ensorFlowLite
importtensorflowastfmodel=tf.keras.models.load_model('path/to/model')converter=tf.lite.TFLiteConverter.from_keras_model(model)tflite_model=converter.convert()#½«Ä£×ÓÉúÑĵ½Îļþwithopen('model.tflite','wb')asf:f.write(tflite_model)
¶ÔÉç»áµÄÆôʾ
ÌÀÄ·ÊåÊåµÄ¹ÊÊ£¬Ò²ÎªÎÒÃǵÄÉç»áÌṩÁËÐí¶àÆôʾ¡£Ëû½Ì»áÁËÎÒÃÇ£¬Éç»áÓ¦¸Ã¹Ø×¢Ã¿Ò»Ð¡ÎÒ˽¼ÒµÄÉú³¤ºÍÐÒ¸££¬¶ø²»µ«½öÊÇ×·Çó¾¼ÃµÄÉú³¤¡£ËûµÄ¹ÊÊ£¬ÈÃÎÒÃÇ¿´µ½£¬Éç»áµÄǰ½ø²»µ«½öÊÇÎïÖÊÉϵ쬏üÊǾ«ÉñÉϵġ£
ÌÀÄ·ÊåÊåµÄ¹ÊÊ£¬ÈÃÎÒÃÇÃ÷È·ÁË£¬Éç»áÓ¦¸ÃÔ½·¢¹Ø×¢ÈËÐÔµÄѤÀúÍÅäºÏµÄÐÒ¸£¡£ËûµÄ¹ÊÊ£¬ÈÃÎÒÃÇѧ»áÁË£¬ÔõÑùÔÚÉç»áÖн¨ÉèÆðÏ໥×ðÖØºÍÃ÷È·µÄ¹ØÏµ£¬ÔõÑùÔÚÉç»áÖд´Ôì¸ü¶àµÄÎÂÎÂů¹Ø°®¡£
´¦Öóͷ£Í»·¢×´Ì¬
ÔÚÖÐתÀú³ÌÖУ¬Í»·¢×´Ì¬¿ÉÄܻᱬ·¢£¬ºÃ±Èº½°àÑÓÎó¡¢ÐÐÀîɥʧ»òÍ»·¢¼²²¡µÈ¡£ÌÀÄ·ÊåÊ彨Ò飬¼á³Ö?Àä¾²£¬µÚһʱ¼äÓ뺽¿Õ¹«Ë¾¿Í·þ»ò»ú³¡ÊÂÇéÖ°Ô±ÁªÏµ£¬×·Çó×ÊÖúºÍÖ¸µ¼¡£Ð¯´øÒ»Ð©»ù±¾µÄÇÀ¾ÈÓÃÆ·£¬Èç´´¿ÉÌù¡¢Ïû¶¾ÒºµÈ£¬¿ÉÒÔÔÚÍ»·¢¼²²¡Ê±ÌṩÆðÔ´?µÄ´¦Öóͷ£¡£ÈôÊÇÐÐÀîɥʧ£¬ÊµÊ±Ïòº½¿Õ¹«Ë¾±¨¸æ£¬²¢ÌṩÏà¹ØÖ¤ÊµÎļþ£¬ÒÔ±ãѸËÙ´¦Öóͷ£¡£
ÓÑÇéµÄÀñÔÞ£ºÈÃÇà´ºÔ½·¢ÓÅÃÀ
ÌÀÄ·ÊåÊåµÄÇà´ºÀñÔÞ£¬²»µ«ÊǶÔÄÇЩÓÅÃÀÄ껪µÄ×·Äî·¨µÄËÌÑ¸üÊǶÔÎÒÃÇÔÚÇà´ºËêÔÂÖÐÂÄÀúµÄÒ»´ÎÉîÇéµÄ»ØÊ׺͸ÐÉË¡£ËûÔøËµ£º¡°Çà´ºÊÇÉúÖÀÖÐ×îΪÕä¹óµÄʱ¹â£¬¶øÄÇЩÓëÅóÙ¹²¶ÈµÄʱ¹â£¬ÊÇÇà´ºÖÐ×îÕä¹óµÄÓ°Ï󡣡±Õâ¾ä»°£¬ÈÃÎÒÃDz»½û×·ÄîÆðÄÇЩÓëÅóÙÒ»ÆðÂÄÀúµÄµãµÎ¡£
Çà´º?ËêÔ£¬ÊÇÎÒÃÇÈËÉúÖÐ×îΪÕä¹óµÄÒ»¶Îʱ¼ä¡£ÔÚÄǶÎʱ¹âÀÎÒÃÇÓëÅóÙÒ»Æð»¶Ð¦¡¢Ò»Æð¿ÞÆü¡¢Ò»Æð³É?³¤¡£ÕâЩӰÏó£¬ÊÇÎÒÃÇÐÄÁéÉî´¦×îÃû¹óµÄ²Æ²ú¡£ÌÀÄ·ÊåÊåµÄÇà´ºÀñÔÞ£¬ÈÃÎÒÃÇÃ÷È·£¬ÕâЩÓÅÃÀµÄÓ°Ï󣬽«ÓÀÔ¶Ãú¿ÌÔÚÎÒÃǵÄÐÄÖУ¬³ÉΪÎÒÃÇǰÐÐõè¾¶ÉϵÄÒ»ÕµÃ÷µÆ¡£
ÌÀÄ·ÊåÊåµÄÐÄÉù
ÌÀÄ·ÊåÊåÏë¶ÔÄã˵£¬Çà´ºÊÇ×îÓÅÃÀµÄʱ¹â£¬ËüÊÇÄãÈËÉúÖÐ×îÖ÷ÒªµÄÒ»²¿·Ö¡£ÔÚÕâ¸öÊ®°Ë?ËêÉúÈÕ£¬Ô¸ÄãÄܹ»¸ÐÊܵ½ÓÑÇéµÄ?ÎÂů£¬Ô¸ÄãÔÚÕâ¸ö½×¶ÎÄܹ»ÕÒµ½×Ô¼ºµÄÆ«Ïò£¬ÕÒµ½×Ô¼ºµÄÃÎÏ룬ÕÒµ½ÕæÕýµÄ×Ô¼º¡£
¼Çס£¬ÎÞÂÛ×ßµ½ÄÇÀÓÑÇéÓÀÔ¶ÊÇÄã×îÍçÇ¿µÄºóÔ®¡£ÌÀÄ·ÊåÊåÏàÐÅ£¬ÄãÒ»¶¨»áÔÚÕâ¸öÌØ±ðµÄÊ®°ËËêÉúÈÕÀÊÕ»ñµ½ÎÞ¾¡µÄ¿ìÀÖºÍÉú³¤¡£
ÓÑÇéµÄÁ¦Á¿
Ê®°ËË꣬ÊÇÄã´ÓͯÄê×ßÏò³ÉÄêµÄÖ÷Òª½×¶Î¡£ÔÚÕâ¸ö½×¶Î£¬Äã½«ÃæÁÙÐí¶àеÄÌôÕ½ºÍʱ»ú£¬ÓÑÇéµÄÁ¦Á¿½«³ÉΪÄã×îÍçÇ¿µÄºóÔ®¡£¼ÇµÃÄÇЩÔÚÒ»Æð»¶Ð¦¡¢Ò»Æð¿ÞÆüµÄÈÕ×ÓÂð£¿ÄÇЩÅóÙ£¬ËûÃÇÔÚÄã×îÐèÒªµÄʱ¼ä·ºÆð£¬¸øÄãÁ¦Á¿ºÍÓÂÆø¡£
ÌÀÄ·ÊåÊåÒ»¾Ò²ÓйýÕâÑùµÄÅóÙ£¬ËûÃÇÒ»Æð̽Ë÷ÌìϵÄÉñÃØ£¬Ò»Æð·ÖÏíÇà´ºµÄÌðÃÛÓë¿àɬ¡£ÓÑÇéÊÇÉúÖÀÖÐ×îÓÅÃÀµÄÀñÎËü½Ì»áÎÒÃÇÔõÑùÏ໥¾ì×¢£¬ÔõÑùÔÚÏ໥µÄÅãͬÖÐÉú³¤¡£
Çå¾²×¢ÖØÊÂÏî
±£»¤Ð¡ÎÒ˽¼ÒÒþ˽£ºÔÚʹÓÃÈκÎÓ¦ÓÃʱ£¬¶¼Òª×¢Öر£»¤Ð¡ÎÒ˽¼ÒÒþ˽¡£×èÖ¹ÔÚ¹«¹²ÍøÂç»òµ£ÐÄ?È«µÄÇéÐÎÖеǼÄãµÄÕ˺š£
ÎÈÖØ·ÖÏíÐÅÏ¢£º²»ÒªÔÚÓ¦ÓÃÖÐËæÒâ·ÖÏíСÎÒ˽¼ÒÃô¸ÐÐÅÏ¢£¬ºÃ±ÈÒøÐÐÕ˺š¢Éí·ÝÖ¤ºÅÂëµÈ¡£ÕâЩÐÅÏ¢Ó¦µ±ÑϿᱣÃÜ¡£
ʹÓÃÇ¿ÃÜÂ룺ÉèÖÃÒ»¸öÖØ´óÇÒÄѲÂ?µÄÃÜÂ룬²¢°´ÆÚÌæ»»¡£ÆôÓÃË«ÖØÑéÖ¤¹¦Ð§£¬ÔöÌíÕË»§Çå¾²ÐÔ¡£
¸üÐÂÇå¾²²¹¶¡£º¼á³ÖÊÖ»ú²Ù×÷ϵͳºÍÓ¦ÓõÄ×îа汾£¬Õâ¿ÉÒÔÐÞ¸´ÒÑÖªµÄÇå¾²Îó²î£¬±£»¤ÄãµÄ×°±¸ºÍÊý¾Ý¡£
ͨ¹ýÕâЩ°ì·¨ºÍ×¢ÖØÊÂÏÄã¿ÉÒÔ¸üºÃµØÊ¹ÓÃ30sÓ¦Óã¬Í¬Ê±±£»¤Ð¡ÎÒ˽¼ÒÐÅÏ¢ºÍ×°±¸Çå¾²¡£Ï£ÍûÕâÆªÎÄÕÂÄܹ»×ÊÖúµ½Ä㣬ÈÃÄãÔÚʹÓÃ30sÓ¦ÓÃʱԽ·¢Ë³³©ºÍ¶¨ÐÄ¡£ÈôÊÇÄãÉÐÓÐÆäËûÎÊÌâ»òÐèÒª½øÒ»²½µÄ°ï?Öú£¬ËæÊ±¿ÉÒÔÌá³ö¡£
yTorch
PyTorchÔÚÊý¾Ý´¦Öóͷ£·½ÃæÌṩÁËDataLoader£¬ÕâÊÇÒ»¸öºÜÊÇ?ǿʢµÄ¹¤¾ß£¬¿ÉÒÔ°ï?ÖúÄã¸ßЧµØ¼ÓÔØºÍÔ¤´¦Öóͷ£Êý¾Ý¡£ÀýÈ磺
fromtorch.utils.dataimportDataLoaderfromtorchvisionimportdatasets,transforms#Êý¾ÝÔ¤´¦Öóͷ£transform=transforms.Compose(transforms.ToTensor(),transforms.Normalize((0.5,),(0.5,)))#¼ÓÔØÊý¾Ý¼¯dataset=datasets.MNIST('data',train=True,download=True,transform=transform)dataloader=DataLoader(dataset,batch_size=64,shuffle=True)forbatch_idx,(data,target)inenumerate(dataloader):#´¦Öóͷ£Êý¾Ýpass
У¶Ô£ºÕÔÆÕ(6cEOas9M38Kzgk9u8uBurka8zPFcs4sd)



