Tensorflow - Computer Vision

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Atom - Jupyter / Hydrogen

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I will show you how to use the Atom editor with Jupyter Notebook to debug Python/Django views using Hydrogen plugin. On the Internet you can find some examples using this setup to debug Python but I found nothing related to Django, so I decided to publish this notes. This is not a high performance setup, because it involves many technologies at several layers. This is more a proof of concept of nowadays technologies which are available to the programmer's toolbox. This notes has been written during the development and improvement of the automated tests of the Virtual Library of FAPESP ( http://www.bv.fapesp.br ). The environment The diagram below shows an actual infrastructure to use this setup in a development environment. Technologies It is not expected that you know all of the technologies in detail, but there are some trick points. This paper is oriented for Python programmer who already use Atom and Jupyter and enjoy explore the edges of these tools. ...
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Django middleware - Crawler detection

Sometimes you have to detect search engine crawling activity on your system, to handle the workflow for this type of request. On our website, there is a high crawling activity, because BV FAPESP (https://bv.fapesp.br) provides useful information abour reaserch for science, technology and academy in Sao Paulo state of Brazil. Recently, I deployed a feature on our system to allow people to store their queries and filters they do on our website. This is an open feature for everybody who navigates on our system. It is based on the HTTP session of the brower, which is stored on Python/Django server-side. When we were tunning Django session table in the database, we found out that there were a lot of sessions created by crawling activities. To take control of the session creation, I wrote the middleware that follows.  The list of crawlers, I get from ngix logs, on a very small timeframe, so maybe there are some more search engines that are not listed. The use-case presented, ...
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Solr Facet add link

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This is about how to link the resulting facet data from Solr on your web application. I am using Django as the front-end framework. But this solution applies to any language. The problem You have modeled your data and indexed to Solr. You will show facets on your web application to facilitate the navigation on your site to the users. You get faceted data from Solr; so far so good. The problem arises when you need to link your facet item to any destination other than the value of the facet itself, because Solr faceted data returns only the field value and count of occurences. The example below is a simplification of the Solr facet web page 1 , and show you how the json facet returns: {   "facet_counts" :{     "facet_queries" :{},     "facet_fields" :{       "categories" :[         "electronics" , 14 ,         "currency" , 4 , ...
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