VAE Decode Batched ๐ŸŽฅ๐Ÿ…ฅ๐Ÿ…—๐Ÿ…ข

่Š‚็‚นๅŠŸ่ƒฝ๏ผš่ฏฅ่Š‚็‚น็”จไบŽๆ‰น้‡่งฃ็ ๆฝœๅœจ็ฉบ้—ดๆ ทๆœฌ๏ผˆlatent samples๏ผ‰ใ€‚ๅฎƒๅฐ†ๆไพ›็š„ๆฝœๅœจๅ‘้‡๏ผˆ้€šๅธธๆ˜ฏ้€š่ฟ‡ VAE ็ผ–็ ่Žทๅพ—็š„๏ผ‰่งฃ็ ๆˆๅ›พๅƒใ€‚่ฏฅ็ฑปๅฏไปฅๆ‰น้‡ๅค„็†ๅคšไธชๆฝœๅœจๆ ทๆœฌ๏ผŒไผ˜ๅŒ–่งฃ็ ่ฟ‡็จ‹๏ผŒ้ฟๅ…ไธ€ๆฌก่งฃ็ ่ฟ‡ๅคšๆ•ฐๆฎๅฏผ่‡ดๅ†…ๅญ˜ๆบขๅ‡บๆˆ–ๅค„็†ๆ•ˆ็އไฝŽไธ‹ใ€‚

่พ“ๅ…ฅๅ‚ๆ•ฐ

ๅ‚ๆ•ฐๅ็งฐ่ฏดๆ˜Ž
samples่พ“ๅ…ฅ็š„ๆฝœๅœจๅ‘้‡ๆ•ฐๆฎ๏ผŒ้€šๅธธไธบไธ€ไธชๅŒ…ๅซๅคšไธชๆฝœๅœจๅ‘้‡็š„ๅญ—ๅ…ธใ€‚
vaeไฝฟ็”จ็š„ VAE ๆจกๅž‹๏ผŒ็”จไบŽๆฝœๅœจๅ‘้‡่งฃ็ ไธบๅ›พๅƒใ€‚

่พ“ๅ‡บๅ‚ๆ•ฐ

ๅ‚ๆ•ฐๅ็งฐ่ฏดๆ˜Ž
IMAGE่งฃ็ ๅŽ็š„ๅ›พๅƒๆ•ฐๆฎ๏ผŒๅฝข็Šถไธบ (batch_size, channels, height, width)ใ€‚

ๆŽงไปถๅ‚ๆ•ฐ

ๅ‚ๆ•ฐๅ็งฐ่ฏดๆ˜Ž
per_batchๆฏๆฌกๅค„็†็š„ๆฝœๅœจๅ‘้‡ๆ•ฐ้‡ใ€‚

้€šๅธธ่ฟ™ไธ‰ไธช่Š‚็‚นๆ˜ฏๆญ้…ไฝฟ็”จ็š„ใ€‚่ง†้ข‘ๆ€ปๅธงๆ•ฐไธบ80ๅธง๏ผŒ่ฟ™ไธ‰ไธช่Š‚็‚นไธญ็š„per_batchไธบ16๏ผŒๅˆ™่ฏฅๅทฅไฝœๆต้œ€่ฆ่ฟ่กŒ5ๆฌกใ€‚ไฝ†ๆ˜ฏ๏ผŒไพ้ ่ฟ™็งๅฝขๅผ็”Ÿๆˆ่ง†้ข‘ๆ˜ฏไธๅฏๅ–็š„๏ผŒๅ› ไธบ่ง†้ข‘็š„ๅธงไธŽๅธงไน‹้—ดๆฒกๆœ‰่ฟž่ดฏๆ€ง๏ผŒๆฏไธ€ๅธงไน‹้—ด็š„ๅ›พๅƒๅทฎๅผ‚ๅ˜ๅŒ–ๅคชๅคงใ€‚