bi. ZdZddlmZmZddlZddlmZddl m Z ddl m Z Gdde Z y)a, Copyright 2013 Steven Diamond Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. )ListTupleN)AxisAtom) ConstraintceZdZdZdZdeeeffdZdefdZdefdZ defdZ defdZ defd Z defd Z defd Zd Zdefd ZdeefdZdZdZy)norm_infTc|jatj|dr"|djj }n?t j |dj }nt j |d}t jj|t j|j|jS)z#Returns the inf norm of x. r)axiskeepdims) r spissparsetoarrayflattennparraylinalgnorminfr selfvaluess O/home/cdr/jupyterlab/.venv/lib/python3.12/site-packages/cvxpy/atoms/norm_inf.pynumericznorm_inf.numerics 99 {{6!9%**,446&),446XXfQi(Fyy~~fbff499t}}~UUreturncy)zCReturns sign (is positive, is negative) of the expression. )TFrs rsign_from_argsznorm_inf.sign_from_args(srcy)zIs the atom convex? Trrs ris_atom_convexznorm_inf.is_atom_convex.rcy)zIs the atom concave? Frrs ris_atom_concaveznorm_inf.is_atom_concave3rcy)z$Is the atom log-log convex? Trrs ris_atom_log_log_convexznorm_inf.is_atom_log_log_convex8r"rcy)z%Is the atom log-log concave? Frrs ris_atom_log_log_concavez norm_inf.is_atom_log_log_concave=r%rc<|jdjS)z;Is the composition non-decreasing in argument idx? r)args is_nonnegridxs ris_incrznorm_inf.is_incrByy|%%''rc<|jdjS)z;Is the composition non-increasing in argument idx? r)r+ is_nonposr-s ris_decrznorm_inf.is_decrGr0rc<|jdjS)z&Is the atom piecewise linear? r)r+is_pwlrs rr5znorm_inf.is_pwlLsyy|""$$rc|jgS)N)r rs rget_dataznorm_inf.get_dataQs {rcp|jjd|jdjdS)N(r)) __class____name__r+namers rr=z norm_inf.nameTs->>2299Q<,,.0 0rcgS)z?Returns constraints describing the domain of the node. rrs r_domainznorm_inf._domainXs  rc$|j|S)a+Gives the (sub/super)gradient of the atom w.r.t. each argument. Matrix expressions are vectorized, so the gradient is a matrix. Args: values: A list of numeric values for the arguments. Returns: A list of SciPy CSC sparse matrices or None. ) _axis_gradrs r_gradznorm_inf._grad]sv&&rct)aGives the (sub/super)gradient of the atom w.r.t. a column argument. Matrix expressions are vectorized, so the gradient is a matrix. Args: value: A numeric value for a column. Returns: A NumPy ndarray matrix or None. )NotImplementedError)rvalues r _column_gradznorm_inf._column_gradjs "!rN)r< __module__ __qualname___allow_complexrrboolrr!r$r'r)r/r3r5r7strr=rrr?rBrFrrrrrsN VdDj 1     (d( (d( %% 0c0j) ' "rr)__doc__typingrrnumpyr scipy.sparsesparser cvxpy.atoms.axis_atomrcvxpy.constraints.constraintrrrrrrSs)*3]"x]"r