bidZddlmcmZddlmZddlm Z ddl m Z ddl m Z ddlmZGddejZGd d eZGd d eZy) 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. N)DCPError) Expression) scalar_value)scopesceZdZdZdZddZdefdZdefdZdZ d Z d Z d Z e Z d ZeZed ZdefdZdefdZy) ObjectivezAn optimization objective. Parameters ---------- expr : Expression The expression to act upon. Must be a scalar. Raises ------ ValueError If expr is not a scalar. objectivereturnNctj|g|_d|_|jdj st d|j z|jdjst d|j zy)Nrz,The '%s' objective must resolve to a scalar.z'The '%s' objective must be real valued.)r cast_to_constargsndim is_scalar ValueErrorNAMEis_real)selfexprs S/home/cdr/jupyterlab/.venv/lib/python3.12/site-packages/cvxpy/problems/objective.py__init__zObjective.__init__)s--d34  yy|%%'K#yy)* *yy|##%F#yy)* *&cf|jjdt|jddS)N(r)) __class____name__reprr rs r__repr__zObjective.__repr__5s$>>22D14FGGrcrdj|j|jdjgS)N r)joinrr namers r__str__zObjective.__str__8s+xxDIIaL$5$5$7899rc$|dk(r|StNrNotImplementedErrorrothers r__radd__zObjective.__radd__;s A:K%' 'rcNt|ttfs t|| zS)N) isinstanceMinimizeMaximizer(r)s r__sub__zObjective.__sub__As&%(H!56%' 'vrc&|dk(r| Str&r'r)s r__rsub__zObjective.__rsub__Gs A:5L%' 'rct|ttfs tt |t k(|dkk(rt |jd|zSt |jd|zS)Ngr)r-intfloatr(typer/r.r r)s r__mul__zObjective.__mul__Ms^%#u.%' ' J( " 4DIIaL501 1DIIaL501 1rcRt|ttfs t|d|z zS)Ng?)r-r4r5r(r)s r__div__zObjective.__div__Xs(%#u.%' 's5y!!rcP|jdj}|yt|S)z/The value of the objective expression. rN)r valuer)rvs rr;zObjective.value_s) IIaL   9? "rc<|jdjS)z:Returns if the objective is a quadratic function. r)r is_quadraticrs rr>zObjective.is_quadraticisyy|((**rc<|jdjS)zEReturns if the objective is a quadratic of piecewise affine. r)r is_qpwars rr@zObjective.is_qpwansyy|##%%r)r N)r __module__ __qualname____doc__rrstrrr$r+r0r2r7__rmul__r9 __truediv__propertyr;boolr>r@rrrrs~  D *H#H::(  ( 2H" K ##+d+ &&rrcveZdZdZdZddZdZdZddedefdZ ddedefd Z ddefd Z defd Z e d Zy )r.zAn optimization objective for minimization. Parameters ---------- expr : Expression The expression to minimize. Must be a scalar. Raises ------ ValueError If expr is not a scalar. minimizer c4t|jd Sr&)r/r rs r__neg__zMinimize.__neg__1 &&rct|ttfs tt |tur(t|j d|j dzSt dNrz"Problem does not follow DCP rules.)r-r.r/r(r6r rr)s r__add__zMinimize.__add__sR%(H!56%' ' ;( "DIIaL5::a=89 9?@ @rc4|jdjS)zCPass on the target expression's objective and constraints. r)r canonical_formrs r canonicalizezMinimize.canonicalizesyy|***rdppc|r;tj5|jdjcdddS|jdjS#1swY&xYw)z&The objective must be convex. rN)r dpp_scoper is_convexrrUs ris_dcpzMinimize.is_dcpsX !!# 0yy|--/ 0 0yy|%%'' 0 0 AA$c|r;tj5|jdjcdddS|jdjS#1swY&xYw)z.The objective must be log-log convex. rN)rrWr is_log_log_convexrYs ris_dgpzMinimize.is_dgpsX !!# 8yy|557 8 8yy|--// 8 8r[ctj5|jdk(r|jdcdddS|jdk(r|j dcdddSt d|#1swYyxYwNdcpT)rUdgpzUnsupported context rrWlowerrZr^rrcontexts ris_dppzMinimize.is_dpp     B}}%'{{t{, B BE){{t{,  B B !!7AA  B B%A>$A>2 A>>Bc<|jdjS)z+The objective must be quasiconvex. r)r is_quasiconvexrs ris_dqcpzMinimize.is_dqcpsyy|**,,rc|SzBThe value of the objective given the solver primal value. rIresults rprimal_to_resultzMinimize.primal_to_results  rN)r r/Fra)rrArBrCrrMrQrTrHrZr^rgrl staticmethodrqrIrrr.r.tsr  D'A+ ($(4(0$040BtB-- rr.czeZdZdZdZdefdZdZdZdde de fdZ dde de fd Z dde fd Z de fd Z ed Zy )r/zAn optimization objective for maximization. Parameters ---------- expr : Expression The expression to maximize. Must be a scalar. Raises ------ ValueError If expr is not a scalar. maximizer c4t|jd Sr&)r.r rs rrMzMaximize.__neg__rNrct|ttfs tt |tur(t|j d|j dzSt drP)r-r.r/r(r6r Exceptionr)s rrQzMaximize.__add__sR%(H!56%' ' ;( "DIIaL5::a=89 9@A Arch|jdj\}}tj||fS)z3Negates the target expression's objective. r)r rSluneg_expr)robj constraintss rrTzMaximize.canonicalizes0 99Q<66[ C +..rrUc|r;tj5|jdjcdddS|jdjS#1swY&xYw)z'The objective must be concave. rN)rrWr is_concaverYs rrZzMaximize.is_dcpsX !!# 1yy|..0 1 1yy|&&(( 1 1r[c|r;tj5|jdjcdddS|jdjS#1swY&xYw)z/The objective must be log-log concave. rN)rrWr is_log_log_concaverYs rr^zMaximize.is_dgpsX !!# 9yy|668 9 9yy|..00 9 9r[ctj5|jdk(r|jdcdddS|jdk(r|j dcdddSt d|#1swYyxYwr`rcres rrgzMaximize.is_dpprhric<|jdjS)z,The objective must be quasiconcave. r)r is_quasiconcavers rrlzMaximize.is_dqcpsyy|++--rc| SrnrIros rrqzMaximize.primal_to_results wrNrrrs)rrArBrCrr.rMrQrTrHrZr^rgrlrtrqrIrrr/r/sy  D''B/ )$)4)1$141BtB.. rr/)rCcvxpy.lin_ops.lin_utilslin_ops lin_utilsr{cvxpy.utilities utilitiesu cvxpy.errorrcvxpy.expressions.expressionr cvxpy.interface.matrix_utilitiesrr Canonicalrr.r/rIrrrsQ %$ 39"X& X&vCyCLDyDr