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Added blog post for week 10

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Oscar Blue 2022-04-17 15:29:50 +01:00
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---
title: "Week 10"
date: 2022-04-10T13:13:48+01:00
draft: false
---
This week I was busy applying for jobs and working on the CS38220 assignment. So I only managed to do code clean-up and implementing a config file which allows a user to change the order of filters and other settings.
Config file example: `config.yml`
```yaml {linenos=table, linenostart=1}
---
# Config file for autophotographer
# List of filters to apply in order
filters:
- brightness
- filesize
- contrast
- focus
# Whether or not to apply CNN ranking
CNNrank: True
# Options for focus filter
brightness_options:
threshold: 0.35
# Options for focus filter
filesize_options:
threshold: 0.35
# Options for focus filter
contrast_options:
threshold: 0.35
# Options for focus filter
focus_options:
threshold: 0.35
...
```

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<link>https://mmp.oscar.blue/</link> <link>https://mmp.oscar.blue/</link>
<description>Recent content in Homepage on MMP | Oscar Pocock</description> <description>Recent content in Homepage on MMP | Oscar Pocock</description>
<generator>Hugo -- gohugo.io</generator> <generator>Hugo -- gohugo.io</generator>
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<title>Week 10</title>
<link>https://mmp.oscar.blue/posts/week-10/</link>
<pubDate>Sun, 10 Apr 2022 13:13:48 +0100</pubDate>
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<description>This week I was busy applying for jobs and working on the CS38220 assignment. So I only managed to do code clean-up and implementing a config file which allows a user to change the order of filters and other settings.
Config file example: config.yml
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 --- # Config file for autophotographer # List of filters to apply in order filters: - brightness - filesize - contrast - focus # Whether or not to apply CNN ranking CNNrank: True # Options for focus filter brightness_options: threshold: 0.</description>
</item>
<item> <item>
<title>Week 9</title> <title>Week 9</title>
<link>https://mmp.oscar.blue/posts/week-9/</link> <link>https://mmp.oscar.blue/posts/week-9/</link>

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<a href="/posts/week-10/">Week 10</a>
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<h5>April 10, 2022</h5>
<p>This week I was busy applying for jobs and working on the CS38220 assignment. So I only managed to do code clean-up and implementing a config file which allows a user to change the order of filters and other settings.
Config file example: config.yml
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 --- # Config file for autophotographer # List of filters to apply in order filters: - brightness - filesize - contrast - focus # Whether or not to apply CNN ranking CNNrank: True # Options for focus filter brightness_options: threshold: 0.
<a href="/posts/week-10/">...</a>
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<a href="/posts/week-9/">Week 9</a> <a href="/posts/week-9/">Week 9</a>

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<description>This week I was busy applying for jobs and working on the CS38220 assignment. So I only managed to do code clean-up and implementing a config file which allows a user to change the order of filters and other settings.
Config file example: config.yml
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 --- # Config file for autophotographer # List of filters to apply in order filters: - brightness - filesize - contrast - focus # Whether or not to apply CNN ranking CNNrank: True # Options for focus filter brightness_options: threshold: 0.</description>
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1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 --- # Config file for autophotographer # List of filters to apply in order filters: - brightness - filesize - contrast - focus # Whether or not to apply CNN ranking CNNrank: True # Options for focus filter brightness_options: threshold: 0.">
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<h1>
<a href="/posts/week-10/">Week 10</a>
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<h5>April 10, 2022</h5>
<p>This week I was busy applying for jobs and working on the CS38220 assignment. So I only managed to do code clean-up and implementing a config file which allows a user to change the order of filters and other settings.</p>
<p>Config file example: <code>config.yml</code></p>
<div class="highlight"><div style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;">
<table style="border-spacing:0;padding:0;margin:0;border:0;"><tr><td style="vertical-align:top;padding:0;margin:0;border:0;">
<pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;"><code><span style="white-space:pre;user-select:none;margin-right:0.4em;padding:0 0.4em 0 0.4em;color:#7f7f7f"> 1
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</span></code></pre></td>
<td style="vertical-align:top;padding:0;margin:0;border:0;;width:100%">
<pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;"><code class="language-yaml" data-lang="yaml"><span style="display:flex;"><span>---
</span></span><span style="display:flex;"><span><span style="color:#75715e"># Config file for autophotographer</span>
</span></span><span style="display:flex;"><span>
</span></span><span style="display:flex;"><span><span style="color:#75715e"># List of filters to apply in order</span>
</span></span><span style="display:flex;"><span><span style="color:#f92672">filters</span>:
</span></span><span style="display:flex;"><span> - <span style="color:#ae81ff">brightness</span>
</span></span><span style="display:flex;"><span> - <span style="color:#ae81ff">filesize</span>
</span></span><span style="display:flex;"><span> - <span style="color:#ae81ff">contrast</span>
</span></span><span style="display:flex;"><span> - <span style="color:#ae81ff">focus</span>
</span></span><span style="display:flex;"><span>
</span></span><span style="display:flex;"><span><span style="color:#75715e"># Whether or not to apply CNN ranking</span>
</span></span><span style="display:flex;"><span><span style="color:#f92672">CNNrank</span>: <span style="color:#66d9ef">True</span>
</span></span><span style="display:flex;"><span>
</span></span><span style="display:flex;"><span><span style="color:#75715e"># Options for focus filter</span>
</span></span><span style="display:flex;"><span><span style="color:#f92672">brightness_options</span>:
</span></span><span style="display:flex;"><span> <span style="color:#f92672">threshold</span>: <span style="color:#ae81ff">0.35</span>
</span></span><span style="display:flex;"><span>
</span></span><span style="display:flex;"><span><span style="color:#75715e"># Options for focus filter</span>
</span></span><span style="display:flex;"><span><span style="color:#f92672">filesize_options</span>:
</span></span><span style="display:flex;"><span> <span style="color:#f92672">threshold</span>: <span style="color:#ae81ff">0.35</span>
</span></span><span style="display:flex;"><span>
</span></span><span style="display:flex;"><span><span style="color:#75715e"># Options for focus filter</span>
</span></span><span style="display:flex;"><span><span style="color:#f92672">contrast_options</span>:
</span></span><span style="display:flex;"><span> <span style="color:#f92672">threshold</span>: <span style="color:#ae81ff">0.35</span>
</span></span><span style="display:flex;"><span>
</span></span><span style="display:flex;"><span><span style="color:#75715e"># Options for focus filter</span>
</span></span><span style="display:flex;"><span><span style="color:#f92672">focus_options</span>:
</span></span><span style="display:flex;"><span> <span style="color:#f92672">threshold</span>: <span style="color:#ae81ff">0.35</span>
</span></span><span style="display:flex;"><span>...
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<meta name="description" content="Filming footage # At the start of the week I went into town to film some practise footage to work with later (up until this point I had been experimenting with footage limited by my bedroom walls). I took some basic vertical and horizontal footage of the town - no nature or breach footage yet. <meta name="description" content="Filming footage # At the start of the week I went into town to film some practise footage to work with later (up until this point I had been experimenting with footage limited by my bedroom walls). I took some basic vertical and horizontal footage of the town - no nature or breach footage yet.
@ -19,7 +19,7 @@ Gaining more useful information # I used the footage I had recorded at the star
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<meta name="description" content="This week I did some research into how to build a CNN from scratch, including the different type of layers, loss functions, learning rates, epochs and other core concepts.12 <meta name="description" content="This week I did some research into how to build a CNN from scratch, including the different type of layers, loss functions, learning rates, epochs and other core concepts.12
@ -21,7 +21,7 @@ I also set up and created this blog with Hugo to document my progress and setup
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<meta name="description" content="Starting to write a CNN # This week I started to implement what I had learnt about CNNs in Week 4. At this point I hadn&rsquo;t designed a CNN architecture to implement, instead I wanted to have a running model regardless of performance just to see if I could implement one and understand it. <meta name="description" content="Starting to write a CNN # This week I started to implement what I had learnt about CNNs in Week 4. At this point I hadn&rsquo;t designed a CNN architecture to implement, instead I wanted to have a running model regardless of performance just to see if I could implement one and understand it.
@ -19,7 +19,7 @@ Half way through implementation, I decided to look back at the existing research
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<meta name="description" content="This week I finished programming the basic CNN model using transfer learning. I decided to train it for 20 epochs to make sure there weren&rsquo;t any runtime errors in my code. As I don&rsquo;t own an Nvidia GPU (I have an AMD GPU), I couldn&rsquo;t make use of the pytorch version that utilised CUDA to speed up processing. There is a RocM version of pytorch for AMD GPUs1 but RocM isn&rsquo;t as mature as CUDA and only officially supports a small subset of Linux distributions."> <meta name="description" content="This week I finished programming the basic CNN model using transfer learning. I decided to train it for 20 epochs to make sure there weren&rsquo;t any runtime errors in my code. As I don&rsquo;t own an Nvidia GPU (I have an AMD GPU), I couldn&rsquo;t make use of the pytorch version that utilised CUDA to speed up processing. There is a RocM version of pytorch for AMD GPUs1 but RocM isn&rsquo;t as mature as CUDA and only officially supports a small subset of Linux distributions.">
@ -17,7 +17,7 @@
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<meta name="description" content="Now that I had successfully run my model without any runtime errors, the next step this week was finding some GPU compute so I can train my model on much more powerful hardware to accelerate the training. <meta name="description" content="Now that I had successfully run my model without any runtime errors, the next step this week was finding some GPU compute so I can train my model on much more powerful hardware to accelerate the training.
@ -19,7 +19,7 @@ My first idea was to use cloud computing. There are machine learning specific cl
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@ -2,7 +2,7 @@
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<meta name="description" content="Monday # Towards the end of last week ( Week 7), I managed to refactor my code in order to make it more portable. This allowed me to train my model on different machines. I ran my training script on the uni&rsquo;s GPU compute successfully for 20 epochs. The next stage was to train it for longer and analyse the results. On the Monday morning I adjusted the parameters of my training script to train for 2000 epochs instead."> <meta name="description" content="Monday # Towards the end of last week ( Week 7), I managed to refactor my code in order to make it more portable. This allowed me to train my model on different machines. I ran my training script on the uni&rsquo;s GPU compute successfully for 20 epochs. The next stage was to train it for longer and analyse the results. On the Monday morning I adjusted the parameters of my training script to train for 2000 epochs instead.">
@ -17,7 +17,7 @@
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@ -2,7 +2,7 @@
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<meta name="description" content="This week I worked on getting focus detection working. I implemented basic laplatian blur detection1 and fast fourier blur detection2. <meta name="description" content="This week I worked on getting focus detection working. I implemented basic laplatian blur detection1 and fast fourier blur detection2.
@ -27,7 +27,7 @@ General pipeline # I continued to develop a general pipeline to fit all the fil
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