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[通信原理] 基于gnu radio的自适应滤波算法仿真

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发表于 2021-4-20 13:28:26 | 只看该作者 |只看大图 回帖奖励 |倒序浏览 |阅读模式
自适应滤波是处理非平稳信号的一种有效手段


就是梯度下降算法  sgd bgd mbgd  mini_batch




基于gnu radio的自适应滤波算法仿真
https://github.com/karel/gr-adapt


Ubuntu18.04上安装gnu radio开发信号处理模块:
http://www.ai111.vip/thread-1149-1-1.html


volk的全名是vector optimized library of kernel,也就是矢量优化库,由它可以提高在不同计算平台矢量计算的效率。
https://github.com/gnuradio
这个项目也是GNURADIO的一个子项目,GNURADIO是依赖这个项目的
https://github.com/gnuradio/volk
# volk_profile will profile your system so that the best kernel is used
$ volk_profile
执行后输出:
jiang@jiang-Ubuntu:~/GNU_Radio_works/gr-adapt-master$ volk_profile
RUN_VOLK_TESTS: volk_64u_popcntpuppet_64u(131071,1987)
generic completed in 160.214 ms
a_sse4_2 completed in 128.086 ms
Best aligned arch: a_sse4_2
Best unaligned arch: generic
RUN_VOLK_TESTS: volk_64u_popcntpuppet_64u(131071,1987)
Creating "/home/jiang/.volk"...
Writing /home/jiang/.volk/volk_config...


Ubuntu18.04 C/C++环境搭建 gcc+cmake:
http://www.ai111.vip/thread-977-1-1.html
jiang@jiang-Ubuntu:~/GNU_Radio_works/gr-adapt-master$ cmake --version
cmake version 3.19.4


Ubuntu18.04下pybind11的安装:
http://www.ai111.vip/thread-1155-1-1.html


当前基于QR分解的RLS过滤器需要Armadillo才能工作。如果gr-adapt是在没有Armadillo的情况下构建的,那么这些过滤器将不起作用
Ubuntu18.04下Armadillo的安装与测试:
http://www.ai111.vip/thread-1156-1-1.html


正式开始源码方式安装gr-adapt:
cd gr-adapt-master
mkdir build
cd build
cmake ..


报错了:  76行内容:find_package(Gnuradio "3.9" REQUIRED COMPONENTS blocks filter fft)
CMake Error at CMakeLists.txt:76 (find_package):
  Could not find a configuration file for package "Gnuradio" that is
  compatible with requested version "3.9".


  The following configuration files were considered but not accepted:


    /usr/lib/x86_64-linux-gnu/cmake/gnuradio/GnuradioConfig.cmake, version: 3.8.2.0
原因是:系统中安装的gnuradio是3.8.2.0版本的 而这里需要3.9的版本吗?是的
那就更新吧:http://www.ai111.vip/thread-1149-1-1.html


又报错了:
-- Checking for module 'sndfile'
--   No package 'sndfile' found
CMake Error at /usr/local/share/cmake/pybind11/pybind11Tools.cmake:166 (add_library):
  Target "adapt_python" links to target "sndfile::sndfile" but the target was
  not found.  Perhaps a find_package() call is missing for an IMPORTED
  target, or an ALIAS target is missing?
Call Stack (most recent call first):
  /usr/lib/x86_64-linux-gnu/cmake/gnuradio/GrPybind.cmake:243 (pybind11_add_module)
  python/bindings/CMakeLists.txt:31 (GR_PYBIND_MAKE_OOT)
安装sndfile:一个C库,用于读写包含采样音频数据的声音文件
sudo apt-get install libsndfile-dev


终于成功了,输出结果:


  1. jiang@jiang-Ubuntu:~/GNU_Radio_works/gr-adapt-master/build$ cmake ..
  2. -- The CXX compiler identification is GNU 7.5.0
  3. -- The C compiler identification is GNU 7.5.0
  4. -- Detecting CXX compiler ABI info
  5. -- Detecting CXX compiler ABI info - done
  6. -- Check for working CXX compiler: /usr/bin/c++ - skipped
  7. -- Detecting CXX compile features
  8. -- Detecting CXX compile features - done
  9. -- Detecting C compiler ABI info
  10. -- Detecting C compiler ABI info - done
  11. -- Check for working C compiler: /usr/bin/cc - skipped
  12. -- Detecting C compile features
  13. -- Detecting C compile features - done
  14. -- Build type not specified: defaulting to release.
  15. -- Found LOG4CPP: /usr/lib/x86_64-linux-gnu/liblog4cpp.so
  16. CMake Warning (dev) at /usr/local/share/cmake-3.19/Modules/FindPackageHandleStandardArgs.cmake:426 (message):
  17.   The package name passed to `find_package_handle_standard_args` (PkgConfig)
  18.   does not match the name of the calling package (GMP).  This can lead to
  19.   problems in calling code that expects `find_package` result variables
  20.   (e.g., `_FOUND`) to follow a certain pattern.
  21. Call Stack (most recent call first):
  22.   /usr/local/share/cmake-3.19/Modules/FindPkgConfig.cmake:67 (find_package_handle_standard_args)
  23.   /usr/lib/x86_64-linux-gnu/cmake/gnuradio/FindGMP.cmake:2 (include)
  24.   /usr/lib/x86_64-linux-gnu/cmake/gnuradio/FindMPLIB.cmake:1 (find_package)
  25.   /usr/local/share/cmake-3.19/Modules/CMakeFindDependencyMacro.cmake:47 (find_package)
  26.   /usr/lib/x86_64-linux-gnu/cmake/gnuradio/GnuradioConfig.cmake:14 (find_dependency)
  27.   CMakeLists.txt:76 (find_package)
  28. This warning is for project developers.  Use -Wno-dev to suppress it.

  29. -- Found PkgConfig: /usr/bin/pkg-config (found version "0.29.1")
  30. -- Checking for module 'gmp'
  31. --   No package 'gmp' found
  32. -- Found GMP: /usr/lib/x86_64-linux-gnu/libgmpxx.so  
  33. -- Checking for module 'mpir >= 3.0'
  34. --   No package 'mpir' found
  35. -- Could NOT find MPIR (missing: MPIRXX_LIBRARY MPIR_LIBRARY MPIR_INCLUDE_DIR)
  36. -- Found MPLIB: /usr/lib/x86_64-linux-gnu/libgmpxx.so  
  37. -- Looking for pthread.h
  38. -- Looking for pthread.h - found
  39. -- Performing Test CMAKE_HAVE_LIBC_PTHREAD
  40. -- Performing Test CMAKE_HAVE_LIBC_PTHREAD - Failed
  41. -- Looking for pthread_create in pthreads
  42. -- Looking for pthread_create in pthreads - not found
  43. -- Looking for pthread_create in pthread
  44. -- Looking for pthread_create in pthread - found
  45. -- Found Threads: TRUE  
  46. -- Found Boost: /usr/include (found suitable version "1.65.1", minimum required is "1.65.1") found components: date_time program_options filesystem system regex thread unit_test_framework chrono atomic
  47. CMake Warning (dev) at /usr/local/share/cmake-3.19/Modules/FindPackageHandleStandardArgs.cmake:426 (message):
  48.   The package name passed to `find_package_handle_standard_args` (VOLK) does
  49.   not match the name of the calling package (Volk).  This can lead to
  50.   problems in calling code that expects `find_package` result variables
  51.   (e.g., `_FOUND`) to follow a certain pattern.
  52. Call Stack (most recent call first):
  53.   /usr/lib/x86_64-linux-gnu/cmake/volk/VolkConfig.cmake:32 (find_package_handle_standard_args)
  54.   /usr/local/share/cmake-3.19/Modules/CMakeFindDependencyMacro.cmake:47 (find_package)
  55.   /usr/lib/x86_64-linux-gnu/cmake/gnuradio/GnuradioConfig.cmake:34 (find_dependency)
  56.   CMakeLists.txt:76 (find_package)
  57. This warning is for project developers.  Use -Wno-dev to suppress it.

  58. -- Found VOLK: Volk::volk  
  59. -- User set python executable /usr/bin/python3
  60. -- Found PythonInterp: /usr/bin/python3 (found version "3.6.9")
  61. -- Found PythonLibs: /usr/lib/x86_64-linux-gnu/libpython3.6m.so (found suitable exact version "3.6.9")
  62. -- Checking for module 'sndfile'
  63. --   Found sndfile, version 1.0.28
  64. -- Found SNDFILE: /usr/lib/x86_64-linux-gnu/libsndfile.so  
  65. -- Checking for module 'fftw3f >= 3.0'
  66. --   Found fftw3f , version 3.3.7
  67. -- Found FFTW3f: /usr/lib/x86_64-linux-gnu/libfftw3f.so  
  68. -- Found Git: /usr/bin/git  
  69. -- Could NOT find Doxygen (missing: DOXYGEN_EXECUTABLE)
  70. -- Found PythonLibs: /usr/lib/x86_64-linux-gnu/libpython3.6m.so
  71. -- Performing Test HAS_FLTO
  72. -- Performing Test HAS_FLTO - Success
  73. -- Found pybind11: /usr/local/include (found version "2.6.3" dev1)
  74. CMake Warning (dev) at /usr/local/share/cmake-3.19/Modules/FindPackageHandleStandardArgs.cmake:426 (message):
  75.   The package name passed to `find_package_handle_standard_args` (VOLK) does
  76.   not match the name of the calling package (Volk).  This can lead to
  77.   problems in calling code that expects `find_package` result variables
  78.   (e.g., `_FOUND`) to follow a certain pattern.
  79. Call Stack (most recent call first):
  80.   /usr/lib/x86_64-linux-gnu/cmake/volk/VolkConfig.cmake:32 (find_package_handle_standard_args)
  81.   CMakeLists.txt:130 (find_package)
  82. This warning is for project developers.  Use -Wno-dev to suppress it.

  83. -- Looking for sgemm_
  84. -- Looking for sgemm_ - not found
  85. -- Looking for sgemm_
  86. -- Looking for sgemm_ - found
  87. -- Found BLAS: /usr/lib/x86_64-linux-gnu/libblas.so  
  88. -- Looking for cheev_
  89. -- Looking for cheev_ - not found
  90. -- Looking for cheev_
  91. -- Looking for cheev_ - found
  92. -- Found LAPACK: /usr/lib/x86_64-linux-gnu/liblapack.so;/usr/lib/x86_64-linux-gnu/libblas.so  
  93. -- Found Armadillo: /usr/include (found version "8.400.0")
  94. -- Using install prefix: /usr/local
  95. -- Building for version: v0.1-compat-xxx-xunknown / 0.1.0git
  96. -- No C++ unit tests... skipping
  97. -- Could NOT find Doxygen (missing: DOXYGEN_EXECUTABLE)
  98. -- Python checking for pygccxml - not found
  99. -- Configuring done
  100. -- Generating done
  101. -- Build files have been written to: /home/jiang/GNU_Radio_works/gr-adapt-master/build
复制代码



接下来开始make编译了:
make -j8
又报错了:
/home/jiang/GNU_Radio_works/gr-adapt-master/lib/lms_filter_ff_impl.cc:52:94: error: no matching function for call to ‘gr::filter::kernel::fir_filter<float, float, float>::fir_filter(std::vector<float, std::allocator<float> >)’
       d_updated(false), d_skip(skip), d_i(0), d_adapt(adapt), d_bypass(bypass), d_reset(false)
原因:作者提供了一个分支  maint-3.9 我没有用
sudo make install


报错:
import adapt
  ImportError: No module named adapt
官方答案:
most likely you used a different CMAKE_INSTALL_PREFIX for the module than for GNU Radio.
Uninstall the module, then run CMake in the build directory again with the correct CMAKE_INSTALL_PREFIX and then install the module


先删除:
sudo make uninstall
make clean
build目录下: rm -rf *






cmake ..   默认是:-- Using install prefix: /usr/local


-- User set python executable /usr/bin/python3
-- Found PythonInterp: /usr/bin/python3 (found version "3.6.9")
-- Found PythonLibs: /usr/lib/x86_64-linux-gnu/libpython3.6m.so (found suitable exact version "3.6.9")


-- Installing: /usr/local/lib/python3/dist-packages/adapt/adapt_swig.py
-- Installing: /usr/local/lib/python3/dist-packages/adapt/adapt_swig.pyc
-- Installing: /usr/local/lib/python3/dist-packages/adapt/adapt_swig.pyo
-- Installing: /usr/local/include/adapt/adapt/swig/adapt_swig.i
-- Installing: /usr/local/include/adapt/adapt/swig/adapt_swig_doc.i




dfy888@Dfy888-Ubuntu:~/gnuRadio_works$ pip3 --version
pip 9.0.1 from /usr/lib/python3/dist-packages (python 3.6)




我修改一下:
cmake -DCMAKE_INSTALL_PREFIX=/usr ..
变了:
-- Set runtime path of "/usr/lib/python3/dist-packages/adapt/_adapt_swig.so" to ""
-- Installing: /usr/lib/python3/dist-packages/adapt/adapt_swig.py
-- Installing: /usr/lib/python3/dist-packages/adapt/adapt_swig.pyc
-- Installing: /usr/lib/python3/dist-packages/adapt/adapt_swig.pyo
-- Installing: /usr/include/adapt/adapt/swig/adapt_swig.i
-- Installing: /usr/include/adapt/adapt/swig/adapt_swig_doc.i


再次导入:import adapt  终于不报错了!







终于成功gnuradio3.8.png (180.94 KB, 下载次数: 168)

终于成功gnuradio3.8.png
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沙发
 楼主| 发表于 2021-4-20 20:41:25 | 只看该作者
我家里电脑的环境:
  1. dfy888@Dfy888-Ubuntu:~/gnuRadio_works/gr-adapt-maint-3.8/build$ cmake ..
  2. -- The CXX compiler identification is GNU 7.5.0
  3. -- The C compiler identification is GNU 7.5.0
  4. -- Check for working CXX compiler: /usr/bin/c++
  5. -- Check for working CXX compiler: /usr/bin/c++ -- works
  6. -- Detecting CXX compiler ABI info
  7. -- Detecting CXX compiler ABI info - done
  8. -- Detecting CXX compile features
  9. -- Detecting CXX compile features - done
  10. -- Check for working C compiler: /usr/bin/cc
  11. -- Check for working C compiler: /usr/bin/cc -- works
  12. -- Detecting C compiler ABI info
  13. -- Detecting C compiler ABI info - done
  14. -- Detecting C compile features
  15. -- Detecting C compile features - done
  16. -- Build type not specified: defaulting to release.
  17. -- Found LOG4CPP: /usr/lib/x86_64-linux-gnu/liblog4cpp.so
  18. -- Found PkgConfig: /usr/bin/pkg-config (found version "0.29.1")
  19. -- Checking for module 'gmp'
  20. --   No package 'gmp' found
  21. -- Found GMP: /usr/lib/x86_64-linux-gnu/libgmpxx.so  
  22. -- Checking for module 'mpir >= 3.0'
  23. --   No package 'mpir' found
  24. -- Could NOT find MPIR (missing: MPIRXX_LIBRARY MPIR_LIBRARY MPIR_INCLUDE_DIR)
  25. -- Found MPLIB: /usr/lib/x86_64-linux-gnu/libgmpxx.so  
  26. -- Looking for pthread.h
  27. -- Looking for pthread.h - found
  28. -- Looking for pthread_create
  29. -- Looking for pthread_create - not found
  30. -- Looking for pthread_create in pthreads
  31. -- Looking for pthread_create in pthreads - not found
  32. -- Looking for pthread_create in pthread
  33. -- Looking for pthread_create in pthread - found
  34. -- Found Threads: TRUE  
  35. -- Boost version: 1.65.1
  36. -- Found the following Boost libraries:
  37. --   date_time
  38. --   program_options
  39. --   filesystem
  40. --   system
  41. --   regex
  42. --   thread
  43. --   unit_test_framework
  44. --   chrono
  45. --   atomic
  46. -- Found VOLK: Volk::volk  
  47. -- User set python executable /usr/bin/python3
  48. -- Found PythonInterp: /usr/bin/python3 (found version "3.6.9")
  49. -- Found PythonLibs: /usr/lib/x86_64-linux-gnu/libpython3.6m.so (found suitable exact version "3.6.9")
  50. -- Checking for module 'fftw3f >= 3.0'
  51. --   Found fftw3f , version 3.3.7
  52. -- Found FFTW3f: /usr/lib/x86_64-linux-gnu/libfftw3f.so  
  53. -- Found Git: /usr/bin/git  
  54. -- Could NOT find Doxygen (missing: DOXYGEN_EXECUTABLE)
  55. -- Looking for sgemm_
  56. -- Looking for sgemm_ - not found
  57. -- Looking for sgemm_
  58. -- Looking for sgemm_ - found
  59. -- Found BLAS: /usr/lib/x86_64-linux-gnu/libopenblas.so  
  60. -- Looking for cheev_
  61. -- Looking for cheev_ - found
  62. -- A library with LAPACK API found.
  63. -- Found Armadillo: /usr/lib/libarmadillo.so (found version "8.400.0")
  64. -- Using install prefix: /usr/local
  65. -- Building for version: v0.1-compat-xxx-xunknown / 0.1.0git
  66. -- No C++ unit tests... skipping
  67. -- Could NOT find Doxygen (missing: DOXYGEN_EXECUTABLE)
  68. --
  69. -- Checking for module SWIG
  70. -- Found SWIG version 4.0.2.
  71. -- Found SWIG: /home/dfy888/dfy_softwares/my_swig/bin/swig  
  72. -- Found PythonLibs: /usr/lib/x86_64-linux-gnu/libpython3.6m.so (found version "3.6.9")
  73. -- Configuring done
  74. -- Generating done
  75. -- Build files have been written to: /home/dfy888/gnuRadio_works/gr-adapt-maint-3.8/build
复制代码
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板凳
 楼主| 发表于 2021-4-20 20:42:51 | 只看该作者
我家里电脑的环境:
  1. dfy888@Dfy888-Ubuntu:~/gnuRadio_works/gr-adapt-maint-3.8/build$ make -j8
  2. Scanning dependencies of target pygen_apps_9a6dd
  3. Scanning dependencies of target pygen_python_4f923
  4. Scanning dependencies of target adapt_swig_swig_doc
  5. Scanning dependencies of target gnuradio-adapt
  6. [  0%] Built target pygen_apps_9a6dd
  7. [  0%] Built target adapt_swig_swig_doc
  8. [  5%] Generating __init__.pyc
  9. [ 11%] Generating __init__.pyo
  10. Scanning dependencies of target adapt_swig_swig_compilation
  11. [ 16%] Building CXX object lib/CMakeFiles/gnuradio-adapt.dir/lms_filter_ff_impl.cc.o
  12. [ 22%] Building CXX object lib/CMakeFiles/gnuradio-adapt.dir/lms_filter_cc_impl.cc.o
  13. [ 27%] Building CXX object lib/CMakeFiles/gnuradio-adapt.dir/nlms_filter_cc_impl.cc.o
  14. [ 33%] Swig source adapt_swig.i
  15. [ 38%] Building CXX object lib/CMakeFiles/gnuradio-adapt.dir/nlms_filter_ff_impl.cc.o
  16. [ 44%] Building CXX object lib/CMakeFiles/gnuradio-adapt.dir/rls_filter_ff_impl.cc.o
  17. [ 50%] Building CXX object lib/CMakeFiles/gnuradio-adapt.dir/rls_filter_cc_impl.cc.o
  18. [ 50%] Built target pygen_python_4f923
  19. [ 55%] Building CXX object lib/CMakeFiles/gnuradio-adapt.dir/qrd_rls_filter_ff_impl.cc.o
  20. [ 55%] Built target adapt_swig_swig_compilation
  21. [ 61%] Building CXX object lib/CMakeFiles/gnuradio-adapt.dir/qrd_rls_filter_cc_impl.cc.o
  22. [ 66%] Building CXX object lib/CMakeFiles/gnuradio-adapt.dir/iqrd_rls_filter_ff_impl.cc.o
  23. [ 72%] Building CXX object lib/CMakeFiles/gnuradio-adapt.dir/iqrd_rls_filter_cc_impl.cc.o
  24. [ 77%] Linking CXX shared library libgnuradio-adapt.so
  25. [ 77%] Built target gnuradio-adapt
  26. Scanning dependencies of target adapt_swig
  27. [ 83%] Building CXX object swig/CMakeFiles/adapt_swig.dir/CMakeFiles/adapt_swig.dir/adapt_swigPYTHON_wrap.cxx.o
  28. [ 88%] Linking CXX shared module _adapt_swig.so
  29. [ 88%] Built target adapt_swig
  30. Scanning dependencies of target pygen_swig_b92d6
  31. [ 94%] Generating adapt_swig.pyc
  32. [100%] Generating adapt_swig.pyo
  33. [100%] Built target pygen_swig_b92d6
复制代码
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地板
 楼主| 发表于 2021-4-20 20:43:39 | 只看该作者
我家里电脑的环境:
  1. dfy888@Dfy888-Ubuntu:~/gnuRadio_works/gr-adapt-maint-3.8/build$ sudo make install
  2. [sudo] dfy888 的密码:
  3. [ 61%] Built target gnuradio-adapt
  4. [ 61%] Built target pygen_apps_9a6dd
  5. [ 61%] Built target adapt_swig_swig_doc
  6. [ 66%] Built target adapt_swig_swig_compilation
  7. [ 77%] Built target adapt_swig
  8. [ 88%] Built target pygen_swig_b92d6
  9. [100%] Built target pygen_python_4f923
  10. Install the project...
  11. -- Install configuration: "Release"
  12. -- Installing: /usr/local/lib/cmake/adapt/adaptConfig.cmake
  13. -- Installing: /usr/local/include/adapt/api.h
  14. -- Installing: /usr/local/include/adapt/lms_filter_cc.h
  15. -- Installing: /usr/local/include/adapt/nlms_filter_cc.h
  16. -- Installing: /usr/local/include/adapt/rls_filter_cc.h
  17. -- Installing: /usr/local/include/adapt/rls_filter_ff.h
  18. -- Installing: /usr/local/include/adapt/nlms_filter_ff.h
  19. -- Installing: /usr/local/include/adapt/lms_filter_ff.h
  20. -- Installing: /usr/local/include/adapt/qrd_rls_filter_ff.h
  21. -- Installing: /usr/local/include/adapt/qrd_rls_filter_cc.h
  22. -- Installing: /usr/local/include/adapt/iqrd_rls_filter_ff.h
  23. -- Installing: /usr/local/include/adapt/iqrd_rls_filter_cc.h
  24. -- Installing: /usr/local/lib/x86_64-linux-gnu/libgnuradio-adapt.so.v0.1-compat-xxx-xunknown
  25. -- Installing: /usr/local/lib/x86_64-linux-gnu/libgnuradio-adapt.so.0.1.0git
  26. -- Installing: /usr/local/lib/x86_64-linux-gnu/libgnuradio-adapt.so
  27. -- Installing: /usr/local/lib/cmake/adapt/gnuradio-adaptTargets.cmake
  28. -- Installing: /usr/local/lib/cmake/adapt/gnuradio-adaptTargets-release.cmake
  29. -- Installing: /usr/local/lib/cmake/adapt/gnuradio-adaptConfig.cmake
  30. -- Installing: /usr/local/lib/python3/dist-packages/adapt/_adapt_swig.so
  31. -- Set runtime path of "/usr/local/lib/python3/dist-packages/adapt/_adapt_swig.so" to ""
  32. -- Installing: /usr/local/lib/python3/dist-packages/adapt/adapt_swig.py
  33. -- Installing: /usr/local/lib/python3/dist-packages/adapt/adapt_swig.pyc
  34. -- Installing: /usr/local/lib/python3/dist-packages/adapt/adapt_swig.pyo
  35. -- Installing: /usr/local/include/adapt/adapt/swig/adapt_swig.i
  36. -- Installing: /usr/local/include/adapt/adapt/swig/adapt_swig_doc.i
  37. -- Installing: /usr/local/lib/python3/dist-packages/adapt/__init__.py
  38. -- Installing: /usr/local/lib/python3/dist-packages/adapt/__init__.pyc
  39. -- Installing: /usr/local/lib/python3/dist-packages/adapt/__init__.pyo
  40. -- Installing: /usr/local/share/gnuradio/grc/blocks/adapt_lms_filter_xx.block.yml
  41. -- Installing: /usr/local/share/gnuradio/grc/blocks/adapt_nlms_filter_xx.block.yml
  42. -- Installing: /usr/local/share/gnuradio/grc/blocks/adapt_rls_filter_xx.block.yml
  43. -- Installing: /usr/local/share/gnuradio/grc/blocks/adapt_qrd_rls_filter_xx.block.yml
  44. -- Installing: /usr/local/share/gnuradio/grc/blocks/adapt_iqrd_rls_filter_xx.block.yml
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让天下人人学会人工智能!人工智能的前景一片大好!
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发表于 2021-11-23 19:49:31 | 只看该作者
让天下人人学会人工智能!人工智能的前景一片大好!
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