tag:blogger.com,1999:blog-39636154952926130872024-03-09T18:46:37.784-08:00Clarence's Wicked Mindnews from Clarence, stuff that doesn't matterUnknownnoreply@blogger.comBlogger357125tag:blogger.com,1999:blog-3963615495292613087.post-16167597300378468612024-02-23T20:30:00.000-08:002024-02-24T20:34:58.357-08:00Segfault with bluez and A2DP<p></p><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEjnr7NooIOlTbksFn3-g-tCaYtIDX_TFlay7qB4ACOOs6jkBEJBW7KJaaDCnk9y6u8dsJa0Fy3qiE2qA0YmQbQVNvSDDRcD7r1WsR8p8Bn1l5jf8pERk0wZ86Y6hOssXX-gQG3le-2TOIcXM4COC7J8_qp4rQdb8utXhplBdIyMum4A1E8NSz6tr7ivYxJu" style="margin-left: 1em; margin-right: 1em;"><img alt="" data-original-height="1024" data-original-width="1024" height="240" src="https://blogger.googleusercontent.com/img/a/AVvXsEjnr7NooIOlTbksFn3-g-tCaYtIDX_TFlay7qB4ACOOs6jkBEJBW7KJaaDCnk9y6u8dsJa0Fy3qiE2qA0YmQbQVNvSDDRcD7r1WsR8p8Bn1l5jf8pERk0wZ86Y6hOssXX-gQG3le-2TOIcXM4COC7J8_qp4rQdb8utXhplBdIyMum4A1E8NSz6tr7ivYxJu" width="240" /></a></div><br />Currently (as of Feb 23, 2024) openSUSE Tubleweed with bluez 5.71-2.4 is experiencing segfault whenever I try to connect my headphone.<p></p><p>After some digging, seems like it is plagued by a <a href="https://github.com/bluez/bluez/issues/708">recent bug</a>. Waiting for Tumbleweed to include the patch.</p><p><span style="font-family: monospace;"><span style="background-color: white; color: #18b218;">[Fri Feb 23 16:23:24 2024] </span><span style="background-color: white; color: #b26818;">bluetoothd[9971]: </span><span style="background-color: white; color: #650000;">segfault at 5600bf0628b5 ip 00005605de5743c1 sp 00007ffee8f18f70 error 4 in blu</span><br />etoothd[5605de552000+d6000] likely on CPU 7 (core 1, socket 0)<span style="background-color: white;">
</span><br /><span style="background-color: white; color: #18b218;">[Fri Feb 23 16:23:24 2024] </span><span style="background-color: white; color: #b26818;">Code: </span><span style="background-color: white;">41 83 2c 24 01 0f 85 1b ff ff ff 4c 89 e7 e8 96 f4 fd ff e9 0e ff ff ff 90 41 55 41 54 55 5</span><br />3 48 83 ec 08 48 8b 2a 48 8b 7a 08 <48> 8b 45 20 4c 8b ad 88 00 00 00 4c 8b 20 48 85 ff 74 19 c7 47 08<br />
<br /></span></p><p><span style="font-family: monospace;"><span style="background-color: white;">$ sudo coredumpctl info 9971
</span><br /> PID: <span style="background-color: white; font-weight: bold;">9971</span><span style="background-color: white;"> (bluetoothd)
</span><br /> UID: 0 (root)
<br /> GID: 0 (root)
<br /> Signal: 11 (SEGV)
<br /> Timestamp: Fri 2024-02-23 16:23:24 PST (4h 2min ago)
<br /> Command Line: /usr/libexec/bluetooth/bluetoothd
<br /> Executable: <span style="background-color: white; font-weight: bold;">/usr/libexec/bluetooth/bluetoothd</span><span style="background-color: white;">
</span><br /> Control Group: /system.slice/bluetooth.service
<br /> Unit: bluetooth.service
<br /> Slice: system.slice
<br /> Boot ID: 153713284dde4d7cba57f31e2956690d
<br /> Machine ID: 5c42528e25094a3cb1af7e2c43a85357
<br /> Hostname: linux-lct7
<br /> Storage: /var/lib/systemd/coredump/core.bluetoothd.0.153713284dde4d7cba57f31e2956690d.9971.1708734204000000.zst (present)
<br /> Size on Disk: 138.1K
<br /> Message: Process 9971 (bluetoothd) of user 0 dumped core.
<br /> <br /> Stack trace of thread 9971:
<br /> #0 0x00005605de5743c1 n/a (bluetoothd + 0x463c1)
<br /> #1 0x00005605de55f4d0 n/a (bluetoothd + 0x314d0)
<br /> #2 0x00005605de55f5a8 n/a (bluetoothd + 0x315a8)
<br /> #3 0x00005605de569767 n/a (bluetoothd + 0x3b767)
<br /> #4 0x00007fc0b22daf30 n/a (libglib-2.0.so.0 + 0x5bf30)
<br /> #5 0x00007fc0b22dcb58 n/a (libglib-2.0.so.0 + 0x5db58)
<br /> #6 0x00007fc0b22dd42f g_main_loop_run (libglib-2.0.so.0 + 0x5e42f)
<br /> #7 0x00005605de5555dc n/a (bluetoothd + 0x275dc)
<br /> #8 0x00007fc0b1e2a1f0 __libc_start_call_main (libc.so.6 + 0x2a1f0)
<br /> #9 0x00007fc0b1e2a2b9 __libc_start_main@@GLIBC_2.34 (libc.so.6 + 0x2a2b9)
<br /> #10 0x00005605de5566b5 n/a (bluetoothd + 0x286b5)
<br /> ELF object binary architecture: AMD x86-64<br />
<br /></span></p>Unknownnoreply@blogger.com0tag:blogger.com,1999:blog-3963615495292613087.post-30670534138479313182024-02-01T21:05:00.000-08:002024-02-01T21:05:14.558-08:00Logitech Media Server commands<p><br /></p><p style="text-align: center;"></p><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEhGoUqdNjmmiPgBU6zW2wZP7CC0iGsd_NK3yBI_h9K9OAi_VMFh5R3Wt1fK8PjbLz8rXxg70SEAnmcPwtndJySd0uTcpeY2VgVfJVm6YHLgygpppxJZYMbQKituyIC02jOQ4-P6L86RQoOWKQxEIiia1Dj8s7kaKS8XDcgiYzfvHI3jh2MQLeo6cN0q3J3T" style="margin-left: 1em; margin-right: 1em;"><img alt="" data-original-height="1024" data-original-width="1024" height="240" src="https://blogger.googleusercontent.com/img/a/AVvXsEhGoUqdNjmmiPgBU6zW2wZP7CC0iGsd_NK3yBI_h9K9OAi_VMFh5R3Wt1fK8PjbLz8rXxg70SEAnmcPwtndJySd0uTcpeY2VgVfJVm6YHLgygpppxJZYMbQKituyIC02jOQ4-P6L86RQoOWKQxEIiia1Dj8s7kaKS8XDcgiYzfvHI3jh2MQLeo6cN0q3J3T" width="240" /></a></div><br /><br /><p></p><p>While moving the music stream service from Tidal to Spotify on Home Assistant, I found I forgot how to get the playlist ID from Logitech Media Server (LMS).</p><p>Note to self: connect to LMS with "nc lms-address 9090" and issue the command "playlists 0 100 tags:E". The command doc is available at "lms-address:port/html/docs/cli-api.html"</p>Unknownnoreply@blogger.com0tag:blogger.com,1999:blog-3963615495292613087.post-23630473497221450972023-12-06T21:15:00.000-08:002023-12-06T21:50:01.804-08:00Solving the Knapsack Problem with recursion in Java<p></p><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEi8qGE4oDHEh4e5o1ecai_PaGClGdXkWCEj2uM-kluaOf0l2FY4kDbzWyxWhj5PM8vJdfqxwMtXg0s23a1hfK263FEaiSdtlXVaCcRunzUvYHWeDj5ENJGt-5L694Z23GQYKXfjO1KFn-fs_ZaY6qhKU43gW3CzkUBPhxTcpWal5gStQ8Ki95plq2j7jxpW" style="margin-left: 1em; margin-right: 1em;"><img alt="" data-original-height="1024" data-original-width="1024" height="240" src="https://blogger.googleusercontent.com/img/a/AVvXsEi8qGE4oDHEh4e5o1ecai_PaGClGdXkWCEj2uM-kluaOf0l2FY4kDbzWyxWhj5PM8vJdfqxwMtXg0s23a1hfK263FEaiSdtlXVaCcRunzUvYHWeDj5ENJGt-5L694Z23GQYKXfjO1KFn-fs_ZaY6qhKU43gW3CzkUBPhxTcpWal5gStQ8Ki95plq2j7jxpW" width="240" /></a></div><br /><br /><p></p><p><a href="https://github.com/kitsook/knapsackj">Source available</a> on Github.</p><p>Wikipedia has <a href="https://en.wikipedia.org/wiki/Knapsack_problem">detailed description</a> on the Knapsack problem and pseudo code on solving it. However, while <a href="https://exercism.org/tracks/elixir/exercises/knapsack">implementing it with Elixir</a>, seems that using simple recursion yields cleaner code. This is not the fastest way to solve the problem, but just easy to understand.</p><p><br /></p><p>Basically, three return points within the recursion:</p><p></p><ul style="text-align: left;"><li>if no items, result is 0 and return</li><li>pop the first item. if item weight is over the max limit, return recursion result of the remaining items</li><li>return the max between (current item value + recursion result with the remaining item) or (just the recursion result with the remaining items only)</li></ul><div><br /></div><div>However, not only it is inefficient, recursion will cause stack overflow error in Java. See the last (disabled) test case. <i>Use -Xss parameter to increase stack size and run it for fun.</i></div><p></p>Unknownnoreply@blogger.com0tag:blogger.com,1999:blog-3963615495292613087.post-79297873894928351512023-11-08T22:07:00.004-08:002023-11-08T23:31:21.803-08:00Caffeine (Simplified)<p> </p><p></p><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEgzi_pddPtpMflz8wrdIBaQ2teXaqHzJ2jgxsxGqan-6N0Vl_5SBPzlYo2EzF5KLJaskwObiH8H16EwNTWVwFiItB7OyrcVKBt89iet7VAQq4O-II_-P-AbSFHEK5H_j1jslLAq4MInWf2x9drP5A7NcsSfgjvyx1xO7QTVc9Q81lZBp5pvRCu4eF3YT2Gq" style="margin-left: 1em; margin-right: 1em;"><img alt="" data-original-height="1024" data-original-width="1024" height="240" src="https://blogger.googleusercontent.com/img/a/AVvXsEgzi_pddPtpMflz8wrdIBaQ2teXaqHzJ2jgxsxGqan-6N0Vl_5SBPzlYo2EzF5KLJaskwObiH8H16EwNTWVwFiItB7OyrcVKBt89iet7VAQq4O-II_-P-AbSFHEK5H_j1jslLAq4MInWf2x9drP5A7NcsSfgjvyx1xO7QTVc9Q81lZBp5pvRCu4eF3YT2Gq" width="240" /></a></div><br /><br /><p></p><p>Found my old Turbo Pascal book on the bookshelf. Just so happen I was searching for a Windows program to prevent screen lock and found the open source <a href="https://github.com/kyleleong/caffeine">Caffeine</a> also written in Pascal.</p><p>Forked the repository and fired up <a href="https://www.lazarus-ide.org/">Lazarus</a>. Revised the UI a bit. Now it starts as a tray icon and can be controlled by the right-click menu.</p><p>Source code and executable <a href="https://github.com/kitsook/caffeine">available on github</a>.</p><p></p><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEjHUtHmavJiIC_Pa5oXgeBnnPqhfouYISaDlN42MtHyK3UbutoI8Y0eE9cQ0VhEN0GFNNyNKtYsVMHzVCuz8RiE6WATFT5wU2jQtokRbpoH_pxDY7G-qtXEG_rwCYAgLq6rBcEjImeOE8qahc4EltWwWHWcL6pHXSIXyE2H8g3IswsjGcdBxceS_godWNko" style="margin-left: 1em; margin-right: 1em;"><img alt="" data-original-height="108" data-original-width="366" height="94" src="https://blogger.googleusercontent.com/img/a/AVvXsEjHUtHmavJiIC_Pa5oXgeBnnPqhfouYISaDlN42MtHyK3UbutoI8Y0eE9cQ0VhEN0GFNNyNKtYsVMHzVCuz8RiE6WATFT5wU2jQtokRbpoH_pxDY7G-qtXEG_rwCYAgLq6rBcEjImeOE8qahc4EltWwWHWcL6pHXSIXyE2H8g3IswsjGcdBxceS_godWNko" width="320" /></a></div><br /><br /><p></p><p><br /></p>Unknownnoreply@blogger.com0tag:blogger.com,1999:blog-3963615495292613087.post-30471905262682014432023-11-05T20:08:00.006-08:002023-11-05T20:47:38.359-08:00The Sins of the Fathers<p> </p><p></p><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEhVtZH7Lvb6sD3jny2YpVaBRKYQA4gGBLxtDlzTgXIfVaaxkBvfCkiQmO_2oBNvNDSHIZXlzNZjBlrbfGFlacsjPfdaeTW25YX0AWWKb52sozu8MdA2dEE6Y6fVvflSv7b-IqRXGJUqc2-0kczE9JqIlW2TPsKceDlHNX9punUdr9eMcyr8qNaRpfUYjJC5" style="margin-left: 1em; margin-right: 1em;"><img data-original-height="400" data-original-width="248" src="https://blogger.googleusercontent.com/img/a/AVvXsEhVtZH7Lvb6sD3jny2YpVaBRKYQA4gGBLxtDlzTgXIfVaaxkBvfCkiQmO_2oBNvNDSHIZXlzNZjBlrbfGFlacsjPfdaeTW25YX0AWWKb52sozu8MdA2dEE6Y6fVvflSv7b-IqRXGJUqc2-0kczE9JqIlW2TPsKceDlHNX9punUdr9eMcyr8qNaRpfUYjJC5=s16000" /></a></div><br />Heard someone mentioned about the author Lawrence Block and found the ebook <a href="https://www.goodreads.com/en/book/show/39507">The Sins of the Fathers</a> available from the library.<p></p><p>Overall not bad. Kind of nostalgic reading about the 70s. Will definitely see if can find the whole series.</p><p>Here is a review from Bing Chat:</p><p><i>The Sins of the Fathers is a gripping and gritty introduction to Matthew Scudder, a former cop turned private eye who operates in the dark and dangerous streets of New York City. Scudder is hired by a wealthy father to investigate the murder of his estranged son and his girlfriend (</i>Bing's mistake. This should have been "his estranged daughter and her roommate"<i>), but soon discovers that the case is more complex and twisted than it seems. The book is a masterful blend of mystery, suspense, and character study, as Scudder delves into the lives and secrets of the victims and their families, while also confronting his own demons and flaws. The Sins of the Fathers is a classic of hard-boiled fiction that will keep you hooked until the end.</i></p>Unknownnoreply@blogger.com0tag:blogger.com,1999:blog-3963615495292613087.post-68158217429982637872023-10-09T19:36:00.005-07:002023-11-25T22:08:12.508-08:00Self-hosted Wyze Cam v3 camera without internet access - Part 1<p>This is part 1 of the notes on how to self-host Wyze Cam v3, without internet access, as a RTSP camera. </p><p>Here Part 1 will focus on preparing the network setup. Part 2 (TBC) will be on configuring the Wyze camera.</p><h4 style="text-align: left;">Background </h4><p>For testing purposes, I have a <a href="https://www.home-assistant.io/">Home Assistant</a>(HA) setup with several Zigbee devices running <a href="https://www.zigbee2mqtt.io/">Zigbee2MQTT</a> and <a href="https://mosquitto.org/">Mosquitto</a>.</p><p>To add NVR feature, I have since installed <a href="https://docs.frigate.video/">Frigate</a> and <a href="https://www.clarenceho.net/2023/05/using-google-coral-tpu-on-opensuse.html?showComment=1695467193472">added a Google TPU card</a> for accelerating event detection. The IP cameras used are Wyze Cam v3 patched with <a href="https://github.com/gtxaspec/wz_mini_hacks">custom firmware</a> to output two RTSP streams (a lower resolution for preview and event detection, and a higher resolution for recording).</p><p>Here are some highlights of the original setup</p><p></p><ul style="text-align: left;"><li>The ISP dual-band router supports 5GHz network</li><li>The HA machine is setup in a separate room running <a href="https://get.opensuse.org/tumbleweed/">openSUSE Tumbleweed</a>. It is connected to an Access Point (AP) via LAN cable</li><li>The AP is an old dual-bank router flashed with <a href="https://dd-wrt.com/">DD-WRT</a> custom firmware. It serves two purposes: the 5GHz network is configured as a wireless bridge to provide internet access to the HA machine and allow other devices on the home network to access HA, while the 2.4GHz network (with a different SSID) is configured as access point for IP cameras</li></ul><p></p><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjVr541GlWMG2gYSInlcYw5qAY62zibMR5PMaxxRb_X6i7_jfLcyIazmpFt0YWISSeIoLCctwFosDbJGFr-VbaAvMBq5eRCoEBeCHajgesbscMSl0qV4ZcjGbvlqm_0UAwKjdtNdei9ucGKYR5B9YfTusSYUdmTzHYZWTqGF69FlvQERFp8UWL8TMC7cGvW/s1006/ha%20network%20original.png" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="475" data-original-width="1006" height="302" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjVr541GlWMG2gYSInlcYw5qAY62zibMR5PMaxxRb_X6i7_jfLcyIazmpFt0YWISSeIoLCctwFosDbJGFr-VbaAvMBq5eRCoEBeCHajgesbscMSl0qV4ZcjGbvlqm_0UAwKjdtNdei9ucGKYR5B9YfTusSYUdmTzHYZWTqGF69FlvQERFp8UWL8TMC7cGvW/w640-h302/ha%20network%20original.png" width="640" /></a></div><div><br /></div><div><br /></div><div>The setup runs fine with one issue: the IP cameras have internet access. I don't like the idea that the IP cameras can "phone home" anytime. Ideally, after initial setup, I would like to remove the Internet access from those cameras.</div><div><br /></div><div>Tried to setup virtual networks, bridges, and firewall rules etc on the AP. But none worked reliably.</div><div><br /></div><div>So here is the new idea:</div><div><ul style="text-align: left;"><li>since I have several USB wifi adapters not in use, I could add one to the HA machine and configure it as an AP with a different SSID and subnet. It will be running in 2.4GHz to minimize interference with the 5GHz home network</li><li>with the HA being a Linux machine, I will have the flexibility on routing (or not routing) traffic around i.e. effectively blocking internet access for the cameras</li><li>I don't need to access the IP cameras remotely (i.e. when away from home), don't need to receive any notifications on my phone, and don't mind giving up using the Wyze app. If I really need to access the cameras remotely, I could VPN back to my home network first.</li></ul></div><div><br /></div><br /><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhU9hjo9RW2hSq_jB6ZgpnZC2DWx4RwLCREVSBDq_1Sz8tAKHkd8ubb-hHvJ12wSfXbjy1xqMeWxpFwF8UEgY_4WLrVzW1xFuU3WDTKwK2nsnwXRmlsNT1bN692SVeQdnPZUdxYJppTUK8_lNt1Ijuo49aWPf88Vdntv-4R1dVgeWi1olQ3Jv3QjmiWDLcf/s702/ha%20network%20new.png" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="583" data-original-width="702" height="532" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhU9hjo9RW2hSq_jB6ZgpnZC2DWx4RwLCREVSBDq_1Sz8tAKHkd8ubb-hHvJ12wSfXbjy1xqMeWxpFwF8UEgY_4WLrVzW1xFuU3WDTKwK2nsnwXRmlsNT1bN692SVeQdnPZUdxYJppTUK8_lNt1Ijuo49aWPf88Vdntv-4R1dVgeWi1olQ3Jv3QjmiWDLcf/w640-h532/ha%20network%20new.png" width="640" /></a></div><br /><p>A few things needed to be configured on the HA Linux machine.</p><h4 style="text-align: left;">USB wifi adapter</h4><div>The wifi adapter I will be using has the Realtek 8812 chipset. The driver can be installed via `rtl8812au` package. However, installing it caused the <a href="https://www.clarenceho.net/2023/05/using-google-coral-tpu-on-opensuse.html">Coral TPU dkms driver</a> stopped working. Eventually, needed to install the newer version and recompile.</div><div><br /></div><div>Next is to configure the wifi adapter as AP. Since the openSUSE machine is using NetworkManager, I used `nmcli` to configure it. The steps are similar to those <a href="https://unix.stackexchange.com/questions/234552/create-wireless-access-point-and-share-internet-connection-with-nmcli/310699#310699">mentioned here</a> for Centos.</div><div><br /></div><div><i>EDIT 2023-11-18. Some addition useful commands:</i></div><div><i>- <a href="https://developer-old.gnome.org/NetworkManager/stable/settings-802-11-wireless-security.html">disable WPA</a>: sudo nmcli con modify "connection name" 802-11-wireless-security.proto rsn</i></div><div><i>- disable WPS: sudo nmcli con modify "connection name" 802-11-wireless-security.wps-method 1</i></div><div><br /></div><div><i>EDIT 2023-11-25. To disable the excessive logging of the driver, <a href="https://github.com/morrownr/8812au-20210629/blob/e6a0d1704ccd31145800ff5eb09ec2435a02f995/8812au.conf#L23C2-L23C2">change the log level to none</a></i></div><div><br /></div><div>For the examples below, assume the new wifi interface is "wlan0" and has the IP address of 192.168.20.1/255.255.255.0. The two IP cameras will be assigned with address 192.168.20.91 and 192.168.20.92.</div><div><br /></div><div><br /></div><h4 style="text-align: left;">DHCP setup</h4><div>Each IP camera will be assigned the same IP address via DHCP service provided by dnsmasq. Following <a href="https://wiki.archlinux.org/title/dnsmasq">these steps</a> for a minimal setup.</div><div><br /></div><div><div><span style="font-family: courier; font-size: x-small;">local-service</span></div><div><span style="font-family: courier; font-size: x-small;"><br /></span></div><div><span style="font-family: courier; font-size: x-small;">conf-file=/etc/dnsmasq.d/trust-anchors.conf</span></div><div><span style="font-family: courier; font-size: x-small;">dnssec</span></div><div><span style="font-family: courier; font-size: x-small;"><br /></span></div><div><span style="font-family: courier; font-size: x-small;"># only serve dhcp on the wifi interface</span></div><div><span style="font-family: courier; font-size: x-small;">interface=wlp0s16f0u1</span></div><div><span style="font-family: courier; font-size: x-small;"><br /></span></div><div><span style="font-family: courier; font-size: x-small;"># some dynamic ip in case needed to connect for troubleshooting</span></div><div><span style="font-family: courier; font-size: x-small;">dhcp-range=192.168.20.80,192.168.20.89,255.255.255.0,6h</span></div><div><span style="font-family: courier; font-size: x-small;"><br /></span></div><div><span style="font-family: courier; font-size: x-small;"># fixed ip for the ip cam</span></div><div><span style="font-family: courier; font-size: x-small;">dhcp-host=d0:3f:27:xx:yy:zz,192.168.20.91</span></div><div><span style="font-family: courier; font-size: x-small;">dhcp-host=d0:3f:27:aa:bb:cc,192.168.20.92</span></div><div><span style="font-family: courier; font-size: x-small;"><br /></span></div><div><span style="font-family: courier; font-size: x-small;"># announce the HA machine (192.168.20.1 here as an example) as DNS server and ntp server</span></div><div><span style="font-family: courier; font-size: x-small;">dhcp-option=6,192.168.20.1</span></div><div><span style="font-family: courier; font-size: x-small;">dhcp-option=option:ntp-server,192.168.20.1</span></div></div><div><span style="font-family: courier; font-size: x-small;"><br /></span></div><div><span style="font-family: courier; font-size: x-small;">conf-dir=/etc/dnsmasq.d/,*.conf</span></div><div><br /></div><div><br /></div><h4 style="text-align: left;">DNS setup</h4><div>The dnsmasq will also be serving as DNS server for the cameras. To avoid them to keep querying the hard-coded NTP severs, create a conf file under /etc/dnsmasq.d directory to redirect them to local machine.</div><div><br /></div><div><div><span style="font-family: courier; font-size: x-small;">address=/time-a.inst.gov/192.168.20.1</span></div><div><span style="font-family: courier; font-size: x-small;">address=/time-b.inst.gov/192.168.20.1</span></div><div><span style="font-family: courier; font-size: x-small;">address=/time-a-g.inst.gov/192.168.20.1</span></div><div><span style="font-family: courier; font-size: x-small;">address=/time-b-g.inst.gov/192.168.20.1</span></div><div><span style="font-family: courier; font-size: x-small;">address=/clock.fmt.he.net/192.168.20.1</span></div><div><span style="font-family: courier; font-size: x-small;">address=/ntp0.cornell.edu/192.168.20.1</span></div></div><div><br /></div><div><br /></div><h4 style="text-align: left;">NTPD time server</h4><div>I like to configure the IP camera to overlay timestamp on the video. Unfortunately the Wyze camera firmware contains a binary that only query several hard-coded NTP servers. But the wz_mini_hacks firmware actually comes with a NTP process to update the time. More on how to set it up in part 2.</div><div><br /></div><div>For now, make sure the HA machine has NTPD setup properly and ready. Run `<span style="font-family: courier;">sudo ntpq -c lpeer</span>` to check</div><div><br /></div><div><br /></div><h4 style="text-align: left;">IP Masquerading</h4><div>During the initial setup, the Wyze camera needs internet access. To allow the traffic routed to internet and back using NetworkManager and firewalld:</div><div><br /></div><div><span style="font-family: courier; font-size: x-small;"># assuming wlan0 is the device id of the wifi adapter configured with nmcli</span></div><div><div><span style="font-family: courier; font-size: x-small;">sudo nmcli con up wlan0</span></div><div><span style="font-family: courier; font-size: x-small;"># move the interface to trusted zone to allow all traffic</span></div><div><span style="font-family: courier; font-size: x-small;">sudo firewall-cmd --zone=trusted --change-interface=wlan0</span></div><div><span style="font-family: courier; font-size: x-small;">sudo firewall-cmd --zone=trusted --add-masquerade</span></div><div><span style="font-family: courier; font-size: x-small;"># assuming eth0 is the LAN interface with internet access</span></div><div><span style="font-family: courier; font-size: x-small;">sudo firewall-cmd --direct --add-rule ipv4 nat POSTROUTING 0 -o eth0 -j MASQUERADE</span></div><div><span style="font-family: courier; font-size: x-small;">sudo firewall-cmd --direct --add-rule ipv4 filter FORWARD 0 -i wlan0 -o eth0 -j ACCEPT</span></div><div><span style="font-family: courier; font-size: x-small;">sudo firewall-cmd --direct --add-rule ipv4 filter FORWARD 0 -i eth0 -o wlan0 -m state --state RELATED,ESTABLISHED -j ACCEPT</span></div></div><div><br /></div><div><br /></div><div>When we are done configuring IP cameras and making sure Frigate can access them, revoke the access and isolate the cameras from internet.</div><div><br /></div><div><div><span style="font-family: courier; font-size: x-small;">sudo firewall-cmd --direct --remove-rule ipv4 nat POSTROUTING 0 -o eth0 -j MASQUERADE</span></div><div><span style="font-family: courier; font-size: x-small;">sudo firewall-cmd --direct --remove-rule ipv4 filter FORWARD 0 -i wlan0 -o eth0 -j ACCEPT</span></div><div><span style="font-family: courier; font-size: x-small;">sudo firewall-cmd --direct --remove-rule ipv4 filter FORWARD 0 -i eth0 -o wlan0 -m state --state RELATED,ESTABLISHED -j ACCEPT</span></div><div><span style="font-family: courier; font-size: x-small;">sudo firewall-cmd --zone=trusted --remove-masquerade</span></div><div><br /></div></div><div><br /></div><div>For a proper setup, should probably also move the wifi adapter to another zone. But well...</div><div><br /></div><div>That is it for the Linux machine setup. Next part of the notes will focus on setting up the Wyze camera for self-hosting.</div><p><br /></p>Unknownnoreply@blogger.com0tag:blogger.com,1999:blog-3963615495292613087.post-84635799052255997892023-10-04T20:29:00.000-07:002023-10-04T20:29:05.323-07:00Coral USB Accelerator<p> </p><p></p><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj9Cbb-c2ZNPlucF4jqb9i2qcoQW_wdUPNwFWWojCPw4iapUYEjoc5oxdB7QX1LkqAprV9y6hHdCgbt55doT9hMO0zW5qLH-qm_DtjLyZvxcKEM2owoTxD_wAU_Ap1EUwzGuLIsumyDGfwy0ImdEPHHt1CoxU47T6dxtQYIMQy9I-1fNFYv4IjNrSnaLaa3/s4080/PXL_20231005_031948513.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="4080" data-original-width="3072" height="320" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj9Cbb-c2ZNPlucF4jqb9i2qcoQW_wdUPNwFWWojCPw4iapUYEjoc5oxdB7QX1LkqAprV9y6hHdCgbt55doT9hMO0zW5qLH-qm_DtjLyZvxcKEM2owoTxD_wAU_Ap1EUwzGuLIsumyDGfwy0ImdEPHHt1CoxU47T6dxtQYIMQy9I-1fNFYv4IjNrSnaLaa3/s320/PXL_20231005_031948513.jpg" width="241" /></a></div><br /><div class="separator" style="clear: both; text-align: center;"><br /></div><br />Finally arrived after placing the order over a year ago. But I have since then ordered the mini pcie version and <a href="https://www.clarenceho.net/2023/05/using-google-coral-tpu-on-opensuse.html">installed</a> it on the <a href="https://www.home-assistant.io/">Home Assistant</a> machine for the <a href="https://frigate.video/">Frigate NVR</a>.<p></p><p><br /></p><p>Now need to figure out what to do with this USB accelerator.</p><p><br /></p>Unknownnoreply@blogger.com0tag:blogger.com,1999:blog-3963615495292613087.post-44582368433495602902023-08-17T20:31:00.001-07:002023-08-17T20:31:10.410-07:00Microsoft Edge not redenering anything<p style="text-align: center;"> <br /></p><p></p><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEiw3OqmrTghPC3M0l3w3184aOjbWAnIlDP8RYsahlwDYtlevIWsIk8XCjFJU0_JwcjfEsmfuNrwJzgQSbqU9ycAFXggnkQHqGA0ar7KpurCzs2mSflg_coAfQ-OYdHP7OvKILmqOJ5y1mHe974BGwUU97WjdM4r9xSIBAAP6h4hpqaebd8fScLQppzVcY88" style="margin-left: 1em; margin-right: 1em;"><img alt="" data-original-height="1080" data-original-width="1080" height="240" src="https://blogger.googleusercontent.com/img/a/AVvXsEiw3OqmrTghPC3M0l3w3184aOjbWAnIlDP8RYsahlwDYtlevIWsIk8XCjFJU0_JwcjfEsmfuNrwJzgQSbqU9ycAFXggnkQHqGA0ar7KpurCzs2mSflg_coAfQ-OYdHP7OvKILmqOJ5y1mHe974BGwUU97WjdM4r9xSIBAAP6h4hpqaebd8fScLQppzVcY88" width="240" /></a></div><br /><br /><p></p><p>Encounter issues with Microsoft Edge a few days ago on OpenSUSE Tumbleweed running on Ryzen APU. All contents are rendered as background color.</p><p>Starting it from command line shows the "Skia shader compilation error" and is a <a href="https://bugs.chromium.org/p/chromium/issues/detail?id=1442633">know bug</a> affecting chromium.</p><p>Running it with "--disable-gpu-driver-bug-workarounds" can resolve it. Or, just delete the folder "~/.config/microsoft-edge/Default/GPUCache".</p><p><br /></p>Unknownnoreply@blogger.com0tag:blogger.com,1999:blog-3963615495292613087.post-25881018731332135872023-07-01T22:31:00.002-07:002023-07-01T22:31:51.132-07:00The Bullet That Missed<p> </p><p></p><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEh5wFXE4u4m-wtDbh7J-wYSxaav58VDcOkXDIacV_UIuIfrNn66n0qn4y8aWTHZnEmnLqdopl-9qhDnp-gOZiMvFbYXCzXJlMKGUhhUSDLogzOgtGs6_0AqC1DQxAJl-VQgdjPlsx0jP3-exKG1Z8Yvb9CBSG0JgF5gEyTWlwInJgMfVPtSyWV7VK3rYi-t" style="margin-left: 1em; margin-right: 1em;"><img alt="" data-original-height="2838" data-original-width="1848" height="320" src="https://blogger.googleusercontent.com/img/a/AVvXsEh5wFXE4u4m-wtDbh7J-wYSxaav58VDcOkXDIacV_UIuIfrNn66n0qn4y8aWTHZnEmnLqdopl-9qhDnp-gOZiMvFbYXCzXJlMKGUhhUSDLogzOgtGs6_0AqC1DQxAJl-VQgdjPlsx0jP3-exKG1Z8Yvb9CBSG0JgF5gEyTWlwInJgMfVPtSyWV7VK3rYi-t=w208-h320" width="208" /></a></div><br /><a href="https://www.goodreads.com/en/book/show/58957615">Third book</a> in the series. The plot is definitely more complicated and more characters introduced. 4 out of 5.<p></p><p>Summary generated by ChatGPT:</p><p></p><blockquote>"The Bullet That Missed" is the third book in the Thursday Murder Club series by Richard Osman. The book follows the Thursday Murder Club as they investigate a decade-old cold case that leads them to a local news legend and a murder with no body and no answers. Elizabeth, a member of the Thursday Murder Club, is visited by a new foe with a mission to kill or be killed. The book is about 400 pages long and has received positive reviews from critics and readers alike.</blockquote><p></p><p><br /></p>Unknownnoreply@blogger.com0tag:blogger.com,1999:blog-3963615495292613087.post-80267797166471188702023-06-06T20:11:00.006-07:002023-06-06T20:53:58.401-07:00Trying out generative AI<p> </p><p></p><div class="separator" style="clear: both; text-align: center;"><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEgl1pmRLkirISddziWR3JV9svoEoHw6RmfT804eOrddA0GsMkYky5O775CPgELne-3mc35BYceHdA1JX2OxJBtLyXNlFl7JaxDZfOg2-_NSUE-VjC-QDQ9bJlOjWVMhXLwoiuvHF6lamxyxR_jM5PCJ6Z5BRoLoQD59dyBlMDr4ZwvA_qg5Key2XF2zOg" style="margin-left: 1em; margin-right: 1em;"><img data-original-height="1024" data-original-width="1024" height="400" src="https://blogger.googleusercontent.com/img/a/AVvXsEgl1pmRLkirISddziWR3JV9svoEoHw6RmfT804eOrddA0GsMkYky5O775CPgELne-3mc35BYceHdA1JX2OxJBtLyXNlFl7JaxDZfOg2-_NSUE-VjC-QDQ9bJlOjWVMhXLwoiuvHF6lamxyxR_jM5PCJ6Z5BRoLoQD59dyBlMDr4ZwvA_qg5Key2XF2zOg=w400-h400" width="400" /></a></div><br /><br /></div><br />(image generated with Bing)<p></p><p>Notes on trying out generative AI.</p><p>Google has a <a href="https://www.cloudskillsboost.google/journeys/118">free online learning path</a> on generative AI. Finished first few activities. Nothing technical and just high level concepts.</p><p>---</p><p>Has been trying to run the Facebook's LLaMA models locally. There is a project <a href="https://github.com/ggerganov/llama.cpp">llama.cpp</a> to run the models with c/c++ program. Support both CPU and GPU acceleration. So far only tried the 7B and 13B models. Not impressed. Should give the 65B model a try. But even with quantization, it will need almost 40GB just for loading the model. Will need to get more RAM first.</p><p>BTW, to download the LLaMA models, just google "download llama". There is a shell script to help to pull the files quickly</p><p>---</p><p>There is a new open source generative <a href="https://huggingface.co/tiiuae/falcon-40b">Falcon</a> that clams to be <a href="https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard">better than</a> LLaMA (at least for now).</p><p><br /></p><p><br /></p>Unknownnoreply@blogger.com0tag:blogger.com,1999:blog-3963615495292613087.post-44221859275229957722023-06-06T19:54:00.001-07:002023-06-06T20:14:00.556-07:00The Man Who Died Twice<p> </p><p></p><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEifQVUgM2A0YBDKDtJmDJkAzNska9uiT6mhkNaTFO3I8GVr2Jd_sLaFnvYV6lPwyIo675nV2DMMmeCxKQPQOGDXzrU_pv0iBb-ZXWSdYfCpSNJts11EJXVO6K2w2uVGXsNUylPG7s6g5KIIf20lvOi9PozL0qq_qBhqP14BqCqf6o8vvZuxcOG0uX2h9Q" style="margin-left: 1em; margin-right: 1em;"><img data-original-height="500" data-original-width="325" height="400" src="https://blogger.googleusercontent.com/img/a/AVvXsEifQVUgM2A0YBDKDtJmDJkAzNska9uiT6mhkNaTFO3I8GVr2Jd_sLaFnvYV6lPwyIo675nV2DMMmeCxKQPQOGDXzrU_pv0iBb-ZXWSdYfCpSNJts11EJXVO6K2w2uVGXsNUylPG7s6g5KIIf20lvOi9PozL0qq_qBhqP14BqCqf6o8vvZuxcOG0uX2h9Q=w260-h400" width="260" /></a></div><p><br /></p>Quick read during the weekend. <a href="https://www.clarenceho.net/2023/02/the-thursday-murder-club.html">Second</a> book for the series. Same plot feels old. And it seems a bit overstretch for a handful of people to take down the mafia boss, the MI5, and a local cartel at the same time. 2.5 out of 5.<br /><br /><p></p><p>Auto-generated summary:</p><p></p><blockquote>The book “The Man Who Died Twice” is set in a retirement village and combines narrative tension and a fast-paced, complex plot with humor and naturalistic dialog. Although its tone is witty, the text addresses serious themes such as aging, mortality, friendship, and revenge. The story is told through dual narratives. Chapters alternate between the first-person diary entries of Joyce and a third-person narration covering multiple viewpoints.</blockquote><p></p>Unknownnoreply@blogger.com0tag:blogger.com,1999:blog-3963615495292613087.post-71699892293834531322023-05-22T17:31:00.002-07:002023-05-22T17:31:26.019-07:00Beasts and Beauty<p> </p><p></p><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEjJLCVXwFzDfSuka9Qx4Hk_c4nnrhCaPJYw0L4Ad3oM2UO_UzjSypyOINPVUD6vWwTTWXKcBiyxkfaBEFRKwdQDJociKdk84vS896SbgUYA3Xqi9bNE0OQ1SvH8bYw6nLjCE4DWzGz_juZC3YZemSQKzAVvu-MbSrQXKNpQKAd4XXFR-D5ZVjumk-EWrw" style="margin-left: 1em; margin-right: 1em;"><img data-original-height="400" data-original-width="262" src="https://blogger.googleusercontent.com/img/a/AVvXsEjJLCVXwFzDfSuka9Qx4Hk_c4nnrhCaPJYw0L4Ad3oM2UO_UzjSypyOINPVUD6vWwTTWXKcBiyxkfaBEFRKwdQDJociKdk84vS896SbgUYA3Xqi9bNE0OQ1SvH8bYw6nLjCE4DWzGz_juZC3YZemSQKzAVvu-MbSrQXKNpQKAd4XXFR-D5ZVjumk-EWrw=s16000" /></a></div><br /><br /><p></p><p><a href="https://www.goodreads.com/en/book/show/56922552">Beasts and Beauty: Dangerous Tales</a>. a quick read for a long weekend. Recommended.</p><p><br /></p><p>A generated review:</p><p><i>"Beasts and Beauty: Dangerous Tales" by Soman Chainani is a delightfully wicked and humorous collection of stories that will keep readers hooked from start to finish. With his signature blend of fantasy and wit, Chainani takes classic fairy tales and gives them a dark twist, adding unexpected layers and surprises. The characters are richly developed, each with their own quirks and flaws, and the author's clever writing style adds an extra dose of charm. From mischievous beasts to cunning beauties, this book is a wild ride through a world where nothing is as it seems. Prepare to be enchanted and entertained!</i></p><p><br /></p><p><br /></p>Unknownnoreply@blogger.com0tag:blogger.com,1999:blog-3963615495292613087.post-2713488781015404162023-05-10T22:48:00.007-07:002024-03-08T19:54:02.701-08:00Using Google Coral TPU on OpenSUSE<p><br /></p><p></p><div class="separator" style="clear: both; text-align: center;"><div class="separator" style="clear: both; text-align: center;"><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEgv1oFeH6yVZ1spPkYOWODnmMMhYXSBsRWklCiP76uGcS0ch2Rgk3kaIU8Ne8NZn5y7-AH9AvIE5BkyyH1G8ut6dBbhLlL6QG_oyvCccJWsIkpRNpeUoJMLBxSqcZYf4nW_E_ouh2rUAD61jdQMKwApJ7OJoD_swrNljRvVBec3HJ5SnJpy3H0qfEuNIA" style="margin-left: 1em; margin-right: 1em;"><img alt="" data-original-height="289" data-original-width="358" height="240" src="https://blogger.googleusercontent.com/img/a/AVvXsEgv1oFeH6yVZ1spPkYOWODnmMMhYXSBsRWklCiP76uGcS0ch2Rgk3kaIU8Ne8NZn5y7-AH9AvIE5BkyyH1G8ut6dBbhLlL6QG_oyvCccJWsIkpRNpeUoJMLBxSqcZYf4nW_E_ouh2rUAD61jdQMKwApJ7OJoD_swrNljRvVBec3HJ5SnJpy3H0qfEuNIA" width="297" /></a></div><br /><br /></div></div><p></p><h4 style="text-align: left;">Installing the TPU driver</h4><p>The <a href="https://coral.ai/docs/m2/get-started/#4-run-a-model-on-the-edge-tpu">official guide</a> only covers steps for Debian. <a href="https://github.com/KyleGospo/gasket-dkms">Third-party</a> compiled binaries are <a href="https://copr.fedorainfracloud.org/coprs/kylegospo/google-coral-dkms/">available</a> for Fedora, RHEL, and OpenSUSE etc. <strike>The RPM for OpenSUSE Tumbleweed can be downloaded directly <a href="https://download.copr.fedorainfracloud.org/results/kylegospo/google-coral-dkms/opensuse-tumbleweed-x86_64/">here</a>. </strike></p><p><strike>Once downloaded, install the RPM file with "sudo zypper install gasket..."</strike></p><p>Seems OpenSUSE now has the gasket driver in repository. Just install it with "sudo zypper install gasket-driver"</p><h4 style="text-align: left;">Installing the userspace runtime driver</h4><p></p><div>The userspace driver can be built from <a href="https://github.com/google-coral/libedgetpu">source</a> inside docker:</div><div><br /></div><div><span style="font-family: courier; font-size: xx-small;">git clone https://github.com/google-coral/libedgetpu.git</span></div><div><span style="font-family: courier; font-size: xx-small;">cd libedgetpu</span></div><div><span style="font-family: courier; font-size: xx-small;">CPU=k8 DOCKER_CPUS="k8" DOCKER_IMAGE="ubuntu:18.04" DOCKER_TARGETS=libedgetpu make docker-build</span></div><div><br /></div><div>Copy the files from "out" folder and install using ldconfig:</div><div><br /></div><div><span style="font-family: courier; font-size: xx-small;">sudo mkdir -p /usr/lib/tpu/lib</span></div><div><span style="font-family: courier; font-size: xx-small;">sudo cp --preserve=links out/direct/k8/* /usr/lib/tpu/lib</span></div><div><span style="font-family: courier; font-size: xx-small;">echo /usr/lib/tpu/lib | sudo tee -a /etc/ld.so.conf.d/tpu.conf</span></div><div><span style="font-family: courier; font-size: xx-small;">sudo ldconfig</span></div><p></p><h4 style="text-align: left;">Grant permission</h4><div>Running the Python examples may fail with error "failed to load delegate...". This is due to permission issue. Add your user to the group "apex" with the command "sudo usermod -aG apex [your username]".</div><div><br /></div><div>Also, if using the USB accelerator instead, add two rules to the udev file "/etc/udev/rules.d/65-apex.rules" and reboot:</div><div><br /></div><div><div><span style="font-family: courier; font-size: xx-small;">SUBSYSTEM=="usb",ATTRS{idVendor}=="1a6e",GROUP="apex"</span></div><div><span style="font-family: courier; font-size: xx-small;">SUBSYSTEM=="usb",ATTRS{idVendor}=="18d1",GROUP="apex"</span></div></div><h4 style="text-align: left;">Running the examples</h4><p></p><div><i>If you followed the above steps to install drivers, you may need to reboot before running any example.</i></div><div><br /></div><div>The "pycoral" package mentioned on the officail guide is kind of confusing. The "pycoral" from pypi is actually a totally unrelated package. What we need for the TPU can be found <a href="https://google-coral.github.io/py-repo/pycoral/">here</a>.</div><div><br /></div><div>Also, there is no support for Python 3.10 yet. So needed to use 3.9. To install packages in order to run the example:</div><div><br /></div><div><span style="font-family: courier; font-size: xx-small;">python3.9 -m venv venv</span></div><div><span style="font-family: courier; font-size: xx-small;">. venv/bin/activate</span></div><div><span style="font-family: courier; font-size: xx-small;">pip install numpy pillow</span></div><div><span style="font-family: courier; font-size: xx-small;">python -m pip install --extra-index-url https://google-coral.github.io/py-repo/ pycoral~=2.0</span></div><div><br /></div><p>Then follow the steps on the <a href="https://coral.ai/docs/m2/get-started/#4-run-a-model-on-the-edge-tpu">official guide</a> to run the example.</p><p><span style="font-family: monospace;"><span style="font-size: x-small;">$ python3 examples/classify_image.py --model test_data/mobilenet_v2_1.0_224_inat_bird_quant_edgetpu.tflite --labels test_data/inat_bird_labels.txt --input test_data/parrot.jpg<br />----INFERENCE TIME----
<br />Note: The first inference on Edge TPU is slow because it includes loading the model into Edge TPU memory.
<br />12.8ms
<br />2.8ms
<br />2.8ms
<br />2.8ms
<br />2.8ms
<br />-------RESULTS--------
<br />Ara macao (Scarlet Macaw): 0.75781</span><br />
<br /></span></p><p><br /></p><p></p><p></p><p></p>Unknownnoreply@blogger.com1tag:blogger.com,1999:blog-3963615495292613087.post-79067016357291478962023-04-25T22:54:00.003-07:002023-04-26T12:41:00.175-07:00All Systems Red<p>Got notification from public library that my hold on <a href="https://www.goodreads.com/book/show/32758901-all-systems-red">All Systems Red</a> is ready. Finished it in one sitting after dinner.</p><p></p><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEhoITiu57ko-kref8ooXo0taJmaRnr9o0Aj4yFLloK9cXv2OVMxxF-Fcu703qfhbS5XZ9byrB83BQZVcrrYAYHuXkJm0vGcnuG8Q6KitqSGaRrkVgA0kXzLbmU5B3B_IDVDh_fWx594_v4078YrHfi0c5NIpjsBhqwooFv3VSBDapPGwtVQT5VAfW5rDg" style="margin-left: 1em; margin-right: 1em;"><img data-original-height="815" data-original-width="579" height="640" src="https://blogger.googleusercontent.com/img/a/AVvXsEhoITiu57ko-kref8ooXo0taJmaRnr9o0Aj4yFLloK9cXv2OVMxxF-Fcu703qfhbS5XZ9byrB83BQZVcrrYAYHuXkJm0vGcnuG8Q6KitqSGaRrkVgA0kXzLbmU5B3B_IDVDh_fWx594_v4078YrHfi0c5NIpjsBhqwooFv3VSBDapPGwtVQT5VAfW5rDg=w455-h640" width="455"></a></div><br><br><p></p><p>Good short read. I guess i will have to pickup the whole series.</p><p><br></p><p><i>The following is an auto-generated summary:</i></p><p>All Systems Red is a science fiction novella by Martha Wells, published in 2017. It is the first book in The Murderbot Diaries series, which follows the adventures of a self-aware security robot that calls itself Murderbot. Here is a brief summary of the book:</p><p>Murderbot is assigned to protect a team of scientists who are surveying a planet for its natural resources. However, it has secretly hacked its governor module, which allows it to act independently and watch soap operas. When one of the scientists is attacked by a giant creature that was not in their data, Murderbot saves her and reveals some of its human traits. The team leader, Dr. Mensah, asks Murderbot to help them investigate why their information is incomplete and corrupted.</p><p>Murderbot discovers that another survey team on the other side of the planet has been killed by rogue security robots, and that someone is trying to sabotage their mission and eliminate them. Murderbot and the scientists have to escape from their habitat and fight off the attackers, while also dealing with their mixed feelings about Murderbot’s autonomy and past. Along the way, Murderbot learns more about itself and its emotions, and develops a bond with the humans it protects.</p>Unknownnoreply@blogger.com0tag:blogger.com,1999:blog-3963615495292613087.post-84450376762174409522023-04-16T12:25:00.002-07:002023-04-16T12:29:49.914-07:00Changing the backup approach<p>Here is my current backup strategy. Basically all devices backup to a NAS (which also hosts shared files). And periodically, backup the whole NAS to an offline PC:</p><p></p><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEhIOSvRXb58v-QRwbvyqhg5cwhb5e8deP1gSrIDP_0NFHui5rXYzvgB0EMb_nzxw-1PMzpELzpa7eNb_L-EtdHX4wSJeJyQEWd5Oe1mpdC_zGYp5Da-_ozfOcFaASizqwGARjhCPbn9FD-ovcCxcExnIHhj9mGzHP3Oj2aplMx2GuMYUQFC37C4cGWUYA" style="margin-left: 1em; margin-right: 1em;"><img data-original-height="351" data-original-width="634" src="https://blogger.googleusercontent.com/img/a/AVvXsEhIOSvRXb58v-QRwbvyqhg5cwhb5e8deP1gSrIDP_0NFHui5rXYzvgB0EMb_nzxw-1PMzpELzpa7eNb_L-EtdHX4wSJeJyQEWd5Oe1mpdC_zGYp5Da-_ozfOcFaASizqwGARjhCPbn9FD-ovcCxcExnIHhj9mGzHP3Oj2aplMx2GuMYUQFC37C4cGWUYA=s16000" /></a></div><p>The "backup of backup" setup has a few downsides:</p><p></p><ul style="text-align: left;"><li>The work of digging out and connecting the old PC to the network periodically. Additional hardware / software maintenance.</li><li>The software RAID 5 needs multiple HDDs, usually retired hardware previously used in the NAS. High risk of failure.</li></ul><p></p><p></p><p><br /></p><p>An alternative would be using external USB HDDs for the "backup of backup":</p><p></p><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEhZg9Yfk1qxFTKyuzKGVw38X656DOzZbIkjtSYOmn8ILBOsXzgbtB6GRBaG2ubGBfFtOmuqovuyosAjJGipvBHSfTqL3n3iYybNsRAZnD-NzE57n0Q-iYiuC2k9HxqxNxb-poAezFowu6bC62XscnBJts-6BIotYTcmhf0v-e0GpNjT10yET47Fv00zeQ" style="margin-left: 1em; margin-right: 1em;"><img data-original-height="447" data-original-width="403" src="https://blogger.googleusercontent.com/img/a/AVvXsEhZg9Yfk1qxFTKyuzKGVw38X656DOzZbIkjtSYOmn8ILBOsXzgbtB6GRBaG2ubGBfFtOmuqovuyosAjJGipvBHSfTqL3n3iYybNsRAZnD-NzE57n0Q-iYiuC2k9HxqxNxb-poAezFowu6bC62XscnBJts-6BIotYTcmhf0v-e0GpNjT10yET47Fv00zeQ=s16000" /></a></div><br />First attempt:<p></p><p></p><ul style="text-align: left;"><li>Use external HDDs via USB/eSATA for the "backup of backup". Rotate between two external HDDs to minimize the chance of single point of failure</li><li>Use veracrypt to encrypt the whole external HDD device</li><li>Within the encrypted volume, use BTRFS and mount with compression. Can also use the snapshot function of BTRFS if necessary</li><li>Sadly the NAS is running a very old version of Synology software and it doesn't support veracrypt or BTRFS. Will need to do this on a desktop PC.</li></ul><p></p><p>While BTRFS do compression and snapshots, will need to pay attention on the disk usage. It is inefficient and difficult to re-balance if the free space is low (the main reason why I gave up on using BTRFS on boot partition even when it is the default for OpenSUSE). Should probably do a re-balance after every rsync.</p><p>Preliminary results:</p><p></p><ul style="text-align: left;"><li>Only less than 1/10th of the files are actually compressed. Probably because the NAS manly stores photos, movies, and backup archives... in which already in compressed format.</li></ul><div><span style="font-family: monospace;"><span style="font-size: x-small;">~$ sudo compsize /mnt/backup
<br />Processed 117244 files, 1223867 regular extents (1223867 refs), 17472 inline.
<br />Type Perc Disk Usage Uncompressed Referenced <br />TOTAL 95% 1.5T 1.6T 1.6T <br />none 100% 1.5T 1.5T 1.5T <br />zstd 22% 22G 103G 103G</span><br /></span></div><ul style="text-align: left;"><li>Encounter RAID read errors and veracrypt issues. May need to think about doing checksum after backup</li></ul><div><div><span style="font-family: courier; font-size: x-small;">ata7.00: exception Emask 0x0 SAct 0xff800c SErr 0x0 action 0x0</span></div><div><span style="font-family: courier; font-size: x-small;">ata7.00: irq_stat 0x40000008</span></div><div><span style="font-family: courier; font-size: x-small;">ata7.00: failed command: READ FPDMA QUEUED</span></div><div><span style="font-family: courier; font-size: x-small;">ata7.00: cmd 60/08:78:88:92:ed/00:00:73:00:00/40 tag 15 ncq dma 4096 in</span></div><div><span style="font-family: courier; font-size: x-small;"> res 51/40:01:8f:92:ed/00:00:73:00:00/40 Emask 0x409 (media error) <F></span></div><div><span style="font-family: courier; font-size: x-small;">ata7.00: status: { DRDY ERR }</span></div><div><span style="font-family: courier; font-size: x-small;">ata7.00: error: { UNC }</span></div><div><span style="font-family: courier; font-size: x-small;">ata7.00: ATA Identify Device Log not supported</span></div><div><span style="font-family: courier; font-size: x-small;">ata7.00: ATA Identify Device Log not supported</span></div><div><span style="font-family: courier; font-size: x-small;">ata7.00: configured for UDMA/133</span></div><div><span style="font-family: courier; font-size: x-small;">sd 6:0:0:0: [sde] tag#15 FAILED Result: hostbyte=DID_OK driverbyte=DRIVER_OK cmd_age=3s</span></div><div><span style="font-family: courier; font-size: x-small;">sd 6:0:0:0: [sde] tag#15 Sense Key : Medium Error [current] </span></div><div><span style="font-family: courier; font-size: x-small;">sd 6:0:0:0: [sde] tag#15 Add. Sense: Unrecovered read error - auto reallocate failed</span></div><div><span style="font-family: courier; font-size: x-small;">sd 6:0:0:0: [sde] tag#15 CDB: Read(10) 28 00 73 ed 92 88 00 00 08 00</span></div><div><span style="font-family: courier; font-size: x-small;">blk_update_request: I/O error, dev sde, sector 1944949391 op 0x0:(READ) flags 0x4000 phys_seg 1 prio class 0</span></div><div><span style="font-family: courier; font-size: x-small;">ata7: EH complete</span></div><div><span style="font-family: courier; font-size: x-small;">md/raid:md0: read error corrected (8 sectors at 1944947336 on sde1)</span></div></div><p></p><p><br /></p><p>To be continued...</p><p><br /></p><p>Some useful commands, assuming sdd is the external HDD:</p><div style="text-align: left;"><span style="font-family: courier;"># create veracrypt volume</span></div><div style="text-align: left;"><span style="font-family: courier;">sudo veracrypt --volume-type=normal -c /dev/sdd</span></div><div style="text-align: left;"><span style="font-family: courier;"># mount veracrypt volume<br />sudo veracrypt --filesystem=none --slot=1 /dev/sdd</span></div><div style="text-align: left;"><span style="font-family: courier;"># create BTRFS<br />sudo mkfs.btrfs -L backup /dev/mapper/veracrypt1</span></div><div style="text-align: left;"><span style="font-family: courier;"># mount BTRFS with compression<br />sudo mount -o compress=zstd:15 /dev/mapper/veracrypt1 /mnt/backup</span></div><div style="text-align: left;"><span style="font-family: courier;"># check BTRFS compression ratio<br />sudo compsize /mnt/backup</span></div><p style="text-align: left;"><br /></p><p style="text-align: left;">References:</p><p><a href="https://wiki.archlinux.org/title/VeraCrypt">https://wiki.archlinux.org/title/VeraCrypt</a></p><p><a href="https://man.archlinux.org/man/btrfs.5#COMPRESSION">https://man.archlinux.org/man/btrfs.5#COMPRESSION</a></p><p><br /></p>Unknownnoreply@blogger.com0tag:blogger.com,1999:blog-3963615495292613087.post-88566270272934462412023-04-07T22:00:00.001-07:002023-04-21T22:12:36.362-07:00Load testing APIs with Grafana k6<p> Trying out <a href="https://k6.io/docs/">Grafana k6</a> for performance testing. Heard that it is way better than <a href="https://jmeter.apache.org/">Apache JMeter</a>.</p><p style="text-align: center;"><img alt="" height="339" 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" width="640" /> <br /></p><p> </p><h4 style="text-align: left;">Setup <br /></h4><p>Using k6 with docker is easy. Just pull the image and run whatever test script we have prepared, e.g.:</p><p><span style="font-family: courier;">docker run --rm -i grafana/k6 run - <script.js</span><br /></p><p>And it should output the result similar to this when done:<br /></p><p style="text-align: center;"><img alt="" height="219" src="data:image/png;base64,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" width="640" /></p><p>But I wanted to store the the output and visualize the result, like the screenshot at the top of this post. Especially I wanted to see the impact when increasing number of concurrent access. Hence I have decided to run k6 with timescaledb and Grafana.</p><p>Luckily, there is also a <a href="https://github.com/grafana/xk6-output-timescaledb">docker solution for that</a>. The only changes I have done was modifying docker-compose.yml to mount the database data directory with host folder for easy clean up:</p><p style="text-align: center;"><img alt="" src="data:image/png;base64,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" /></p><p>Otherwise, just build the special k6 image that supports timescaledb and start the containers:</p><p><span style="font-family: courier;">docker-compose build k6</span></p><p><span style="font-family: courier;">docker-compose up -d</span></p><p>Note that the actual k6 container to run the script won't be started by docker-compose. Instead it will be executed separately, e.g. with a <a href="https://github.com/kitsook/newsSum/blob/master/test/run_k6.sh">shell script</a>:</p><p><span style="font-family: courier;">#!/bin/sh<br />set -e<br /><br />TAG_BASE="newssum"<br />TAG_NAME="$TAG_BASE-$(date +%s)"<br /><br />docker run --rm --net=host -e K6_OUT=timescaledb=postgresql://k6:k6@localhost:5432/k6 -i xk6-output-timescaledb-k6 run --tag testid=$TAG_NAME - < k6/newssum.js</span><br /></p><h4 style="text-align: left;">Test script</h4><p>I have decided to try out load testing my <a href="https://github.com/kitsook/newsSum">newssum APIs</a>. The <a href="https://github.com/kitsook/newsSum/blob/master/test/k6/newssum.js">script itself</a> is fairly straightforward. A few points to note:</p><ul style="text-align: left;"><li>the test will be ramping up the number of virtual users (VUs) slowly from 20 to 160 to show the impact on heavy loading<br /></li></ul><p style="text-align: center;"><img alt="" src="data:image/png;base64,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" /> <br /></p><ul style="text-align: left;"><li>since the newssum APIs cache the result, the script will call them once during the setup stage to preload them</li><li>by default, k6 uses a separate VU to execute the setup (only once, before the actual test start). Hence each VU will need to find out the available "sources" itself in the "default" function when running the actual load test<br /></li></ul><p style="text-align: center;"> <img alt="" src="data:image/png;base64,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" /></p><p style="text-align: left;"> Once the execution is done, result can be visualized with Grafana container by pointing the browser to http://localhost:3000. e.g.:<br /></p><p style="text-align: center;"><img alt="" height="280" src="data:image/png;base64,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width="640" /> </p><p style="text-align: left;">For this specific example, can see that newssum starts to struggle once we have over ~100 concurrent requests as the 95th percentile shoots up. <br /></p><h4 style="text-align: left;">tl;dr</h4><p>I can see why developers like k6 over JMeter. It is simple and straightforward to use Javascript to create load tests that require special setup.<br /></p><p><br /></p>Unknownnoreply@blogger.com0tag:blogger.com,1999:blog-3963615495292613087.post-48663551186171072292023-03-25T15:48:00.001-07:002023-03-25T15:49:43.272-07:00Apple Wireless Keyboard 1st Gen<p></p><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhYO7jpe-tJKn6DwLw6fwerGHVT__uZjpieAj1ZA6rfXlfF7wfvipw1QEA50er0gZjAELyU4E8pXZxZYIbmWc_dWU3k8PkXngdejyNln3PsFCCl2xOvw-XgAeBlEmwMqsUm9R1JtjRcyO8ZOsRIm-uMREFRN-9x6-WeZe1krmrT2coXuBkhgIOzI7HswA/s4080/PXL_20230325_222955476.jpg" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="3072" data-original-width="4080" height="317" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhYO7jpe-tJKn6DwLw6fwerGHVT__uZjpieAj1ZA6rfXlfF7wfvipw1QEA50er0gZjAELyU4E8pXZxZYIbmWc_dWU3k8PkXngdejyNln3PsFCCl2xOvw-XgAeBlEmwMqsUm9R1JtjRcyO8ZOsRIm-uMREFRN-9x6-WeZe1krmrT2coXuBkhgIOzI7HswA/w421-h317/PXL_20230325_222955476.jpg" width="421" /></a></div><br /> <p></p><p>Dug up my Apple wireless keyboard <a href="https://en.wikipedia.org/wiki/Apple_Wireless_Keyboard">A1016</a> that I got with my first (and only) Mac mini PowerPC. Was intended to use it with the MacBook Pro M1 from work, but couldn't get it paired even following <a href="https://apple.stackexchange.com/questions/429849/impossible-to-pair-apple-wireless-keyboard-m9270ll-a-after-update-to-monterey-12">others' suggestions</a>.</p><p>Instead, got it paired with my desktop PC running OpenSuse following <a href="https://askubuntu.com/questions/1020584/apple-keyboard-a1016-pairing-fails">these steps</a>:</p><p>- install bluez-firmware and bluetoothctl</p><p>- start bluetoothctl and run the following commands to start scanning:</p><p style="margin-left: 40px; text-align: left;">- power on</p><p style="margin-left: 40px; text-align: left;">- agent KeyboardOnly</p><p style="margin-left: 40px; text-align: left;">- default-agent</p><p style="margin-left: 40px; text-align: left;">- pairable on</p><p style="margin-left: 40px; text-align: left;">- scan on <br /></p><p>- turn on the keyboard. It should enter pairing mode automatically if it can't connect to any computer</p><p>- wait for bluetoothctl to find the keyboard and print the address. Copy that address and use the connect command to initiate the connection</p><p style="margin-left: 40px; text-align: left;">- connect 12:34:45:...</p><p>- blindly enter the pairing code <i>12345678</i> on the keyboard and hit the return key</p><p>- bluetoothctl should prompt for the PIN. Enter <i>12345678</i> and enter</p><p>- the keyboard should now be paired. Enter the command to check:</p><p style="margin-left: 40px; text-align: left;">- devices Paired<br /></p><p>- enter these commands to end pairing:</p><p style="margin-left: 40px; text-align: left;">- scan off</p><p style="margin-left: 40px; text-align: left;">- pairable off<br /></p><p><br /></p>Unknownnoreply@blogger.com0tag:blogger.com,1999:blog-3963615495292613087.post-65818942576241526062023-03-18T00:17:00.000-07:002023-03-18T00:17:24.695-07:00Romance of the Three Kingdoms II<p><br /></p><p style="text-align: center;"><img alt="" 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" /> <br /></p><p>When you find a box of old floppies, you have to get one of those USB floppy drives, right? Firing up <a href="https://en.wikipedia.org/wiki/Romance_of_the_Three_Kingdoms_II">Romance of the Three Kingdoms II</a> brings back memories.<br /></p><p>Now how about those 5.25" floppies...<br /></p>Unknownnoreply@blogger.com0tag:blogger.com,1999:blog-3963615495292613087.post-75660528657541265152023-02-28T21:57:00.003-08:002023-02-28T21:57:44.166-08:00The Thursday Murder Club<p> </p><p style="text-align: center;"><img alt="https://images-na.ssl-images-amazon.com/images/S/compressed.photo.goodreads.com/books/1582287822i/46000520.jpg" src="https://images-na.ssl-images-amazon.com/images/S/compressed.photo.goodreads.com/books/1582287822i/46000520.jpg" /> <br /></p><p>Didn't expect to start another non-fiction so quick. But got notification from public library that it is ready to be checked out on a snowy weekend. BTW, no idea why I couldn't checkout books directly from Kobo through Overdrive. Needed to login to the library site and check it out before synchronizing on Kobo.<br /></p><p>Anyway, 3 out of 5. Fun read. But a bit of weird leaps of logic. For similar "casual" mystery / crime thriller, I think the <a href="https://www.goodreads.com/series/46160-flavia-de-luce">Flavia de Luce Series</a> is better.</p><p><br /></p>Unknownnoreply@blogger.com0tag:blogger.com,1999:blog-3963615495292613087.post-52758326781973717052023-02-22T23:05:00.002-08:002023-02-22T23:06:42.507-08:00Exhalation by Ted Chiang<p> </p><p style="text-align: center;"><img alt="https://images-na.ssl-images-amazon.com/images/S/compressed.photo.goodreads.com/books/1534388394i/41160292.jpg" src="https://images-na.ssl-images-amazon.com/images/S/compressed.photo.goodreads.com/books/1534388394i/41160292.jpg" /> <br /></p><p><a href="https://www.goodreads.com/en/book/show/41160292">Exhalation</a>. 9 short sci-fi stories. There are interesting takes on time traveling and parallel universe. Mind-blogging. My favorites are "the Merchant and the Alchemist's Gate", "Exhalation", and "Anxiety Is the Dizziness of Freedom".<br /></p><p> </p>Unknownnoreply@blogger.com0tag:blogger.com,1999:blog-3963615495292613087.post-45268510360262328732023-02-20T11:42:00.001-08:002023-02-23T22:05:38.423-08:00RetroPie on Odroid C2 with Armbian<p> </p><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgd3qRwjqyJZ0gIz3VPU3Ey7cJ20Z45kBOZTGYvd52pGb1OAHBONn4DoWsk5Rzz2txJKuV6Ii1yFkIhYaRX57QB5r-KL5WthqhSXFOZzhxRWaWdekbhsCq6iWmbu7C6XcS49zMlSnpYly2-PPiDg9LMhrUvjEelkLmfAdoQHn_gP-lXOCO9Q8nxJ-Nf1A/s4080/PXL_20230218_235639407.jpg" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="3072" data-original-width="4080" height="241" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgd3qRwjqyJZ0gIz3VPU3Ey7cJ20Z45kBOZTGYvd52pGb1OAHBONn4DoWsk5Rzz2txJKuV6Ii1yFkIhYaRX57QB5r-KL5WthqhSXFOZzhxRWaWdekbhsCq6iWmbu7C6XcS49zMlSnpYly2-PPiDg9LMhrUvjEelkLmfAdoQHn_gP-lXOCO9Q8nxJ-Nf1A/s320/PXL_20230218_235639407.jpg" width="320" /></a></div><p></p><p>My <a href="https://wiki.odroid.com/odroid-c2/odroid-c2">Odroid C2</a> used to run some of my PostgreSQL <a href="https://buildfarm.postgresql.org/cgi-bin/show_status.pl">BuildFarm animals</a>. But it has been sitting in my drawer for the past year or so after burning through so many micro SD cards (compiling programs on flash memory takes a heavy toll).</p><p>Thinking of repurposing it for RetroPie. The last official Ubuntu was based on 20.04. Wasted couple of hours tried to resolve <a href="https://retropie.org.uk/docs/Odroid-C1-C2/">version issues</a> with mali fb package. Tried to go with <a href="https://www.armbian.com/odroid-c2/">Armbian</a> and it was surprisingly straightforward. </p><h4 style="text-align: left;">Basic installation</h4><ul style="text-align: left;"><li><a href="https://www.armbian.com/odroid-c2/">Download</a> and install Armbian 22.11 for Odroid C2. I used the Jammy CLI version</li><li> Boot up let it resize the partition. Follow the instructions to setup account and wifi etc</li><li>Login as root via ssh (or serial console). Run "apt update && apt upgrade" to bring it up to date. Also install git "apt install git"<br /></li><li>Create a new account called "pi" (or any other name) that will be used to run RetroPie. Setup sudo and allow login without password</li></ul><p></p><p style="margin-left: 40px; text-align: left;"><span style="font-family: courier;">useradd -mb /home -s /bin/bash -G input,video pi<br />echo 'pi ALL=(ALL) NOPASSWD:ALL' > /etc/sudoers.d/pi<br />passwd -d pi</span><br /></p><ul style="text-align: left;"><li>Login as pi</li><li>Clone and run the RetroPie setup scrit</li></ul><p style="margin-left: 40px; text-align: left;"><span style="font-family: courier;">git clone --depth=1 https://github.com/RetroPie/RetroPie-Setup.git<br />cd RetroPie-Setup<br />sudo ./retropie_setup.sh </span><br /></p><ul style="text-align: left;"><li>Select and start the Basic Installation</li><li>(Go have lunch and come back a few hour later)</li><li>And that is it. Once it is done, should be able to start RetroPie by running "emulationstation"</li></ul><h4 style="text-align: left;">X-box 360 controller setup</h4><p>The X-box 360 controller is plug-and-play in RetroPie. However, it doesn't work in games. Turns out RetroPie configured it with an incorrect name.</p><ul style="text-align: left;"><li>Run "cat /proc/bus/input/devices" and check the device name of the controller. Mine is called "Microsoft X-Box 360 pad"</li><li>Edit the file "/opt/retropie/configs/all/retroarch-joypads/Xbox 360 Controller.cfg" (or whatever config file created by RetroPie)<br /></li><li>Change the value of "input_device" field to be the actual device name found<br /></li></ul><h4 style="text-align: left;">HDMI audio setup</h4><p>Also, there is HDMI audio within RetroPie but not within games. To set it up:</p><ul style="text-align: left;"><li>Starting retropie</li><li> Go to Retropie Configurations > Configuration Editor > Advanced Configuration > Configure Libreto options > all/retroarch.cfg</li><li>Go to “audio_driver” and select “sdl2” as the driver <br /></li></ul><p></p><h4 style="text-align: left;">Auto start</h4><p style="text-align: left;">Quick-and-dirty way to auto start RetroPie:</p><ul style="text-align: left;"><li>As root, create the directory and file "/etc/systemd/system/getty@tty1.service.d/override.conf"</li><li>Add these to the file to enable auto login for user "pi":</li></ul><p style="margin-left: 40px; text-align: left;"><span style="font-family: courier;">[Service]</span><br /><span style="font-family: courier;">ExecStart=</span><br /><span style="font-family: courier;">ExecStart=-/sbin/agetty --noissue --autologin pi %I $TERM</span><br /><span style="font-family: courier;">Type=idle</span><br /></p><ul style="text-align: left;"><li> Add "emulationstation" to the .bash_profile file of the user "pi" to run Emulation Station once logged in</li></ul><h4 style="text-align: left;">TBC</h4><ul style="text-align: left;"><li>The HDMI video output is flicking on my ultrawide screen. Could be timing or resolution issues. May need to tune the kernel boot-up parameters<br /></li><li>The Odroid C2 has <a href="https://wiki.odroid.com/odroid-c2/hardware/expansion_connectors#j7_-_1x7_pins">pinout for SPDIF</a>. Seems to be directly linked to HDMI audio. If so, will see if possible to get it hook up to a DAC</li></ul><p>EDIT 20230223</p><ul style="text-align: left;"><li>Couldn't find an easy way to edit the HDMI resolution / mode for Armbian. Ended up using a <a href="https://forum.odroid.com/viewtopic.php?p=363134">Debian image</a> instead</li><li>Edit /boot/config.ini and uncomment the line</li></ul><div style="margin-left: 40px; text-align: left;"><span style="font-family: courier;">videoconfig="video=HDMI-A-1:1920x1080@60"</span></div><ul style="text-align: left;"><li>To setup the sound, in addition to selecting "sdl2" in retroarch, needed to:</li><ul><li>Enable and setup output format by running</li></ul></ul><div style="margin-left: 80px; text-align: left;"><span style="font-family: courier;">amixer sset 'AIU HDMI CTRL SRC' I2S 90% unmute</span></div><ul style="text-align: left;"><ul><li>Create a file ~/asoundrc to output to the device:</li></ul></ul><p style="margin-left: 80px; text-align: left;"><span style="font-family: courier;">pcm.!default {<br /> type plug<br /> slave {<br /> pcm "hw:0,0"<br /> }<br />}<br /><br />ctl.!default {<br /> type hw<br /> card 0<br />}</span></p><p> <br /></p><br />Unknownnoreply@blogger.com0tag:blogger.com,1999:blog-3963615495292613087.post-16624980843428524432023-02-09T22:03:00.000-08:002023-02-09T22:03:13.987-08:00nginx with HTTP/3<p>Wanted to try out nginx with HTTP/3. But currently the feature is still <a href="https://quic.nginx.org/">under development</a>. So needed to craft a docker image to build and run it:</p><p><a href="https://github.com/kitsook/nginx-perf">https://github.com/kitsook/nginx-perf</a></p><p>It is based on the steps from <a href="https://risaksson.com/post/9/2022-05-10/HTTP3-with-NGINX">this page</a>, except for the part of installing <a href="https://boringssl.googlesource.com/boringssl/">boringssl</a>. The latest version requires golang 1.19, which is not included with Debian distribution. Needed to install it directly during the build.<br /></p>Unknownnoreply@blogger.com0tag:blogger.com,1999:blog-3963615495292613087.post-42083755127324118362023-01-24T00:32:00.000-08:002023-01-24T00:32:43.075-08:00Operator precedence<p>Started reading the book <a href="https://www.oreilly.com/library/view/clean-code-a/9780136083238/">Clean Code</a>. Interesting read. But as always, be critical on what you read. Here is an excerpt from the book that I don't agree:</p><p>- - >8 - - <br /></p><p>Another use for white space is to accentuate the precedence of operators.</p><p><br /><span style="font-family: courier;"><span style="font-size: x-small;">public class Quadratic {<br /> public static double root1(double a, double b, double c) {<br /> double determinant = determinant(a, b, c);<br /> return (-b + Math.sqrt(determinant)) / (2*a);<br /> }<br /> public static double root2(int a, int b, int c) {<br /> double determinant = determinant(a, b, c);<br /> return (-b - Math.sqrt(determinant)) / (2*a);<br /> }<br /> private static double determinant(double a, double b, double c) {<br /> return b*b - 4*a*c;<br /> }<br />} </span></span><br /></p><p>- - 8< - -<br /> </p><p>Using spacing to indicate precedence could mislead others that are reading the code for debugging. For example:</p><p><span style="font-family: courier;">a||b && c</span><br /></p><p>is actually evaluated as a || (b && c). Using spaces to indicate what the programmer *thinks* the precedence is doesn't mean it is how the computer will execute the logic.<br /></p><p>Use parentheses to express how you *want* the logic to be executed. And always put a space before and after any operator.<br /></p>Unknownnoreply@blogger.com0tag:blogger.com,1999:blog-3963615495292613087.post-47821654744264738882022-12-20T22:03:00.002-08:002022-12-20T22:03:32.547-08:00Java HashMap and multi-thread<p>Java HashMap is not thread-safe. But if the logic only access it in certain way and reader threads can do retry similar to a optimistic read (without the help of <a href="https://docs.oracle.com/javase/8/docs/api/java/util/concurrent/locks/StampedLock.html">StampedLock</a> etc), can it be done?<br /></p><p><a href="https://gist.github.com/kitsook/11e5ca6acd51fa367ade00bc751de36b">Wrote some code</a> to simulate a special scenario. Seems to be working. But then, seems risky... Should probably also test the performance of using StampedLock. </p>Unknownnoreply@blogger.com0tag:blogger.com,1999:blog-3963615495292613087.post-37285421952017709552022-11-21T22:25:00.001-08:002022-11-21T22:30:17.402-08:00Optimized sort vs Quickselect<p>With the implementation of <a href="https://www.clarenceho.net/2022/11/standalone-implmentation-of-quickselect.html">Quickselect done yesterday</a>, now comes the question: is it quicker to use an optimized algorithm to sort the whole list then find the i-th element instead?</p><p>As expected, it depends on the list size. For short list (maybe < 10 items), optimized sort is faster. But otherwise Quickselect is faster because it only sort part of the list.</p><p style="text-align: center;"><img alt="" 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dJhLyaNzVI51EVOv3wgTFeHvQwSRB4wNC3SbvYc1R2879NhL5IRQoitbkjR1Jim3J3sukWmR4e9DBKsfmAg7j1SpOXKLufjkta+vFx5ttdLJ0y8fLbXi/BiocLcu5MmTtB2J0C/g8gD+q2kWpGai1/KxZ82tg84koe9yN3Dl4/Zt0+YvjwiyWbSON2eq9+th5hCyz0BAwIiD+il6noiNQdPy8Uf1rZHj7kJCnLHQoQM4XC4WQboFkQe0CcNLehSniwtB88tb086FgNN4mPBHpifC123tQG9AJEH9ECrDF17gKfl4pklcmWjrzM9RIhN5mMGfyoZ0CKIPDCoZRTL03LxPwtx5aCqx3CjYA/sjdEMOHUD9AFEHhiMcp4oUnNkl/Nx5bm7DjZGwR5YiBCzNafEGbOgn0DkgUHkYS1xIUd2MRevrm8ffrU1p03zwII9MCdbGJQAWgCRB3SvpoG4mIun5eKlNe2DEmYsFOSOBQsZY0dA0gFtgsgDOtPYitLz8Ys5svuP25POGGsffvV3heFX0C8g8sBAk+LoeiGeloPfKH4x/OrjRA8WYgECGH4F/QsiDwycm6XytBz86oMXw6+jh7UPv1qY6rQyQBkQeaDf5ZUr0nLx1PuuEmn75a8jh9KChYxQIWZnAcOvYEBB5IH+8uQ5cSFblpaLV4rJ4Ve6tRlt2mgsWIi52MGgBNANiDygZc8lRGoufjEXL6pqH5TgsFCgGzaCUTo/1F23tQEAkQe0o6kNXc7H03Lxuw/bByWYGPJ3xYI9sMl8OkIoK6tZpwUCgBBEHnh9VwrkaTmya4Uvhl+9HOkhQixAgJkwdVgXAGpA5IE+yvpbnpaLXy3AmzseIO/GI4dfMSs2DEqAQQoiD/TOg0pFWg5+KR9/Lmm/Jmz4EFqIkBEixOwtIenAYAeRBzRSXkek5eBpubInz9uTbiiH9sZoLESIuXJh+BXoDYg80JO6JuJiHp6Wgz+obB9+ZRujQDcs2AOb4ADXhAH9A5EH1GiRoisFeFounvV3+6AEg478XOghQsYUASQd0GMQeeAl1wrlaTmyG0VyWccArKcDPdgDC3THTGH4Feg/iDyAEEJ3H8rTcvHL+XhTW3uLwN4o2AOb5gHDr8CgDIoDz0eOHDEzM0tJSVG2bNu2zdbW1srKKiYmRi6XI4RaWloWLVpkYWHB4/ESExN1V6xBKapSHEiTvren+bPDrX/cxZva0DAr2vsBzF8+Mk34wGSuLwPyDhgY3W/lxcfHX7lyZfTo0cqWtLS0AwcOZGZmDhkyZNasWQcOHIiJidm6datYLC4vLy8vLw8KCvL39xcKhTosW69V1xMXcvC0HNmjZ+3Dr0M4tDfcsWAhJrAfFP8FAegnuo+8adOmrV69OjQ0VNkiEolWrFjh4OCAEFq7dm18fHxMTIxIJPr55585HI5AIIiMjBSJRBB5vVXfjC7lydJy8byOJyKaMlGAGxbsgXk5wqAEoATdR9748eM7tRQVFYWEhJDTfD6/sLAQIVRcXMzn85WNV65cGcgi9VqrDF19gKfl4DdLX1wTNoVPDxYyAt0g6QC16D7yumpubmaxWOQ0i8WSSCQymUwmk3Vq1F2BeuNGsTwtB/+zEG/D21vGj6IHe2BB7hjbWKeVAaAjgzHy2Gx2Q0MDOV1fX8/hcBgMBoPBaGhoMDU1VTZ2fWFlZWVFRcWA1trPsrKy+vCq0jrTuxVm96vNmmXt3+8w89YJ9g0T7BvMjHEkRwU5Wq1SY33rzqAF3Rm0aLRuh90GY+QJBIKCggJyOi8vz93dXdnI5XJVGzuxt7e3t7cfyFL7VVZWlpeXl+bLl9Yo0nLxi7l4TUP7oATPijbNA5s+hjHMio3Q0P4pU1O97c4gB90ZzHqI78EYee+9915kZOQHH3xgbm4eHx+/fPlyhNCCBQvi4uJ8fHxKS0tFItG1a9d0XeZgUdNApOXgqbl42dP2QQkrNm2qOxYixNx4MPwKwEt0H3leXl65ubkymezKlSuLFi369ddf582bt2rVKl9fX6lUunTp0qioKITQ2rVri4uLeTweh8PZuXOnQCDQdeE61tCCLufjqTmynCftSWfCRAECLNgD83aCQQkA1NN95KndBF29evXq1atVW5hM5sGDBw8ePDhQdQ1SbTi6/gBPy8UzVJ6IOMmVHiLE/F0xpu6/TwAGNfgT0RuZJfK0XPyayhMRx42kB3tgU0fD8CsAmoLIG+xyyxVpOXh6vqy+49ERznZGIR7YNCFmzYGrwQDonV5HXl5eXmZm5tOnTwmCsLW19fHx8fDw6I/KKO7Jc+JskXV8RnNVffvwq71l+/Dr8CGQdAD0US8iLykpadu2bY2Njb6+vjY2NgihGzdubNy4kc1mb9y48f333++3IimkVkJczMFTc/GSagVC1ggRlqa0qe7YNCHmMQyGXwF4XZpG3qxZs1gs1i+//OLr69tpVmZmZlxcXEpKyqlTp7RdHlU0taH0PDwtF7/3qH1QgsVA7tb18wPtfJ1h+BUArdE08qKioubMmaN2lq+vb0pKikgk0l5VVCHF0Y0iPDUH/7PoxfCrvwt9mhCbzMdy7hV4OfN0WB4AhkfTyCPzrqSk5Ny5czExMSUlJatXr5bL5d9//z1536e5c+f2Y5kGJ+tveWoOfvUB3tLxRMSxI4ymCRlT3TEzlk4rA8Cg9W74YsmSJStWrEAIrVixwt/f38nJKTo6Gi6E0FxBhSItF7+Uh9c1tQ9KONm233zY1hwGJQDod72LvOrq6sWLF9fW1mZlZf3xxx8MBuObb77pp8oMSXkdcSFblpaLV9S1J52dBW2aBxYqZIyyhqQDYOD0+iSVxsbGlJSU6dOnMxiMlpYW8i7tQK3nkvYnIhZWtV8TZm6CprpjwUKGcDgMvwKgA72LvBUrVowcORIhlJ6ejhBauHAhHMLrqlmKruTjqbn4nbIXw6+T+FiIBzbRBYZfAdCl3kVebGzs0qVLORwOebfO9evXdz1nRY9kFMsJhFztjKzNtLN3eaVAnp6PX87HlS2+zvRpHligG2YM17kAMAj07g9RIpGkpqZWVlYq92evXbsWGxvbD4UNhB/S2h4/IxBC5iZIYE93sTPi29Od7YyGWfUuAe+UyS/k4FcL8OaO4VeP4UbTxzAC3TBzE61XDQDou95FXlhYGIPBcHZ2ptP1fgftaSPxuOP5Xg0t6Gap/GapHCEZQsiEiVzsjPhcurOdkSvXyMlW/XG3wirFxVw8NefF8OuIobRQISN0DAy/AjBI9S7ypFLp1atX+6mUAXazRI4QmuRK/3YeCyFUUKl4UCEvrlYUVSmKqhTZjxXZjxXKhflcIxeukYudkSuXbspEVwrkabmyJ8/bk87GjBYyBnvDHXO2g0EJAAa13kWeh4dHcXGxi4tLP1UzkDJLcISQj3P7GnCzN3JTeYRrYZWisFJRWCUvrFQUVSkKqxTKUVclcxMU5IZNEzLGjoCkA0A/9C7y/vGPf4wZM8bBwYHNZisbb926pe2qBsLtMjlCyKebGwjzuUZ8rpFy/TyoVBRVKYqr5Q8qFE+eKya6YMFCzB+GXwHQN72LvFWrVu3evdsAjuXlPFE0tSFrM5q9pUYH3QT2RgJ7I7i9IAD6rnd/w2PHjo2Oju6nUgbSzVIcITSZDxEGALX07m8+JCRkx44dYWFhqju2Dg4OWi6q/90qkSOEfOC+TABQTO8ib/PmzXQ6ffv27aqNtbW1Wi2p30laUUGlAiE0YRREHgDUomnkyWQyBoNRV1fX8wJaqqp/kXu140fRWfpRLwBAazQ9uyIgICAnJ6e7ubm5uYGBgVoqqd/dLJUjhOBhrwBQkKZbef/617/mzp0rEAjCw8O9vb3JZ188ffr01q1bv/32W0FBQVJSUn/WqU1/Ffd0egoAwIBpGnl+fn65ubnHjh07ceLE119/TT7hzMbGxtvbe968eRERERimH6OfpTUKcTNhYYpc4EoJAKinFzmFYVhkZGRkZGT/VTMAbpXKEUK+zvoR0AAA7aLclg55IA/2agGgJspFHnmd2UTYygOAkqgVeZklcoQQn2vEgaeIAUBJvY48qVR6+fLllJQUhJBEIumHkvpRJlx0AQC19S7yrl+/7ujoGBsb+9FHHyGEoqOjDxw40D+F9QvyJGRvJ9irBYCiehd5n3766W+//Xbz5k3yGtvdu3fHx8f3T2Ha97SRePKcYDEQ3N4OAMrq3R+/RCLx8fFR/mhjY6NHD3Ukz0D2doS9WgCoq3eRZ29vn5iYqFC03x/40KFDI0aM6Ieq+kX7Xi2M1QJAYb37+z9w4EBERMTq1atbW1stLS1dXFyOHDnST5VpHXkSsh/cyhgACutd5AkEgtu3bz969KimpsbOzk6PNvGyHytaZWj4EJqNlh5ZCwDQR71+ju3p06dVn2OLENKL59jeKsURQj4wVgsAtVHlObZwnRkAAFHkObaSVvSgUoEQGge3QQaA2no3Yks+x7afSuk/maU4QmiCA9wGGQCqo8RzbG/BXi0AACFEkefYwm2QAQAkw3+OrfI2yE62cJ0ZAFRn+M+xvdl+BjKcngIA6OXwxebNm7dv3x4UFOStQus1nT17lk6nszrs3bsXIdTS0rJo0SILCwsej5eYmKj5u8HzzAAASr3b9unhObZaJBaL58yZk5ycrNq4detWsVhcXl5eXl4eFBTk7+8vFApf+VatMnSnTI4Q8oWTkAEAmkfehx9+GB8fv2bNmq6zfvrpJ62WhOrr6y0sLDo1ikSin3/+mcPhCASCyMhIkUikSeTdfShHCLnZw22QAQAIaR55bm5uGIa5ubn1azUksVh8//59oVBYWVk5Y8aM/fv3W1hYFBcX8/l8cgE+n3/lyhVN3qp9rxZugwwAQAhpHnlHjx6NjY0dmMtpXV1dp06dGhsbi2FYRETEunXr9u7dK5PJWKz2TTUWi6XhPejh0loAgCoaQRCaLIdhGI7j/V1NV1evXl28eHFZWRmTyXz06BGXy0UI7dmz56+//jp8+HCnhSsrKysqKpQ/1rcxvkt3ZtIVW0IKB7RoAIBO0Wg0T09PtbMG4+ZPfn4+OTKLEMJxnMPhIIQEAkFBQQEZeXl5ee7u7l1faG9vb29vr/zx1B0cobaJLgwvL6+Bql2bsrKy9LRytaA7g5nhdae7WZpGnlwuV+5XdtLa2tqXorp36NChrKyslJQUgiDi4uJmzZqFEFqwYEFcXJyPj09paalIJLp27dor3+dWCezVAgBeomkc0On0nJycfi1FadOmTTExMY6OjhiGhYeHf/nllwihtWvXFhcX83g8Doezc+dOgUDwyve59bccIeQLt0EGAHToxRaQi4tL/9WhysTE5ODBg50amUzmwYMHu7Z35/5jRasMjRgKt0EGALyg6dUXGKZnu4fkWC2cgQwAUKVp5Gn9gF1/u1kC15kBADozzJuLSFpRYZUCIeQLJyEDAFQYZuRlluAIIS94SjcA4GUGGnlwG2QAgDqGGXnkgTyIPABAJwYYeSXV7bdBdrAxwN4BAF6HAYYCefcUf1c4PQUA0JkBRl72YzlCyBvGLgAAXRhg5P1do0AIOdtB5AEAOjO0yGuVoeoGAiE0cihcZwYA6MzQIq+kWoEQcuUaWr8AAFphaNFQ+lSBEHKEsVoAgDqGNqxJHsjT5CndiqqKhu+/kd27jRAysrOnc9vvLUq34ymnjbj2dDteRzvXiMvTbrV4cSHR1O0d7VmlRTLstXbP8ZJCQtL4Ou/QM+m9bm/E2JVtY6PYzKxX709+O69J9cvtSvXr7gpz5tM46mtmlRYRgm7ngkHL4CLvqRxpEHmt505LEuKVcaOorlRUV5LTMqSFPzOtsEVIrOsatIiFkEwXn6v65XbV56/bFqHaA/E9LIA582kcTg9zjbqPyx6iFiGEObtC1PaZoUVeYeUrtvIISWPD999Ir19GCDEnBZqv20zjmCmqKuQdfxV4caGiY8tIdSsJLykkmpq0Wy3m5NrDX0VjY6NZLzeLOr+/s6CH9399zPG9uHV4YWGh8jb6IRkAAAxISURBVBl1GmKM08KtyVW/3K5Uv241c7vfTG5sbDSpqezhVwIv6emJK1rZgFWr56hldrNKLSsrm3Nv97zCGePUP01CvxhU5ImbiVYZ4rCQFVv9/qDsXlZD3DeK6koam82J+Yw1YxbZbsTlKXdatfJnphUlWVkjDOhxBK24btat6pfbVZ9LKnnVwyLw4kKiqfsw7WvUolf99+1b1Joj1IQQQok9vLZnPQdid1Hb8dqBi1qDirzyOgIh5MpVf0aeJCG+5fhRhBBj7ATzdZu1fmAOAFWYS0+btP2X/rIeD7BK76qfW1FRwePxen6t7P6dHj+3p+3WV23VajlqzYc7om7+IRlU5DF3bwpq8bbymtWpHS8ubPz+G/K/n+niD9nvR+uiOgAGwqu2mNTPbcjKcn29XYq+Re0rX0tIJHhpUY+vVROmdKZJd8sbVOTRqx4HNT+tMH9btbHl+NGmpB+JJomRLdfimx09/+8FAPRN36L2NRGSRrU78pVVNd29xKAiT4qxRovv0euLEXJHCBGSxvrNa8l/AibvLGC/vwzGuQAwJDSOmdowleHdbjYa1Cm7ZY4BCCGnY1sQQtLr6c8iZ8vu3aax2RZfx3FWroG8AwAY1FbeTae3RmYk2zwuqlu+iNzcZYydYPHNDgg7AADJoLbyanDTnWO3IDYbLymksdmcj1Zbxh+AvAMAKBlU5MnkqNbGxSzmM8zJ1XLnAZO5EbquCAAwuBjUji1CyNrMiDVjlvIcYwAAUGVQW3kIIRszuE0eAKBbhhZ51hB5AIDuQeQBACjE0CLPxszQegQA0CJDCwjYygMA9MCgRmw/nMqEx3UDAHpgUJHn7QQPcgQA9AS2iQAAFAKRBwCgEIg8AACFQOQBACgEIg8AQCEQeQAACoHIAwBQCEQeAIBCIPIAABQCkQcAoBCIPAAAhehN5LW0tCxatMjCwoLH4yUmJuq6HACAXtKb2wps3bpVLBaXl5eXl5cHBQX5+/sLhUJdFwUA0DN6s5UnEok2bdrE4XAEAkFkZKRIJNJ1RQAA/aM3kVdcXMzn88lpPp9fWFio23oAAPpIPyJPJpPJZDIWi0X+yGKxJBKJbksCAOgj/TiWx2AwGAxGQ0ODqakpQqi+vp7D4XRd7Mcff/zxxx8HvDoAwOCycOFCLy8vtbP0I/IQQgKBoKCggMvlIoTy8vLc3d27LhMdHR0dHT3gpQEA9IZ+7NgihBYsWBAXF9fU1JSdnS0SiebNm6frigAA+kdvtvLWrl1bXFzM4/E4HM7OnTsFAoGuKwIA6B8aQRC6rgEAAAaI3uzYAgDA64PIAwBQCESebnz77bc8Hm/o0KERERHkOYZqLyI+c+aMq6srh8MJDQ2trq4mG7dt22Zra2tlZRUTEyOXy3XWhy7S09NpNFpBQQHqpjslJSVTpkxhs9keHh43btwgG9X2UbcePXo0depUDoczbty4rKwssrHratf8K9Ote/fuTZo0ycXFZezYsWfOnCEbu9ap+Vem3wgw4FJSUtzc3MrLyxsbG0NCQr7++muCIDZt2vTWW281NjYWFBTY2dllZ2fX1dUNGTLk/PnzUqn0s88+mzdvHkEQqampo0aN+vvvv+vr6wMCAvbt26fr3rRrbW0dN26cnZ1dfn4+oa47BEFMmTLl22+/lUqlx48fHz58uFQqVdtHnQsMDPz++++lUun+/fsXLVpEdLPaNfzKdM7DwyM5OZkgiDt37pibmzc2NqqtU8OvTMedeW0QeTpw8+bN69evk9Px8fGLFy8mCMLd3f3GjRtk45o1a7766qtjx47NmDGDbBGLxSYmJq2trR999NG2bdvIxt9//33q1KkDXr56mzdv3rx5s4eHBxl5XbtTXV3N4XBkMhnZ6OnpmZ6erraPOqlfqaSkZNiwYXK5XLVR7WrX8CsbwNrVUCgUdDr96dOn5I9Dhw7Ny8tTW6eGX9nAd0G7YMdWB7y9vSdNmkROp6amBgYGInUXERcVFSlbLCwsLCwsHj16pNo4eK41LiwsPHny5IYNG5Qtarvj6OiIYVinxq59HODiO7l//z6fz1++fPmoUaPeeOON/Px8hJDa1a7hV6aLTrxAo9GmTp2anJyMELp27Zq5ubmLi4vaOjX8ynTSCy2CyNOlLVu2tLS0REVFqb2IuLm5WdmitnHwXGscExPz73//m8lkkj/2rTtocPRILBbfuHFj4cKFZWVl4eHhCxYsQAh1Xe2a93Hgu9BJfHz8F198YWNjExoaGh8fz2AwutZZV1enL915TRB5ukEQxKpVq65fv37q1CkjIyPlRcTkXPIiYjabrWxR29jdtcYDLCkpycXFZcqUKcqWvnUHDY4eWVpaurm5vfHGGzQa7ZNPPikoKKitre262jXvow76oKK1tXX27NmHDx9++vTpnTt3YmJiiouLu9ZpZWWlF915fRB5uhEbG/vw4cPff/+dzWaTLeRFxOQ0eRGxaktlZWVbW9uoUaO6LjbwxXfy22+/iUQiLpfL5XIfPHgQEBBw+vTprnXy+fzHjx+3tLSoNqrto2660cHJyamyspKcJo/+MBgMtatdw69swHvwkvz8/La2thkzZiCE3NzchELhjRs3NPzVUvuV6aQX2qTTI4kUlZ6e7uHh0dbWptq4ZcuWsLAwiURy//59a2vrgoKChoYGW1vb8+fPt7W1xcTEkEOHV69eHTlyZFlZ2fPnz318fH766ScddUI95fBF1+4QBEEOT0ul0sOHDzs4OMhkMrV91LmxY8fu37+fIIhdu3Z5eXkR3ax2Db8y3aqrq+NwOBkZGQRBVFRU2NjY3L59W22dGn5lOu7Pa4PI04ElS5bQ6XTjDp6engRBtLW1LV261NzcnMfjJSUlkUumpaW5urqy2ew333yztraWbIyPj7e1tbW0tFy1apVCodBZN9RRRp7a7jx8+DAwMNDU1HTMmDG3bt0iG9X2Ubfu37/v6elpZWU1adKkvLw8srHratf8K9Ot06dPjxs3ztnZWSAQJCQkkI1d69T8K9NrcI0tAIBC4FgeAIBCIPIAABQCkQcAoBCIPAAAhUDkAQAoBCIPAEAhEHkAAAqByAMAUAhEHgCAQiDyAAAUApEHAKAQiDwAAIVA5AEAKAQiDwBAIRB5AAAKgcgDAFAIRB4AgEIg8gAAFAKRBwCgEIg8AACFQOSBQWfKlCmHDh1Sbbl165aLi4vahXEcP3z48Cvfk8PhPHnyRDv1AX0GkQf0wPjx4zMyMtTOys7O/vXXX1/5DqWlpTweT9t1Af0DkQf0wN27d/38/BBCZWVlgYGBrq6uzs7O27Zta2xsnD179vXr10NCQlSX37Fjh4uLi4uLy+TJk0tLSxFCTk5OFRUV58+fd+hAo9HOnz+PEPrvf/87duxYNze3N998s7KyUicdBAMGIg/okx07doSGhhYVFd29e/f27dsKhSI+Pn7y5MmpqanKZWpra7/77rs7d+4UFxevWLHi7NmzylnTp08vKysrKyvbtGnTmDFjpk6dWlVVtWjRoiNHjhQUFAQHB69cuVIX3QIDByIP6BN7e/uLFy9mZGRwOJzk5GQLC4uuy7DZbIIgDh8+XFtbu3jx4piYmE4LPHz48PPPP09KSmIymefPn/fz8xMKhQih5cuXnzp1Si6XD0RPgI5A5AF98vnnn4eFhS1fvnzYsGE7d+5Uu4yJiUl6enp6ejqfzw8NDS0pKVGdSxDE//zP/3z66acTJkxACNXU1Fy9epXc1RUKhRwO5+nTpwPRE6AjEHlAn9Dp9HXr1t27d+/y5cu7du26ffu22sXGjx9/9OjR6urqiRMnrl69WnVWQkJCXV3dhg0byB+5XG5ISEhZh7q6Oi6X2+/dALoDkQf0SURExJkzZxBCI0aMMDc3VygUDAajvr6eIAjlMhkZGe+8805LSwuDweDz+QqFQjmrpKTkyy+/TEpKwjCMbAkNDf3zzz+LiooQQ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