OtjH(dZddlmZmZddlmZddlmZddlm Z m Z m Z m Z ddl mZddlmZmZddlmZdd lmZmZedd Zd Zd ZdZdZdZdZdZdZdZ dZ!dZ"dZ#GddZ$eGddeZ%d S)z@Tools and arithmetics for monomials of distributed polynomials. )combinations_with_replacementproduct)dedent)cacheit)MulSTuplesympify)ExactQuotientFailed)PicklableWithSlotsdict_from_expr)public) is_sequenceiterableNc #Ktr?t|}t|krtddg|znhtstdt|krtdtdDrtdtfdt |Drtdg}t |D]8\}}|fd t ||d zD9t|D] }t|VdS}|dkrtd d} ndkrtd } | |krdS|r|dkrtj VdSt|tj gz}td |Drt||} nt||} t} || z } | D]8} d}| D]}|d kr |d z }| |krn| t| 9| Ed{VdS)a ``max_degrees`` and ``min_degrees`` are either both integers or both lists. Unless otherwise specified, ``min_degrees`` is either ``0`` or ``[0, ..., 0]``. A generator of all monomials ``monom`` is returned, such that either ``min_degree <= total_degree(monom) <= max_degree``, or ``min_degrees[i] <= degree_list(monom)[i] <= max_degrees[i]``, for all ``i``. Case I. ``max_degrees`` and ``min_degrees`` are both integers ============================================================= Given a set of variables $V$ and a min_degree $N$ and a max_degree $M$ generate a set of monomials of degree less than or equal to $N$ and greater than or equal to $M$. The total number of monomials in commutative variables is huge and is given by the following formula if $M = 0$: .. math:: \frac{(\#V + N)!}{\#V! N!} For example if we would like to generate a dense polynomial of a total degree $N = 50$ and $M = 0$, which is the worst case, in 5 variables, assuming that exponents and all of coefficients are 32-bit long and stored in an array we would need almost 80 GiB of memory! Fortunately most polynomials, that we will encounter, are sparse. Consider monomials in commutative variables $x$ and $y$ and non-commutative variables $a$ and $b$:: >>> from sympy import symbols >>> from sympy.polys.monomials import itermonomials >>> from sympy.polys.orderings import monomial_key >>> from sympy.abc import x, y >>> sorted(itermonomials([x, y], 2), key=monomial_key('grlex', [y, x])) [1, x, y, x**2, x*y, y**2] >>> sorted(itermonomials([x, y], 3), key=monomial_key('grlex', [y, x])) [1, x, y, x**2, x*y, y**2, x**3, x**2*y, x*y**2, y**3] >>> a, b = symbols('a, b', commutative=False) >>> set(itermonomials([a, b, x], 2)) {1, a, a**2, b, b**2, x, x**2, a*b, b*a, x*a, x*b} >>> sorted(itermonomials([x, y], 2, 1), key=monomial_key('grlex', [y, x])) [x, y, x**2, x*y, y**2] Case II. ``max_degrees`` and ``min_degrees`` are both lists =========================================================== If ``max_degrees = [d_1, ..., d_n]`` and ``min_degrees = [e_1, ..., e_n]``, the number of monomials generated is: .. math:: (d_1 - e_1 + 1) (d_2 - e_2 + 1) \cdots (d_n - e_n + 1) Let us generate all monomials ``monom`` in variables $x$ and $y$ such that ``[1, 2][i] <= degree_list(monom)[i] <= [2, 4][i]``, ``i = 0, 1`` :: >>> from sympy import symbols >>> from sympy.polys.monomials import itermonomials >>> from sympy.polys.orderings import monomial_key >>> from sympy.abc import x, y >>> sorted(itermonomials([x, y], [2, 4], [1, 2]), reverse=True, key=monomial_key('lex', [x, y])) [x**2*y**4, x**2*y**3, x**2*y**2, x*y**4, x*y**3, x*y**2] zArgument sizes do not matchNrzmin_degrees is not a listc3"K|] }|dkV dSrN.0is S/var/www/html/CA-Chatbot/venv/lib/python3.11/site-packages/sympy/polys/monomials.py z itermonomials..cs&..Q1q5......z+min_degrees cannot contain negative numbersc3<K|]}||kVdSNr)rr max_degrees min_degreess rrz itermonomials..es0AA1{1~ A.AAAAAArz2min_degrees[i] must be <= max_degrees[i] for all icg|]}|zSrr)rrvars r z!itermonomials..isHHH1QHHHrzmax_degrees cannot be negativezmin_degrees cannot be negativec3$K|] }|jV dSr)is_commutative)rvariables rrz itermonomials..}s%AA8x&AAAAAAr)repeat)rlen ValueErroranyrangezipappendrrrOnelistallrsetadd) variablesrrn power_listsmin_dmax_dpowers max_degree min_degreeit monomials_setditemcountr%r s `` @r itermonomialsr?sT;4!  NN {  q :;; ;  #a%KK[)) P899 9;1$$ !>???..+..... P !NOOO AAAAAaAAA A A SQRR R !$Y [!I!I J J C   HHHHeUQY0G0GHHH I I I I{+  Fv,      ! >>=>> >  JJQ !ABBB$J  " " F J!OO%KKK FOOqug- AAyAAA A A 7.y*EEBB:666B  # . .DE  . .q==QJE5yy!!#t*---          rcZddlm}|||z||z ||z S)aW Computes the number of monomials. The number of monomials is given by the following formula: .. math:: \frac{(\#V + N)!}{\#V! N!} where `N` is a total degree and `V` is a set of variables. Examples ======== >>> from sympy.polys.monomials import itermonomials, monomial_count >>> from sympy.polys.orderings import monomial_key >>> from sympy.abc import x, y >>> monomial_count(2, 2) 6 >>> M = list(itermonomials([x, y], 2)) >>> sorted(M, key=monomial_key('grlex', [y, x])) [1, x, y, x**2, x*y, y**2] >>> len(M) 6 r) factorial)(sympy.functions.combinatorial.factorialsrA)VNrAs rmonomial_countrEsE<CBBBBB 9QU  iill *YYq\\ 99rcPtdt||DS)a% Multiplication of tuples representing monomials. Examples ======== Lets multiply `x**3*y**4*z` with `x*y**2`:: >>> from sympy.polys.monomials import monomial_mul >>> monomial_mul((3, 4, 1), (1, 2, 0)) (4, 6, 1) which gives `x**4*y**5*z`. cg|] \}}||z Srrrabs rr!z monomial_mul.. 000TQ1q5000rtupler+ABs r monomial_mulrQs)" 00SAYY000 1 11rcvt||}td|Drt|SdS)a Division of tuples representing monomials. Examples ======== Lets divide `x**3*y**4*z` by `x*y**2`:: >>> from sympy.polys.monomials import monomial_div >>> monomial_div((3, 4, 1), (1, 2, 0)) (2, 2, 1) which gives `x**2*y**2*z`. However:: >>> monomial_div((3, 4, 1), (1, 2, 2)) is None True `x*y**2*z**2` does not divide `x**3*y**4*z`. c3"K|] }|dkV dSrr)rcs rrzmonomial_div..s&  a16      rN) monomial_ldivr/rM)rOrPCs r monomial_divrWsB, aA  1   QxxtrcPtdt||DS)a Division of tuples representing monomials. Examples ======== Lets divide `x**3*y**4*z` by `x*y**2`:: >>> from sympy.polys.monomials import monomial_ldiv >>> monomial_ldiv((3, 4, 1), (1, 2, 0)) (2, 2, 1) which gives `x**2*y**2*z`. >>> monomial_ldiv((3, 4, 1), (1, 2, 2)) (2, 2, -1) which gives `x**2*y**2*z**-1`. cg|] \}}||z  SrrrHs rr!z!monomial_ldiv..rKrrLrNs rrUrUs), 00SAYY000 1 11rc:tfd|DS)z%Return the n-th pow of the monomial. cg|]}|zSrr)rrIr3s rr!z monomial_pow..s###11Q3###r)rM)rOr3s `r monomial_powr\s& ####### $ $$rcPtdt||DS)a. Greatest common divisor of tuples representing monomials. Examples ======== Lets compute GCD of `x*y**4*z` and `x**3*y**2`:: >>> from sympy.polys.monomials import monomial_gcd >>> monomial_gcd((1, 4, 1), (3, 2, 0)) (1, 2, 0) which gives `x*y**2`. c4g|]\}}t||Sr)minrHs rr!z monomial_gcd.. $444A3q!99444rrLrNs r monomial_gcdra)" 44Q444 5 55rcPtdt||DS)a1 Least common multiple of tuples representing monomials. Examples ======== Lets compute LCM of `x*y**4*z` and `x**3*y**2`:: >>> from sympy.polys.monomials import monomial_lcm >>> monomial_lcm((1, 4, 1), (3, 2, 0)) (3, 4, 1) which gives `x**3*y**4*z`. c4g|]\}}t||Sr)maxrHs rr!z monomial_lcm..r`rrLrNs r monomial_lcmrfrbrcPtdt||DS)z Does there exist a monomial X such that XA == B? Examples ======== >>> from sympy.polys.monomials import monomial_divides >>> monomial_divides((1, 2), (3, 4)) True >>> monomial_divides((1, 2), (0, 2)) False c3(K|] \}}||kVdSrrrHs rrz#monomial_divides...s*,,$!QqAv,,,,,,r)r/r+rNs rmonomial_dividesri!s) ,,#a)),,, , ,,rct|d}|ddD]0}t|D]\}}t|||||<1t|S)a Returns maximal degree for each variable in a set of monomials. Examples ======== Consider monomials `x**3*y**4*z**5`, `y**5*z` and `x**6*y**3*z**9`. We wish to find out what is the maximal degree for each of `x`, `y` and `z` variables:: >>> from sympy.polys.monomials import monomial_max >>> monomial_max((3,4,5), (0,5,1), (6,3,9)) (6, 5, 9) rr"N)r. enumeratererMmonomsMrDrr3s r monomial_maxro0l" VAYA ABBZ  aLL  DAqqtQ<>> from sympy.polys.monomials import monomial_min >>> monomial_min((3,4,5), (0,5,1), (6,3,9)) (0, 3, 1) rr"N)r.rkr_rMrls r monomial_minrrIrprc t|S)z Returns the total degree of a monomial. Examples ======== The total degree of `xy^2` is 3: >>> from sympy.polys.monomials import monomial_deg >>> monomial_deg((1, 2)) 3 )sum)rns r monomial_degrubs q66Mrc|\}}|\}}t||}|jr|||||fSdS|||zs||||fSdS)z,Division of two terms in over a ring/field. 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