{"id":17778,"date":"2023-09-29T14:51:43","date_gmt":"2023-09-29T07:51:43","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=17778"},"modified":"2023-09-29T14:51:43","modified_gmt":"2023-09-29T07:51:43","slug":"numpy-la-gi-no-hoat-dong-nhu-the-nao","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/numpy-la-gi-no-hoat-dong-nhu-the-nao-p17778\/","title":{"rendered":"NumPy l\u00e0 g\u00ec? N\u00f3 ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p><a href=\"https:\/\/www.python.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">NumPy l\u00e0 th\u01b0 vi\u1ec7n Python<\/a>\u00a0mi\u1ec5n ph\u00ed\u00a0m\u00e3 ngu\u1ed3n m\u1edf \u0111\u1ec3 x\u1eed l\u00fd c\u00e1c m\u1ea3ng \u0111a chi\u1ec1u (n-dimension array), hay c\u00f2n \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 c\u00e1c tensors, v\u00e0 c\u00e1c t\u00ednh to\u00e1n s\u1ed1 h\u1ecdc.<\/p>\n<h2>NumPy l\u00e0 g\u00ec<\/h2>\n<p>NumPy l\u00e0 m\u1ed9t th\u01b0 vi\u1ec7n m\u00e3 ngu\u1ed3n m\u1edf mi\u1ec5n ph\u00ed m\u1ea1nh m\u1ebd, \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a t\u1ed1i \u0111a, d\u00e0nh cho ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh Python, b\u1ed5 sung h\u1ed7 tr\u1ee3 cho c\u00e1c m\u1ea3ng quy m\u00f4 l\u1edbn v\u00e0 \u0111a chi\u1ec1u (c\u00f2n g\u1ecdi l\u00e0 ma tr\u1eadn ho\u1eb7c tensor).\u00a0NumPy c\u0169ng \u0111\u01b0\u1ee3c trang b\u1ecb m\u1ed9t t\u1eadp h\u1ee3p c\u00e1c h\u00e0m to\u00e1n h\u1ecdc c\u1ea5p cao \u0111\u1ec3 ho\u1ea1t \u0111\u1ed9ng c\u00f9ng v\u1edbi c\u00e1c m\u1ea3ng n\u00e0y.\u00a0Ch\u00fang bao g\u1ed3m \u0111\u1ea1i s\u1ed1 tuy\u1ebfn t\u00ednh c\u01a1 b\u1ea3n, m\u00f4 ph\u1ecfng ng\u1eabu nhi\u00ean, ph\u00e9p bi\u1ebfn \u0111\u1ed5i Fourier, ph\u00e9p to\u00e1n l\u01b0\u1ee3ng gi\u00e1c v\u00e0 ph\u00e9p to\u00e1n th\u1ed1ng k\u00ea.<\/p>\n<p>NumPy l\u00e0 vi\u1ebft t\u1eaft c\u1ee7a &#8216;numerical Python&#8217; v\u00e0 \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng d\u1ef1a tr\u00ean k\u1ebft qu\u1ea3 ban \u0111\u1ea7u c\u1ee7a th\u01b0 vi\u1ec7n Numeric v\u00e0 Numarray v\u1edbi m\u1ee5c ti\u00eau cung c\u1ea5p kh\u1ea3 n\u0103ng t\u00ednh to\u00e1n s\u1ed1 h\u1ecdc nhanh ch\u00f3ng cho Python.\u00a0Ng\u00e0y nay NumPy c\u00f3 r\u1ea5t nhi\u1ec1u contributors v\u00e0 \u0111\u01b0\u1ee3c NumFOCUS t\u00e0i tr\u1ee3.<\/p>\n<p>L\u00e0 th\u01b0 vi\u1ec7n c\u1ed1t l\u00f5i cho t\u00ednh to\u00e1n khoa h\u1ecdc, NumPy l\u00e0 c\u01a1 s\u1edf cho c\u00e1c th\u01b0 vi\u1ec7n nh\u01b0 Pandas,\u00a0<a href=\"https:\/\/scikit-learn.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">Scikit-learn<\/a>\u00a0v\u00e0\u00a0<a href=\"https:\/\/www.scipy.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">SciPy<\/a>.\u00a0N\u00f3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c ph\u00e9p to\u00e1n \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a tr\u00ean c\u00e1c m\u1ea3ng l\u1edbn.<\/p>\n<h2>T\u1ea1i sao l\u1ea1i l\u00e0 NumPy v\u00e0 n\u00f3 ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o<\/h2>\n<p>M\u1ea3ng \u0111a chi\u1ec1u l\u00e0 c\u1ea5u tr\u00fac d\u1eef li\u1ec7u trung t\u00e2m c\u1ee7a th\u01b0 vi\u1ec7n NumPy v\u00e0 th\u01b0\u1eddng bi\u1ec3u th\u1ecb m\u1ed9t l\u01b0\u1edbi c\u00e1c gi\u00e1 tr\u1ecb. NumPy ndarray, m\u1ed9t \u0111\u1ed1i t\u01b0\u1ee3ng\u00a0m\u1ea3ng \u0111a chi\u1ec1u \u0111\u1ed3ng nh\u1ea5t, m\u00f4 t\u1ea3 m\u1ed9t t\u1eadp h\u1ee3p c\u00e1c ph\u1ea7n t\u1eed ho\u1eb7c c\u00e1c m\u1ee5c thu\u1ed9c lo\u1ea1i t\u01b0\u01a1ng t\u1ef1.\u00a0Trong\u00a0<a href=\"https:\/\/numpy.org\/doc\/stable\/reference\/arrays.html\" target=\"_blank\" rel=\"noopener noreferrer\">c\u00e1c m\u1ea3ng<\/a>\u00a0n\u00e0y, m\u1ed7i m\u1ee5c bao g\u1ed3m kh\u1ed1i b\u1ed9 nh\u1edb c\u00f3 c\u00f9ng k\u00edch th\u01b0\u1edbc v\u00e0 m\u1ed7i kh\u1ed1i \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh theo c\u00f9ng m\u1ed9t c\u00e1ch.\u00a0\u0110i\u1ec1u n\u00e0y cho ph\u00e9p thao t\u00e1c d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3, nhanh ch\u00f3ng v\u00e0 d\u1ec5 d\u00e0ng cho t\u00ednh to\u00e1n khoa h\u1ecdc.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/tgmc-blog-6515315ea9ab0.png\" alt=\"\" \/><\/p>\n<p>C\u00e1c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a m\u1ea3ng NumPy nhanh h\u01a1n Python\u00a0Lists v\u00ec m\u1ea3ng NumPy l\u00e0 s\u1ef1 t\u1ed5ng h\u1ee3p c\u1ee7a c\u00e1c ki\u1ec3u d\u1eef li\u1ec7u t\u01b0\u01a1ng t\u1ef1 v\u00e0 \u0111\u01b0\u1ee3c \u0111\u00f3ng g\u00f3i d\u00e0y \u0111\u1eb7c trong b\u1ed9 nh\u1edb.\u00a0Ng\u01b0\u1ee3c l\u1ea1i, Python\u00a0Lists c\u00f3 th\u1ec3 c\u00f3 c\u00e1c lo\u1ea1i d\u1eef li\u1ec7u kh\u00e1c nhau, \u0111\u1eb7t c\u00e1c r\u00e0ng bu\u1ed9c b\u1ed5 sung tr\u00ean h\u1ec7 th\u1ed1ng trong khi th\u1ef1c hi\u1ec7n t\u00ednh to\u00e1n tr\u00ean ch\u00fang.<\/p>\n<p><strong>L\u1ee3i \u00edch c\u1ee7a NumPy<\/strong><\/p>\n<p>C\u00e1c l\u1ee3i \u00edch v\u00e0 \u0111\u1eb7c t\u00ednh quan tr\u1ecdng c\u1ee7a NumPy bao g\u1ed3m:<\/p>\n<ul>\n<li>C\u00e1c kh\u00e1i ni\u1ec7m \u0111i\u1ec7n to\u00e1n ndarray c\u1ee7a NumPy l\u00e0 c\u1ed1t l\u00f5i c\u1ee7a h\u1ec7 sinh th\u00e1i Python v\u00e0 khoa h\u1ecdc PyData.<\/li>\n<li>NumPy cung c\u1ea5p giao di\u1ec7n ng\u01b0\u1eddi d\u00f9ng Python cho c\u00e1c h\u00e0m C \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a cao cho ph\u00e9p t\u1ea1o ra giao di\u1ec7n Python \u0111\u01a1n gi\u1ea3n v\u1edbi t\u1ed1c \u0111\u1ed9 bi\u00ean d\u1ecbch m\u00e3.<\/li>\n<li>\u0110\u1ed1i t\u01b0\u1ee3ng m\u1ea3ng \u0111a chi\u1ec1u m\u1ea1nh m\u1ebd c\u1ee7a NumPy t\u00edch h\u1ee3p v\u1edbi nhi\u1ec1u th\u01b0 vi\u1ec7n kh\u00e1c nhau.<\/li>\n<li>M\u1ea3ng NumPy c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c ph\u00e9p to\u00e1n n\u00e2ng cao v\u1edbi t\u1eadp d\u1eef li\u1ec7u l\u1edbn hi\u1ec7u qu\u1ea3 h\u01a1n v\u00e0 s\u1eed d\u1ee5ng \u00edt m\u00e3 h\u01a1n so v\u1edbi khi s\u1eed d\u1ee5ng danh s\u00e1ch t\u00edch h\u1ee3p s\u1eb5n c\u1ee7a Python.\u00a0\u0110i\u1ec1u n\u00e0y r\u1ea5t quan tr\u1ecdng \u0111\u1ed1i v\u1edbi tr\u00ecnh t\u1ef1 t\u00ednh to\u00e1n khoa h\u1ecdc, trong \u0111\u00f3 k\u00edch th\u01b0\u1edbc v\u00e0 t\u1ed1c \u0111\u1ed9 l\u00e0 r\u1ea5t quan tr\u1ecdng.<\/li>\n<\/ul>\n<h2>T\u1ea1i sao NumPy l\u1ea1i quan tr\u1ecdng v\u1edbi ng\u01b0\u1eddi d\u00f9ng<\/h2>\n<p>NumPy mang \u0111\u1ebfn cho c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u s\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa kh\u1ea3 n\u0103ng s\u1eed d\u1ee5ng Python v\u00e0 t\u1ed1i \u01b0u h\u00f3a c\u1ea5p \u0111\u1ed9 C c\u1ea7n thi\u1ebft \u0111\u1ec3 cho ph\u00e9p th\u1ef1c hi\u1ec7n nhanh ch\u00f3ng v\u00e0 hi\u1ec7u qu\u1ea3 \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u kh\u00e1m ph\u00e1 c\u0169ng nh\u01b0 x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh.\u00a0S\u1ef1 k\u1ebft h\u1ee3p n\u00e0y l\u00e0 b\u1eaft bu\u1ed9c \u0111\u1ec3 t\u1ea1o nhanh c\u00e1c thu\u1eadt to\u00e1n c\u1ea7n thi\u1ebft th\u00e0nh c\u00f4ng trong \u0111i\u1ec7n to\u00e1n khoa h\u1ecdc ng\u00e0y nay.\u00a0\u0110i\u1ec1u n\u00e0y \u0111\u00e3 bi\u1ebfn NumPy tr\u1edf th\u00e0nh c\u00e1ch truy\u1ec1n \u0111\u1ea1t d\u1eef li\u1ec7u \u0111a chi\u1ec1u trong Python tr\u00ean th\u1ef1c t\u1ebf.<\/p>\n<h2>T\u0103ng t\u1ed1c t\u00ednh to\u00e1n Python v\u1edbi GPU<\/h2>\n<p>V\u1ec1 m\u1eb7t ki\u1ebfn \u200b\u200btr\u00fac, CPU ch\u1ec9 bao g\u1ed3m m\u1ed9t v\u00e0i cores v\u1edbi nhi\u1ec1u b\u1ed9 nh\u1edb \u0111\u1ec7m c\u00f3 th\u1ec3 x\u1eed l\u00fd m\u1ed9t s\u1ed1 lu\u1ed3ng ph\u1ea7n m\u1ec1m c\u00f9ng m\u1ed9t l\u00fac.\u00a0Ng\u01b0\u1ee3c l\u1ea1i,\u00a0<a href=\"https:\/\/blogs.nvidia.com\/blog\/2009\/12\/16\/whats-the-difference-between-a-cpu-and-a-gpu\/\">GPU bao g\u1ed3m h\u00e0ng tr\u0103m cores<\/a>\u00a0c\u00f3 th\u1ec3 x\u1eed l\u00fd h\u00e0ng ngh\u00ecn threads c\u00f9ng m\u1ed9t l\u00fac.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/tgmc-blog-6515315f228bb.jpg\" alt=\"\" \/><\/p>\n<p>NumPy \u0111\u00e3 tr\u1edf th\u00e0nh c\u00e1ch truy\u1ec1n \u0111\u1ea1t d\u1eef li\u1ec7u \u0111a chi\u1ec1u trong Python tr\u00ean th\u1ef1c t\u1ebf.\u00a0Tuy nhi\u00ean, vi\u1ec7c tri\u1ec3n khai n\u00f3 kh\u00f4ng t\u1ed1i \u01b0u cho GPU nhi\u1ec1u cores.\u00a0V\u00ec l\u00fd do n\u00e0y, c\u00e1c th\u01b0 vi\u1ec7n m\u1edbi h\u01a1n \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a cho GPU s\u1ebd tri\u1ec3n khai ho\u1eb7c t\u01b0\u01a1ng t\u00e1c v\u1edbi array Numpy.<\/p>\n<p>NVIDIA\u00a0<a href=\"https:\/\/developer.nvidia.com\/cuda-zone\">CUDA\u00a0<\/a>\u00a0l\u00e0 m\u1ed9t n\u1ec1n t\u1ea3ng \u0111i\u1ec7n to\u00e1n song song v\u00e0 m\u00f4 h\u00ecnh l\u1eadp tr\u00ecnh \u0111\u01b0\u1ee3c NVIDIA ph\u00e1t tri\u1ec3n \u0111\u1ec3 t\u00ednh to\u00e1n chung tr\u00ean GPU.\u00a0Giao di\u1ec7n m\u1ea3ng CUDA l\u00e0 \u0111\u1ecbnh d\u1ea1ng ti\u00eau chu\u1ea9n m\u00f4 t\u1ea3 m\u1ea3ng GPU (tensor) \u0111\u1ec3 cho ph\u00e9p chia s\u1ebb m\u1ea3ng GPU gi\u1eefa c\u00e1c th\u01b0 vi\u1ec7n kh\u00e1c nhau m\u00e0 kh\u00f4ng c\u1ea7n sao ch\u00e9p ho\u1eb7c chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u. M\u1ea3ng CUDA \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi Numba, CuPy, MXNet v\u00e0 PyTorch.<\/p>\n<ul>\n<li><a href=\"https:\/\/docs.cupy.dev\/en\/stable\/overview.html\" target=\"_blank\" rel=\"noopener noreferrer\">CuPy<\/a>\u00a0l\u00e0 th\u01b0 vi\u1ec7n tri\u1ec3n khai array NumPy tr\u00ean NVIDIA GPU b\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng th\u01b0 vi\u1ec7n GPU CUDA.<\/li>\n<li><a href=\"https:\/\/github.com\/numba\/numba\" target=\"_blank\" rel=\"noopener noreferrer\">Numba<\/a>\u00a0l\u00e0 tr\u00ecnh bi\u00ean d\u1ecbch Python c\u00f3 th\u1ec3 bi\u00ean d\u1ecbch m\u00e3 Python \u0111\u1ec3 th\u1ef1c thi tr\u00ean GPU h\u1ed7 tr\u1ee3 CUDA. Array NumPy \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 tr\u1ef1c ti\u1ebfp trong Numba.<\/li>\n<li><a href=\"https:\/\/mxnet.apache.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">Apache MXNet<\/a>\u00a0l\u00e0 m\u1ed9t th\u01b0 vi\u1ec7n linh ho\u1ea1t v\u00e0 hi\u1ec7u qu\u1ea3 cho vi\u1ec7c h\u1ecdc s\u00e2u.\u00a0NDArray c\u1ee7a n\u00f3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 bi\u1ec3u di\u1ec5n v\u00e0 thao t\u00e1c \u0111\u1ea7u v\u00e0o v\u00e0 \u0111\u1ea7u ra c\u1ee7a m\u00f4 h\u00ecnh d\u01b0\u1edbi d\u1ea1ng array \u0111a chi\u1ec1u.\u00a0NDArray t\u01b0\u01a1ng t\u1ef1 nh\u01b0 ndarray c\u1ee7a NumPy, nh\u01b0ng ch\u00fang c\u00f3 th\u1ec3 ch\u1ea1y tr\u00ean GPU \u0111\u1ec3 t\u0103ng t\u1ed1c t\u00ednh to\u00e1n.<\/li>\n<li><a href=\"https:\/\/pytorch.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">PyTorch<\/a>\u00a0l\u00e0 m\u1ed9t <a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">deep learning<\/a> framework m\u00e3 ngu\u1ed3n m\u1edf n\u1ed5i ti\u1ebfng nh\u1edd t\u00ednh linh ho\u1ea1t v\u00e0 d\u1ec5 s\u1eed d\u1ee5ng.\u00a0Pytorch Tensors t\u01b0\u01a1ng t\u1ef1 nh\u01b0 ndarrays c\u1ee7a NumPy, ngo\u1ea1i tr\u1eeb vi\u1ec7c ch\u00fang c\u00f3 th\u1ec3 ch\u1ea1y tr\u00ean GPU \u0111\u1ec3 t\u0103ng t\u1ed1c t\u00ednh to\u00e1n.<\/li>\n<\/ul>\n<h2>Khoa h\u1ecdc d\u1eef li\u1ec7u to\u00e0n di\u1ec7n, \u0111\u01b0\u1ee3c t\u0103ng t\u1ed1c b\u1eb1ng GPU c\u1ee7a NVIDIA<\/h2>\n<p>B\u1ed9 th\u01b0 vi\u1ec7n ph\u1ea7n m\u1ec1m ngu\u1ed3n m\u1edf\u00a0NVIDIA\u00a0<a href=\"https:\/\/developer.nvidia.com\/rapids\">RAPIDS<\/a>, \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean\u00a0<a href=\"https:\/\/developer.nvidia.com\/machine-learning\">CUDA<\/a>, cung c\u1ea5p kh\u1ea3 n\u0103ng th\u1ef1c thi c\u00e1c quy tr\u00ecnh ph\u00e2n t\u00edch v\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i ho\u00e0n to\u00e0n tr\u00ean GPU.\u00a0N\u00f3 d\u1ef1a tr\u00ean nguy\u00ean l\u00fd NVIDIA CUDA \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a \u0111i\u1ec7n to\u00e1n \u1edf m\u1ee9c \u0111\u1ed9 th\u1ea5p, nh\u01b0ng v\u1eabn th\u1ec3 hi\u1ec7n t\u00ednh song song c\u1ee7a GPU v\u00e0 t\u1ed1c \u0111\u1ed9 b\u1ed9 nh\u1edb b\u0103ng th\u00f4ng cao th\u00f4ng qua giao di\u1ec7n Python th\u00e2n thi\u1ec7n v\u1edbi ng\u01b0\u1eddi d\u00f9ng.<\/p>\n<p>V\u1edbi RAPIDS GPU DataFrame, d\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u1ea3i l\u00ean GPU b\u1eb1ng giao di\u1ec7n gi\u1ed1ng nh\u01b0 Pandas, sau \u0111\u00f3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng cho c\u00e1c thu\u1eadt to\u00e1n ph\u00e2n t\u00edch bi\u1ec3u \u0111\u1ed3 v\u00e0 h\u1ecdc m\u00e1y \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i kh\u00e1c nhau m\u00e0 kh\u00f4ng c\u1ea7n t\u00e1ch kh\u1ecfi GPU.\u00a0M\u1ee9c \u0111\u1ed9 t\u01b0\u01a1ng t\u00e1c n\u00e0y c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n \u0111\u01b0\u1ee3c th\u00f4ng qua c\u00e1c th\u01b0 vi\u1ec7n nh\u01b0 Apache Arrow. Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 t\u1ea1o\u00a0dataframe GPU t\u1eeb array NumPy, Pandas DataFrames v\u00e0 b\u1ea3ng PyArrow ch\u1ec9 b\u1eb1ng m\u1ed9t d\u00f2ng m\u00e3.\u00a0C\u00e1c d\u1ef1 \u00e1n kh\u00e1c c\u00f3 th\u1ec3 trao \u0111\u1ed5i d\u1eef li\u1ec7u b\u1eb1ng giao di\u1ec7n CUDA array.\u00a0\u0110i\u1ec1u n\u00e0y cho ph\u00e9p t\u0103ng t\u1ed1c quy tr\u00ecnh t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i t\u1eeb vi\u1ec7c chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u \u0111\u1ebfn h\u1ecdc m\u00e1y cho \u0111\u1ebfn h\u1ecdc s\u00e2u.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/tgmc-blog-6515315f78a9b.png\" alt=\"\" \/><\/p>\n<p>RAPIDS h\u1ed7 tr\u1ee3 chia s\u1ebb b\u1ed9 nh\u1edb thi\u1ebft b\u1ecb gi\u1eefa nhi\u1ec1u th\u01b0 vi\u1ec7n khoa h\u1ecdc d\u1eef li\u1ec7u ph\u1ed5 bi\u1ebfn.\u00a0N\u00f3 gi\u1eef d\u1eef li\u1ec7u tr\u00ean GPU v\u00e0 tr\u00e1nh vi\u1ec7c sao ch\u00e9p qua l\u1ea1i v\u00e0o b\u1ed9 nh\u1edb m\u00e1y ch\u1ee7.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/tgmc-blog-651531604b69a.png\" alt=\"\" \/><\/p>\n<div>____<br \/><b>B\u00e0i vi\u1ebft li\u00ean quan<\/b><\/div>\n<ul>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=23415\">B\u01b0\u1edbc v\u00e0o k\u1ef7 nguy\u00ean tr\u1ee3 l\u00fd AI c\u00e1 nh\u00e2n &#8211; so s\u00e1nh chi ti\u1ebft NVIDIA RTX Spark v\u00e0 DGX Spark<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=23322\">NVIDIA RTX PRO 4500 Blackwell Server Edition: B\u01b0\u1edbc nh\u1ea3y v\u1ecdt t\u1eeb th\u1ebf h\u1ec7 L4 cho h\u1ea1 t\u1ea7ng AI suy lu\u1eadn hi\u1ec7u n\u0103ng cao<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=23119\">NVIDIA NGC\u2011ready Low\u2011latency Edge AI: Gi\u1ea3i ph\u00e1p cho Retail, Manufacturing v\u00e0 Smart Cities<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=23110\">So s\u00e1nh s\u1ee9c m\u1ea1nh c\u1ee7a m\u00e1y t\u00ednh AI DGX Spark v\u1edbi c\u00e1c card GPU m\u00e1y tr\u1ea1m chuy\u00ean nghi\u1ec7p c\u1ee7a NVIDIA<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22969\">T\u1eeb Orin \u0111\u1ebfn Thor: B\u01b0\u1edbc nh\u1ea3y v\u1ecdt ki\u1ebfn tr\u00fac c\u1ee7a NVIDIA JetPack 7.0 v\u00e0 t\u01b0\u01a1ng lai c\u1ee7a robot h\u00ecnh ng\u01b0\u1eddi<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22887\">T\u1ea1i sao g\u1ecdi NVIDIA DGX Spark l\u00e0 Si\u00eau m\u00e1y t\u00ednh AI c\u00e1 nh\u00e2n?<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>NumPy l&agrave; th&#432; vi&#7879;n Python&nbsp;mi&#7877;n ph&iacute;&nbsp;m&atilde; ngu&#7891;n m&#7903; &#273;&#7875; x&#7917; l&yacute; c&aacute;c m&#7843;ng &#273;a chi&#7873;u (n-dimension array), hay c&ograve;n &#273;&#432;&#7907;c g&#7885;i l&agrave; c&aacute;c tensors, v&agrave; c&aacute;c t&iacute;nh to&aacute;n s&#7889; h&#7885;c. NumPy l&agrave; g&igrave; NumPy l&agrave; m&#7897;t th&#432; vi&#7879;n m&atilde; ngu&#7891;n m&#7903; mi&#7877;n ph&iacute; m&#7841;nh m&#7869;, &#273;&#432;&#7907;c t&#7889;i &#432;u h&oacute;a t&#7889;i &#273;a, d&agrave;nh cho ng&ocirc;n ng&#7919;&#8230;<\/p>\n","protected":false},"author":29,"featured_media":17784,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3],"tags":[1164,1314,1175],"class_list":["post-17778","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","tag-glossary","tag-nvidia","tag-python"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>NumPy l\u00e0 g\u00ec? N\u00f3 ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o - Blog | TheGioiMayChu<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/numpy-la-gi-no-hoat-dong-nhu-the-nao-p17778\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"NumPy l\u00e0 g\u00ec? N\u00f3 ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"NumPy l&agrave; th&#432; vi&#7879;n Python&nbsp;mi&#7877;n ph&iacute;&nbsp;m&atilde; ngu&#7891;n m&#7903; &#273;&#7875; x&#7917; l&yacute; c&aacute;c m&#7843;ng &#273;a chi&#7873;u (n-dimension array), hay c&ograve;n &#273;&#432;&#7907;c g&#7885;i l&agrave; c&aacute;c tensors, v&agrave; c&aacute;c t&iacute;nh to&aacute;n s&#7889; h&#7885;c. NumPy l&agrave; g&igrave; NumPy l&agrave; m&#7897;t th&#432; vi&#7879;n m&atilde; ngu&#7891;n m&#7903; mi&#7877;n ph&iacute; m&#7841;nh m&#7869;, &#273;&#432;&#7907;c t&#7889;i &#432;u h&oacute;a t&#7889;i &#273;a, d&agrave;nh cho ng&ocirc;n ng&#7919;...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-1.jpg\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"TGMC Blog\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"9 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/numpy-la-gi-no-hoat-dong-nhu-the-nao-p17778\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/numpy-la-gi-no-hoat-dong-nhu-the-nao-p17778\\\/\"},\"author\":{\"name\":\"TGMC Blog\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/777f41403962330933a4fbcc80bec570\"},\"headline\":\"NumPy l\u00e0 g\u00ec? N\u00f3 ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o\",\"datePublished\":\"2023-09-29T07:51:43+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/numpy-la-gi-no-hoat-dong-nhu-the-nao-p17778\\\/\"},\"wordCount\":1825,\"publisher\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/numpy-la-gi-no-hoat-dong-nhu-the-nao-p17778\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2023\\\/09\\\/TheGioiMayChu-Blog-Image-1.jpg\",\"keywords\":[\"glossary\",\"NVIDIA\",\"python\"],\"articleSection\":[\"AI - HPC\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/numpy-la-gi-no-hoat-dong-nhu-the-nao-p17778\\\/\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/numpy-la-gi-no-hoat-dong-nhu-the-nao-p17778\\\/\",\"name\":\"NumPy l\u00e0 g\u00ec? N\u00f3 ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o - Blog | TheGioiMayChu\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/numpy-la-gi-no-hoat-dong-nhu-the-nao-p17778\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/numpy-la-gi-no-hoat-dong-nhu-the-nao-p17778\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2023\\\/09\\\/TheGioiMayChu-Blog-Image-1.jpg\",\"datePublished\":\"2023-09-29T07:51:43+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/numpy-la-gi-no-hoat-dong-nhu-the-nao-p17778\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/numpy-la-gi-no-hoat-dong-nhu-the-nao-p17778\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/numpy-la-gi-no-hoat-dong-nhu-the-nao-p17778\\\/#primaryimage\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2023\\\/09\\\/TheGioiMayChu-Blog-Image-1.jpg\",\"contentUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2023\\\/09\\\/TheGioiMayChu-Blog-Image-1.jpg\",\"width\":776,\"height\":369},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/numpy-la-gi-no-hoat-dong-nhu-the-nao-p17778\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Trang ch\u1ee7\",\"item\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"AI - HPC\",\"item\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/.\\\/ai-hpc\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"NumPy l\u00e0 g\u00ec? N\u00f3 ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/\",\"name\":\"Blog | TheGioiMayChu\",\"description\":\"C\u1eadp nh\u1eadt xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 m\u00e1y ch\u1ee7\",\"publisher\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#organization\",\"name\":\"Blog | TheGioiMayChu\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2018\\\/08\\\/cropped-ntcnlog-logo-2.png\",\"contentUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2018\\\/08\\\/cropped-ntcnlog-logo-2.png\",\"width\":500,\"height\":73,\"caption\":\"Blog | TheGioiMayChu\"},\"image\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/thegioimaychu\\\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/777f41403962330933a4fbcc80bec570\",\"name\":\"TGMC Blog\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/ff179df3aeac078da5e07e40f2e014e99ab4120e2276b687bbe7e6964d99655e?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/ff179df3aeac078da5e07e40f2e014e99ab4120e2276b687bbe7e6964d99655e?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/ff179df3aeac078da5e07e40f2e014e99ab4120e2276b687bbe7e6964d99655e?s=96&d=mm&r=g\",\"caption\":\"TGMC Blog\"},\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/author\\\/tgmc\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"NumPy l\u00e0 g\u00ec? N\u00f3 ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o - Blog | TheGioiMayChu","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/numpy-la-gi-no-hoat-dong-nhu-the-nao-p17778\/","twitter_card":"summary_large_image","twitter_title":"NumPy l\u00e0 g\u00ec? N\u00f3 ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o - Blog | TheGioiMayChu","twitter_description":"NumPy l&agrave; th&#432; vi&#7879;n Python&nbsp;mi&#7877;n ph&iacute;&nbsp;m&atilde; ngu&#7891;n m&#7903; &#273;&#7875; x&#7917; l&yacute; c&aacute;c m&#7843;ng &#273;a chi&#7873;u (n-dimension array), hay c&ograve;n &#273;&#432;&#7907;c g&#7885;i l&agrave; c&aacute;c tensors, v&agrave; c&aacute;c t&iacute;nh to&aacute;n s&#7889; h&#7885;c. NumPy l&agrave; g&igrave; NumPy l&agrave; m&#7897;t th&#432; vi&#7879;n m&atilde; ngu&#7891;n m&#7903; mi&#7877;n ph&iacute; m&#7841;nh m&#7869;, &#273;&#432;&#7907;c t&#7889;i &#432;u h&oacute;a t&#7889;i &#273;a, d&agrave;nh cho ng&ocirc;n ng&#7919;...","twitter_image":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-1.jpg","twitter_misc":{"Written by":"TGMC Blog","Est. reading time":"9 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/numpy-la-gi-no-hoat-dong-nhu-the-nao-p17778\/#article","isPartOf":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/numpy-la-gi-no-hoat-dong-nhu-the-nao-p17778\/"},"author":{"name":"TGMC Blog","@id":"https:\/\/thegioimaychu.vn\/blog\/#\/schema\/person\/777f41403962330933a4fbcc80bec570"},"headline":"NumPy l\u00e0 g\u00ec? N\u00f3 ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o","datePublished":"2023-09-29T07:51:43+00:00","mainEntityOfPage":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/numpy-la-gi-no-hoat-dong-nhu-the-nao-p17778\/"},"wordCount":1825,"publisher":{"@id":"https:\/\/thegioimaychu.vn\/blog\/#organization"},"image":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/numpy-la-gi-no-hoat-dong-nhu-the-nao-p17778\/#primaryimage"},"thumbnailUrl":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-1.jpg","keywords":["glossary","NVIDIA","python"],"articleSection":["AI - HPC"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/numpy-la-gi-no-hoat-dong-nhu-the-nao-p17778\/","url":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/numpy-la-gi-no-hoat-dong-nhu-the-nao-p17778\/","name":"NumPy l\u00e0 g\u00ec? N\u00f3 ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o - Blog | TheGioiMayChu","isPartOf":{"@id":"https:\/\/thegioimaychu.vn\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/numpy-la-gi-no-hoat-dong-nhu-the-nao-p17778\/#primaryimage"},"image":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/numpy-la-gi-no-hoat-dong-nhu-the-nao-p17778\/#primaryimage"},"thumbnailUrl":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-1.jpg","datePublished":"2023-09-29T07:51:43+00:00","breadcrumb":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/numpy-la-gi-no-hoat-dong-nhu-the-nao-p17778\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/numpy-la-gi-no-hoat-dong-nhu-the-nao-p17778\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/numpy-la-gi-no-hoat-dong-nhu-the-nao-p17778\/#primaryimage","url":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-1.jpg","contentUrl":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-1.jpg","width":776,"height":369},{"@type":"BreadcrumbList","@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/numpy-la-gi-no-hoat-dong-nhu-the-nao-p17778\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Trang ch\u1ee7","item":"https:\/\/thegioimaychu.vn\/blog\/"},{"@type":"ListItem","position":2,"name":"AI - HPC","item":"https:\/\/thegioimaychu.vn\/blog\/.\/ai-hpc\/"},{"@type":"ListItem","position":3,"name":"NumPy l\u00e0 g\u00ec? N\u00f3 ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o"}]},{"@type":"WebSite","@id":"https:\/\/thegioimaychu.vn\/blog\/#website","url":"https:\/\/thegioimaychu.vn\/blog\/","name":"Blog | TheGioiMayChu","description":"C\u1eadp nh\u1eadt xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 m\u00e1y ch\u1ee7","publisher":{"@id":"https:\/\/thegioimaychu.vn\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/thegioimaychu.vn\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/thegioimaychu.vn\/blog\/#organization","name":"Blog | TheGioiMayChu","url":"https:\/\/thegioimaychu.vn\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/thegioimaychu.vn\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2018\/08\/cropped-ntcnlog-logo-2.png","contentUrl":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2018\/08\/cropped-ntcnlog-logo-2.png","width":500,"height":73,"caption":"Blog | TheGioiMayChu"},"image":{"@id":"https:\/\/thegioimaychu.vn\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/thegioimaychu\/"]},{"@type":"Person","@id":"https:\/\/thegioimaychu.vn\/blog\/#\/schema\/person\/777f41403962330933a4fbcc80bec570","name":"TGMC Blog","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/ff179df3aeac078da5e07e40f2e014e99ab4120e2276b687bbe7e6964d99655e?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/ff179df3aeac078da5e07e40f2e014e99ab4120e2276b687bbe7e6964d99655e?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/ff179df3aeac078da5e07e40f2e014e99ab4120e2276b687bbe7e6964d99655e?s=96&d=mm&r=g","caption":"TGMC Blog"},"url":"https:\/\/thegioimaychu.vn\/blog\/author\/tgmc\/"}]}},"_links":{"self":[{"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/posts\/17778","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/users\/29"}],"replies":[{"embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/comments?post=17778"}],"version-history":[{"count":4,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/posts\/17778\/revisions"}],"predecessor-version":[{"id":17861,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/posts\/17778\/revisions\/17861"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/media\/17784"}],"wp:attachment":[{"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/media?parent=17778"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/categories?post=17778"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/tags?post=17778"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}