - " j1, j2 = joint\n", - " pt = tuple(map(int, ((pose[j1] * pwh[0]) + cx, (pose[j2] * pwh[1]) + cy)))\n", - " #cv.circle(im, pt, radius, colors[j], -1, cv.LINE_AA)\n", - " for j,joint in enumerate(joint_lines):\n", - " j1, j2 = joint\n", - " pt1 = tuple(map(int, (pose[joints[j1][0]] * pwh[0] + cx, pose[joints[j1][1]] * pwh[1] + cy)))\n", - " pt2 = tuple(map(int, (pose[joints[j2][0]] * pwh[0] + cx, pose[joints[j2][1]] * pwh[1] + cy)))\n", - " cv.line(im, pt1, pt2, jitter_clr(colors[j+1], amt=10), stroke_weight, cv.LINE_AA)\n", - "\n", - "cv.imwrite('output_norm.png', im)\n", - "plt.figure(figsize=(20,10))\n", - "plt.imshow(cv.cvtColor(im, cv.COLOR_BGR2RGB))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "megapixels", - "language": "python", - "name": "megapixels" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.1" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} |
