tag:blogger.com,1999:blog-6055332565993764142024-03-18T12:03:42.453+09:00Don't panic !zzZzhttp://www.blogger.com/profile/10681095313053713047noreply@blogger.comBlogger380125tag:blogger.com,1999:blog-605533256599376414.post-2350487562425182952024-03-17T13:33:00.005+09:002024-03-17T13:33:53.165+09:00Python의 pandas를 사용한 데이터 처리 코드 해석<p> Python의 코딩 스타일이라는 것이 정해져 있진 않지만 C/C++ 기반으로 시작하여 여기까지 와버린 나로써는 JavaScript 언어의 매써드 붙여쓰기 / for 문 대신 apply() 메써드 붙여쓰기는 당황 스럽다. 어쩌겠나 적응해야지. 익숙해 질때까진 새것 발건한 것 마냥 기록 좀 남겨야 겠다.</p><p>md['genres'] = md['genres'].fillna('[]').apply(literal_eval).apply(<br /> lambda x: [i['name'] for i in x] if isinstance(x, list) else []<br />) <br /></p><p> 위의 코드는 pandas의 dataframe인 md를 조작하는 코드다; 결과적으로 'genres' 항목의 내용이 dict를 내부항목으로 하는 list로 되어 있는 것을 해체해서 'name'항목으로만 되어 있는 list로 만들어 버린다. 이를 위해서 코드가 좀 돌다리를 두드리면서 실행하도록 만들어 두었다. 안전한게 좋긴하지만 코드 보기가 눈아프긴 하다.</p><p> 우선, fillna('[]')는 md['genres']인 Series의 내부항목중 Na 혹은 NaN 즉, 숫자가 아니거나 아무것도 없거나 한 곳은 '[]' 문자열(실제 내용은 빈 list)을 넣어 두고,</p><p> 그 다음에 dict를 내부항목으로 갖는 list를 가지고 작업하려고 하는데 아쉽게도 해당 내용이 Series의 문자열 형태로 되어 있어서 이 부분을 해석해서 Python의 객체로 만들어 주어야 한다. 이 작업을 해주는 것이 .apply(literal_eval)이라는 것이다.</p><p> 그리고 나서 본격적으로 Series의 내부항목 list의 내용을 구조가 복잡한 dict를 해체해서 'name'항목만 남겨 주는 혹은 내용이 없으면 빈 list로 재편한다. 이 작업을 .apply()메서드와 dict의 내용을 해체하고 빈곳은 빈 list로 대체하는 lambda 함수가 해주고 있다. </p><p>vote_counts = md[md['vote_count'].notnull()]['vote_count'].astype('int')</p><p> 이것도 마찬가지다. dataframe인 md의 'vote_count' 컬럼의 내용중 내용이 있는 항목만 추려 혹시나 있을 누락된 항목으로 발생할 수 있는 에러를 방지 하도록 해놓았다. </p><p> 그래서, 유효한(notnull)내용만 갖는 'vote_count' 컬럼의 내용을 마지막으로 정수형으로 변환하여 vote_count에 저장하도록 해놓았다. <br /></p><p><br /></p><p><br /></p><p></p>zzZzhttp://www.blogger.com/profile/10681095313053713047noreply@blogger.com0tag:blogger.com,1999:blog-605533256599376414.post-25855291803399501532023-09-10T18:06:00.001+09:002023-09-10T18:06:09.746+09:00C++ value 용어 해설(lvalue, glvalue, xvalue, rvalue, prvalue)<p><span style="font-family: inherit;">원문: - New Value Terminology - Bjarne Stroustrup [https://www.stroustrup.com/terminology.pdf])<br /></span></p><p><span style="font-family: arial;"># C++ value terminology </span></p><p><span style="font-family: arial;">## lvalue<br /><br />- 역사적으로 lvalue은 대입 표현식(A = B)의 왼쪽에 위치하곤 하기 때문에 left-value의 의미 불립니다. lvalue는 객체나 함수를 지칭하도록 의도되었습니다. 예를 들면, E가 포인터 형태의 표현식일때, *E는 E가 가르키는 객체나 함수를 가르키는 lvalue 표현식입니다. 다른 예로, 반환값의 타입이 lvalue인 함수를 호출한 결과는 lvalue 입니다. <br /><br />## xvalue<br /><br />- eXpiring value(만료값)로써, 일반적으로 수명이 거의 끝나가는 객체를 참조하기도 하는데, 예를 들어 리소스를 이동할 수 있도록 수명이 다한 객체를 참조하기도 합니다. xvalue는 rvalue 참조와 관련된 특정 종류의 표현식의 결과입니다. 예를 들면, 반환 유형이 rvalue 참조인 함수를 호출한 결과는 xvalue입니다.<br /><br />## glvalue <br /><br />- generalized lvalue(일반 lvalue)로써, lvalue 또는 xvalue를 의미합니다.<br /><br />## rvalue<br /><br />- 역사적으로 대입표현식의 오른쪽에 나타날 수 있기 때문에 right value의 의미로 불립니다. rvalue는 xvalue이기도 하고, 임시 객체 혹은 그 하위 객체, 객체와 연관되지 않는 값을 의미합니다. <br /><br />## prvalue<br /><br />- pure rvalue(순수 rvalue)로써, xvalue가 아닌 rvalue를 의미합니다. 예를 들면, 반환 유형이 참조가 아닌 함수를 호출한 결과는 prvalue입니다. <br /></span></p><p><span style="font-family: arial;">## 모델<br /><br />- i : 구분성이 있는 - 즉, 주소, 포인터, 사용자가 두 사본이 동일한지 여부를 확인할 수 있습니다.<br /><br />- m : 이동되어질 수 있는 - 즉, 정해지지 않았지만 유효한 상태에서 "복사"의 원본으로 보내는 것이 허용됩니다.<br /><br />- iM : 구분성이 있으며, 이동되어질 수 없습니다.<br /><br />- im : 구분성이 있으며, 이동되어질 수 있습니다.(예: lvalue를 rvalue 참조로 타입변환한 결과)<br /><br />- Im : 구분성이 없으며, 이동되어질 수 있습니다.<br /><br />iM im Im<br /> \ / \ /<br /> i m<br /><br />왼쪽의 두 점("iM"과 "i"로 표시된)은 형식을 구분하는 사람들이 "lvalue"이라고 부르는 것이고, 오른쪽의 두 점("m"과 "Im"으로 표시된)은 형식을 구분하는 사람들이 "rvalue"이라고 부르는 것입니다.<br />즉, W의 왼쪽 "다리"는 "lvalue"와 관련된 이름을 가져야 하고, W의 오른쪽 "다리"는 "rvalue"와 관련된 이름을 가져야 합니다. <br /><br />저는 표준 라이브러리 문구에서 "rvalue"가 "m"(일반화)을 의미한다는 사실을 발견했고, 표준 라이브러리의 기대와 텍스트를 보존하려면 W의 오른쪽 하단 지점을 "rvalue"로 명명해야 한다고 생각했습니다.<br /><br />lvalue xvalue prvalue<br /> \ / \ /<br /> iM \ / im \ / Im<br /> \ / \ /<br /> \ / i \ / m<br /> \/ \/<br /> glvalue rvalue<br /><br />W의 왼쪽 위 점은 "lvalue"이고 오른쪽 아래 점은 "rvalue"입니다. 왼쪽 하단 점은 이동이 가능한 고전적인 lvalue의 일반화입니다. 따라서 "generalized lvalue"입니다. 우리는 이것을 "glvalue"라고 명명했습니다. W의 오른쪽 위 점은 오른쪽 아래 점보다 덜 일반적입니다(지금은 예전과 마찬가지로 "rvalue"라고 부릅니다). 이 지점은 (소멸자를 제외하고는) 다시 참조할 수 없기 때문에 이동할 수 있는 객체의 원래 순수한 개념을 나타냅니다. 저는 "generalized lvalue"와 대조되는 "specialized rvalue"라는 표현이 마음에 들었지만 "prvalue"로 축약된 "pure rvalue"를 사용하였습니다.(그리고 아마도 당연한 결과일 것입니다). 따라서 W의 왼쪽 다리는 "lvalue"와 "glvalue"이고 오른쪽 다리는 "prvalue"와 "rvalue"입니다. 덧붙여서, 모든 값은 glvalue 또는 prvalue 중 하나이지만 둘 다는 아닙니다.<br /><br /></span></p>zzZzhttp://www.blogger.com/profile/10681095313053713047noreply@blogger.com0tag:blogger.com,1999:blog-605533256599376414.post-21864251509336304142023-06-06T20:00:00.004+09:002023-06-06T20:00:34.780+09:00데비안 리눅스 시스템은 python 최신버전으로 유지 될때 과거의 python 설치하는 법<p> [원본 : https://unix.stackexchange.com/questions/188741/install-newer-older-versions-of-python-on-debian]</p><p>대부분 우분투의 deadsnakes PPA를 이용하여 설치하는 방법을 설명하지만 아쉽게도 Debian에 이와 같이 설정하면 어디에선가 문제를 야기시킬수 있는 위험을 가지고 있다. 위의 원본 게시물에서도 알려주다시피 메뉴얼로다가 해당 버전을 다운로드 해서 수작업으로 설치하는 것을 추천한다.</p><p>현시점에서 python 3.11 버전으로 업데이트 되어 더이상 tensorflow를 설치할 수 없다. tensorflow가 지원하는 최신버전의 python이 3.10이다. 먼저 python 3.10 설치하고 그리고 Teledyne의 Spinnaker SDK의 python 버전이 python 3.8만 지원한다. 이것도 나중에 설치해야 겠다.</p><p>우선 급한데로 python 3.10 버전을 수작업으로 설치하는 방법을 기록해 둔다.</p><p># 사전 준비물</p><p>```bash</p><p>$ apt install libssl-dev openssl libffi-dev<br /></p><p>```</p><p># python 3.10.11 버전 수동 설치</p><p>```bash</p><p>$ wget https://www.python.org/ftp/python/3.10.11/Python-3.10.11.tgz</p><p>$ tar zxf Python-3.10.11.tgz</p><p>$ cd Python-3.10.11/<br />$ ./configure --prefix=/usr/local<br />$ make<br />$ make install</p><p>```</p><p>여기서, 시스템에서 관리되는 /usr/local에 설치하면 시스템 관리에 혼동을 초래할 수 있기 때문에 가능하면 /opt/python-3.10.11로 설정해서 컴파일하고 설치하도록 하자.</p><p> 그리고, 시스템에서 접근할 수 있게 PATH에 추가하거나 /usr/local에 symbolic link를 만들어 두자.</p><p>```bash</p><p>$ ln -s /opt/python-3.10.11/bin/python3.10 /usr/local/bin/python3.10<br />$ ln -s /opt/python-3.10.11/bin/pip3.10 /usr/local/bin/pip3.10 <br /></p><p>```</p><p><br /></p>zzZzhttp://www.blogger.com/profile/10681095313053713047noreply@blogger.com0tag:blogger.com,1999:blog-605533256599376414.post-15075094989605118812022-07-27T12:12:00.010+09:002022-07-27T17:17:07.153+09:00인공지능+영상처리+OceanOptics USB2000+Flir Camera 를 위한 시스템 설정<p># 작업 시스템</p><p>윈도우즈 11, 64bits</p><p># 설치 소프트웨어</p><p>## Python 3.8.xx</p><p>64bit 버전으로 설치하고, 현 시점에 최신 버전은 3.10이지만, 인공지능을 위한 tensorflow가 지원하는 최신 버전인 3.9.13버전이고 Spinnaker라는 Camera 소프트웨어는 3.8.xx버전을 지원한다.</p><p>### pip(Python Install Package) 설치</p><p>설치하고 가장 먼저해야할 작은 pip(Python Install Package)를 업그레이드 하는 것이다.</p><p>PS D:\python -m pip install --upgrade pip</p><p>그럼 tensorflow를 설치할 수 있는 환경이 조성되었다.</p><p>### tensorflow 와 tensorflow-cpu 설치 </p><p>PS D:\python -m pip install tensorflow</p><p>설치된 tensorflow를 확인해보자.</p><p>PS D:\> python</p><p>Python 3.9.13 (tags/v3.9.13:6de2ca5, May 17 2022, 16:36:42) [MSC v.1929 64 bit (AMD64)] on win32</p><p>Type "help", "copyright", "credits" or "license" for more information.</p><p>>>> import tensorflow as tf</p><p>2022-07-27 11:53:34.911913: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'cudart64_110.dll'; dlerror: cudart64_110.dll not found</p><p>2022-07-27 11:53:34.912570: I tensorflow/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.</p><p>>>> quit()</p><p>CUDA 런타임 라이브러리가 없다고 에러를 발생시킨다. 그래서 cpu전용 구동할 수 있는 tensorflow-cpu를 추가 설치한다.</p><p>PS D:\> python -m pip install tensorflow-cpu</p><p>다시, 설치된 tensorflow의 버전을 확인해 보자.</p><p>PS D:\> python</p><p>Python 3.9.13 (tags/v3.9.13:6de2ca5, May 17 2022, 16:36:42) [MSC v.1929 64 bit (AMD64)] on win32</p><p>Type "help", "copyright", "credits" or "license" for more information.</p><p>>>> import tensorflow as tf</p><p>>>> tf.__version__</p><p>'2.9.1'</p><p>>>> quit()</p><p>### PySide6 설치</p><p>PS D:\> python -m pip install PySide6</p><p>설치된 버전 확인한다.</p><p>PS D:\> python</p><p>Python 3.9.13 (tags/v3.9.13:6de2ca5, May 17 2022, 16:36:42) [MSC v.1929 64 bit (AMD64)] on win32</p><p>Type "help", "copyright", "credits" or "license" for more information.</p><p>>>> import PySide6</p><p>>>> PySide6.__version__</p><p>'6.3.1'</p><p>>>> quit()</p><p>### OpenCV 설치</p><p>PS D:\> python -m pip install opencv-python</p><p>설치된 버전 확인한다.</p><p>PS D:\> python</p><p>Python 3.9.13 (tags/v3.9.13:6de2ca5, May 17 2022, 16:36:42) [MSC v.1929 64 bit (AMD64)] on win32</p><p>Type "help", "copyright", "credits" or "license" for more information.</p><p>>>> import cv2</p><p>>>> cv2.__version__</p><p>'4.6.0'</p><p>>>> quit()</p><p>## Visual Studio Code 설치</p><p>아래의 사이트를 방문해서 해당 시스템에 알맞은 설치파일을 다운로드 받는다.</p><p>https://code.visualstudio.com/download</p><p>설치 후 PySide6 예제를 코딩하고 실행해 본다.</p><p></p><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEhX0RckEPWDpGbflLc_j94KXwkuR6Hj8WEXSezS3Rm0kxuo6-MvXGlFxVjK6-MkxoAvdgKkgPziPrXBsuFOy0ZZQA-vwopDgiIEIgGAPSHIt_LvXkebif9P65R7PFEQWRmkMHcoy4VaK_8qzsNr0HbWGaGurfU0zFrKOHHd7FmTylALcIApnpCA4R_Ffw" style="margin-left: 1em; margin-right: 1em;"><img alt="" data-original-height="960" data-original-width="1280" height="300" src="https://blogger.googleusercontent.com/img/a/AVvXsEhX0RckEPWDpGbflLc_j94KXwkuR6Hj8WEXSezS3Rm0kxuo6-MvXGlFxVjK6-MkxoAvdgKkgPziPrXBsuFOy0ZZQA-vwopDgiIEIgGAPSHIt_LvXkebif9P65R7PFEQWRmkMHcoy4VaK_8qzsNr0HbWGaGurfU0zFrKOHHd7FmTylALcIApnpCA4R_Ffw=w400-h300" width="400" /></a></div><br />## FLIR 카메라를 위한 환경 설정<p></p><p>과거의 Point Gray사의 카메라를 사용하기 위해서 현재는 FLIR로 합병된 Spinnaker SDK를 설치해야한다.</p><p>SpinnakerSDK_FULL_2.7.0.128.x64.exe 파일을 다운로드하고 설치한다.</p><p>그리고, Python 에서 카메라를 운용하기 위해서 spinnaker_python-2.7.0.128-cp38-cp38-win_amd64.zip 파일도 다운로드하고, 다음의 명령어로 설치한다.</p><p>PS D:\> python -m pip install .\spinnaker_python-2.7.0.128-cp38-cp38-win_amd64.whl</p><p>그리고 설치확인한다.</p><div style="background-color: #1e1e1e; color: #d4d4d4; font-family: Consolas, "Courier New", monospace; font-size: 14px; line-height: 19px; white-space: pre;"><br /><div><span style="color: #c586c0;">import</span> <span style="color: #4ec9b0;">os</span></div><div><span style="color: #c586c0;">import</span> <span style="color: #4ec9b0;">PySpin</span></div><div><span style="color: #c586c0;">import</span> <span style="color: #4ec9b0;">sys</span></div><br /><div><span style="color: #c586c0;">if</span> <span style="color: #9cdcfe;">__name__</span> == <span style="color: #ce9178;">'__main__'</span>:</div><div> <span style="color: #6a9955;"># Retrieve singleton reference to system object</span></div><div> <span style="color: #9cdcfe;">system</span> = <span style="color: #4ec9b0;">PySpin</span>.<span style="color: #4ec9b0;">System</span>.<span style="color: #dcdcaa;">GetInstance</span>()</div><br /><div> <span style="color: #6a9955;"># Get current library version</span></div><div> <span style="color: #9cdcfe;">version</span> = <span style="color: #9cdcfe;">system</span>.GetLibraryVersion()</div><div> <span style="color: #dcdcaa;">print</span>(<span style="color: #ce9178;">'Library version: </span><span style="color: #569cd6;">%d</span><span style="color: #ce9178;">.</span><span style="color: #569cd6;">%d</span><span style="color: #ce9178;">.</span><span style="color: #569cd6;">%d</span><span style="color: #ce9178;">.</span><span style="color: #569cd6;">%d</span><span style="color: #ce9178;">'</span> % (<span style="color: #9cdcfe;">version</span>.major, <span style="color: #9cdcfe;">version</span>.minor, <span style="color: #9cdcfe;">version</span>.type, <span style="color: #9cdcfe;">version</span>.build))</div><br /><div> <span style="color: #6a9955;"># Retrieve list of cameras from the system</span></div><div> <span style="color: #9cdcfe;">cam_list</span> = <span style="color: #9cdcfe;">system</span>.GetCameras()</div><br /><div> <span style="color: #9cdcfe;">num_cameras</span> = <span style="color: #9cdcfe;">cam_list</span>.GetSize()</div><br /><div> <span style="color: #dcdcaa;">print</span>(<span style="color: #ce9178;">'Number of cameras detected: </span><span style="color: #569cd6;">%d</span><span style="color: #ce9178;">'</span> % <span style="color: #9cdcfe;">num_cameras</span>)</div></div><p><br /></p><p>## Ocean Optics의 USB 4000을 위한 환경 설정</p><p>사전설치 사항으로 SpectraSuite가 설치되어 WinUSB 드라이버가 작동하고 있어야 한다.</p><p>그렇지 않다면, libusb-win32를 설치하고 수작업으로 드라이버를 설정하고 설치해야 한다.</p><p>아직은 seabreeze가 libusb-1.0을 지원하고 있지는 않는 것 같아. 위의 방법이 유일한 것 같다.</p><p>그럼 python에서 usb4000을 운용할 seabreeze를 설치한다.</p><p>PS D:\> python -m pip install seabreeze</p><p>설치된 버전을 확인한다.</p><p>PS D:\> python</p><p>Python 3.9.13 (tags/v3.9.13:6de2ca5, May 17 2022, 16:36:42) [MSC v.1929 64 bit (AMD64)] on win32</p><p>Type "help", "copyright", "credits" or "license" for more information.</p><p>>>> import seabreeze</p><p>>>> seabreeze.use('cseabreeze')</p><p>>>> from seabreeze.spectrometers import list_devices, Spectrometer</p><p>>>> devices = list_devices()</p><p> File "<stdin>", line 1</p><p> devices = list_devices()</p><p>IndentationError: unexpected indent</p><p>>>> devices = list_devices()</p><p>>>> devices</p><p>[<SeaBreezeDevice USB4000:USB4U30285>]</p><p>설치는 잘 된 것 같다. </p><p><br /></p><p><br /></p>zzZzhttp://www.blogger.com/profile/10681095313053713047noreply@blogger.com0tag:blogger.com,1999:blog-605533256599376414.post-81513719730727054222022-07-20T12:19:00.006+09:002022-07-20T12:26:45.855+09:00[번역] 바닥 난방 시스템 (Radiant floor hydronic (water) heating system)<p> 원본: https://www.instructables.com/RADIANT-FLOOR-HOT-WATER-HEATING-SYSTEM/</p><p><br /></p><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgeZrs1qBXjsNuRvzbKFENt-PBfmsZaRO3Kau66o0vTz2_jOfuXl2S1tp9wkr1L76vW8ubYk_kNrlf_9_NozwL7qboQ3cewrlO-tnYcSciNntFKUjrSxZBEWGO9gB9FJFlgrnSky0kCvRfJiijdulNWzni5Ihq2aApNBRVYOJNN8sN_GeFRJXMg-pIY7w/s613/FW4HT1UJEEUD77Q.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="463" data-original-width="613" height="303" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgeZrs1qBXjsNuRvzbKFENt-PBfmsZaRO3Kau66o0vTz2_jOfuXl2S1tp9wkr1L76vW8ubYk_kNrlf_9_NozwL7qboQ3cewrlO-tnYcSciNntFKUjrSxZBEWGO9gB9FJFlgrnSky0kCvRfJiijdulNWzni5Ihq2aApNBRVYOJNN8sN_GeFRJXMg-pIY7w/w400-h303/FW4HT1UJEEUD77Q.jpg" width="400" /></a></div><br /><p>이 문서는 slab 바닥(철근 콘크리트 구조의 바닥판을 의미) 시스템에 물을 이용한 바닥 난방을 적용하는 방법을 다루고 있다.</p><p>새집을 지어지는 동안 나무 프레임 바닥위에 콘크리트 를 부어 바닥을 만들고 거기에 다시 바닥 난방을 적용할 수 있었다.</p><p>이 시스템은 pex 파이프, 작은 펌프, 온수기, 그리고 온도 조절기를 통해서 동작한다. </p><p><br /></p><h2 style="text-align: left;">1단계: 시스템 설계</h2><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjrS5F_H96q46IfuB8KUy7-NaA6AaYuT5mmso8DWIchYrGE6kqAx98Dv74_y9ePzs97tEtwUh7pG9d0gdmkPVC5enJWarRkf0NZU9MdXU1Bm8_E2QUqHOB1SRLHAQjE8UTEhoVK--ENOy1BH2KctfIDAZZXs8c-R6QogDE8QO4T4OeXb0wB_t9KaIhbwg/s808/FF3LKYCJEEUCYN8.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="494" data-original-width="808" height="245" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjrS5F_H96q46IfuB8KUy7-NaA6AaYuT5mmso8DWIchYrGE6kqAx98Dv74_y9ePzs97tEtwUh7pG9d0gdmkPVC5enJWarRkf0NZU9MdXU1Bm8_E2QUqHOB1SRLHAQjE8UTEhoVK--ENOy1BH2KctfIDAZZXs8c-R6QogDE8QO4T4OeXb0wB_t9KaIhbwg/w400-h245/FF3LKYCJEEUCYN8.jpg" width="400" /></a></div><br /><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhEu9jsOHjA8OT6sVsuvPLa3XXPvYGzsM067Gq1sg7QWdowYHyfVVnN973tKevj-WlOAxnVN4j1YPrpPrxcKxfrT8Z2sHaO0OCSoiCoV9cYzI8iwzijP1d35XW25S-fEg1Evzpsvxf6qTFy-OztJihnRwuZAbdQlAVXBzbIQwsezoP0KjDuKlYbWLyYrg/s1008/FJF81VVJEOIM8Q1.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="436" data-original-width="1008" height="173" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhEu9jsOHjA8OT6sVsuvPLa3XXPvYGzsM067Gq1sg7QWdowYHyfVVnN973tKevj-WlOAxnVN4j1YPrpPrxcKxfrT8Z2sHaO0OCSoiCoV9cYzI8iwzijP1d35XW25S-fEg1Evzpsvxf6qTFy-OztJihnRwuZAbdQlAVXBzbIQwsezoP0KjDuKlYbWLyYrg/w400-h173/FJF81VVJEOIM8Q1.jpg" width="400" /></a></div><br /><p>부품을 구입한 공급업체(PexSupply.com)에서 전체 시스템에 대한 디자인을 구했습니다. 그들은 당신이 난방시스템에 필요로 하는 사양에 따른 무료의 Layout과 부품의 리스트도 제공합니다. 나는 바닥, 벽 및 천장에 대해 원하는 단열값과 함께 평면도를 제공하라는 요청을 받았습니다.</p><p>여러분은 또한 Uponor에서 무료 프로그램을 다운로드하여 여기에 포함 된 것보다 더 많은 정보를 읽을 수 있습니다. 저는 980 평방 피트(feet^2)의 단층 주택을 위해 단일 펌프, 단일 구역 시스템을 선택했지만 각 방에 물 공급량을 낮춤으로써 제어 할 수있는 별도의 시스템 구역을 선택했습니다.</p><p><br /></p><h2 style="text-align: left;">2단계: 충분한 단열 공급</h2><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhA68PjBuwYmu6hfpp_9ss9214AM9SyMc6qHpLkA-uTYG8UVYt1VI5SylQAxOdEYlrJfgi52Y7TGFQUXx5SACpdDlaJjRD4rsLeS59ZDRRBon2KWJfwwvhpgmQ2Hs5iOQpkCFSUFRGYGjKQu3lp3Ng-ziVLjaQvDL8bbpcCRMHb-uTclDVjvcr9X64hEQ/s887/FXGRZM3JEEUD6LH.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="666" data-original-width="887" height="300" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhA68PjBuwYmu6hfpp_9ss9214AM9SyMc6qHpLkA-uTYG8UVYt1VI5SylQAxOdEYlrJfgi52Y7TGFQUXx5SACpdDlaJjRD4rsLeS59ZDRRBon2KWJfwwvhpgmQ2Hs5iOQpkCFSUFRGYGjKQu3lp3Ng-ziVLjaQvDL8bbpcCRMHb-uTclDVjvcr9X64hEQ/w400-h300/FXGRZM3JEEUD6LH.jpg" width="400" /></a></div><br /><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjScPyMCq25ioEyNtOV6BwQhYzV40R6rPWfNYsgtS7ofwk6TdAFZ5woZxez-B87cv5_iOTaFrJjhEe9KeaLH5E_j9I2DY0jNl3wdoDPfkUefuyBH_blVBeXB4ghXeoZoOLo8xToC4Hgw37_fZG2HMEddRdXrssFKA4jVCZchwK4vMguxFtj8fOWZLxnrA/s648/FSSHW7YJEEUCYMG.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="487" data-original-width="648" height="300" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjScPyMCq25ioEyNtOV6BwQhYzV40R6rPWfNYsgtS7ofwk6TdAFZ5woZxez-B87cv5_iOTaFrJjhEe9KeaLH5E_j9I2DY0jNl3wdoDPfkUefuyBH_blVBeXB4ghXeoZoOLo8xToC4Hgw37_fZG2HMEddRdXrssFKA4jVCZchwK4vMguxFtj8fOWZLxnrA/w400-h300/FSSHW7YJEEUCYMG.jpg" width="400" /></a></div><br /><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi-242qcOXCsIungujC0AtGHXAOH9RNs-1P706uwioGiuYcG1_qKJk7qV1x9G9QVYx97EGnLYJrRYO5YAaug-eDi6u1Kvtp3iHh9XlvOmIZefT0uitBHaIOpmVUrpbAB9rXPQOLWG3Nn00w-dT0hmpSjfsJDRfEZWIY6FCXjXunLZSXK7GtJKZgHE9I5A/s648/FTLE68XJEEUD4UM.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="487" data-original-width="648" height="300" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi-242qcOXCsIungujC0AtGHXAOH9RNs-1P706uwioGiuYcG1_qKJk7qV1x9G9QVYx97EGnLYJrRYO5YAaug-eDi6u1Kvtp3iHh9XlvOmIZefT0uitBHaIOpmVUrpbAB9rXPQOLWG3Nn00w-dT0hmpSjfsJDRfEZWIY6FCXjXunLZSXK7GtJKZgHE9I5A/w400-h300/FTLE68XJEEUD4UM.jpg" width="400" /></a></div><br /><p>첫 번째 단계는 기초벽(옹벽) 내부에 자갈로 바닥을 깔고 그위에 수증기를 막아줄 장벽을 설치한다. 그런 다음 단열을 수행하였습니다. 나는 온기가 땅속으로 내려가지 않고 위쪽으로 올라가도록 돕기위해 추가의 (견고한)단열재 – R15 –를 사용했습니다. </p><p><br /></p><h2 style="text-align: left;">3단계: 보강 와이어 설치와 파이프 배치 준비</h2><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj9O0d3Yu3NCZYxJyHGzJPVjiWJ_5uBKwq3cMGgKEmNACVe_L1fFXXvszy_dcfAt2nj83YQulrcoON2EOx1lPj8D8pbH7QG9zi-utmVoWvwbWTNjXZcc-wLx_Xbv4tXxopGb47FvequJoaWzAcfpss1mFr4Ju9jTesHQy5eQ8t4dCfHLiJgrG5uHbp18w/s648/FIP1CNTJEEUCYTG.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="487" data-original-width="648" height="300" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj9O0d3Yu3NCZYxJyHGzJPVjiWJ_5uBKwq3cMGgKEmNACVe_L1fFXXvszy_dcfAt2nj83YQulrcoON2EOx1lPj8D8pbH7QG9zi-utmVoWvwbWTNjXZcc-wLx_Xbv4tXxopGb47FvequJoaWzAcfpss1mFr4Ju9jTesHQy5eQ8t4dCfHLiJgrG5uHbp18w/w400-h300/FIP1CNTJEEUCYTG.jpg" width="400" /></a></div><div class="separator" style="clear: both; text-align: center;"><br /></div><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiEDfvp5zNF8N4VnZBMdUKw2oslHq3Edx9bLJ66wpJwB65qZJlnVzRgFJEdZFQh7dTgS4iLO11EGt2RV_GGE0pzJFk8xcZv6cKAOL1i-f3AT96knBGO_iH0DTmi7ZQTJveB4fdGPfOgBjWCQRP1bSib9-kiVR79n2PZ3rVBwJIhaPSitWYe9aVJf8lTTQ/s648/FBXHYK2JEEUCYMM.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="447" data-original-width="648" height="276" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiEDfvp5zNF8N4VnZBMdUKw2oslHq3Edx9bLJ66wpJwB65qZJlnVzRgFJEdZFQh7dTgS4iLO11EGt2RV_GGE0pzJFk8xcZv6cKAOL1i-f3AT96knBGO_iH0DTmi7ZQTJveB4fdGPfOgBjWCQRP1bSib9-kiVR79n2PZ3rVBwJIhaPSitWYe9aVJf8lTTQ/w400-h276/FBXHYK2JEEUCYMM.jpg" width="400" /></a></div><br /><div class="separator" style="clear: both; text-align: justify;"><span style="text-align: left;">콘크리트 보강 와이어라고하는 6×6의 용접된 와이어 패브릭 (WWF)을 추가하고 이를 사용하여 파이프를 묶는데 사용하였습니다. 나는 1/2"의 pex 파이프 1,000 피트의 롤을 샀습니다. 더 작은 롤(여러개)를 사용할 수 있지만, 나는 콘크리트 바닥에 파이프의 연결부를 만들기를 원지 않았습니다. 파이프는 이렇게 긴 코일형태로 다루기가 매우 어려운데, 큰 스풀(공간)을 만들고 돌리 바퀴를 추가해서 내가 파이프를 풀면 내 주위에 따라오도록 만들었다. 이러한 방식은 집안에 배선을 할때 유용했습니다. </span></div><p><br /></p><h2 style="text-align: left;">4단계: 전체 공간을 연속적으로 배선하기</h2><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjKUqczQHe81UO6MIcx6gC6zt_7FvR5girXpu9_WPq0L_izAnfPqIygXe30ALmBI6tgv5r1Gt1d92yw6rs233D8Y2ahwb2DNT9lXAp8Y__GVAkJ20br3nIBLUKmLslkBRiZViuXq4embfIPOwQXMKpag1o9iw6X1tZ_RCc--hKT6u2LDHGVp_aiwYUVUw/s648/FUN1X94JEEUCYML.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="648" data-original-width="487" height="400" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjKUqczQHe81UO6MIcx6gC6zt_7FvR5girXpu9_WPq0L_izAnfPqIygXe30ALmBI6tgv5r1Gt1d92yw6rs233D8Y2ahwb2DNT9lXAp8Y__GVAkJ20br3nIBLUKmLslkBRiZViuXq4embfIPOwQXMKpag1o9iw6X1tZ_RCc--hKT6u2LDHGVp_aiwYUVUw/w300-h400/FUN1X94JEEUCYML.jpg" width="300" /></a></div><div class="separator" style="clear: both; text-align: center;"><br /></div><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi3fF4_eO2xeWdPyvGr_tpS4qSc5ki-VOIidZbfgpA3eSVQ533wbynvDvOXBqRmTxRYcJ4AI45unNb47LYFp_8QBOEHH3yQm6k82g5A2YYfGlY5X-Ho0AQ8HioROAb9Ebg8QqpfeAdtHCFE3Lj9Q1NHCM9-dFd9PN6qTzCIFlsSejsb7WTII-iM4e5f_Q/s648/FMAJO47JEEUCYMQ.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="487" data-original-width="648" height="300" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi3fF4_eO2xeWdPyvGr_tpS4qSc5ki-VOIidZbfgpA3eSVQ533wbynvDvOXBqRmTxRYcJ4AI45unNb47LYFp_8QBOEHH3yQm6k82g5A2YYfGlY5X-Ho0AQ8HioROAb9Ebg8QqpfeAdtHCFE3Lj9Q1NHCM9-dFd9PN6qTzCIFlsSejsb7WTII-iM4e5f_Q/w400-h300/FMAJO47JEEUCYMQ.jpg" width="400" /></a></div><br /><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiOBxqgcrTvk52RoaLvBW4QWhfSMpwXEyXAxiZyM06As_Al9w9o-rGHunVpVAFt0aYYPDWZc1REbRBSS_drwVLXpgjHnGHZk5u_Y8e7YzpFZ84GI3U5BXfTzPGlaDxnie2sXjiGzwi3jTSkOjysDBXXDFW97vEZ7lUvkTksqk_tSBDpN_s3G6G7S5Q0eQ/s648/FW7HI9TJEEUCYMV.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="487" data-original-width="648" height="300" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiOBxqgcrTvk52RoaLvBW4QWhfSMpwXEyXAxiZyM06As_Al9w9o-rGHunVpVAFt0aYYPDWZc1REbRBSS_drwVLXpgjHnGHZk5u_Y8e7YzpFZ84GI3U5BXfTzPGlaDxnie2sXjiGzwi3jTSkOjysDBXXDFW97vEZ7lUvkTksqk_tSBDpN_s3G6G7S5Q0eQ/w400-h300/FW7HI9TJEEUCYMV.jpg" width="400" /></a></div><div class="separator" style="clear: both; text-align: center;"><br /></div><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjBFhKWdMKnVJOIxuoJkrZfC3mCTBsXZ9UidnyinvoDkQJQzig5W7-VT-Xst0nvPTSMXfv_UODS1WO2AQI75TE32nRBypxWNeqLQmKeXlb7YnQRL6LdrteQJdswum1KbUUW7QkPz50ZQwWDBe7Dt2Ob0OFQmceSy5J3ZuJdnG87t1RYg9-8Td6YgGlvrg/s648/FJJ12YXJEEUCYMZ.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="487" data-original-width="648" height="300" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjBFhKWdMKnVJOIxuoJkrZfC3mCTBsXZ9UidnyinvoDkQJQzig5W7-VT-Xst0nvPTSMXfv_UODS1WO2AQI75TE32nRBypxWNeqLQmKeXlb7YnQRL6LdrteQJdswum1KbUUW7QkPz50ZQwWDBe7Dt2Ob0OFQmceSy5J3ZuJdnG87t1RYg9-8Td6YgGlvrg/w400-h300/FJJ12YXJEEUCYMZ.jpg" width="400" /></a></div><div class="separator" style="clear: both; text-align: center;"><br /></div><p>유틸리트 코어의 pex 파이프의 각 길이는 설치할 공간에 회로 형태를 이루도록 되어 있고, 원래의 시작된 곳으로 되돌아 와서 closed-loop 열시스템을 통해서 물이 순환하도록 되어 있습니다. 나는 펙스 파이프를 묶기 위해 지퍼 타이를 사용했습니다. 도면/계획에서 보듯이 모든 파이프는 다이어그램 / 계획에 따라 모든 파이프는 유틸리티 코어에서 끝나고 내부의 복사 바닥 시스템에 연결됩니다.</p><p>나는 파이프가 벽을 세우는 데 필요한 3/4 "전기 도관 각도를 통해 파이프를 미끄러 뜨린 다음 3/4"PVC 파이프로 미끄러 져서 건축 과정에서 똑바로 유지하고 보호했습니다. 구역 (주방, 욕실, 거실 등)에 따라 PVC 파이프에 라벨을 붙였습니다.</p><p>우리는 모든 파이프가 떨어진 곳을 정확히 기억할 수 있도록 많은 레이아웃 사진을 찍었습니다. 벽장 용 접시에 못을 박고 난방 시스템에 구멍을 뚫고 싶지 않았습니다. </p><div><h2 style="text-align: left;">5단계: 콘크리트 슬라브에 대한 준비 완료</h2><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgGqXox-YSygTBK1tJT6R5vEKle651F8VOSmNgSIVsYHajY89VU88y-h0SDKVZMIC6isC45KvZFylRKW4x1JhFHnornWN7ehEMq6V_ZL2sSNt2WcN4HUT8wJfUvBS1AYQrdkGS6_hSq5Q9jQe3_vv1XG6baFYq7v66JIlz3At4npPD-ROTJ2ZmNO1hsgA/s648/FJH6ULUJEEUCZU8.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="487" data-original-width="648" height="300" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgGqXox-YSygTBK1tJT6R5vEKle651F8VOSmNgSIVsYHajY89VU88y-h0SDKVZMIC6isC45KvZFylRKW4x1JhFHnornWN7ehEMq6V_ZL2sSNt2WcN4HUT8wJfUvBS1AYQrdkGS6_hSq5Q9jQe3_vv1XG6baFYq7v66JIlz3At4npPD-ROTJ2ZmNO1hsgA/w400-h300/FJH6ULUJEEUCZU8.jpg" width="400" /></a></div><br /><div>드디어, 나는 콘크리트 받침블럭을 설치하고, 철근을 묶었다. 이 모든 것은 콘크리트 바닥을 위한 표준적인 작업이다.</div><div><br /></div><h2 style="text-align: left;">6단계: 누수 확인</h2><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEix3wO2WzRV8W9GikYiGcOAXfZCPnDx2xniEiGL6hHiTSoA3Yz2loDetkwLXecHvclwWWgk7MjcMJVdGkn9RewmSQPhLoOwPOxUGvbgLO1PUovoZXs8gKb7WYr1D5S8-cZaPomSFn69LairZyocAVDLpXG9k72rBQ-k5e3vPDhtNSzDD3tSIEXZF7SfWQ/s648/FVMO9N0JEEUCYN0.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="648" data-original-width="487" height="400" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEix3wO2WzRV8W9GikYiGcOAXfZCPnDx2xniEiGL6hHiTSoA3Yz2loDetkwLXecHvclwWWgk7MjcMJVdGkn9RewmSQPhLoOwPOxUGvbgLO1PUovoZXs8gKb7WYr1D5S8-cZaPomSFn69LairZyocAVDLpXG9k72rBQ-k5e3vPDhtNSzDD3tSIEXZF7SfWQ/w300-h400/FVMO9N0JEEUCYN0.jpg" width="300" /></a></div><br /><div><br /></div><div>나는 또한 모든 파이프를 함께 묶고, 내부에 공기로 압력을 가하였다. 나는 그져 파이프 위에 4" 높이의 콘크리트를 붓기전에 누수가 없는지 확인하고자 하였다.</div><div><br /></div><h2 style="text-align: left;">7단계: Slab 붓기</h2><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhoDFlgboH3mbmbSoPDScIVo16puM1rt5Km7Ync_k-5yZ1b96B-dU_WR7y4NrR-pm5hzCEK88TZqihF21DyOBr-D5qzc00V3ohk9JdnKnsDgZhgwxBE6PuNvVoVO4_Lf_LI0ycQv1bn8eQFjP0v1j6tzozps2IAIf8s0V-SU_QV9_2TQazmto1EbQkpgw/s648/F9A6GD1JEEUD1DN.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="486" data-original-width="648" height="300" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhoDFlgboH3mbmbSoPDScIVo16puM1rt5Km7Ync_k-5yZ1b96B-dU_WR7y4NrR-pm5hzCEK88TZqihF21DyOBr-D5qzc00V3ohk9JdnKnsDgZhgwxBE6PuNvVoVO4_Lf_LI0ycQv1bn8eQFjP0v1j6tzozps2IAIf8s0V-SU_QV9_2TQazmto1EbQkpgw/w400-h300/F9A6GD1JEEUD1DN.jpg" width="400" /></a></div><br /><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh7HtDhT6WOTP-uCH9lC7s-cjOaFVy9p1akIr3BN1LdYZ2rd1JGcKoiGFObArMe5t5pALSAXdM5Ja6JqlePvNcADSWXAzlP2JCFRrD8lVhzbOXWQ6GQ1LuXu-FOUSuizEUkWWZnmzvWabhapTHg9GIptaOUZgKlIBN24pm9rY67ooD2pn2v4cBokHVjag/s789/FVV9BTGJEEUD1R1.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="789" data-original-width="576" height="400" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh7HtDhT6WOTP-uCH9lC7s-cjOaFVy9p1akIr3BN1LdYZ2rd1JGcKoiGFObArMe5t5pALSAXdM5Ja6JqlePvNcADSWXAzlP2JCFRrD8lVhzbOXWQ6GQ1LuXu-FOUSuizEUkWWZnmzvWabhapTHg9GIptaOUZgKlIBN24pm9rY67ooD2pn2v4cBokHVjag/w293-h400/FVV9BTGJEEUD1R1.jpg" width="293" /></a></div><br /><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi8eiv3b18mV7bBLggMey8oWsV7-WMYIWrRHdFYEoA0wiuSGK9oqalG6Gwg6FUukO6q1pvaOzBoDExozWEpLIv_KwbfKiMCVwhYvmYeRN3gvWx108ecrOca19IikKPFTIWiipZwAKcYYBLUigFTeDUa0kBs6A5zVmdfvP0Usrzs7rd_3sZvtwb3r2Qquw/s648/FZMIG4OJEEUD1DA.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="486" data-original-width="648" height="300" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi8eiv3b18mV7bBLggMey8oWsV7-WMYIWrRHdFYEoA0wiuSGK9oqalG6Gwg6FUukO6q1pvaOzBoDExozWEpLIv_KwbfKiMCVwhYvmYeRN3gvWx108ecrOca19IikKPFTIWiipZwAKcYYBLUigFTeDUa0kBs6A5zVmdfvP0Usrzs7rd_3sZvtwb3r2Qquw/w400-h300/FZMIG4OJEEUD1DA.jpg" width="400" /></a></div><br /><div><br /></div><div>그리고 이제 모든 부분이 덮여지게 된다! 작업을 잘 알고 있는 작업자들이 4" Slab를 붓고 확인하였다. 이 작업은 아주 훌룡하게 마무리 되었습니다. 이 작업이 마무리된 후에, 집을 지어 올리는 작업으로 전환하였다. 나는 내 패이스로 아주 많은 작업을 혼자 해왔기 때문에, 이 난방시스템을 설치하는데 소요된 시간은 2년정도 걸렸다.</div><div><br /></div><h2 style="text-align: left;">8단계: 설정하기!</h2><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi3B2lkKKDIUm00W1KHj4g9MTDMLTglgfDJekpk2nI6W2_dPVEKoiNm4o0HVfL6P1Pw23u8NMiiqu8TGZnYc-7LviII6ggSWCXCOskYirQdGTMQypCc_2TQfL0AfzW3I8_SzHhWYZp9Vqdq9aDR3OAhy-sdwPL3fipQ27eMb2EN4oqLRlaMEkoYIYn8uA/s900/FH2ZJOBJEEUCZZD.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="549" data-original-width="900" height="244" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi3B2lkKKDIUm00W1KHj4g9MTDMLTglgfDJekpk2nI6W2_dPVEKoiNm4o0HVfL6P1Pw23u8NMiiqu8TGZnYc-7LviII6ggSWCXCOskYirQdGTMQypCc_2TQfL0AfzW3I8_SzHhWYZp9Vqdq9aDR3OAhy-sdwPL3fipQ27eMb2EN4oqLRlaMEkoYIYn8uA/w400-h244/FH2ZJOBJEEUCZZD.jpg" width="400" /></a></div><br /><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgvEzcb6a2Hsj5Iqf1yPmNUMHLohXqVQOQgccrLZsByqFV4wvU5WWXwIBBqsxtsugeyx_ysyymwET0khK6YduFnlHpByP_iM4J1Tc9J_b9as_yP2k9Hjh1Yb3QrCnLLgsASTzp7FqtF9E7XeC-GhtP5gxPSSDHI_FaFwoLcK0SheYK5eUvdlyb-5EFdBg/s828/FZYXP86JEEUCYNH.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="828" data-original-width="537" height="400" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgvEzcb6a2Hsj5Iqf1yPmNUMHLohXqVQOQgccrLZsByqFV4wvU5WWXwIBBqsxtsugeyx_ysyymwET0khK6YduFnlHpByP_iM4J1Tc9J_b9as_yP2k9Hjh1Yb3QrCnLLgsASTzp7FqtF9E7XeC-GhtP5gxPSSDHI_FaFwoLcK0SheYK5eUvdlyb-5EFdBg/w260-h400/FZYXP86JEEUCYNH.jpg" width="260" /></a></div><br /><div><br /></div><div>나는 두 개의 온수기로 많은 방을 감당하는 큰 utility core를 만들었다; 한 개는 낮은 온도로 설정하게 될 마루를 위한 것이고, 다른 것은 나를 위해 온도를 조절 할 수 있게 시스템화 되어 있다. 순간 온수를 위한 옵션도 있다. 하지만, 그러한 비용을 쓰고 싶지 않았다. 난 그져 표준 40갤론의 온수기를 2백달러를 구매했다.</div><div><br /></div><h2 style="text-align: left;">9단계: 연결하기!</h2><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh5IOHY-cREL3oIUOC9HBOY1Nb4HkZ9As0o9CmC-UQZ3AA6xof01KLTLjQQ0zIrYJ_JiBKvjWaDtcJEVXLXc3NEK8z0LVbIsxoDb2B9CYToui_6hAfhCVE0l25PZ7bcqAkEUcd7QShIHFy7h7_-39El4I0vy_oA8EdbwNGklXH-0r5l5tb1QAhtWB7nLQ/s278/F1S02D7JEEUD3I6.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="278" data-original-width="186" height="400" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh5IOHY-cREL3oIUOC9HBOY1Nb4HkZ9As0o9CmC-UQZ3AA6xof01KLTLjQQ0zIrYJ_JiBKvjWaDtcJEVXLXc3NEK8z0LVbIsxoDb2B9CYToui_6hAfhCVE0l25PZ7bcqAkEUcd7QShIHFy7h7_-39El4I0vy_oA8EdbwNGklXH-0r5l5tb1QAhtWB7nLQ/w268-h400/F1S02D7JEEUD3I6.jpg" width="268" /></a></div><br /><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi2ExAXHMqSJ4MbODJ065JOIglurc2Ponn1X7sb8b7b3CWsB8Io0GyKmF8k1qDbQwl_vXxCBQZbBtOYUYmBGJktAxT8RYOqL84gzDKknZkxpCIQzX79MpEOJBlY947chj4w4x0yQp8b_2qgeF0OjhGaD0McmPkO5G5CMkt7xyAPwg9k3cAyw6phbRAYQw/s792/F963KTIJEEUD4MS.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="743" data-original-width="792" height="375" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi2ExAXHMqSJ4MbODJ065JOIglurc2Ponn1X7sb8b7b3CWsB8Io0GyKmF8k1qDbQwl_vXxCBQZbBtOYUYmBGJktAxT8RYOqL84gzDKknZkxpCIQzX79MpEOJBlY947chj4w4x0yQp8b_2qgeF0OjhGaD0McmPkO5G5CMkt7xyAPwg9k3cAyw6phbRAYQw/w400-h375/F963KTIJEEUD4MS.jpg" width="400" /></a></div><br /><div><br /></div><div>난방 시스템은 온수 흐름을 제어하는 릴레이 스위치가 연결된 온도계로 구성되어 있다. 온도계는 거실에 위치해 놓았다. 거실은 집의 정 중앙에 위치해있다. 나는 집을 처음부터 지어왔기 때문에, 벽에 전선을 넣고 utility core로 뽑아내는데 수월할 수 있었다. 릴레이는 동작할 때 시스템에 알려준다. 펌프가 동작하고 물이 온수기를 통해서 마루 바닥으로 이동한다. 다시 마루 바닥의 물은 다시 온수기로 되돌아 온다. 여러분들이 사진과 같은 게이지 숫자를 확인할 수 있다면, 공급되는 물은 100도이고 되돌아 오는 물은 80도 정도임을 확인 할 수 있다.</div><div><br /></div><h2 style="text-align: left;">10단계: 문제 대응</h2><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh6B9tnUL1gnMWHP1QpU6FBc5OqHU75wwT9FWvbneHETl_vV_EYCAQVYTB6n_G-iMGDZ7nqnbhTIlfHycGZX8HXPilUv5v4vx5Cilx7Nkg5-z68uATdK0s2ExRgiiZ0JXJE_MZ378tzY9oTB4piopfD7_WMHV2E2J1q1kBFBvlBEkvFh4EaQ5e3DrM_Uw/s652/FG9S1D1JEEUD3DK.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="490" data-original-width="652" height="300" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh6B9tnUL1gnMWHP1QpU6FBc5OqHU75wwT9FWvbneHETl_vV_EYCAQVYTB6n_G-iMGDZ7nqnbhTIlfHycGZX8HXPilUv5v4vx5Cilx7Nkg5-z68uATdK0s2ExRgiiZ0JXJE_MZ378tzY9oTB4piopfD7_WMHV2E2J1q1kBFBvlBEkvFh4EaQ5e3DrM_Uw/w400-h300/FG9S1D1JEEUD3DK.jpg" width="400" /></a></div><br /><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgg4al1XcoVDMK3EaXHEnMkMfzRfcgz3nrNLZw6wA8LyiAoJ6OleJp90xiOtqT-aL3r3sfmeQJuEYU2oct0onhQs8CN6P_GMLS913vCOEc4rMLyAZAIJCoa2RzMlKvCYSu0tMEYagmrnKuOCJ-aGxtswGYAHaAHzoo5ciYgQLfcYK4lVyKs9l2XlIh-5A/s300/FX5MCC6JEEUD3KY.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="228" data-original-width="300" height="304" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgg4al1XcoVDMK3EaXHEnMkMfzRfcgz3nrNLZw6wA8LyiAoJ6OleJp90xiOtqT-aL3r3sfmeQJuEYU2oct0onhQs8CN6P_GMLS913vCOEc4rMLyAZAIJCoa2RzMlKvCYSu0tMEYagmrnKuOCJ-aGxtswGYAHaAHzoo5ciYgQLfcYK4lVyKs9l2XlIh-5A/w400-h304/FX5MCC6JEEUD3KY.jpg" width="400" /></a></div><br /><div><br /></div><div>첫 번째 이슈는 한 번 모든 것이 연결되면 내부의 공기는 다 배출된 하지만, 파이프에 남아 있는 공기는 이 첫번째 이슈를 야기한다. 나는 공기가 다 빠져 나갈때까지, 거품을 빼는 작업을 하였다. 두 번째 이슈는 펌프의 크기이다. 설계된 시스템에 적합한 한 개의 펌프로 나의 집에 충분히 온수를 공급할 것으로 믿었다. 하지만, 그렇지 않았다. 펌프는 900피트의 1/2" 파이프에 수압을 견딜 수 있도록 충분히 강해야 한다.</div><div>여러분은 head의 길이를 계산함으로써 사전에 요구사항을 결정할 수 있다. 마지막으로 펌프의 연결 부위를 짧게하고, 펌프를 추가 주문해서 두 개로 운용해서 시스템은 훌룡하게 동작하고 있다. 펌프는 그리 자주 틱틱거리지 않고 집은 따뜻하게 유지된다. 나는 CenTech 적외선 온도로 잘동작 하는지 확인했다.</div><div><br /></div><h2 style="text-align: left;">11단계: 포근한 집을 즐기세요!</h2><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjow9zHbxJIcHVXm5nWA0JHDf5plGAHTuI01y9-HLjcLi5NIwBNezRzqTNdmqu6eXVwO0MvmQNBnYTssvuamR3ksw-nq83hu4-b8ZlmIk2NfXdS24tXME1BXJMLJFdVV2Oxr_4Ux2L4wM0pFbURPJNv269kWkNOvOYjFQRtdJVrpPCiIMAEplzZU5eSwg/s709/F8CLAXFJEEUD6U3.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="648" data-original-width="709" height="365" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjow9zHbxJIcHVXm5nWA0JHDf5plGAHTuI01y9-HLjcLi5NIwBNezRzqTNdmqu6eXVwO0MvmQNBnYTssvuamR3ksw-nq83hu4-b8ZlmIk2NfXdS24tXME1BXJMLJFdVV2Oxr_4Ux2L4wM0pFbURPJNv269kWkNOvOYjFQRtdJVrpPCiIMAEplzZU5eSwg/w400-h365/F8CLAXFJEEUD6U3.jpg" width="400" /></a></div><br /><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiEJrgbKx8k3gSXTZmewnWYTXYYtksnAfTdpTKld15w7caYKMNhC3nN1OZreUQk9P68oDSGUNjDE-Vy5hhNlZ5_sZveQixize58c9tIHXOLWZNp3HiU0pmLfSYwpQ3SX4dLsfXeULUorg-EQJa6a_XJNIgSKl8wMsmWmMtdCuVeTcIsj_Po4R3J_n8aDQ/s300/FV1FSKIJEEUD3PW.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="275" data-original-width="300" height="367" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiEJrgbKx8k3gSXTZmewnWYTXYYtksnAfTdpTKld15w7caYKMNhC3nN1OZreUQk9P68oDSGUNjDE-Vy5hhNlZ5_sZveQixize58c9tIHXOLWZNp3HiU0pmLfSYwpQ3SX4dLsfXeULUorg-EQJa6a_XJNIgSKl8wMsmWmMtdCuVeTcIsj_Po4R3J_n8aDQ/w400-h367/FV1FSKIJEEUD3PW.jpg" width="400" /></a></div><br /><div><br /></div><div>애완동물은 마루의 아주 따뜻한 부분에 누워서 어디에 파이프가 위치하고 있는지를 알려준다. 집 내부는 consistent 68도로 유지되면서 온 겨울내내 훌룡한 나날을 보냈다. 작은 펌프에서는 조용한 흠...하는 소리이외는 다른 잡음은 없이 통상적인 온수기 소리가 나온다. 통풍구에서 뜨꺼운 먼지 바람도 없고, 너무 뜨겁거나 너무 춥거하 하는 나무 난로를 켜지 않아도 되었다. 그리고 효율 측면에서 980평방 피트의 단열이 잘된 집에서 서부 Oregon주의 가장 추운 달동안 평균 33KW정도 소비하였다. 우리의 전기 회사의 에너지 전문가가 "Wow!"라고 이야기 했고, 이 의미는 좋은 의미로 이야기 하였다.</div><div><br /></div><div>나는 비상시를 위해서 여분의 펌프와 소모될 수 있는 유일한 부품은 온수기를 구매했다. 나에게 모든 작업을 하는데 소요된 총비용은 $1,700정도이다.</div><div><br /></div><div>이 이야기의 짧은 버전은 나의 블로그에서 볼 수 있다. Wildcat Man.</div></div>zzZzhttp://www.blogger.com/profile/10681095313053713047noreply@blogger.com0tag:blogger.com,1999:blog-605533256599376414.post-46853582605134006072022-07-10T14:01:00.003+09:002022-07-10T14:01:14.063+09:00FreeCad, Debian Test에서 사라지다.<p> 어느날 부터인가 libboost가 업그레이드가 안되더니 수작업으로 업그래드 한 후 갑자기 freecad가 자동으로 사라져 버렸다. test 리포지터리에서 사라진것 같다. </p><p> freecad 홈페이지에 가 보았더니 처음에 experimental로 올리고 나중에 testing으로 전환된다고 한다. 아마도 지금은 experimental에서 testing으로 전화되기 중간과정에서 기존 버전을 내리는 과정에 있는 것 같다. 언제 올라올지 몰라서 현재 패키지 리포지터리에 unstable 을 추가하고, freecad만 설치한후 다시 unstable 소스 리포지터리를 주석처리해서 다른 패키지에 영향을 안주도록 만들었다.</p><p><br /></p><pre>deb <a class="external free" href="http://ftp.us.debian.org/debian/" rel="nofollow">http://ftp.us.debian.org/debian/</a> testing main contrib non-free
# deb-src <a class="external free" href="http://ftp.us.debian.org/debian/" rel="nofollow">http://ftp.us.debian.org/debian/</a> testing main contrib non-free
deb <a class="external free" href="http://security.debian.org/debian-security" rel="nofollow">http://security.debian.org/debian-security</a> testing/updates main contrib non-free
# deb-src <a class="external free" href="http://security.debian.org/debian-security" rel="nofollow">http://security.debian.org/debian-security</a> testing/updates main contrib non-free
deb <a class="external free" href="http://ftp.us.debian.org/debian/" rel="nofollow">http://ftp.us.debian.org/debian/</a> unstable main contrib non-free
# deb-src <a class="external free" href="http://ftp.us.debian.org/debian/" rel="nofollow">http://ftp.us.debian.org/debian/</a> unstable main contrib non-free</pre>zzZzhttp://www.blogger.com/profile/10681095313053713047noreply@blogger.com0tag:blogger.com,1999:blog-605533256599376414.post-64167892969776114022022-03-04T14:19:00.003+09:002022-03-04T14:19:20.360+09:00NodeJS 버전 문제 해결 방안<p> NodeJS를 데비안 패키지 관리자로 유지해서 사용하면 버전이 12로 설치된다. </p><p>이것저것 하다보면 npm install 단계에서 NodeJS가 버전업하면서 변경된 부분에서 문제를 발생시킨다.</p><p>stack Error: `make` failed with exit code: 2</p><p>를 위시로하여 많은 문제점들을 보여준다.<br /></p><p>/usr/include/nodejs/deps/v8/include/v8config.h:328:3: note: in definition of macro ‘V8_DEPRECATED’</p><p>이건 Chrome’s V8 JavaScript engine의 기능 중 지원 중단된 기능이 있다고 경고해 주는 메시지로 보인다. 아마도 현재사용하는 NodeJS의 버전이 과거 버전이라고 알려주는 것으로 파악된다.</p><p></p><p>../../nan/nan_object_wrap.h:124:26: error: ‘class Nan::Persistent<v8::Object>’ has no member named ‘IsNearDeath’<br /> 124 | assert(wrap->handle_.IsNearDeath());<br /></p><p>이것도 같은 맥락으로 보여지는데 v8::Object의 메서드 중 IsNearDeath이 없다고 하는 에러이고, 이외에도 v8기능이 존재는 하는데 요구되는 기능에 대응하는 메서드가 없거나 약간 다른 형태로 존재해서 문제가 발생하거나 하는 에러메시지들이다.</p><p>npm ERR! ../../nan/nan_implementation_12_inl.h:103:42: error: cannot convert ‘v8::Isolate*’ to ‘v8::Local<v8::Context>’<br />npm ERR! 103 | return scope.Escape(v8::Function::New( isolate<br />npm ERR! | ^~~~~~~<br />npm ERR! | |<br />npm ERR! | v8::Isolate*<br />npm ERR! In file included from /usr/include/nodejs/src/node.h:67,<br />npm ERR! from ../src/addon.cpp:1:<br /></p><p>이건, /usr/include/nodejs/src/node.h에 있는 기능과 설치할 패키지의 소스가 요구하는 기능이 서로 맞지 않아서 생기는 문제로 보인다. 아무튼 이러한 종류의 문제들이 많다.</p><p>그래서, NodeJS의 LTS(Long Term Support )버전인 16을 설치해 보아야 하는 것이 옳은 결정인것 같다. 하지만, 이 문제가 아닐 경우 되돌릴 수 있는 방법도 생각해 보아야 하기 때문에, 바로 설치 하기 보담, nvm이라고 하는 NodeJS Version Manager라는 것을 설치하고 여러 버전의 NodeJS를 설치하고 관리하는 방법으로 시도해 보고자 한다.</p><p>먼저, nvm을 설치해야 한다. 데비안 패키지 관리자를 통해서 설치해 보려고 하는데 없다. 직접 다운로드하거나, nvm의 공식 사이트에서 제공하는 소스트리를 통해서 설치해야 한다. 그래서 공식 사이트에서 제공하는 소스트리를 추가하고 데비안 패키지 관리자를 통해서 설치해 본다.</p><p>사전 준비 작업</p><pre class="terminal"><code class="terminal-user">$ sudo apt update && sudo apt install curl -y</code></pre><pre class="terminal"><code class="terminal-user">nvm 제공 사이트에서 nvm설치, 시스템 설정 및 환경 설치해주는 스크립트 다운로드</code></pre><pre class="terminal"><code class="terminal-user"><code class="terminal-user">$ curl https://raw.githubusercontent.com/creationix/nvm/master/install.sh | bash</code> </code></pre><pre class="terminal"><code class="terminal-user">그럼 새롭게 설정된 환경 변수를 다시 로딩한다.</code></pre><pre class="terminal"><code class="terminal-user">$ </code><code class="terminal-user"><code class="terminal-user">source ~/.profile </code></code></pre><pre class="terminal"><code class="terminal-user"><code class="terminal-user">현시점에서 사용가능한 NodeJS 버전 살펴보기</code></code></pre><pre class="terminal"><code class="terminal-user"><code class="terminal-user">$ nvm ls-remote</code></code></pre><pre class="terminal"><code class="terminal-user"><code class="terminal-user">시도해볼 버전을 설치해본다. 여기선 v16으로 해본다.</code></code></pre><pre class="terminal"><code class="terminal-user"><code class="terminal-user"><code class="terminal-user">$ nvm install v16.14.0</code></code></code></pre><pre class="terminal"><code class="terminal-user"><code class="terminal-user"><code class="terminal-user">여기까지 하면 현재 시스템에 두개의 버전(현재 설치되어 있던 v12와 새로설치된 v16)이 동시에 존재하게 된다.</code></code></code></pre><pre class="terminal"><code class="terminal-user"><code class="terminal-user"><code class="terminal-user">이 부분은 다음 명령어로 확인할 수 있다.</code></code></code></pre><pre class="terminal"><code class="terminal-user"><code class="terminal-user"><code class="terminal-user">$ nvm list</code></code></code></pre><pre class="terminal"><code class="terminal-user"><code class="terminal-user"><code class="terminal-user">그럼 사용하고 싶은 버전으로 변경은 다음의 명령어로 할 수 있다. 여기선 v16.14.0으로 변경해 본다.</code></code></code></pre><pre class="terminal"><code class="terminal-user"><code class="terminal-user"><code class="terminal-user">$ </code></code></code><code class="terminal-user">nvm use 16.14.0</code></pre><pre class="terminal"><code class="terminal-user">그리고 필요없는 버전은 다음의 명령어로 제거할 수 있다.</code></pre><pre class="terminal"><code class="terminal-user">$ nvm uninstall v9.5.0</code></pre><pre class="terminal"><code class="terminal-user"> </code></pre>zzZzhttp://www.blogger.com/profile/10681095313053713047noreply@blogger.com0tag:blogger.com,1999:blog-605533256599376414.post-51692068702189679572022-02-02T13:58:00.004+09:002022-02-02T13:59:40.598+09:00Linux System Management<p> # Avoid clicking sound from hdd<br />$ hdparm -B 254 -S 241 /dev/sda<br />## /etc/hdparm.conf<br />/dev/sda {<br /> apm = 254<br /> apm_battery = 254<br /> spindown_time = 241<br />}<br /><br /># Grub screen resolution<br />## /etc/default/grub<br />uncomment as GRUB_GFXMODE=800x600<br />$ update-grub<br /><br /># Keyboard remapping; capslock into ctrl, and swap Left Window with Left Alt<br />## Check available options<br />$ grep alt /usr/share/X11/xkb/rules/evdev.lst | grep win<br />## /etc/default/keyboard<br />XKBOPTIONS="ctrl:nocaps, altwin:swap_lalt_lwin"<br /><br /># Install vscode<br />$ curl -sSL https://packages.microsoft.com/keys/microsoft.asc | sudo apt-key add -<br />$ sudo add-apt-repository "deb [arch=amd64] https://packages.microsoft.com/repos/vscode stable main"<br />$ sudo apt install code<br /><br /># Install emacs<br />$ sudo apt install emacs-nox<br />## emacs goodies<br />$ apt install elpa-irony elpa-flycheck elpa-ggtags<br /><br /># Install KeePassXC, Gaculator, Visual Studio Code, LimeSuite GUI, Meld, QtCreator, Sublime Text, Spinnaker, FreeCad, GIMP, ImageJ, LibreCad, Shotwell, Meshlab, Chromeium, Firefox, ThunderBird, Skype, Remote Viewer, Telegram, Kicad, Fish, Disk Usage Analyzer, GParted, CuteCom, libvirt, Vitual Machine Viewer, Barrier, <br /><br /># Install LibreOffice <br />Prof-XFCE-theme-1.2, Papirus-Light, <br /><br />pycharm, <br /><br /><br /># Delete APT cache<br />$ apt autoclean<br /><br /># Delete unneccessary APT packages<br />$ apt autoremove<br /><br /># Delete systemd journal logs<br />$ journalctl --disk-usage<br />$ journalctl --vacuum-time=3d<br /><br /># Delete log files<br />$ rm -v /var/log/*log*<br /><br /># Analyze booting process in terms of time cosuming<br />$ systemd-analyze blame<br />## In case of too long consuming service<br />$ systemctrl disable $(service_name)<br /><br /># Disabling tracker for your user only<br />Enter the directory ~/.config/autostart, create it if it does not exist<br />Create a file named tracker-miner-fs-3.desktop<br />Paste the following into the file, save and exit:<br />[Desktop Entry]<br />Encoding=UTF-8<br />Name=Tracker<br />Hidden=true<br /><br />or<br /><br />$ systemctl --user unmask tracker-store.service tracker-miner-fs-3.service tracker-miner-rss.service tracker-extract-3.service tracker-miner-apps.service tracker-writeback.service<br /><br /><br /># Error starting domain: Requested operation is not valid: network 'default' is not active<br />Type help for instructions on how to use fish<br />$ virsh net-list --all<br /> Name State Autostart Persistent<br />----------------------------------------------<br /> default inactive no yes<br /><br />$ virsh net-start default<br />Network default started<br /><br />$ virsh net-autostart --network default<br />Network default marked as autostarted<br /><br /># find the UUID of disk<br />$ blkid | grep UUID<br /><br /># Clone disk <br />$ dd if=/dev/sda of=/dev/sdb bs=4096 conv=noerror,sync<br /><br /># Firmware update<br />$ fwupdmgr get-devices<br />$ fwupdmgr refresh<br />$ fwupdmgr update</p>zzZzhttp://www.blogger.com/profile/10681095313053713047noreply@blogger.com0tag:blogger.com,1999:blog-605533256599376414.post-6972733968071361142021-12-03T01:52:00.003+09:002021-12-03T02:39:23.216+09:00Go Ethereum 구축<h1 style="text-align: left;"> # Go 컴파일러 설치</h1><p>https://go.dev/doc/install 에 가서 설치 파일이 아닌 바로 시스템에 맞은 바이너리를 다운로드한다.</p><p>처음에 시스템의 파티션을 너무 작게 설정하는 바람에 사용자 계정의 루트에 설치해야 한다.</p><p>어짜피 나혼자 쓰는 시스템이니 이렇게 해 놓아도 무방하다.</p><p>$ rm -rf $HOME/daysleep/go && tar -C $HOME/daysleep -xzf <span id="linux-filename">go1.17.3.linux-amd64.tar.gz</span></p><p><span id="linux-filename"> </span><span id="linux-filename">자 설치는 다 되었으니 시스템 경로에 go를 추가한다.</span></p><p><span id="linux-filename">$HOME/.profile에 다음의 라인들을 추가한다.</span></p><p><span id="linux-filename">if [ -d "$HOME/go/bin" ] ; then<br /> PATH="$HOME/go/bin:$PATH"<br />fi</span></p><p><span id="linux-filename">이제 터미널을 열어서 설치와 설정이 제대로 되어 있는지 확인해 보자. 다음과 같이</span></p><p><span id="linux-filename">$ go version</span></p><p><span id="linux-filename">go version go1.17.3 linux/amd64<br /> </span></p><h1 style="text-align: left;"><span id="linux-filename"># 간단한 Go 언어 문법 살펴보기</span></h1><p><span id="linux-filename"> <br /></span></p><h1 style="text-align: left;"><span id="linux-filename"># Go Ethereum 설치</span></h1><p><span id="linux-filename"> go 는 자체 빌드 절차를 가지고 있는 듯하다 그냥 보기엔 git이 통합되어져 있는 것 같다.</span></p><p><span id="linux-filename">아무튼 이질적이라 거부감이 든다. 그래서 전통적인 git으로 땡겨와서 make로 설치하는 방법이 정신건강에 좋을 것 같다.</span></p><p></p><pre class="highlight"><code>$ git clone https://github.com/ethereum/go-ethereum.git
<span class="nb">$ cd </span>go-ethereum
$ make geth</code></pre><p><span id="linux-filename">위와 같이 문제없이 수행되면 geth라는 실행파일이 go-ethereum/build/bin에 생성되고 시스템에서 사용할 수 있게 시스템 PATH에 추가해 주면 된다.</span></p><p><span id="linux-filename">아직은 geth라는 것이 뭔지 모르겠지만, 시작은 geth로 시작해 보아야 겠다. 나머지 많은 프로그램 꾸러미들이 있는데 그걸 다 생성하려면 make all 하면 되지만 잠시 미루어 두기로 하자. 머리 아프다.</span></p><p><span id="linux-filename">오 이런 $GOPATH를 요구한다. 이건 뭐하는 놈인지?</span></p><p><span id="linux-filename">$ go env 하니깐 GOPATH="/home/daysleep/go" 이라고 나오네 아마도 go로 build 안해서 생기는 추가 요구사항인것 같다.</span></p><p><span id="linux-filename">그럼 다시 $HOME/.profile의 go 설정에 추가해 주자 다음과 같이.</span></p><p><span id="linux-filename">if [ -d "$HOME/go/bin" ] ; then<br /> PATH="$HOME/go/bin:$PATH"<br /> GOPATH="$HOME/go"<br />fi</span></p><p><span id="linux-filename">멀쩡한 터미널 닫고 다시 열어서 반복해야 겠다. 오 아니다. 이걸로 해결이 안된다. </span></p><p><span id="linux-filename">역시 수작업은 문제가 있다. 설치한 go의 환경을 지우고 debain 패키지로 제공되는 gccgo-go를 설치해야 결과를 볼 수 있다.</span></p><p><span id="linux-filename">$ apt install gccgo-go</span></p><p><span id="linux-filename">그리고 다시 위의 설치를 다시 수행해 본다. 뭔지 모르지만 엄청 많은 패키지들을 git으로 땡겨오고 난리다. 그래도 안된다.</span></p><p><span id="linux-filename">이제 잘란다.</span></p><p><span id="linux-filename"><br /></span></p><p><span id="linux-filename"><br /></span></p><p><span id="linux-filename"><br /></span></p><p><span id="linux-filename"><br /></span></p><p><span id="linux-filename"><br /><br /></span></p><p><span id="linux-filename"><br /></span></p><p><span id="linux-filename"> </span>
</p>zzZzhttp://www.blogger.com/profile/10681095313053713047noreply@blogger.com0tag:blogger.com,1999:blog-605533256599376414.post-25213149139455989952021-08-01T18:44:00.002+09:002021-08-01T18:44:59.218+09:00Line Scan Imaging을 위한 buffer 다루기와 Thread의 설계<h1 style="text-align: left;"># Memory 설계 <br /></h1><p>기본적으로 메모리 사용량의 효율성 보다 서로 다른 Thread가 하나의 메모리 공간을 가지고 경쟁하는 상황을 피하기 위해서,</p><p>라인 스캔된 영상들은 하나의 영역을 구성하는 기본 영상을 저장하는데 필요한 크기보다 큰 circular buffer(boost::circular_buffer)에 차곡차곡 쌓아 놓아야 한다. 이를 통해서 영상을 획득하는 Thread(Acquisition Processing)는 circular buffer에 적재만 하고 ciruclar buffer가 어떻게 사용되는지는 고려하지 않아도 된다. 그리고 영상이 완성된 이후의 영상처리 기능을 분산하기 위해서 라인 스캔된 영상단위로 처리할 수 있는 영상처리를 수행하고 처리된 결과를 저장할 추가적인 circular buffer를 마련해서 computing cost를 분산시킨다. </p><h1 style="text-align: left;"># Thread 설계 </h1><p>라인 스캔 영상을 처리학 위해서 최소한 3개의 Thread가 필요하다. 첫째는 라인 스캔된 영상을 획득하고 circular buffer에 적재하는 Thread(+가능하다면 라인스캔 단위로 처리할 영상처리를 수행), 둘째는 하나의 기본단위 영상 크기에 대한 영상처리 thread, 그리고 마지막 셋째는 영상 처리 결과를 30혹은 60hz 주기로 GUI에 뿌려주는 Thread로 구성하면된다.</p><p>이와 같은 Thread가 순차적으로 동작하도록 하기 위해선 QThreadPool과 QRunnable이라는 Qt 인스턴스를 활용해야한다.</p><p></p><h1 style="text-align: left;"># 최적화</h1><p>속도의 문제가 발생할 수 있는 우려되는 영역은 영역 단위의 영상처리 Thread의 수행 속도이다. 이 부분의 우려를 불식시키기 위해서는 병렬처리를 고려해 볼 수 있다. 기본적으로 OpenCV를 사용할 경우 GPU나 SIMD를 활용한 Custom 라이브러리를 사용하는 것을 첫번째로 고려하고 아니면 수작업으로 SIMD나 CUDA를 이용한 방법을 고려해보자.</p><h1 style="text-align: left;"># 배워야할 거리들</h1><p>boost::circular_buffer, QThreadPool, QRunnable, OpenCV with SIMD, and CUDA enabled, SIMD, CUDA<br /></p><p> </p><p><br /></p>zzZzhttp://www.blogger.com/profile/10681095313053713047noreply@blogger.com0tag:blogger.com,1999:blog-605533256599376414.post-42099947347628641172021-02-20T17:51:00.003+09:002024-03-17T13:39:14.046+09:00벤쳐기업 설립을 위한 사전 조사.<p> 우선 공공기관에서 벤쳐기업 설립 인증 업무가 사설기관으로 통합 이관 된 것 같다. 그래서 우선적으로 회원가입부터 해야 한다.</p><p>1. 벤쳐인(<a href="https://www.venturein.or.kr">https://www.venturein.or.kr</a>) 회원가입</p><div> 그리고 더 알아보기 이전에 왜 벤쳐로 기업을 설립하고자 하느냐 하는 질문에 대한 해답을 찾아야 했다. 그래서 "벤처기업육성에관한특별조치법 제2조"에 대해서 찾아 보았다.</div><p>2. 제2조의 2. 벤쳐기업의 요건 요약</p><p>전제 조건으로 중소기업을것. 그리고 그런저런 투자로 설립된 기업의 자본금 대비 투자금의 비율이 일정정도 이상인 기업을 일컫는것 같다. 거기에 덧붙여 벤쳐기관확인기관이 성장성이 우수한 것으로 평가받는 기업(단, 창업후 3년 미만인 기업의 경우 자본금 대비 투자금의 비율의 적용을 받지 않는다.)</p><p>여기서, 벤쳐기관확인기관에 우선적으로 문의해 보아야할 사항인것 같고 그 기관이 벤쳐인으로 사료된다.</p><p>그리고 살펴보다가 교육공무원의 겸임과 휴직에 대한 내용인 것 같다. 결론적으로 기관장의 승인만 있으면 얼마든지 가능하다고 본다.</p><p>3. 고등교육기관 장의 승인만 있으면 벤쳐기업의 대표나 임원으로 겸임을 하거나 불이익 없이 휴직 복직이 가능한 것 같다.</p><p>또, 교육기관이나 연구소의 창업보육센터에 들어가는 이유는 복잡한 법율 규제의 적용을 받지 않는 것 같다. </p><p>4. 국가로부터의 시설비용지원, 건축금지에 대한 특례, 각 종 부담금의 면제</p><p>자 그럼 벤쳐인에 가서 다음 사항에 대해서 구체적으로 살펴보아야 겠다.</p><p><br /></p><p># 벤쳐 확인 요건 확인</p><p>우선 벤쳐의 유형</p><p>1. 벤쳐 투자 기업 - 투자기업과 벤쳐기업이 일반적으로 매칭되지는 않지만, 벤쳐투자도 벤쳐기업만큼의 해택이 주어지지 않으면 이루어지지 않는다는 점을 생각해보면 수긍이 간다.</p><p>2. 연구 개발 기업 - 기업부설연구소 보유기업을 이야기 하는 것 같다. 아직 기업 설립도 안된 상황이기 때문에 이것 고려할 수 없는 경우인 것 같다.</p><p>3. 기술평가보증기업 - 기보(기술보증기금)(기술평가보증에 한함)으로부터 보증 또는 중진공(중소벤쳐기업진흥공단)으로부터의 대출을 받은 기업은 벤쳐로 인증받기 수월할 것 같다. 이것도 마찬가지로 이미 창업한 회사에 해당하는 것 같다. 그래서 이것도 해당사항은 아닌것 같다.</p><p>4. 기술평가대출기업 - 이 유형도 기술평가보증기업과 유사한 것 같다. 마찬가지로 해당사항이 아닌것 같다.</p><p>5. 예비벤쳐기업 - 법인설립 또는 사업자설립을 준비 중인 기업, 딱 지금 나의 상황에 딱 맞아 떨어지는 항목이다. 그런데 한 가지 더 추가사항이 있다. 기술 및 사업계획이 기보(기술보증기금)나 중진공(중소벤쳐기업진흥공단)으로 부터 기술성이 있는 것으로 평가받아야 한다는 조건을 만족해야 한다. </p><p>** 기술 및 사업계획을 기술보증기금이나 중소벤쳐기업진흥공단에서 기술성 평가를 받아야 한다. **</p><p>그리고 주의 사항은 예비벤쳐기업은 법적으로 벤쳐기업은 아니라는 점이다. 예비 벤쳐 기업은 창업전에만 적용받는 조항이고, 창업 이후에는 기존의 창업한 기업의 벤쳐 유형으로 인증 받아야 한다. 아마도 연구 개발 기업, 기술평가보증기업, 기술평가대출기업 등등.</p><p>우선 예비벤쳐인증 받고 법인 설립하고 중소기업벤쳐진흥공단에서 기술을 인정받고 대출을 받아야 벤쳐기업으로 설립이 가능한 것 같다. 그럼 벤쳐기업으로 인증받기 위한 신청 절차에 대해서 살펴본다. 그리고 나중에 법인 설립에 대해서 반드시 알아 봐야 할 것 같다.</p><p><br /></p><p># 벤쳐 확인 신청 절차</p><p>벤쳐인 예비벤쳐기업의 수수료 50만원 + 나중에 법인 설립후 또 50만원의 수수료가 소요됨 최소한 100만원을 벤쳐인에 수수료로 사용해야 한다.</p><p>벤쳐인 회원가입 ---> 서류검토, 현장점검 ---> 벤쳐확인위원회의 심의/의결 ---> 사무국의 확인서 발급</p><p>* 혁신성장기업의 평가 지표는 아직 정해지지 않은 것으로 파악됨</p><p>무엇보다도 사업계획서를 잘 만들어야 겠다. 사업계획서..............그리고 현금........</p><p>각종 서류 형식은 다음의 사이트에서 다운로드하고 준비해야 한다.</p><p><a href="https://www.venturein.or.kr/venturein/petition/C18000.jsp">https://www.venturein.or.kr/venturein/petition/C18000.jsp</a></p><p><br /></p><p><br /></p>zzZzhttp://www.blogger.com/profile/10681095313053713047noreply@blogger.com0tag:blogger.com,1999:blog-605533256599376414.post-19115979498319260372021-02-16T15:16:00.000+09:002021-02-16T15:16:03.927+09:00Flutter에서의 Layout<p> 내가 아는 선에서 이야기 하자면 Qt의 QHBoxLayout과 QVboxLayout에 해당하는 Flutter의 Layout에 대해서 들여다 본다. </p><p>Qt의 Layout과 다르게 Flutter의 Layout은 정렬할 수 있는 항목에 제한이 있다. 내용을 살펴보면 굳이 구분해 가며 인지할 필요없이 당연하지 라고 말할 것이다.</p><p>* Center, Container - child라는 항목으로 단지 한개의 항목만 정렬한다. Center는 가운데 정렬로 알겠는데 Container는 아마도 Center안에 여러개를 넣기 위해서 도입된 더미 Layout이라고 추정해 본다.</p><p>* Row, Column, ListView, Stack - 앞의 둘은 각각 Qt의 QVBoxLayout, QHBoxLayout에 해당한다. 주의해야할 것은 Row, Column이라는 이름에 선입겸을 갖고 사용하면 큰일 난다. 한번 확인해 보고 사용해야 실수를 줄일 수 있다. Row와 Column이라는 지칭하는 주체가 구분되어지는 칸의 유형을 의미한다라고 나는 이해했다. 그리고 처음 보는 ListView, Stack이 있다. List는 그냥 나열되는 것이고 Stack은 화면의 Z축 방향으로 쌓는 것을 의미하는 것 같다.</p><p>아직은 추측성이 많다 하나하나 확인해 나아가겠다.</p>zzZzhttp://www.blogger.com/profile/10681095313053713047noreply@blogger.com0tag:blogger.com,1999:blog-605533256599376414.post-63731516554273314162021-02-16T13:30:00.005+09:002021-02-16T15:07:54.025+09:00Flutter에서 StatelessWidget과 StatefulWidget with State의 차이<p># Stateless Widget</p><p>내부 변수의 변경 사항이 다른 메서드에 반영되지 못하는 특성을 가지고 있다.</p><p>아직까지의 파악으로는 UI의 디자인을 전게해나아는데 특화해서 사용하는 Widget으로 파악된다.</p><p><br /></p><p># StatefulWidget</p><p>통상 State Widget을 내부 객체로 포함하며, </p><p>State Widget의 내부 변수의 변경사항에 setState() 선행 매서드를 통해 다른 구성요소에 전달되도록 하는 메카니즘을 가지고 있다.</p><p><br /></p><p># Stateless Widget과 StatefulWidget(State)의 예제 </p><p>MyApp이라는 Flutter Tutorial에 두번째로 출현하는 예제이다. 여기서, MyApp자체가 StatelessWidget을 상속받아서 생성되어 있다.(뭐 딱히 동적으로 변경해야할 변수들을 가지고 있지 못하다.) 그리고 StatelessWidget의 build 메서드를 override(덮어 씌우기)해서 새롭게 MaterialApp을 생성하고 있다.</p><p>(MaterialApp은 구글이 밀고 있는 Material Design을 계승하는 Widget이라고 한다.)</p><pre style="background-color: #2b2b2b; color: #a9b7c6; font-family: "DejaVu Sans Mono", monospace; font-size: 9pt;"><span style="color: #cc7832;">import </span><span style="color: #6a8759;">'package:flutter/material.dart'</span><span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;">import </span><span style="color: #6a8759;">'package:english_words/english_words.dart'</span><span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"><br /></span><span style="color: grey;">/*<br /></span><span style="color: grey;">void main() {<br /></span><span style="color: grey;"> runApp(MyApp());<br /></span><span style="color: grey;">}<br /></span><span style="color: grey;">*/<br /></span><span style="color: grey;"><br /></span><span style="color: #cc7832;">void </span><span style="color: #ffc66d;">main</span>() => runApp(<span style="color: #ffc66d;">MyApp</span>())<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"><br /></span><span style="color: #cc7832;">class </span>MyApp <span style="color: #cc7832;">extends </span>StatelessWidget {<br /> <span style="color: grey;">// This widget is the root of your application.<br /></span><span style="color: grey;"> </span><span style="color: #bbb529;">@override<br /></span><span style="color: #bbb529;"> </span>Widget <span style="color: #ffc66d;">build</span>(BuildContext context) {<br /> <span style="color: #cc7832;">return </span><span style="color: #ffc66d;">MaterialApp</span>(<br /> title: <span style="color: #6a8759;">'Startup Name Generator'</span><span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>theme: <span style="color: #ffc66d;">ThemeData</span>(<br /> primaryColor: Colors.<span style="color: #9876aa; font-style: italic;">white</span><span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>)<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>home: <span style="color: #ffc66d;">RandomWords</span>()<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>)<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> </span>}<br />}</pre><p>아직 Dart언어를 모르기 때문에 하나 짚고 넘어가야할 사항이 있다. main 함수의 형태이다.</p><p>주석으로 처리되어 있는 main함수는 익히 알고 있는 C 언어 형태의 서술이고 아래의 '=>'로 엮여진 main함수는 아마도 한줄짜리로 표현한 Dart 언어 문법인 것 같다. (뭐 시작을 C언어와 유사하다고 해서 들여다 보고 있는 형편이라서 과감하게 추정해 보자면 Lambda 함수인것 같다.)</p><p>MaterialApp의 home 섹션은 RandomWords라는 Widget으로 들어차게 만든다.</p><pre style="background-color: #2b2b2b; color: #a9b7c6; font-family: "DejaVu Sans Mono", monospace; font-size: 9pt;"><span style="color: #cc7832;">class </span>RandomWords <span style="color: #cc7832;">extends </span>StatefulWidget {<br /> <span style="color: #bbb529;">@override<br /></span><span style="color: #bbb529;"> </span>RandomWordsState <span style="color: #ffc66d;">createState</span>() => <span style="color: #ffc66d;">RandomWordsState</span>()<span style="color: #cc7832;">;<br /></span>}<br /></pre><p>자 여기서, RandomWords가 StatefulWidget으로 등장하고 있다. 또 override를 수행한다. 앞에서와 다르게 여긴 createState()로 구현한다. 또 과감하게 추정하자면 둘다 이름이 다를뿐 일종의 생성자 같다. 물론 부모의 기능을 초기화해야 해서 생성자 전체를 override하진 않는 것같다. 아마도 StatelessWidget과 StatefulWidget의 생성자 내부에는 여러개의 Method로 이루어져 있는 것 같다. 그 중 하나를 override하고 있다고 추정하는 바이다.</p><p>여기까지, StatelessWidget과 StatelessWidget의 구성이다. 각각 build()와 createState()라는 override를 통해서 구현하고 있다. 이 둘의 이름에서 알 수 있듯이 State가 없고 있고의 차이가 있다.</p><p>아직 설명 안된 구석이 있는데 그것은 RandomWordState라는 Widget이다.</p><pre style="background-color: #2b2b2b; color: #a9b7c6; font-family: "DejaVu Sans Mono", monospace; font-size: 9pt;"><br /><span style="color: #cc7832;">class </span>RandomWordsState <span style="color: #cc7832;">extends </span>State<RandomWords> {<br /> <span style="color: #cc7832;">final </span><span style="color: #9876aa;">_suggestions </span>= <WordPair>[]<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> final </span><span style="color: #9876aa;">_saved </span>= <span style="color: #ffc66d;">Set</span><WordPair>()<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> final </span><span style="color: #9876aa;">_biggerFont </span>= <span style="color: #cc7832;">const </span><span style="color: #ffc66d;">TextStyle</span>(fontSize: <span style="color: #6897bb;">18.0</span>)<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"><br /></span><span style="color: #cc7832;"> </span><span style="color: #bbb529;">@override<br /></span><span style="color: #bbb529;"> </span>Widget <span style="color: #ffc66d;">build</span>(BuildContext context) {<br /> <span style="color: #cc7832;">return </span><span style="color: #ffc66d;">Scaffold</span>(<br /> appBar: <span style="color: #ffc66d;">AppBar</span>(<br /> title: <span style="color: #ffc66d;">Text</span>(<span style="color: #6a8759;">'Startup Name Generator'</span>)<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>actions: [<br /> <span style="color: #ffc66d;">IconButton</span>(icon: <span style="color: #ffc66d;">Icon</span>(Icons.<span style="color: #9876aa; font-style: italic;">list</span>)<span style="color: #cc7832;">, </span>onPressed: _pushSaved)<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>]<br /> )<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>body: _buildSuggestions()<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>)<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> </span>}<br /> <br /> Widget <span style="color: #ffc66d;">_buildSuggestions</span>() {<br /> <span style="color: #cc7832;">return </span><span style="color: #ffc66d;">ListView</span>.<span style="color: #ffc66d;">builder</span>(<br /> padding: <span style="color: #cc7832;">const </span><span style="color: #ffc66d;">EdgeInsets</span>.<span style="color: #ffc66d;">all</span>(<span style="color: #6897bb;">16.0</span>)<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>itemBuilder: <span style="color: grey;">/*1*/ </span>(context<span style="color: #cc7832;">, </span>i) {<br /> <span style="color: #cc7832;">if </span>(i.<span style="color: #9876aa;">isOdd</span>) <span style="color: #cc7832;">return </span><span style="color: #ffc66d;">Divider</span>()<span style="color: #cc7832;">; </span><span style="color: grey;">/*2*/<br /></span><span style="color: grey;"> </span><span style="color: #cc7832;">final </span>index = i ~/ <span style="color: #6897bb;">2</span><span style="color: #cc7832;">; </span><span style="color: grey;">/*3*/<br /></span><span style="color: grey;"> </span><span style="color: #cc7832;">if </span>(index >= <span style="color: #9876aa;">_suggestions</span>.<span style="color: #9876aa;">length</span>) {<br /> <span style="color: #9876aa;">_suggestions</span>.addAll(generateWordPairs().take(<span style="color: #6897bb;">10</span>))<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> </span>}<br /> <span style="color: #cc7832;">return </span>_buildRow(<span style="color: #9876aa;">_suggestions</span>[index])<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> </span>}<br /> )<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> </span>}<br /><br /> Widget <span style="color: #ffc66d;">_buildRow</span>(WordPair pair) {<br /> <span style="color: #cc7832;">final </span>alreadySaved = <span style="color: #9876aa;">_saved</span>.contains(pair)<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> return </span><span style="color: #ffc66d;">ListTile</span>(<br /> title: <span style="color: #ffc66d;">Text</span>(<br /> pair.<span style="color: #9876aa;">asPascalCase</span><span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>style: <span style="color: #9876aa;">_biggerFont</span><span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>)<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>trailing: <span style="color: #ffc66d;">Icon</span>(<br /> alreadySaved ? Icons.<span style="color: #9876aa; font-style: italic;">favorite </span>: Icons.<span style="color: #9876aa; font-style: italic;">favorite_border</span><span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>color: alreadySaved ? Colors.<span style="color: #9876aa; font-style: italic;">red </span>: <span style="color: #cc7832;">null,<br /></span><span style="color: #cc7832;"> </span>)<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>onTap: () {<br /> setState(() {<br /> <span style="color: #cc7832;">if </span>(alreadySaved) {<br /> <span style="color: #9876aa;">_saved</span>.remove(pair)<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> </span>} <span style="color: #cc7832;">else </span>{<br /> <span style="color: #9876aa;">_saved</span>.add(pair)<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> </span>}<br /> })<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> </span>}<br /> )<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> </span>}<br /><br /> <span style="color: #cc7832;">void </span><span style="color: #ffc66d;">_pushSaved</span>() {<br /> Navigator.<span style="color: #ffc66d; font-style: italic;">of</span>(<span style="color: #9876aa;">context</span>).push(<br /> <span style="color: #ffc66d;">MaterialPageRoute</span><<span style="color: #cc7832;">void</span>>(<br /> builder: (BuildContext context) {<br /> <span style="color: #cc7832;">final </span>tiles = <span style="color: #9876aa;">_saved</span>.map((WordPair pair) {<br /> <span style="color: #cc7832;">return </span><span style="color: #ffc66d;">ListTile</span>(<br /> title: <span style="color: #ffc66d;">Text</span>(pair.<span style="color: #9876aa;">asPascalCase</span><span style="color: #cc7832;">, </span>style: <span style="color: #9876aa;">_biggerFont</span>)<br /> )<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> </span>})<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"><br /></span><span style="color: #cc7832;"> final </span>divided = ListTile.<span style="color: #ffc66d; font-style: italic;">divideTiles</span>(<br /> context: context<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>tiles: tiles<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>).toList()<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"><br /></span><span style="color: #cc7832;"> return </span><span style="color: #ffc66d;">Scaffold</span>(<br /> appBar: <span style="color: #ffc66d;">AppBar</span>(<br /> title: <span style="color: #ffc66d;">Text</span>(<span style="color: #6a8759;">'Saved Suggestions'</span>)<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>)<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>body: <span style="color: #ffc66d;">ListView</span>(children: divided)<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>)<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> </span>}<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>)<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>)<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> </span>}<br />}<br /></pre><p>길다. RandomWordsState는 예상했듯이 State로 부터 상속받아서 생성된다. 여기서, 의문점은 State<RandomWords>라는 구문이다. 내가 아는 C언어 선입견을 동원하면 State class를 RandomWords의 타입을 같도록 생성한 template인 것 같다. 말이 어렵다 State가 RandomWords라는 내부 항목을 가지고 작업할 것이다라고 이해하자.</p><p>아직 정체가 불확실한 final로 시작하는 변수 생성 이것도 마찬가지 그냥 넘어가자. 그냥 변수다라고만 인지하고 나중에 차차 살펴보자.</p><p>첫 번째 Method인 build()는 StatelessWidget에서 보았듯이 일종의 생성자 중 하나라고 보자. 여기서, Scaffold라는 MaterialApp과는 다른 Widget을 만들고 있다. 새로운것들이 많이 등장한다. 우선은 Scaffold라는 것은 AppBar라는 일종의 윈도우의 title bar와 내부항목에 해당하는 body라는 섹션을 가지고 있다. </p><p>먼저 AppBar는 문자로된 title을 가지고 있고 그에 해당하는 동작을 actions에 담고 있다. IconButton을 가지고 뭘 하는 것 같다. 우선 넘어가자. 그리고 body에는 _buildSuggestions()이라는 method로 뭔가 _suggestions이라는 리스트를 만들고 보여주는 것을 수행하는 것 같다.</p><p>_buildSuggestions과 엮인 다른 Method는 생략한다. 지친다. </p><p><br /></p><p># 전체 코드</p><pre style="background-color: #2b2b2b; color: #a9b7c6; font-family: "DejaVu Sans Mono", monospace; font-size: 9pt;"><span style="color: #cc7832;">import </span><span style="color: #6a8759;">'package:flutter/material.dart'</span><span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;">import </span><span style="color: #6a8759;">'package:english_words/english_words.dart'</span><span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"><br /></span><span style="color: grey;">/*<br /></span><span style="color: grey;">void main() {<br /></span><span style="color: grey;"> runApp(MyApp());<br /></span><span style="color: grey;">}<br /></span><span style="color: grey;">*/<br /></span><span style="color: grey;"><br /></span><span style="color: #cc7832;">void </span><span style="color: #ffc66d;">main</span>() => runApp(<span style="color: #ffc66d;">MyApp</span>())<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"><br /></span><span style="color: #cc7832;">class </span>MyApp <span style="color: #cc7832;">extends </span>StatelessWidget {<br /> <span style="color: grey;">// This widget is the root of your application.<br /></span><span style="color: grey;"> </span><span style="color: #bbb529;">@override<br /></span><span style="color: #bbb529;"> </span>Widget <span style="color: #ffc66d;">build</span>(BuildContext context) {<br /> <span style="color: #cc7832;">return </span><span style="color: #ffc66d;">MaterialApp</span>(<br /> title: <span style="color: #6a8759;">'Startup Name Generator'</span><span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>theme: <span style="color: #ffc66d;">ThemeData</span>(<br /> primaryColor: Colors.<span style="color: #9876aa; font-style: italic;">white</span><span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>)<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>home: <span style="color: #ffc66d;">RandomWords</span>()<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>)<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> </span>}<br />}<br /><br /><span style="color: #cc7832;">class </span>RandomWords <span style="color: #cc7832;">extends </span>StatefulWidget {<br /> <span style="color: #bbb529;">@override<br /></span><span style="color: #bbb529;"> </span>RandomWordsState <span style="color: #ffc66d;">createState</span>() => <span style="color: #ffc66d;">RandomWordsState</span>()<span style="color: #cc7832;">;<br /></span>}<br /><br /><span style="color: #cc7832;">class </span>RandomWordsState <span style="color: #cc7832;">extends </span>State<RandomWords> {<br /> <span style="color: #cc7832;">final </span><span style="color: #9876aa;">_suggestions </span>= <WordPair>[]<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> final </span><span style="color: #9876aa;">_saved </span>= <span style="color: #ffc66d;">Set</span><WordPair>()<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> final </span><span style="color: #9876aa;">_biggerFont </span>= <span style="color: #cc7832;">const </span><span style="color: #ffc66d;">TextStyle</span>(fontSize: <span style="color: #6897bb;">18.0</span>)<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"><br /></span><span style="color: #cc7832;"> </span><span style="color: #bbb529;">@override<br /></span><span style="color: #bbb529;"> </span>Widget <span style="color: #ffc66d;">build</span>(BuildContext context) {<br /> <span style="color: #cc7832;">return </span><span style="color: #ffc66d;">Scaffold</span>(<br /> appBar: <span style="color: #ffc66d;">AppBar</span>(<br /> title: <span style="color: #ffc66d;">Text</span>(<span style="color: #6a8759;">'Startup Name Generator'</span>)<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>actions: [<br /> <span style="color: #ffc66d;">IconButton</span>(icon: <span style="color: #ffc66d;">Icon</span>(Icons.<span style="color: #9876aa; font-style: italic;">list</span>)<span style="color: #cc7832;">, </span>onPressed: _pushSaved)<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>]<br /> )<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>body: _buildSuggestions()<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>)<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> </span>}<br /><br /> Widget <span style="color: #ffc66d;">_buildSuggestions</span>() {<br /> <span style="color: #cc7832;">return </span><span style="color: #ffc66d;">ListView</span>.<span style="color: #ffc66d;">builder</span>(<br /> padding: <span style="color: #cc7832;">const </span><span style="color: #ffc66d;">EdgeInsets</span>.<span style="color: #ffc66d;">all</span>(<span style="color: #6897bb;">16.0</span>)<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>itemBuilder: <span style="color: grey;">/*1*/ </span>(context<span style="color: #cc7832;">, </span>i) {<br /> <span style="color: #cc7832;">if </span>(i.<span style="color: #9876aa;">isOdd</span>) <span style="color: #cc7832;">return </span><span style="color: #ffc66d;">Divider</span>()<span style="color: #cc7832;">; </span><span style="color: grey;">/*2*/<br /></span><span style="color: grey;"> </span><span style="color: #cc7832;">final </span>index = i ~/ <span style="color: #6897bb;">2</span><span style="color: #cc7832;">; </span><span style="color: grey;">/*3*/<br /></span><span style="color: grey;"> </span><span style="color: #cc7832;">if </span>(index >= <span style="color: #9876aa;">_suggestions</span>.<span style="color: #9876aa;">length</span>) {<br /> <span style="color: #9876aa;">_suggestions</span>.addAll(generateWordPairs().take(<span style="color: #6897bb;">10</span>))<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> </span>}<br /> <span style="color: #cc7832;">return </span>_buildRow(<span style="color: #9876aa;">_suggestions</span>[index])<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> </span>}<br /> )<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> </span>}<br /><br /> Widget <span style="color: #ffc66d;">_buildRow</span>(WordPair pair) {<br /> <span style="color: #cc7832;">final </span>alreadySaved = <span style="color: #9876aa;">_saved</span>.contains(pair)<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> return </span><span style="color: #ffc66d;">ListTile</span>(<br /> title: <span style="color: #ffc66d;">Text</span>(<br /> pair.<span style="color: #9876aa;">asPascalCase</span><span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>style: <span style="color: #9876aa;">_biggerFont</span><span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>)<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>trailing: <span style="color: #ffc66d;">Icon</span>(<br /> alreadySaved ? Icons.<span style="color: #9876aa; font-style: italic;">favorite </span>: Icons.<span style="color: #9876aa; font-style: italic;">favorite_border</span><span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>color: alreadySaved ? Colors.<span style="color: #9876aa; font-style: italic;">red </span>: <span style="color: #cc7832;">null,<br /></span><span style="color: #cc7832;"> </span>)<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>onTap: () {<br /> setState(() {<br /> <span style="color: #cc7832;">if </span>(alreadySaved) {<br /> <span style="color: #9876aa;">_saved</span>.remove(pair)<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> </span>} <span style="color: #cc7832;">else </span>{<br /> <span style="color: #9876aa;">_saved</span>.add(pair)<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> </span>}<br /> })<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> </span>}<br /> )<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> </span>}<br /><br /> <span style="color: #cc7832;">void </span><span style="color: #ffc66d;">_pushSaved</span>() {<br /> Navigator.<span style="color: #ffc66d; font-style: italic;">of</span>(<span style="color: #9876aa;">context</span>).push(<br /> <span style="color: #ffc66d;">MaterialPageRoute</span><<span style="color: #cc7832;">void</span>>(<br /> builder: (BuildContext context) {<br /> <span style="color: #cc7832;">final </span>tiles = <span style="color: #9876aa;">_saved</span>.map((WordPair pair) {<br /> <span style="color: #cc7832;">return </span><span style="color: #ffc66d;">ListTile</span>(<br /> title: <span style="color: #ffc66d;">Text</span>(pair.<span style="color: #9876aa;">asPascalCase</span><span style="color: #cc7832;">, </span>style: <span style="color: #9876aa;">_biggerFont</span>)<br /> )<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> </span>})<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"><br /></span><span style="color: #cc7832;"> final </span>divided = ListTile.<span style="color: #ffc66d; font-style: italic;">divideTiles</span>(<br /> context: context<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>tiles: tiles<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>).toList()<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"><br /></span><span style="color: #cc7832;"> return </span><span style="color: #ffc66d;">Scaffold</span>(<br /> appBar: <span style="color: #ffc66d;">AppBar</span>(<br /> title: <span style="color: #ffc66d;">Text</span>(<span style="color: #6a8759;">'Saved Suggestions'</span>)<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>)<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>body: <span style="color: #ffc66d;">ListView</span>(children: divided)<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>)<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> </span>}<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>)<span style="color: #cc7832;">,<br /></span><span style="color: #cc7832;"> </span>)<span style="color: #cc7832;">;<br /></span><span style="color: #cc7832;"> </span>}<br />}<br /></pre><p><br /></p>zzZzhttp://www.blogger.com/profile/10681095313053713047noreply@blogger.com0tag:blogger.com,1999:blog-605533256599376414.post-38209263336658544452021-01-03T10:55:00.007+09:002021-01-03T11:27:15.285+09:00Repair the broken pip in python 3.8 venv against python 3.9 as system default <p>Suddenly distutils used for venv of python3.8 is disappeared after system updated.</p><p>In the look into /usr/lib/python3.8/distutils, many files are missing.</p><p>I found the workaround at https://askubuntu.com/questions/1239829/modulenotfounderror-no-module-named-distutils-util</p><p>My solution is that distutils in python3.8 has to be copied from distutils in python 3.9.</p><p></p><p>root@T480s:~# cp -r /usr/lib/python3.9/distutils /usr/lib/python3.8<br /><br /></p><p><br /></p>zzZzhttp://www.blogger.com/profile/10681095313053713047noreply@blogger.com0tag:blogger.com,1999:blog-605533256599376414.post-68769357880452831372021-01-02T23:06:00.007+09:002021-01-03T10:49:18.348+09:00VGG16 for 1D regression<p> 1. Build Model</p><p><img alt="" height="640" src="data:image/png;base64,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" width="640" /> <br /></p><p></p><p></p><p></p><p></p><p></p><p></p><p></p><p></p><p></p><p>2. Prepare the data using scaler</p><p><img height="320" 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" width="566" /></p><p>3. Do Training</p><p><img alt="" 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" /></p><p>4. Result </p><p><img alt="" height="640" src="data:image/png;base64,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" width="640" /></p><p><br /></p>zzZzhttp://www.blogger.com/profile/10681095313053713047noreply@blogger.com0tag:blogger.com,1999:blog-605533256599376414.post-5441528062404040912021-01-02T22:58:00.003+09:002021-01-02T22:58:22.715+09:00Power source switching circuit between USB port, and Li-ion Battery<p>The below circuit switches power source between USB, and Battery.</p><p>which work is proper in the case of;</p><p> <br /></p><p>USB, Battery -> VDD</p><p>OFF, OFF -> OFF</p><p>OFF, ON -> Battery<br /></p><p>ON, OFF -> USB<br /></p><p>ON, ON -> USB<br /></p><p></p><p><br /></p><p><img alt="" src="data:image/png;base64,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" /></p>zzZzhttp://www.blogger.com/profile/10681095313053713047noreply@blogger.com0tag:blogger.com,1999:blog-605533256599376414.post-62717602010678036352020-09-21T16:21:00.002+09:002020-09-21T16:21:39.414+09:00How to disable annoying Tracker (gathering file index to speed up for file searching) <div style="text-align: left;"><p>Tracker tool is one of heavy user of CPU capacity, and do cause read/write operation of SSD, which may reduce the life time of it.</p></div><div style="text-align: left;"><p>However, if remove Tracker tool, and related, I have to remove some of desktop software in spite of no glue from Tracker.</p></div><div style="text-align: left;"><p>Therefore, the below is workaround without uninstallation of unwanted desktop software, and Tracker.</p><p>(Notice !, these command have to be type in user terminal, not in root privilegeterminal.) <br /></p></div><p><br /></p><div style="text-align: left;"><code># systemctl --user mask tracker-store.service tracker-miner-fs.service tracker-miner-rss.service tracker-extract.service tracker-miner-apps.service tracker-writeback.service</code></div><div style="text-align: left;"><code> </code></div><div style="text-align: left;"><code># </code><code>tracker reset --hard</code></div><div style="text-align: left;"><code> </code></div><div style="text-align: left;"><code> </code></div><div style="text-align: left;"><code>Reboot the system... <br /></code></div>zzZzhttp://www.blogger.com/profile/10681095313053713047noreply@blogger.com0tag:blogger.com,1999:blog-605533256599376414.post-12170623149983139302020-09-04T20:23:00.003+09:002020-09-04T20:23:59.261+09:00How to refresh linux debian system with preserving Home, and installed packages. <br />
At first, make the list of installed deb packages.<br />
<br />
# apt-mark showmanual > $(backupdir)/installed_packages.txt<br />
# cp /etc/apt/sources.list $(backupdir)/ <br />
<br />
In my case, root partition separated with home partition.<br />
So, I do reboot the system with bootable USB flash.<br />
Then, cleaned up the root partition, and install it from USB flash.<br />
<br />
Restore sources.list from backed up.<br />
<br />
# cp $(backupdir)/sources.list /etc/apt/<br />
# apt update<br />
<br />
Finally, restore the packages as installed before.<br />
<br />
# cat installed_packages.txt | xargs sudo apt install -y<br />
<br />
<br />zzZzhttp://www.blogger.com/profile/10681095313053713047noreply@blogger.com0tag:blogger.com,1999:blog-605533256599376414.post-74358013441470210642020-09-01T17:21:00.001+09:002020-09-01T17:21:53.495+09:00How to connect the internet via wifi on BeagleBone Green Wireless, and update APT package.* Preparation<br />
Thick and short USB micro cable<br />
Linux host computer with being able to provide USB power as much as possible like usb 3.0 and higher.<br />
<br />
* Doing things<br />
Connect USB cable between BBGW, and Linux host. and then, ssh connect to 192.168.7.2<br />
<br />
# ssh debian@192.168.7.2<br />
<br />
.....<br />
<br />
<br />
debian@beaglebone:~$<br />
debian@beaglebone:~$ sudo connmanctl<br />Error getting VPN connections: The name net.connman.vpn was not provided by any connmanctl> enable wifi<br />Error wifi: Already enabled<br />connmanctl> scan wifi<br />Scan completed for wifi<br />connmanctl> services<br /> DESKTOP-7MMLAUO 1038 wifi_2cf7f106571a_4445534b544f502d374d4d4c41554f2031303338_managed_psk<br /> U+zone wifi_2cf7f106571a_552b7a6f6e65_managed_ieee8021x<br /> FREE_U+zone wifi_2cf7f106571a_465245455f552b7a6f6e65_managed_none<br /> LGU+_POLY wifi_2cf7f106571a_4c47552b5f504f4c59_managed_psk<br />connmanctl> agent on<br />Agent registered<br />connmanctl> connect wifi_2cf7f106571a_4<br />wifi_2cf7f106571a_4445534b544f502d374d4d4c41554f2031303338_managed_psk<br />wifi_2cf7f106571a_465245455f552b7a6f6e65_managed_none<br />wifi_2cf7f106571a_4c47552b5f504f4c59_managed_psk<br />connmanctl> connect wifi_2cf7f106571a_4<br />wifi_2cf7f106571a_4445534b544f502d374d4d4c41554f2031303338_managed_psk<br />wifi_2cf7f106571a_465245455f552b7a6f6e65_managed_none<br />wifi_2cf7f106571a_4c47552b5f504f4c59_managed_psk<br />connmanctl> connect wifi_2cf7f106571a_4445534b544f502d374d4d4c41554f2031303338_managed_psk <br />Agent RequestInput wifi_2cf7f106571a_4445534b544f502d374d4d4c41554f2031303338_managed_psk<br /> Passphrase = [ Type=psk, Requirement=mandatory, Alternates=[ WPS ] ]<br /> WPS = [ Type=wpspin, Requirement=alternate ]<br />Passphrase? $(user_passwd)<br />Connected wifi_2cf7f106571a_4445534b544f502d374d4d4c41554f2031303338_managed_psk<br />connmanctl> quit<br />debian@beaglebone:~$ ifconfig -a<br />SoftAp0 Link encap:Ethernet HWaddr a0:f6:fd:8a:04:fb <br /> inet addr:192.168.8.1 Bcast:192.168.8.255 Mask:255.255.255.0<br /> inet6 addr: fe80::a2f6:fdff:fe8a:4fb/64 Scope:Link<br /> UP BROADCAST RUNNING MULTICAST MTU:1500 Metric:1<br /> RX packets:0 errors:0 dropped:0 overruns:0 frame:0<br /> TX packets:36 errors:0 dropped:0 overruns:0 carrier:0<br /> collisions:0 txqueuelen:1000 <br /> RX bytes:0 (0.0 B) TX bytes:8421 (8.2 KiB)<br /><br />lo Link encap:Local Loopback <br /> inet addr:127.0.0.1 Mask:255.0.0.0<br /> inet6 addr: ::1/128 Scope:Host<br /> UP LOOPBACK RUNNING MTU:65536 Metric:1<br /> RX packets:370 errors:0 dropped:0 overruns:0 frame:0<br /> TX packets:370 errors:0 dropped:0 overruns:0 carrier:0<br /> collisions:0 txqueuelen:1 <br /> RX bytes:29149 (28.4 KiB) TX bytes:29149 (28.4 KiB)<br /><br />usb0 Link encap:Ethernet HWaddr a0:f6:fd:8a:04:f0 <br /> inet addr:192.168.7.2 Bcast:192.168.7.255 Mask:255.255.255.0<br /> inet6 addr: fe80::a2f6:fdff:fe8a:4f0/64 Scope:Link<br /> UP BROADCAST RUNNING MULTICAST MTU:1500 Metric:1<br /> RX packets:1516 errors:0 dropped:0 overruns:0 frame:0<br /> TX packets:1166 errors:0 dropped:0 overruns:0 carrier:0<br /> collisions:0 txqueuelen:1000 <br /> RX bytes:102420 (100.0 KiB) TX bytes:397352 (388.0 KiB)<br /><br />wlan0 Link encap:Ethernet HWaddr 2c:f7:f1:06:57:1a <br /> inet addr:192.168.137.71 Bcast:192.168.137.255 Mask:255.255.255.0<br /> inet6 addr: fe80::2ef7:f1ff:fe06:571a/64 Scope:Link<br /> UP BROADCAST RUNNING MULTICAST DYNAMIC MTU:1500 Metric:1<br /> RX packets:14 errors:0 dropped:0 overruns:0 frame:0<br /> TX packets:72 errors:0 dropped:0 overruns:0 carrier:0<br /> collisions:0 txqueuelen:1000 <br /> RX bytes:1911 (1.8 KiB) TX bytes:16732 (16.3 KiB)<br /><br />debian@beaglebone:~$ sudo apt update<br />zzZzhttp://www.blogger.com/profile/10681095313053713047noreply@blogger.com0tag:blogger.com,1999:blog-605533256599376414.post-70414804687519649512020-08-31T12:17:00.000+09:002020-08-31T12:17:03.210+09:00Annoying "Under-voltage detected!" on RPIDuring usual work, "Under-voltage detected!" message along with flash icon on right-up corner is popped up unexpectedly or frequently.<div>
<br /></div>
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This message comes from linux kernel, and is caused by improper Power Supply, so can't be removable.</div>
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<br /></div>
<div>
Only solution is that </div>
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<br /></div>
<div>
<span style="background-color: #fafafa; color: #555555; font-family: Roboto, Arial, Helvetica, sans-serif; font-size: 14.3px;">Get a proper Power Supply Unit (</span><em style="background-color: #fafafa; border: none; box-sizing: border-box; color: #555555; font-family: Roboto, Arial, Helvetica, sans-serif; font-size: 14.3px; margin: 0px; padding: 0px;">not just any phone charger nor your PC/Mac's USB port!</em><span style="background-color: #fafafa; color: #555555; font-family: Roboto, Arial, Helvetica, sans-serif; font-size: 14.3px;">)</span><br style="background-color: #fafafa; border: none; box-sizing: border-box; color: #555555; font-family: Roboto, Arial, Helvetica, sans-serif; font-size: 14.3px; margin: 0px; padding: 0px;" /><br style="background-color: #fafafa; border: none; box-sizing: border-box; color: #555555; font-family: Roboto, Arial, Helvetica, sans-serif; font-size: 14.3px; margin: 0px; padding: 0px;" /><span style="background-color: #fafafa; color: #555555; font-family: Roboto, Arial, Helvetica, sans-serif; font-size: 14.3px;">If RPi3B or RPi3B+ : use 5v </span><span style="background-color: #fafafa; border: none; box-sizing: border-box; color: #555555; font-family: Roboto, Arial, Helvetica, sans-serif; font-size: 14.3px; font-weight: 700; margin: 0px; padding: 0px;">2.5A </span><span style="background-color: #fafafa; color: #555555; font-family: Roboto, Arial, Helvetica, sans-serif; font-size: 14.3px;">and up, cable must be 18AWG or at least 1.0mmsq</span><br style="background-color: #fafafa; border: none; box-sizing: border-box; color: #555555; font-family: Roboto, Arial, Helvetica, sans-serif; font-size: 14.3px; margin: 0px; padding: 0px;" /><span style="background-color: #fafafa; color: #555555; font-family: Roboto, Arial, Helvetica, sans-serif; font-size: 14.3px;">if RPi2B : use 5v </span><span style="background-color: #fafafa; border: none; box-sizing: border-box; color: #555555; font-family: Roboto, Arial, Helvetica, sans-serif; font-size: 14.3px; font-weight: 700; margin: 0px; padding: 0px;">2.0A </span><span style="background-color: #fafafa; color: #555555; font-family: Roboto, Arial, Helvetica, sans-serif; font-size: 14.3px;">and up, cable must be 18AWG or at least 1.0mmsq</span><br style="background-color: #fafafa; border: none; box-sizing: border-box; color: #555555; font-family: Roboto, Arial, Helvetica, sans-serif; font-size: 14.3px; margin: 0px; padding: 0px;" /><span style="background-color: #fafafa; color: #555555; font-family: Roboto, Arial, Helvetica, sans-serif; font-size: 14.3px;">if RPi1B+, RPiZ/W : use 5v </span><span style="background-color: #fafafa; border: none; box-sizing: border-box; color: #555555; font-family: Roboto, Arial, Helvetica, sans-serif; font-size: 14.3px; font-weight: 700; margin: 0px; padding: 0px;">1.5A </span><span style="background-color: #fafafa; color: #555555; font-family: Roboto, Arial, Helvetica, sans-serif; font-size: 14.3px;">and up, cable must be 20AWG or at least 0.75mmsq</span><br style="background-color: #fafafa; border: none; box-sizing: border-box; color: #555555; font-family: Roboto, Arial, Helvetica, sans-serif; font-size: 14.3px; margin: 0px; padding: 0px;" /><span style="background-color: #fafafa; color: #555555; font-family: Roboto, Arial, Helvetica, sans-serif; font-size: 14.3px;">if RPiA+ : use 5v </span><span style="background-color: #fafafa; border: none; box-sizing: border-box; color: #555555; font-family: Roboto, Arial, Helvetica, sans-serif; font-size: 14.3px; font-weight: 700; margin: 0px; padding: 0px;">1.0A</span><span style="background-color: #fafafa; color: #555555; font-family: Roboto, Arial, Helvetica, sans-serif; font-size: 14.3px;"> and up, cable must be 20AWG or at least 0.75mmsq</span><br style="background-color: #fafafa; border: none; box-sizing: border-box; color: #555555; font-family: Roboto, Arial, Helvetica, sans-serif; font-size: 14.3px; margin: 0px; padding: 0px;" /><br style="background-color: #fafafa; border: none; box-sizing: border-box; color: #555555; font-family: Roboto, Arial, Helvetica, sans-serif; font-size: 14.3px; margin-bottom: 0px !important; margin-left: 0px; margin-right: 0px; margin-top: 0px; padding: 0px;" /><span style="background-color: #fafafa; color: #555555; font-family: Roboto, Arial, Helvetica, sans-serif; font-size: 14.3px;">5v must not go below 4.9v nor beyond 5.15v</span></div>
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<span style="background-color: #fafafa; color: #555555; font-family: Roboto, Arial, Helvetica, sans-serif; font-size: 14.3px;"><br /></span></div>
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<span style="color: #555555; font-family: Roboto, Arial, Helvetica, sans-serif;"><span style="background-color: #fafafa; font-size: 14.3px;">Reference</span></span></div>
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<span style="color: #555555; font-family: Roboto, Arial, Helvetica, sans-serif;"><span style="background-color: #fafafa; font-size: 14.3px;"><br /></span></span></div>
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<a href="https://www.raspberrypi.org/forums/viewtopic.php?t=224493">https://www.raspberrypi.org/forums/viewtopic.php?t=224493</a></div>
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zzZzhttp://www.blogger.com/profile/10681095313053713047noreply@blogger.com0tag:blogger.com,1999:blog-605533256599376414.post-36039368211084851722020-08-31T10:33:00.000+09:002020-08-31T10:40:07.778+09:00First things to do after installation of raspberry pi OSMake sure the internet connection to update old packages by blind period between time to make official OS and current status.<br />
<br />
# sudo apt update; sudo apt full-upgrade<br />
<br />
In order to reduce sd-card usage down as much as possible, in my case these commands may be helpful after installation.<br />
<br />
# sudo apt purge libreoffice* thonny* smartsim* scratch* sonic-pi* wolfram-engine* geany* mu-editor*<br />
# sudo apt autoremove<br />
# sudo apt clean<br />
<br />
then, to fuse firmware is needed to improve the performance of your raspberry pi.<br />
<br />
# sudo rpi-update<br />
<br />
<br />
<br />zzZzhttp://www.blogger.com/profile/10681095313053713047noreply@blogger.com0tag:blogger.com,1999:blog-605533256599376414.post-45049258375521539742020-07-17T11:29:00.000+09:002020-07-17T11:42:31.969+09:00[번역] 현대 자동차 소수 연료전지(fuel cell) 트럭 방향으로 밀어 붙이다. by Lewin DayOriginated at <a href="https://hackaday.com/2020/07/16/hyundai-makes-push-towards-fuel-cell-trucking/">https://hackaday.com/2020/07/16/hyundai-makes-push-towards-fuel-cell-trucking/</a><br />
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<img height="360" src="https://hackaday.com/wp-content/uploads/2020/07/hyundai-fuel-cell-trucks-featured.jpg?w=800" width="640" /><br />
<br />
현대 자동차는 상업용 운송차 시장에서 배터리 전기차 트럭에 대응하여 수소연료전지(fuel-cell) 기반의 중장비 트럭을 출고하기 시작했다.<br />
<br />
배터리 전기 차량은 좀 더 일반적으로는 전기차는 일상에서 볼 수 있을 정도로 세상에 나타나기 시작하였다. 하지만, 자연친화적 운송으로 전환할때 도시에서만 적용되는 게임이 아니다. 수소연료전지(Fuel cells)은 전기를 생산하는데 수소 탱크를 사용하고 부산물로 물(H2O)을 양산하기 때문에 당황스러운 충전 시간이 필요없이 오랫동안 주변에서 오염을 제거하기로 기대를 받아 왔다. 그렇지만 지금까지 큰 영향력을 만들어 내지 못하였다. 그러나 현대 자동차는 여전히 이러한 개념에 가치가 있다고 생각하고 있다. 그리고 그에 대한 더 많은 증거를 제시하는 XCIENT Fuel Cell 트럭을 개발 하였다.<br />
<br />
<span style="font-size: x-large;"><b>32KG의 수소로 400KM</b></span><br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img height="360" src="https://hackaday.com/wp-content/uploads/2020/07/Hyundai-XCIENT-Fuel-Cell-Heavy-Duty-Truck-3-57-screenshot.png?w=800" style="margin-left: auto; margin-right: auto;" width="640" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;">그져 단순한 포로토타입이 아니고, 현대 자동차는 리스 고객에서 많은 양의 자동차를 이미 출하하고 있다.</td></tr>
</tbody></table>
<br />
현대 자동차는 이 프로젝트에 집중 투자 해왔다. 상업용 중장비 회사에서 사용할 목적으로 스위스에 첫번째 10대의 수소연료전지(Fuel Cell) 트럭을 출하하였고, 올해 말까지 필드 테스트에 40대의 트럭을 추가하려고 계획하고있다. 2025년까지 1600대의 트럭을 운용하기를 목표로 하고 있다. 이 의미는 년단위로 수백대의 주문에 생산가능한 역량을 의미한다. 이 클라스의 트럭이 전세계적으로 년당 수백만대의 판매량을 보이는 것에 비하면 미약하다. 하지만, 그럼에도 불구하고 기술 개발에 강력한 의지를 보여주고 있다.<br />
<br />
32.1kg의 수소로 400Km 운용 능력은 트럭이 일반적인 장거리 운송 범위를 충분히 넘어 선다. 단기적으로 디젤 대형 굴착 장치와 경쟁 할 가능성은 없지만, 짧은 충전 시간은 모든 전기차가 가지고 있는 showstoppers(관심을 거두게 하는 요소) 중 하나를 극복한다. 현대 자동차의 다음 목표는 재충전 사이의 거리가 1,000km에 도달하는 것이다. 이것은 일반적인 트럭의 교대 길이에 가까워지게 된다. 트럭은 190kW의 총 에너지를 위해 95kW를 땡겨쓸 수 있는 두 개의 수소연료전지(Fuel Cell)를 사용한다. 이것은 큰 수량이 아니며, 이러한 차량에게 더 중요한 것은 토크이다. 전기 모터가 제공하는 즉각적인 twist(???)를 가지고 현대의 원동기는 이와 관련하여 전통적인 디젤 경쟁자와 차별되는 자신의 영역을 구축해야 한다.<br />
<br />
그러나, 이 회사는 수소연료전지(fuel cell) 기술에서 이방인이 아니다. 토요타와 같이 그들은 몇년동안 이 시장에 존재하였다. 현대 자동차의 첫 번째 큰 이정표는 과거 2001년의 산타페 Fe FCEV의 개발이었다. 그 이후로 그들은 전세계의 선정된 시장에서 새로운 모델로 좀 더 갈고 닦아 왔다. 넥소는 5.6kg의 수고로 570km의 주행거리를 제공하는 최근의 성과이다. 이미 생산이 준비 되어 있지만, 아직 전세계적으로 판매를 개시한 것은 아니다. 제한된 인프라는 미국에서의 차량 소유자가 특혜를 위해서 캘리포니아로 이주해야 한다는 것을 의미합니다.<br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img height="342" src="https://hackaday.com/wp-content/uploads/2020/07/hyundaifc.jpg?w=400" style="margin-left: auto; margin-right: auto;" width="640" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;">넥소는 수소연료전지 기술을 가지고 있는 현대적인 SUV 최신모델이다. 그러나, 알맞은 인프라가 있는 지역에 있지 않다면, 여러분은 하나 구매하는 것이 어렵다는 것을 알게 될것이다.</td></tr>
</tbody></table>
<br />
<span style="font-size: x-large;"><b>대체 연표 트럭의 출현</b></span><br />
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전세계의 도시들은 지구 기후와 지역 오염의 영향으로 화석연료 차량을 제거하도록 밀어 붙이고 있다. 배터리 전기 차량은 전통적으로 이러한 문제점의 해결책으로써 존재하여 왔지만, 긴 충전 시간과 비용은 비판자들을 끌어 모으고 있다. 인프라가 이러한 문제점을 해결하기 위해서 전세계적으로 구축되고 있지만, 많은 사람들에게서 드러나는 방해 요소로 뚜렷하게 대두되는 사안들이 남아있다.<br />
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수소연료전지(Fuel Cell) 차량은 배터리 의존적인 차량을 가지고 있는 사람들에게서 돌고있는 매력적인 특성을 가지고 있다. 시중에 있는 배터리가 최선의 경우 몇 십분의 의미있는 충전시간을 가지고 있는 반면에, 수소 연료 전지(fuel cell) 차량은 기존의 화석 연료 차량의 충전 시간과 동일한 시간안에 수소 탱크를 다시 채울 수 있다. 이상적인 수소 에너지 세상에선 집에 자신 소유의 충전기를 가질 필요가 없다. 그져 간단히 수소 주유소로 가서 추가적으로 연료 뚜껑만 위로 올리면 된다. 이 차량은 아무런 이산화 탄소 배출이 없는 긍정적은 요소를 유지한다. 미세먼지나 질소 산화물같은 다른 해로운 오염물은 말할 것도 없다. 이러한 점은 까다로운 배출규제를 유지하면서 상품들을 주기적으로 배달해야 하는 과밀 도시 중심부에서는 중요한 부분이다.<br />
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수소연료전지(fuel cell) 기술의 두 개의 주요 단점이 남아 있다. 첫 째는 인프라. 지금 시점에서 전세계적으로 단지 듬성듬성 분산되어 있는 한줌의 수소 충전소만 있다. 2014이후로 수소연료전지 차량이 시장에 존재하여 왔지만, 전 세계의 몇몇 지역만이 이들을 사용할 수 있게끔 해주는 필요 조치를 해왔다. 경쟁자인 전기차에 비해 적은 기반을 가지고는 빠른 시일 안에 변화를 기대하기는 쉽지 않다. 또 다른 하나는 수소 생산이다. Steam reforming 기술(CH4 + H2O ⇌ CO + 3 H)은 저렴하지만, 배출 측면에서 공정의 오염원으로 탄화수소를 포함하고 있다. 이러한 점은 깨끗한 운송 수단이 되도록 하는 이득을 다소 제거하는 요소이다. 대체제로써 물의 전기 분해(electrolysis of water)가 수소를 생산하는 또 다른 한가지 방법이다. 이것은 반응로의 에너지로 사용되는 발전과정 만큼이나 깨끗하다. 하지만, 더 비용이 들어 간다. 그리고 단순히 직접 배터리 전기 차에 충전하는데 전기를 사용하는 것 보다 효율을 좋지 못하다.<br />
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<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img height="320" src="https://hackaday.com/wp-content/uploads/2020/07/hyundai-fc-teslasemi.jpg?w=400" style="margin-left: auto; margin-right: auto;" width="640" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;">Tesla Semi 같은 배터리 전기차는 현대 자동차의 수소연료전기 트럭의 주요 경쟁자일 것이다.</td></tr>
</tbody></table>
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그러나 현대자동차의 트럭의 중장비 영역은 수소연료전기 기술에 있어서 좋은 기회이다. 인프라의 문제점은 상업용 fleet(함대)에 사용되는 차량에 있어서 덜 중요하다. 그들은 차고에서 정기적으로 운영되기 때문에, 통근하는 인구를 위해 모든 곳에 수소 충전소를 설치하는데 드는 것에 비해, 적은 수의 충전소를 더 감당할 수 있는 비용으로 화물 네트워크에 설치할 수 있다. 추가적으로, 프로젝트의 기후적인 이득을 유지하기 위해 회사가 깨끗한 공정에서 생산된 수소를 확보하도록 할 수 있다. 또한 중장비 차량이 도시 주변이나 안에서 운용될 수 있도록 하는 기대되는 방법이다. 지금은 더많은 오염원을 발생하는 차량은 금지하고 있다. 배터리 전기 트럭은 이 시장에서 어렵게 경쟁하고 있지만, 느린 충전시간의 장벽을 떨쳐버리기를 원하는 회사에게 수소 연료전지는 설득력있는 대체제를 제공할 것이다.<br />
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수소연료전지가 통근 영역의 시장에 있어서도 배터리 전기차를 넘어 설 수있는 기회가 점점 좁혀져 가고 있어 보인다. (비록 테슬라, 니싼, 다른 자동차 메이커들이 수천대 이상 많이 수소 경쟁자 보다 많이 팔요 있지만,) 그러나, 깨끗한 트럭의 전쟁은 단지 시작이 뿐이다. 재충전 문제의 뚜렷한 해결책과 주요 화물 도로를 따라 수소 인프라를 구축하는 가능성을 가지고 여러분의 다음번 온라인 주문을 배송하는 트럭이 수소연료전지로 구동될 가능성이 매우 큽니다.<br />
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<br />zzZzhttp://www.blogger.com/profile/10681095313053713047noreply@blogger.com0tag:blogger.com,1999:blog-605533256599376414.post-14178712085737475042020-02-21T11:35:00.001+09:002020-02-21T11:35:57.996+09:00Attempt to remove annoying hanging debian system due to libreoffice's unstablityRemove configuration of libreoffice.<br />
$ cd ~/.config<br />
$ rm -rf libreoffice<br />
<br />
Remove libreoffice<br />
# apt remove --purge libreoffice*<br />
# apt clean<br />
# apt autoremvoe<br />
<br />
Remove default-jdk, default-jdk-headless, default-jre, and default-jre-headless<br />
# apt remove --purge default-jdk default-jdk-headless default-jre default-jre-headless<br />
# apt clean<br />
# apt autoremove<br />
<br />
Reinstall default-jdk, default-jdk-headless, default-jre, and default-jre-headless.<br />
# apt install default-jdk default-jdk-headless default-jre default-jre-headless<br />
<br />
Reinstall libreoffice<br />
# apt install libreoffice<br />
<br />
Finally, wait, and see.... <br />
zzZzhttp://www.blogger.com/profile/10681095313053713047noreply@blogger.com0tag:blogger.com,1999:blog-605533256599376414.post-51876716797792570352020-02-19T11:31:00.000+09:002020-02-19T11:32:33.018+09:00when libreoffice is unstable slow, I would use libreoffice-qt5 instead of libreoffice-gtk3.<b>Environment</b><br />
<br />
daysleep@t480s-debian ~> lsb_release -a<br />
No LSB modules are available.<br />
Distributor ID: Debian<br />
Description: Debian GNU/Linux bullseye/sid<br />
Release: 9.12<br />
Codename: stretch<br />
<br /><b>Libreoffice's Version</b><br />
Version: 6.4.1.1Build ID: 1:6.4.1~rc1-2<br />
CPU threads: 8; OS: Linux 5.4; UI render: default; VCL: x11; <br />
Locale: en-US (en_US.UTF-8); UI-Language: en-US<br />
Calc: threaded<br />
<br /><b>Action for Replacement</b><br />
<br />
$ apt install libreoffice-qt5<br />
$ apt remove libreoffice-gtk3<br />
<br />zzZzhttp://www.blogger.com/profile/10681095313053713047noreply@blogger.com0tag:blogger.com,1999:blog-605533256599376414.post-36054686068386124192019-10-07T12:37:00.000+09:002019-10-07T12:37:01.889+09:00Setup develop environment for Bluetooth SOC, nRF528401. Install Toolchain on debian testing(currently bulleseye)<br /># apt install libnewlib-dev libstdc++-arm-none-eabi-newlib libnewlib-arm-none-eabi gcc-arm-none-eabi binutils-arm-none-eabi<br /><br />1.2. Verify the version of installed gcc<br /># arm-none-eabi-gcc --version<br />arm-none-eabi-gcc (15:7-2018-q2-6+b1) 7.3.1 20180622 (release) [ARM/embedded-7-branch revision 261907]<br />Copyright (C) 2017 Free Software Foundation, Inc.<br />This is free software; see the source for copying conditions. There is NO<br />warranty; not even for MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.<br /><br />2. Download, and install the nRF5 SDK<br />Go to https://www.nordicsemi.com/Software-and-Tools/Software/nRF5-SDK/, and<br />download the latest verion of SDK at https://www.nordicsemi.com/-/media/Software-and-other-downloads/SDKs/nRF5/Binaries/nRF5SDK153059ac345.zip<br />Unzip nRF5SDK153059ac345.zip like as:<br />nRF5_SDK_15.3.0_59ac345<br />+- components<br />+- config<br />+- documentation<br />+- examples<br />+- external<br />+- external_tools<br />+- intergation<br />+- modules<br />+- license.txt<br />+- nRF5x_MDK_8_24_1_IAR_NordicLicense.msi<br />+- nRF5x_MDK_8_24_1_Keil4_NordicLicense.msi<br /><br />At "$(SDK_ROOT)/components/toolchain/gcc" under SDK, there are several kinds of Makefile for Windows/Linux/MacOs.<br />Now, we should edit "Makefile.posix" in the case of Linux or MacOs like the below.<br /><br />GNU_INSTALL_ROOT ?= /usr/local/gcc-arm-none-eabi-7-2018-q2-update/bin/<br />GNU_VERSION ?= 7.3.1<br />GNU_PREFIX ?= arm-none-eabi<br /><br />into<br /><br />GNU_INSTALL_ROOT ?= /usr/bin/<br />GNU_VERSION ?= 7.3.1<br />GNU_PREFIX ?= arm-none-eabi<br /><br />2.1. Try to compile the example.<br />Under "$(SDK_ROOT)/examples/peripheral/blinkyPCA10056/blank/armgcc", <br />$ make<br />mkdir _build<br />cd _build && mkdir nrf52840_xxaa<br />Assembling file: gcc_startup_nrf52840.S<br />Compiling file: nrf_log_frontend.c<br />Compiling file: nrf_log_str_formatter.c<br />Compiling file: boards.c<br />Compiling file: app_error.c<br />Compiling file: app_error_handler_gcc.c<br />Compiling file: app_error_weak.c<br />Compiling file: app_util_platform.c<br />Compiling file: nrf_assert.c<br />Compiling file: nrf_atomic.c<br />Compiling file: nrf_balloc.c<br />Compiling file: nrf_fprintf.c<br />Compiling file: nrf_fprintf_format.c<br />Compiling file: nrf_memobj.c<br />Compiling file: nrf_ringbuf.c<br />Compiling file: nrf_strerror.c<br />Compiling file: nrfx_atomic.c<br />Compiling file: main.c<br />Compiling file: system_nrf52840.c<br />Linking target: _build/nrf52840_xxaa.out<br /> text data bss dec hex filename<br /> 2168 112 172 2452 994 _build/nrf52840_xxaa.out<br />Preparing: _build/nrf52840_xxaa.hex<br />Preparing: _build/nrf52840_xxaa.bin<br />DONE nrf52840_xxaa<br />zzZzhttp://www.blogger.com/profile/10681095313053713047noreply@blogger.com0