GPU Acceleration for Spiking ConvNets
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[[Yohei Shimmyo]]
** Tasks [#ma1503c2]
- GPGPU¤Ë´Ø¤¹¤ëÃ諤òÆÀ¤ë
-- [[¥×¥í¥°¥é¥à¤ò¹â®²½¤¹¤ëÏö 〜GPGPUÊÔ〜>https://www.slideshare.net/KMC_JP/gpgpu-91122680]]
-- [[Chainer ¤Ç¤Î¥×¥í¥Õ¥¡¥¤¥ê¥ó¥°¤ò¤Á¤ç¤Ã¤È³Ú¤Ë¤¹¤ëÏÃ>https://www.slideshare.net/NVIDIAJapan/20190330-chainer-meetupeasytoprofile]]
-- [[Memory Management — CuPy 7.3.0 documentation>https://docs-cupy.chainer.org/en/stable/reference/memory.html]]
- ¤«¤¤Ê¤ª¤·~
API¤òÀ߷פ¹¤ë¡£´Ø¿ô¥ª¥Ö¥¸¥§¥¯¥È¤ò¥Í¥¹¥È¤·¤Æ¤¯·Á¤Ë¤¹¤ë¡£Æñ¤·¤½¤¦¤À¤Ã¤¿¤é¥Í¥Ã¥È¥ï¡¼¥¯¤Î¥¤¥ó¥¹¥¿¥ó¥¹¤òʤ٤¿¥Ç¡¼¥¿·¿¤ò¤Ê¤á¤ë·Á¤Ë¤¹¤ë¡£
-- Convolution ¹½Â¤ÂΤκîÀ®
--- ½Å¤ß¡¢¥Ñ¥é¥á¡¼¥¿
-- Convolution ¥¤¥ó¥¿¡¼¥Õ¥§¡¼¥¹¤ÎºîÀ®
--- Foreward()
--- Backward()
Layer-wise STDP (conv) ¤ÎÃæ´Öfeaturemap¤ò¤É¤¦°·¤¦¤«?
--- STDPLagrange()
-- FC ¹½Â¤ÂΡ¢¥¤¥ó¥¿¡¼¥Õ¥§¡¼¥¹¤ÎºîÀ®
--- ½Å¤ß¡¢¥Ñ¥é¥á¡¼¥¿
-- Convolution ¥¤¥ó¥¿¡¼¥Õ¥§¡¼¥¹¤ÎºîÀ®
--- Forward(), Backward()
½ªÎ»¹Ô:
[[Yohei Shimmyo]]
** Tasks [#ma1503c2]
- GPGPU¤Ë´Ø¤¹¤ëÃ諤òÆÀ¤ë
-- [[¥×¥í¥°¥é¥à¤ò¹â®²½¤¹¤ëÏö 〜GPGPUÊÔ〜>https://www.slideshare.net/KMC_JP/gpgpu-91122680]]
-- [[Chainer ¤Ç¤Î¥×¥í¥Õ¥¡¥¤¥ê¥ó¥°¤ò¤Á¤ç¤Ã¤È³Ú¤Ë¤¹¤ëÏÃ>https://www.slideshare.net/NVIDIAJapan/20190330-chainer-meetupeasytoprofile]]
-- [[Memory Management — CuPy 7.3.0 documentation>https://docs-cupy.chainer.org/en/stable/reference/memory.html]]
- ¤«¤¤Ê¤ª¤·~
API¤òÀ߷פ¹¤ë¡£´Ø¿ô¥ª¥Ö¥¸¥§¥¯¥È¤ò¥Í¥¹¥È¤·¤Æ¤¯·Á¤Ë¤¹¤ë¡£Æñ¤·¤½¤¦¤À¤Ã¤¿¤é¥Í¥Ã¥È¥ï¡¼¥¯¤Î¥¤¥ó¥¹¥¿¥ó¥¹¤òʤ٤¿¥Ç¡¼¥¿·¿¤ò¤Ê¤á¤ë·Á¤Ë¤¹¤ë¡£
-- Convolution ¹½Â¤ÂΤκîÀ®
--- ½Å¤ß¡¢¥Ñ¥é¥á¡¼¥¿
-- Convolution ¥¤¥ó¥¿¡¼¥Õ¥§¡¼¥¹¤ÎºîÀ®
--- Foreward()
--- Backward()
Layer-wise STDP (conv) ¤ÎÃæ´Öfeaturemap¤ò¤É¤¦°·¤¦¤«?
--- STDPLagrange()
-- FC ¹½Â¤ÂΡ¢¥¤¥ó¥¿¡¼¥Õ¥§¡¼¥¹¤ÎºîÀ®
--- ½Å¤ß¡¢¥Ñ¥é¥á¡¼¥¿
-- Convolution ¥¤¥ó¥¿¡¼¥Õ¥§¡¼¥¹¤ÎºîÀ®
--- Forward(), Backward()
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