coo_matrix由于构造方便容易理解,所以通常都是先构造该矩阵然后调用tocsr和tocsc函数来获取另外两种矩阵的存储。csr_matrix支持快速的按行切片,而csc_matrix则支持快速按列切片操作。
csr_matrix((data, (row_ind, col_ind)), [shape=(M, N)]) data,row_ind,col_ind的关系为:a[row_ind[k], col_ind[k]] = data[k] row=np.array([0,0,1,2,2,2])col=np.array([0,2,2,0,1,2])data=np.array([1,2,3,4,5,6])csr_matrix((data,(row,col)),shape=(3,3))...
Disadvantages of the CSR format slow column slicing operations (consider CSC) changes to the sparsity structure are expensive (consider LIL or DOK) 上述官方文档时稀疏矩阵的一些特性以及csr_matrix的优缺点,并且在指明各种缺点的同时,提供了可以考虑的技术实现。 代码示例1 import numpy as np from scipy.sp...
在用python进行科学运算时,常常需要把一个稀疏的np.array压缩,这时候就用到scipy库中的sparse.csr_matrix(csr:Compressed Sparse Row marix)和sparse.csc_matric(csc:Compressed Sparse Column marix) scipy.sparse.csr_ma...
csr_matrix((data, indices, indptr), [shape=(M, N)]) is the standard CSR representation where the column indices for row i are stored in indices[indptr[i]:indptr[i+1]] and their corresponding values are stored in data[indptr[i]:indptr[i+1]]. If the shape parameter is not supplied...
csr_matrix,全称Compressed Sparse Row matrix,即按行压缩的稀疏矩阵存储方式,由三个一维数组...
csc_matrix 上面的csr_matrix是通俗易懂的解释方法,下面我们以csc_matrix为例来看看比较官方的解释: 代码语言:javascript 复制 # 示例解读>>>indptr=np.array([0,2,3,6])>>>indices=np.array([0,2,2,0,1,2])>>>data=np.array([1,2,3,4,5,6])>>>csc_matrix((data,indices,indptr),shape=(3...
Creates a handle for a CSC format matrix. Syntax sparse_status_t mkl_sparse_s_create_csc(sparse_matrix_t*A,const sparse_index_base_tindexing,const MKL_INTrows,const MKL_INTcols,MKL_INT*cols_start,MKL_INT*cols_end,MKL_INT*row_indx,float*values); ...
Based on the example from `Sparse BLAS CSR Matrix Storage Format,` it is the same as converting three to four array variations. I.e. // with MKL_INT *m_idx_ptr = new MKL_INT[num_row + 1] in_CSR->p[idx_row_ptr] = [1, 4, 6, 9, 12, 14]; m_idx...
Pointer to array containing non-zero elements of the matrixA. Its length is equal to length of therow_indxarray. Refer tovaluesarray description incsc Formatfor more details. Output Parameters stat INTEGER Value indicating whether the operation was successful or not, and why: ...