Module Expr Str ImportFrom alias alias alias Import alias Import alias Import alias Import alias Import alias identifier ImportFrom alias alias alias alias alias alias TryExcept body ImportFrom alias ImportFrom alias alias alias alias alias alias alias handlers ExceptHandler type NameLoad body Pass ImportFrom alias FunctionDef arguments args NameParam NameParam NameParam defaults body Assign NameStore Call AttributeLoad Call AttributeLoad NameLoad attr NameLoad attr NameLoad Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr Num NameLoad keyword BinOpMult NameLoad NameLoad Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr BinOpMult NameLoad NameLoad Return Call AttributeLoad Call NameLoad TupleLoad NameLoad TupleLoad NameLoad NameLoad TupleLoad NameLoad NameLoad attr decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults Str NameLoad body Expr Str If CompareEq NameLoad Num body Assign NameStore Call NameLoad ListLoad ListLoad Num keyword NameLoad Return Call AttributeLoad Call NameLoad TupleLoad NameLoad ListLoad Num keyword TupleLoad Num Num attr NameLoad Assign NameStore Call NameLoad ListLoad Num UnaryOpUSub NameLoad NameLoad Num Num Assign NameStore Call NameLoad TupleLoad Num BinOpPow NameLoad Num keyword NameLoad Assign SubscriptStore NameLoad Index Num Num Assign SubscriptStore NameLoad Slice Num Num Assign SubscriptStore NameLoad ExtSlice Index Num Slice BinOpSub NameLoad Num NameLoad Num Assign SubscriptStore NameLoad ExtSlice Index Num Slice NameLoad NameLoad Num Return Call AttributeLoad Call NameLoad TupleLoad NameLoad NameLoad keyword TupleLoad BinOpPow NameLoad Num BinOpPow NameLoad Num attr NameLoad decorator_list ClassDef bases NameLoad body Assign NameStore ListLoad Str Str Str Assign NameStore ListLoad ListLoad Str ListLoad Str Str Str Str ListLoad Str Str Str Str FunctionDef arguments args NameParam NameParam NameParam NameParam defaults body Assign NameStore Call NameLoad keyword Call NameLoad Num keyword NameLoad keyword BinOpPow Call NameLoad Num keyword NameLoad Num Assign NameStore SubscriptLoad NameLoad Index SubscriptLoad NameLoad Index Num Assign AttributeStore NameLoad attr SubscriptLoad NameLoad Index SubscriptLoad NameLoad Index Num Assign AttributeStore NameLoad attr Call NameLoad NameLoad NameLoad Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam defaults body Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr decorator_list decorator_list ClassDef bases NameLoad body Assign NameStore ListLoad Str Str Str Str Str Assign NameStore ListLoad Str FunctionDef arguments args NameParam NameParam defaults body Assign NameStore Num If Call AttributeLoad NameLoad attr Str body Assign NameStore Call NameLoad SubscriptLoad NameLoad Slice Num Assign AttributeStore NameLoad attr Call NameLoad NameLoad NameLoad NameLoad Assign AttributeStore AttributeLoad NameLoad attr attr NameLoad Assign SubscriptStore AttributeLoad AttributeLoad NameLoad attr attr Slice Num TupleLoad Num Num orelse Raise Call NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults body Expr Str Expr Call AttributeLoad AttributeLoad NameLoad attr attr decorator_list decorator_list ClassDef bases NameLoad body Assign NameStore ListLoad ListLoad Str Str Str Str ListLoad Str Str Str Str Str Str Str Assign NameStore ListLoad Str Str FunctionDef arguments args NameParam NameParam NameParam defaults body If CompareEq NameLoad Str body If CompareIn NameLoad TupleLoad Str Str body Raise Call NameLoad Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr Num Num keyword NameLoad orelse If CompareEq NameLoad Str body Assign AttributeStore NameLoad attr Call NameLoad Num keyword NameLoad orelse If CompareEq NameLoad Str body If CompareNotIn NameLoad TupleLoad Str Str body Raise Call NameLoad Assign NameStore TupleLoad Num Num Assign AttributeStore NameLoad attr Call AttributeLoad Call AttributeLoad Call AttributeLoad NameLoad attr Call NameLoad Num Call NameLoad NameLoad attr keyword NameLoad attr NameLoad orelse If CompareEq NameLoad Str body If CompareNotIn NameLoad TupleLoad Str Str body Raise Call NameLoad Assign NameStore TupleLoad Num Num Assign AttributeStore NameLoad attr Call AttributeLoad Call AttributeLoad Call AttributeLoad NameLoad attr Call NameLoad Num Call NameLoad NameLoad attr keyword NameLoad attr NameLoad orelse Raise Call NameLoad Assign AttributeStore NameLoad attr Call NameLoad SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr Index Num keyword NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body Expr BinOpMult AttributeLoad NameLoad attr AttributeLoad NameLoad attr decorator_list decorator_list ClassDef bases NameLoad body Assign NameStore ListLoad Str Str Str Str Str Assign NameStore ListLoad Str FunctionDef arguments args NameParam NameParam defaults body Assign AttributeStore NameLoad attr Call NameLoad Num keyword NameLoad Assign AttributeStore NameLoad attr Call NameLoad TupleLoad SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr Index Num Num keyword AttributeLoad AttributeLoad NameLoad attr attr decorator_list FunctionDef arguments args NameParam NameParam defaults body Expr BinOpMult AttributeLoad NameLoad attr AttributeLoad NameLoad attr decorator_list decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign TupleStore NameStore NameStore TupleLoad Num Num Assign TupleStore NameStore NameStore TupleLoad NameLoad Num Assign NameStore Num Assign NameStore Num Expr Call AttributeLoad NameLoad attr Num Assign NameStore Call NameLoad Call NameLoad TupleLoad NameLoad NameLoad Assign NameStore Call NameLoad Call NameLoad TupleLoad NameLoad NameLoad For NameStore Call NameLoad NameLoad body Assign SubscriptStore NameLoad Index TupleLoad Call AttributeLoad NameLoad attr NameLoad Call AttributeLoad NameLoad attr NameLoad Call AttributeLoad NameLoad attr For NameStore Call NameLoad NameLoad body Assign SubscriptStore NameLoad Index TupleLoad Call AttributeLoad NameLoad attr NameLoad Call AttributeLoad NameLoad attr NameLoad Call AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body For NameStore Call NameLoad Num body Expr BinOpMult AttributeLoad NameLoad attr AttributeLoad NameLoad attr decorator_list decorator_list ClassDef bases NameLoad body Assign NameStore ListLoad ListLoad Str Str Str ListLoad Str Str Assign NameStore ListLoad Str Str FunctionDef arguments args NameParam NameParam NameParam defaults body If CompareEq NameLoad Str body Assign AttributeStore NameLoad attr Call NameLoad TupleLoad Num Num orelse If CompareEq NameLoad Str body Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr Num keyword Str orelse Assign AttributeStore NameLoad attr Call NameLoad Num keyword Str Assign NameStore Dict Str Str NameLoad NameLoad Assign AttributeStore NameLoad attr SubscriptLoad NameLoad Index NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr For TupleStore NameStore NameStore NameStore Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr body Assign SubscriptStore NameLoad Index TupleLoad NameLoad NameLoad NameLoad decorator_list decorator_list ClassDef bases NameLoad body Assign NameStore ListLoad ListLoad Str Str Str Str Str Str ListLoad Str Str Str Str Str Str Assign NameStore ListLoad Str Str FunctionDef arguments args NameParam NameParam NameParam defaults body Assign NameStore Call NameLoad Num keyword NameLoad TryExcept body Assign AttributeStore NameLoad attr Call NameLoad NameLoad BinOpAdd Str NameLoad handlers ExceptHandler body FunctionDef arguments args defaults body Raise Call NameLoad decorator_list Assign AttributeStore NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body Expr Call AttributeLoad NameLoad attr decorator_list decorator_list ClassDef bases NameLoad body Assign NameStore ListLoad ListLoad Num Num Num Num Num ListLoad Str Str ListLoad Str Str Str Str Assign NameStore ListLoad Str Str Str Assign NameStore Str FunctionDef arguments args NameParam NameParam NameParam NameParam defaults body If BoolOpAnd CompareEq NameLoad Str CompareGt NameLoad Num body Raise Call NameLoad Assign AttributeStore NameLoad attr Call NameLoad Num Num keyword Num Assign NameStore AttributeLoad NameLoad attr Assign NameStore Call NameLoad NameLoad Assign TupleStore NameStore NameStore TupleLoad ListLoad ListLoad While CompareLt Call NameLoad NameLoad NameLoad body Assign NameStore BinOpSub NameLoad Call NameLoad NameLoad Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr Num SubscriptLoad AttributeLoad NameLoad attr Index Num keyword NameLoad Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr Num SubscriptLoad AttributeLoad NameLoad attr Index Num keyword NameLoad Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Index TupleLoad NameLoad NameLoad Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Index TupleLoad NameLoad NameLoad Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad If CompareEq NameLoad Num body Assign NameStore Call NameLoad NameLoad Assign NameStore Call NameLoad NameLoad Assign NameStore Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body Assign NameStore Num If UnaryOpNot NameLoad body Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr Assign NameStore Num Assign NameStore Call AttributeLoad NameLoad attr While CompareLt BinOpSub Call AttributeLoad NameLoad attr NameLoad Num body If NameLoad body Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr orelse Assign NameStore AttributeLoad NameLoad attr While NameLoad body Assign NameStore Call AttributeLoad NameLoad attr Lambda arguments args defaults Call NameLoad NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword NameLoad If CompareGt NameLoad Num body Break orelse AugAssignMult NameStore Num Assign NameStore Call NameLoad NameLoad BinOpDiv NameLoad NameLoad Return NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam defaults body FunctionDef arguments args NameParam NameParam NameParam NameParam defaults body Assign SubscriptStore NameLoad Index TupleLoad NameLoad NameLoad NameLoad decorator_list With Call AttributeLoad NameLoad attr body Expr Call AttributeLoad NameLoad attr Str NameLoad Return Call AttributeLoad NameLoad attr NameLoad CompareEq NameLoad Str decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam defaults body Expr SubscriptLoad AttributeLoad NameLoad attr Index TupleLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr decorator_list decorator_list ClassDef bases NameLoad body Assign NameStore ListLoad ListLoad Num Num ListLoad Str Str Str Assign NameStore ListLoad Str Str FunctionDef arguments args NameParam NameParam NameParam defaults body Assign NameStore Num Assign NameStore Num Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr NameLoad NameLoad keyword NameLoad keyword NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body Expr SubscriptLoad AttributeLoad NameLoad attr ExtSlice Index ListLoad Num Num Num Slice decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body Expr SubscriptLoad AttributeLoad NameLoad attr ExtSlice Index Call AttributeLoad NameLoad attr Num Slice decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body Expr SubscriptLoad AttributeLoad NameLoad attr ExtSlice Slice Index ListLoad Num Num Num decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body Expr SubscriptLoad AttributeLoad NameLoad attr ExtSlice Slice Index Call AttributeLoad NameLoad attr Num decorator_list decorator_list ClassDef bases NameLoad body Assign NameStore ListLoad ListLoad Num Num Num ListLoad Str Str Str Str Str Str Assign NameStore ListLoad Str Str FunctionDef arguments args NameParam NameParam NameParam defaults body Assign NameStore Num If BoolOpAnd CompareEq NameLoad Str CompareGtE BinOpMult NameLoad NameLoad Num body Raise Call NameLoad Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr NameLoad NameLoad keyword NameLoad keyword NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body Expr Call AttributeLoad AttributeLoad NameLoad attr attr decorator_list decorator_list ClassDef bases NameLoad body Assign NameStore ListLoad ListLoad Num Num Num ListLoad Str Str Str Str Str Str Assign NameStore ListLoad Str Str FunctionDef arguments args NameParam NameParam NameParam defaults body Assign NameStore Num If BoolOpAnd CompareEq NameLoad Str CompareGtE BinOpMult NameLoad NameLoad Num body Raise Call NameLoad Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr NameLoad NameLoad keyword NameLoad keyword NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body Expr Call AttributeLoad AttributeLoad NameLoad attr attr decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body Expr Call AttributeLoad AttributeLoad NameLoad attr attr keyword Num decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body Expr Call AttributeLoad AttributeLoad NameLoad attr attr keyword Num decorator_list decorator_list
N/A N/A 
Simple benchmarks for the sparse module
 __future__ division print_function absolute_import N/A warnings N/A time N/A timeit N/A numpy N/A numpy np numpy ones array asarray empty random zeros N/A N/A scipy sparse scipy.sparse csr_matrix coo_matrix dia_matrix lil_matrix dok_matrix rand SparseEfficiencyWarning N/A N/A N/A ImportError N/A N/A common Benchmark random_sparse N/A N/A m n nnz_per_row N/A N/A N/A rows N/A N/A N/A N/A numpy arange m repeat nnz_per_row N/A cols N/A N/A N/A numpy random randint 0 n size N/A nnz_per_row m N/A vals N/A N/A N/A numpy random random_sample N/A m nnz_per_row N/A N/A N/A N/A coo_matrix N/A vals N/A rows cols N/A m n tocsr N/A poisson2d N/A N/A N dtype format N/A d None N/A N/A 
    Return a sparse matrix for the 2D Poisson problem
    with standard 5-point finite difference stencil on a
    square N-by-N grid.
     N/A N/A N 1 N/A N/A diags N/A asarray N/A N/A 4 dtype dtype N/A N/A N/A N/A dia_matrix N/A diags N/A 0 shape N/A 1 1 asformat format N/A offsets N/A array N/A 0 N/A N N -1 1 N/A diags N/A empty N/A 5 N/A N 2 dtype dtype N/A N/A diags N/A 0 4 N/A N/A diags N/A 1 -1 N/A N/A diags N/A N/A 3 N/A N/A N 1 N 0 N/A N/A diags N/A N/A 4 N/A N N 0 N/A N/A N/A N/A dia_matrix N/A diags offsets shape N/A N/A N 2 N/A N 2 asformat format N/A Arithmetic N/A Benchmark N/A N/A param_names N/A format XY op N/A params N/A N/A csr N/A AA AB BA BB N/A __add__ __sub__ multiply __mul__ setup N/A N/A self format XY op N/A N/A N/A matrices N/A dict A N/A poisson2d 250 format format B N/A N/A poisson2d 250 format format 2 N/A x N/A matrices N/A N/A XY N/A 0 N/A N/A self y N/A matrices N/A N/A XY N/A 1 N/A N/A self fn N/A getattr x op N/A N/A N/A self fn N/A self y N/A time_arithmetic N/A N/A self format XY op N/A N/A N/A N/A N/A self fn N/A self y N/A N/A Sort N/A Benchmark N/A N/A params N/A Rand10 Rand25 Rand50 Rand100 Rand200 N/A param_names N/A matrix setup N/A N/A self matrix N/A N/A N/A n 10000 N/A N/A N/A matrix startswith Rand N/A N/A k N/A int N/A matrix N/A 4 N/A N/A self A N/A random_sparse n n k N/A N/A N/A self A has_sorted_indices False N/A N/A N/A N/A self A indices N/A 2 N/A 2 1 N/A N/A N/A NotImplementedError N/A time_sort N/A N/A self matrix N/A N/A N/A sort CSR column indices N/A N/A N/A N/A self A sort_indices N/A N/A Matvec N/A Benchmark N/A N/A params N/A N/A Identity Poisson5pt Block2x2 Block3x3 N/A dia csr csc dok lil coo bsr N/A param_names N/A matrix format setup N/A N/A self matrix format N/A N/A N/A N/A matrix Identity N/A N/A N/A format N/A lil dok N/A N/A N/A NotImplementedError N/A N/A self A N/A N/A sparse eye 10000 10000 format format N/A N/A N/A matrix Poisson5pt N/A N/A N/A self A N/A poisson2d 300 format format N/A N/A N/A matrix Block2x2 N/A N/A N/A format N/A csr bsr N/A N/A N/A NotImplementedError N/A b N/A 2 2 N/A N/A self A N/A N/A N/A N/A N/A N/A sparse kron N/A poisson2d 150 N/A ones b tobsr blocksize b asformat format N/A N/A N/A matrix Block3x3 N/A N/A N/A format N/A csr bsr N/A N/A N/A NotImplementedError N/A b N/A 3 3 N/A N/A self A N/A N/A N/A N/A N/A N/A sparse kron N/A poisson2d 100 N/A ones b tobsr blocksize b asformat format N/A N/A N/A NotImplementedError N/A N/A self x N/A ones N/A N/A N/A self A shape N/A 1 dtype float N/A time_matvec N/A N/A self matrix format N/A N/A N/A N/A N/A self A N/A self x N/A N/A Matvecs N/A Benchmark N/A N/A params N/A dia coo csr csc bsr N/A param_names N/A format setup N/A N/A self format N/A N/A N/A N/A self A N/A poisson2d 300 format format N/A N/A self x N/A ones N/A N/A N/A N/A self A shape N/A 1 10 dtype N/A N/A self A dtype N/A time_matvecs N/A N/A self format N/A N/A N/A N/A N/A self A N/A self x N/A N/A Matmul N/A Benchmark N/A setup N/A N/A self N/A N/A N/A N/A H1 W1 N/A 1 100000 N/A N/A H2 W2 N/A W1 1000 N/A C1 10 N/A C2 1000000 N/A N/A N/A random seed 0 N/A matrix1 N/A lil_matrix N/A zeros N/A H1 W1 N/A matrix2 N/A lil_matrix N/A zeros N/A H2 W2 N/A i N/A range C1 N/A N/A N/A matrix1 N/A N/A N/A N/A random randint H1 N/A N/A random randint W1 N/A N/A random rand N/A i N/A range C2 N/A N/A N/A matrix2 N/A N/A N/A N/A random randint H2 N/A N/A random randint W2 N/A N/A random rand N/A N/A self matrix1 N/A N/A matrix1 tocsr N/A N/A self matrix2 N/A N/A matrix2 tocsr N/A time_large N/A N/A self N/A N/A N/A i N/A range 100 N/A N/A N/A N/A self matrix1 N/A self matrix2 N/A N/A Construction N/A Benchmark N/A N/A params N/A N/A Empty Identity Poisson5pt N/A lil dok N/A param_names N/A matrix format setup N/A N/A self name format N/A N/A N/A N/A name Empty N/A N/A N/A self A N/A coo_matrix N/A 10000 10000 N/A N/A N/A name Identity N/A N/A N/A self A N/A N/A sparse eye 10000 format coo N/A N/A N/A self A N/A poisson2d 100 format coo N/A formats N/A lil dok lil_matrix dok_matrix N/A N/A self cls N/A formats N/A format N/A time_construction N/A N/A self name format N/A N/A N/A T N/A N/A self cls N/A N/A self A shape N/A N/A i j v N/A zip N/A N/A self A row N/A N/A self A col N/A N/A self A data N/A N/A N/A T N/A N/A i j v N/A N/A Conversion N/A Benchmark N/A N/A params N/A N/A csr csc coo dia lil dok N/A csr csc coo dia lil dok N/A param_names N/A from_format to_format setup N/A N/A self fromfmt tofmt N/A N/A N/A base N/A poisson2d 100 format fromfmt N/A N/A N/A N/A self fn N/A getattr base N/A to tofmt N/A N/A N/A fn N/A N/A N/A N/A N/A N/A RuntimeError N/A N/A N/A self fn fn N/A time_conversion N/A N/A self fromfmt tofmt N/A N/A N/A N/A N/A self fn N/A N/A Getset N/A Benchmark N/A N/A params N/A N/A 1 10 100 1000 10000 N/A different same N/A csr csc lil dok N/A param_names N/A N sparsity pattern format N/A unit seconds setup N/A N/A self N sparsity_pattern format N/A N/A N/A N/A N/A format dok N/A N 500 N/A N/A N/A NotImplementedError N/A N/A self A N/A rand 1000 1000 density 1e-05 N/A A N/A self A N/A N N/A int N N/A N/A i j N/A N/A N/A N/A N/A N/A len i N N/A N/A n N/A N N/A len i N/A ip N/A N/A N/A numpy random randint 0 N/A N/A A shape N/A 0 size n N/A jp N/A N/A N/A numpy random randint 0 N/A N/A A shape N/A 1 size n N/A i N/A N/A numpy r_ N/A N/A i ip N/A j N/A N/A numpy r_ N/A N/A j jp N/A v N/A N/A N/A numpy random rand n N/A N/A N 1 N/A N/A i N/A int i N/A j N/A int j N/A v N/A float v N/A base N/A N/A A asformat format N/A N/A self m N/A N/A base copy N/A N/A self i i N/A N/A self j j N/A N/A self v v N/A _timeit N/A N/A self kernel recopy N/A N/A N/A min_time 1e+99 N/A N/A recopy N/A N/A N/A kernel N/A self m N/A self i N/A self j N/A self v N/A number 1 N/A start N/A N/A time time N/A N/A N/A N/A N/A time time start 0.1 N/A N/A recopy N/A N/A m N/A N/A N/A self m copy N/A N/A m N/A self m N/A True N/A N/A duration N/A N/A timeit timeit N/A N/A N/A N/A N/A kernel m N/A self i N/A self j N/A self v number number N/A N/A duration 1e-05 N/A N/A N/A N/A number 10 N/A min_time N/A min min_time N/A duration number N/A min_time N/A track_fancy_setitem N/A N/A self N sparsity_pattern format N/A N/A kernel N/A N/A A i j v N/A N/A N/A N/A A N/A N/A i j v N/A N/A N/A N/A warnings catch_warnings N/A N/A N/A N/A warnings simplefilter ignore SparseEfficiencyWarning N/A N/A N/A self _timeit kernel N/A sparsity_pattern different N/A time_fancy_getitem N/A N/A self N sparsity_pattern format N/A N/A N/A N/A N/A self m N/A N/A N/A self i N/A self j N/A N/A NullSlice N/A Benchmark N/A N/A params N/A N/A 0.05 0.01 N/A csr csc lil N/A param_names N/A density format setup N/A N/A self density format N/A N/A N/A n 100000 N/A k 1000 N/A N/A self X N/A N/A sparse rand n k format format density density N/A time_3_rows N/A N/A self density format N/A N/A N/A N/A N/A self X N/A N/A N/A 0 100 105 N/A N/A time_10000_rows N/A N/A self density format N/A N/A N/A N/A N/A self X N/A N/A N/A N/A np arange 10000 N/A N/A time_3_cols N/A N/A self density format N/A N/A N/A N/A N/A self X N/A N/A N/A N/A 0 100 105 N/A time_100_cols N/A N/A self density format N/A N/A N/A N/A N/A self X N/A N/A N/A N/A N/A np arange 100 N/A N/A Diagonal N/A Benchmark N/A N/A params N/A N/A 0.01 0.1 0.5 N/A csr csc coo lil dok dia N/A param_names N/A density format setup N/A N/A self density format N/A N/A N/A n 1000 N/A N/A N/A format dok N/A N/A n density 500 N/A N/A N/A NotImplementedError N/A N/A self X N/A N/A sparse rand n n format format density density N/A time_diagonal N/A N/A self density format N/A N/A N/A N/A N/A N/A self X diagonal N/A N/A Sum N/A Benchmark N/A N/A params N/A N/A 0.01 0.1 0.5 N/A csr csc coo lil dok dia N/A param_names N/A density format setup N/A N/A self density format N/A N/A N/A n 1000 N/A N/A N/A format dok N/A N/A n density 500 N/A N/A N/A NotImplementedError N/A N/A self X N/A N/A sparse rand n n format format density density N/A time_sum N/A N/A self density format N/A N/A N/A N/A N/A N/A self X sum N/A time_sum_axis0 N/A N/A self density format N/A N/A N/A N/A N/A N/A self X sum axis 0 N/A time_sum_axis1 N/A N/A self density format N/A N/A N/A N/A N/A N/A self X sum axis 1 N/A N/A