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ckpts/universal/global_step80/zero/11.post_attention_layernorm.weight/exp_avg.pt

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ckpts/universal/global_step80/zero/14.input_layernorm.weight/exp_avg.pt

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ckpts/universal/global_step80/zero/14.input_layernorm.weight/exp_avg_sq.pt

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ckpts/universal/global_step80/zero/14.input_layernorm.weight/fp32.pt

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ckpts/universal/global_step80/zero/14.mlp.dense_4h_to_h.weight/exp_avg.pt

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ckpts/universal/global_step80/zero/14.mlp.dense_4h_to_h.weight/fp32.pt

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venv/lib/python3.10/site-packages/sympy/physics/quantum/tests/test_anticommutator.py

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+from sympy.core.numbers import Integer
+from sympy.core.symbol import symbols
+
+from sympy.physics.quantum.dagger import Dagger
+from sympy.physics.quantum.anticommutator import AntiCommutator as AComm
+from sympy.physics.quantum.operator import Operator
+
+
+a, b, c = symbols('a,b,c')
+A, B, C, D = symbols('A,B,C,D', commutative=False)
+
+
+def test_anticommutator():
+    ac = AComm(A, B)
+    assert isinstance(ac, AComm)
+    assert ac.is_commutative is False
+    assert ac.subs(A, C) == AComm(C, B)
+
+
+def test_commutator_identities():
+    assert AComm(a*A, b*B) == a*b*AComm(A, B)
+    assert AComm(A, A) == 2*A**2
+    assert AComm(A, B) == AComm(B, A)
+    assert AComm(a, b) == 2*a*b
+    assert AComm(A, B).doit() == A*B + B*A
+
+
+def test_anticommutator_dagger():
+    assert Dagger(AComm(A, B)) == AComm(Dagger(A), Dagger(B))
+
+
+class Foo(Operator):
+
+    def _eval_anticommutator_Bar(self, bar):
+        return Integer(0)
+
+
+class Bar(Operator):
+    pass
+
+
+class Tam(Operator):
+
+    def _eval_anticommutator_Foo(self, foo):
+        return Integer(1)
+
+
+def test_eval_commutator():
+    F = Foo('F')
+    B = Bar('B')
+    T = Tam('T')
+    assert AComm(F, B).doit() == 0
+    assert AComm(B, F).doit() == 0
+    assert AComm(F, T).doit() == 1
+    assert AComm(T, F).doit() == 1
+    assert AComm(B, T).doit() == B*T + T*B

venv/lib/python3.10/site-packages/sympy/physics/quantum/tests/test_boson.py

@@ -0,0 +1,50 @@
+from math import prod
+
+from sympy.core.numbers import Rational
+from sympy.functions.elementary.exponential import exp
+from sympy.functions.elementary.miscellaneous import sqrt
+from sympy.physics.quantum import Dagger, Commutator, qapply
+from sympy.physics.quantum.boson import BosonOp
+from sympy.physics.quantum.boson import (
+    BosonFockKet, BosonFockBra, BosonCoherentKet, BosonCoherentBra)
+
+
+def test_bosonoperator():
+    a = BosonOp('a')
+    b = BosonOp('b')
+
+    assert isinstance(a, BosonOp)
+    assert isinstance(Dagger(a), BosonOp)
+
+    assert a.is_annihilation
+    assert not Dagger(a).is_annihilation
+
+    assert BosonOp("a") == BosonOp("a", True)
+    assert BosonOp("a") != BosonOp("c")
+    assert BosonOp("a", True) != BosonOp("a", False)
+
+    assert Commutator(a, Dagger(a)).doit() == 1
+
+    assert Commutator(a, Dagger(b)).doit() == a * Dagger(b) - Dagger(b) * a
+
+    assert Dagger(exp(a)) == exp(Dagger(a))
+
+
+def test_boson_states():
+    a = BosonOp("a")
+
+    # Fock states
+    n = 3
+    assert (BosonFockBra(0) * BosonFockKet(1)).doit() == 0
+    assert (BosonFockBra(1) * BosonFockKet(1)).doit() == 1
+    assert qapply(BosonFockBra(n) * Dagger(a)**n * BosonFockKet(0)) \
+        == sqrt(prod(range(1, n+1)))
+
+    # Coherent states
+    alpha1, alpha2 = 1.2, 4.3
+    assert (BosonCoherentBra(alpha1) * BosonCoherentKet(alpha1)).doit() == 1
+    assert (BosonCoherentBra(alpha2) * BosonCoherentKet(alpha2)).doit() == 1
+    assert abs((BosonCoherentBra(alpha1) * BosonCoherentKet(alpha2)).doit() -
+               exp((alpha1 - alpha2) ** 2 * Rational(-1, 2))) < 1e-12
+    assert qapply(a * BosonCoherentKet(alpha1)) == \
+        alpha1 * BosonCoherentKet(alpha1)

venv/lib/python3.10/site-packages/sympy/physics/quantum/tests/test_cartesian.py

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+"""Tests for cartesian.py"""
+
+from sympy.core.numbers import (I, pi)
+from sympy.core.singleton import S
+from sympy.core.symbol import symbols
+from sympy.functions.elementary.exponential import exp
+from sympy.functions.elementary.miscellaneous import sqrt
+from sympy.functions.special.delta_functions import DiracDelta
+from sympy.sets.sets import Interval
+
+from sympy.physics.quantum import qapply, represent, L2, Dagger
+from sympy.physics.quantum import Commutator, hbar
+from sympy.physics.quantum.cartesian import (
+    XOp, YOp, ZOp, PxOp, X, Y, Z, Px, XKet, XBra, PxKet, PxBra,
+    PositionKet3D, PositionBra3D
+)
+from sympy.physics.quantum.operator import DifferentialOperator
+
+x, y, z, x_1, x_2, x_3, y_1, z_1 = symbols('x,y,z,x_1,x_2,x_3,y_1,z_1')
+px, py, px_1, px_2 = symbols('px py px_1 px_2')
+
+
+def test_x():
+    assert X.hilbert_space == L2(Interval(S.NegativeInfinity, S.Infinity))
+    assert Commutator(X, Px).doit() == I*hbar
+    assert qapply(X*XKet(x)) == x*XKet(x)
+    assert XKet(x).dual_class() == XBra
+    assert XBra(x).dual_class() == XKet
+    assert (Dagger(XKet(y))*XKet(x)).doit() == DiracDelta(x - y)
+    assert (PxBra(px)*XKet(x)).doit() == \
+        exp(-I*x*px/hbar)/sqrt(2*pi*hbar)
+    assert represent(XKet(x)) == DiracDelta(x - x_1)
+    assert represent(XBra(x)) == DiracDelta(-x + x_1)
+    assert XBra(x).position == x
+    assert represent(XOp()*XKet()) == x*DiracDelta(x - x_2)
+    assert represent(XOp()*XKet()*XBra('y')) == \
+        x*DiracDelta(x - x_3)*DiracDelta(x_1 - y)
+    assert represent(XBra("y")*XKet()) == DiracDelta(x - y)
+    assert represent(
+        XKet()*XBra()) == DiracDelta(x - x_2) * DiracDelta(x_1 - x)
+
+    rep_p = represent(XOp(), basis=PxOp)
+    assert rep_p == hbar*I*DiracDelta(px_1 - px_2)*DifferentialOperator(px_1)
+    assert rep_p == represent(XOp(), basis=PxOp())
+    assert rep_p == represent(XOp(), basis=PxKet)
+    assert rep_p == represent(XOp(), basis=PxKet())
+
+    assert represent(XOp()*PxKet(), basis=PxKet) == \
+        hbar*I*DiracDelta(px - px_2)*DifferentialOperator(px)
+
+
+def test_p():
+    assert Px.hilbert_space == L2(Interval(S.NegativeInfinity, S.Infinity))
+    assert qapply(Px*PxKet(px)) == px*PxKet(px)
+    assert PxKet(px).dual_class() == PxBra
+    assert PxBra(x).dual_class() == PxKet
+    assert (Dagger(PxKet(py))*PxKet(px)).doit() == DiracDelta(px - py)
+    assert (XBra(x)*PxKet(px)).doit() == \
+        exp(I*x*px/hbar)/sqrt(2*pi*hbar)
+    assert represent(PxKet(px)) == DiracDelta(px - px_1)
+
+    rep_x = represent(PxOp(), basis=XOp)
+    assert rep_x == -hbar*I*DiracDelta(x_1 - x_2)*DifferentialOperator(x_1)
+    assert rep_x == represent(PxOp(), basis=XOp())
+    assert rep_x == represent(PxOp(), basis=XKet)
+    assert rep_x == represent(PxOp(), basis=XKet())
+
+    assert represent(PxOp()*XKet(), basis=XKet) == \
+        -hbar*I*DiracDelta(x - x_2)*DifferentialOperator(x)
+    assert represent(XBra("y")*PxOp()*XKet(), basis=XKet) == \
+        -hbar*I*DiracDelta(x - y)*DifferentialOperator(x)
+
+
+def test_3dpos():
+    assert Y.hilbert_space == L2(Interval(S.NegativeInfinity, S.Infinity))
+    assert Z.hilbert_space == L2(Interval(S.NegativeInfinity, S.Infinity))
+
+    test_ket = PositionKet3D(x, y, z)
+    assert qapply(X*test_ket) == x*test_ket
+    assert qapply(Y*test_ket) == y*test_ket
+    assert qapply(Z*test_ket) == z*test_ket
+    assert qapply(X*Y*test_ket) == x*y*test_ket
+    assert qapply(X*Y*Z*test_ket) == x*y*z*test_ket
+    assert qapply(Y*Z*test_ket) == y*z*test_ket
+
+    assert PositionKet3D() == test_ket
+    assert YOp() == Y
+    assert ZOp() == Z
+
+    assert PositionKet3D.dual_class() == PositionBra3D
+    assert PositionBra3D.dual_class() == PositionKet3D
+
+    other_ket = PositionKet3D(x_1, y_1, z_1)
+    assert (Dagger(other_ket)*test_ket).doit() == \
+        DiracDelta(x - x_1)*DiracDelta(y - y_1)*DiracDelta(z - z_1)
+
+    assert test_ket.position_x == x
+    assert test_ket.position_y == y
+    assert test_ket.position_z == z
+    assert other_ket.position_x == x_1
+    assert other_ket.position_y == y_1
+    assert other_ket.position_z == z_1
+
+    # TODO: Add tests for representations

venv/lib/python3.10/site-packages/sympy/physics/quantum/tests/test_cg.py

@@ -0,0 +1,178 @@
+from sympy.concrete.summations import Sum
+from sympy.core.numbers import Rational
+from sympy.core.singleton import S
+from sympy.core.symbol import symbols
+from sympy.functions.elementary.miscellaneous import sqrt
+from sympy.physics.quantum.cg import Wigner3j, Wigner6j, Wigner9j, CG, cg_simp
+from sympy.functions.special.tensor_functions import KroneckerDelta
+
+
+def test_cg_simp_add():
+    j, m1, m1p, m2, m2p = symbols('j m1 m1p m2 m2p')
+    # Test Varshalovich 8.7.1 Eq 1
+    a = CG(S.Half, S.Half, 0, 0, S.Half, S.Half)
+    b = CG(S.Half, Rational(-1, 2), 0, 0, S.Half, Rational(-1, 2))
+    c = CG(1, 1, 0, 0, 1, 1)
+    d = CG(1, 0, 0, 0, 1, 0)
+    e = CG(1, -1, 0, 0, 1, -1)
+    assert cg_simp(a + b) == 2
+    assert cg_simp(c + d + e) == 3
+    assert cg_simp(a + b + c + d + e) == 5
+    assert cg_simp(a + b + c) == 2 + c
+    assert cg_simp(2*a + b) == 2 + a
+    assert cg_simp(2*c + d + e) == 3 + c
+    assert cg_simp(5*a + 5*b) == 10
+    assert cg_simp(5*c + 5*d + 5*e) == 15
+    assert cg_simp(-a - b) == -2
+    assert cg_simp(-c - d - e) == -3
+    assert cg_simp(-6*a - 6*b) == -12
+    assert cg_simp(-4*c - 4*d - 4*e) == -12
+    a = CG(S.Half, S.Half, j, 0, S.Half, S.Half)
+    b = CG(S.Half, Rational(-1, 2), j, 0, S.Half, Rational(-1, 2))
+    c = CG(1, 1, j, 0, 1, 1)
+    d = CG(1, 0, j, 0, 1, 0)
+    e = CG(1, -1, j, 0, 1, -1)
+    assert cg_simp(a + b) == 2*KroneckerDelta(j, 0)
+    assert cg_simp(c + d + e) == 3*KroneckerDelta(j, 0)
+    assert cg_simp(a + b + c + d + e) == 5*KroneckerDelta(j, 0)
+    assert cg_simp(a + b + c) == 2*KroneckerDelta(j, 0) + c
+    assert cg_simp(2*a + b) == 2*KroneckerDelta(j, 0) + a
+    assert cg_simp(2*c + d + e) == 3*KroneckerDelta(j, 0) + c
+    assert cg_simp(5*a + 5*b) == 10*KroneckerDelta(j, 0)
+    assert cg_simp(5*c + 5*d + 5*e) == 15*KroneckerDelta(j, 0)
+    assert cg_simp(-a - b) == -2*KroneckerDelta(j, 0)
+    assert cg_simp(-c - d - e) == -3*KroneckerDelta(j, 0)
+    assert cg_simp(-6*a - 6*b) == -12*KroneckerDelta(j, 0)
+    assert cg_simp(-4*c - 4*d - 4*e) == -12*KroneckerDelta(j, 0)
+    # Test Varshalovich 8.7.1 Eq 2
+    a = CG(S.Half, S.Half, S.Half, Rational(-1, 2), 0, 0)
+    b = CG(S.Half, Rational(-1, 2), S.Half, S.Half, 0, 0)
+    c = CG(1, 1, 1, -1, 0, 0)
+    d = CG(1, 0, 1, 0, 0, 0)
+    e = CG(1, -1, 1, 1, 0, 0)
+    assert cg_simp(a - b) == sqrt(2)
+    assert cg_simp(c - d + e) == sqrt(3)
+    assert cg_simp(a - b + c - d + e) == sqrt(2) + sqrt(3)
+    assert cg_simp(a - b + c) == sqrt(2) + c
+    assert cg_simp(2*a - b) == sqrt(2) + a
+    assert cg_simp(2*c - d + e) == sqrt(3) + c
+    assert cg_simp(5*a - 5*b) == 5*sqrt(2)
+    assert cg_simp(5*c - 5*d + 5*e) == 5*sqrt(3)
+    assert cg_simp(-a + b) == -sqrt(2)
+    assert cg_simp(-c + d - e) == -sqrt(3)
+    assert cg_simp(-6*a + 6*b) == -6*sqrt(2)
+    assert cg_simp(-4*c + 4*d - 4*e) == -4*sqrt(3)
+    a = CG(S.Half, S.Half, S.Half, Rational(-1, 2), j, 0)
+    b = CG(S.Half, Rational(-1, 2), S.Half, S.Half, j, 0)
+    c = CG(1, 1, 1, -1, j, 0)
+    d = CG(1, 0, 1, 0, j, 0)
+    e = CG(1, -1, 1, 1, j, 0)
+    assert cg_simp(a - b) == sqrt(2)*KroneckerDelta(j, 0)
+    assert cg_simp(c - d + e) == sqrt(3)*KroneckerDelta(j, 0)
+    assert cg_simp(a - b + c - d + e) == sqrt(
+        2)*KroneckerDelta(j, 0) + sqrt(3)*KroneckerDelta(j, 0)
+    assert cg_simp(a - b + c) == sqrt(2)*KroneckerDelta(j, 0) + c
+    assert cg_simp(2*a - b) == sqrt(2)*KroneckerDelta(j, 0) + a
+    assert cg_simp(2*c - d + e) == sqrt(3)*KroneckerDelta(j, 0) + c
+    assert cg_simp(5*a - 5*b) == 5*sqrt(2)*KroneckerDelta(j, 0)
+    assert cg_simp(5*c - 5*d + 5*e) == 5*sqrt(3)*KroneckerDelta(j, 0)
+    assert cg_simp(-a + b) == -sqrt(2)*KroneckerDelta(j, 0)
+    assert cg_simp(-c + d - e) == -sqrt(3)*KroneckerDelta(j, 0)
+    assert cg_simp(-6*a + 6*b) == -6*sqrt(2)*KroneckerDelta(j, 0)
+    assert cg_simp(-4*c + 4*d - 4*e) == -4*sqrt(3)*KroneckerDelta(j, 0)
+    # Test Varshalovich 8.7.2 Eq 9
+    # alpha=alphap,beta=betap case
+    # numerical
+    a = CG(S.Half, S.Half, S.Half, Rational(-1, 2), 1, 0)**2
+    b = CG(S.Half, S.Half, S.Half, Rational(-1, 2), 0, 0)**2
+    c = CG(1, 0, 1, 1, 1, 1)**2
+    d = CG(1, 0, 1, 1, 2, 1)**2
+    assert cg_simp(a + b) == 1
+    assert cg_simp(c + d) == 1
+    assert cg_simp(a + b + c + d) == 2
+    assert cg_simp(4*a + 4*b) == 4
+    assert cg_simp(4*c + 4*d) == 4
+    assert cg_simp(5*a + 3*b) == 3 + 2*a
+    assert cg_simp(5*c + 3*d) == 3 + 2*c
+    assert cg_simp(-a - b) == -1
+    assert cg_simp(-c - d) == -1
+    # symbolic
+    a = CG(S.Half, m1, S.Half, m2, 1, 1)**2
+    b = CG(S.Half, m1, S.Half, m2, 1, 0)**2
+    c = CG(S.Half, m1, S.Half, m2, 1, -1)**2
+    d = CG(S.Half, m1, S.Half, m2, 0, 0)**2
+    assert cg_simp(a + b + c + d) == 1
+    assert cg_simp(4*a + 4*b + 4*c + 4*d) == 4
+    assert cg_simp(3*a + 5*b + 3*c + 4*d) == 3 + 2*b + d
+    assert cg_simp(-a - b - c - d) == -1
+    a = CG(1, m1, 1, m2, 2, 2)**2
+    b = CG(1, m1, 1, m2, 2, 1)**2
+    c = CG(1, m1, 1, m2, 2, 0)**2
+    d = CG(1, m1, 1, m2, 2, -1)**2
+    e = CG(1, m1, 1, m2, 2, -2)**2
+    f = CG(1, m1, 1, m2, 1, 1)**2
+    g = CG(1, m1, 1, m2, 1, 0)**2
+    h = CG(1, m1, 1, m2, 1, -1)**2
+    i = CG(1, m1, 1, m2, 0, 0)**2
+    assert cg_simp(a + b + c + d + e + f + g + h + i) == 1
+    assert cg_simp(4*(a + b + c + d + e + f + g + h + i)) == 4
+    assert cg_simp(a + b + 2*c + d + 4*e + f + g + h + i) == 1 + c + 3*e
+    assert cg_simp(-a - b - c - d - e - f - g - h - i) == -1
+    # alpha!=alphap or beta!=betap case
+    # numerical
+    a = CG(S.Half, S(
+        1)/2, S.Half, Rational(-1, 2), 1, 0)*CG(S.Half, Rational(-1, 2), S.Half, S.Half, 1, 0)
+    b = CG(S.Half, S(
+        1)/2, S.Half, Rational(-1, 2), 0, 0)*CG(S.Half, Rational(-1, 2), S.Half, S.Half, 0, 0)
+    c = CG(1, 1, 1, 0, 2, 1)*CG(1, 0, 1, 1, 2, 1)
+    d = CG(1, 1, 1, 0, 1, 1)*CG(1, 0, 1, 1, 1, 1)
+    assert cg_simp(a + b) == 0
+    assert cg_simp(c + d) == 0
+    # symbolic
+    a = CG(S.Half, m1, S.Half, m2, 1, 1)*CG(S.Half, m1p, S.Half, m2p, 1, 1)
+    b = CG(S.Half, m1, S.Half, m2, 1, 0)*CG(S.Half, m1p, S.Half, m2p, 1, 0)
+    c = CG(S.Half, m1, S.Half, m2, 1, -1)*CG(S.Half, m1p, S.Half, m2p, 1, -1)
+    d = CG(S.Half, m1, S.Half, m2, 0, 0)*CG(S.Half, m1p, S.Half, m2p, 0, 0)
+    assert cg_simp(a + b + c + d) == KroneckerDelta(m1, m1p)*KroneckerDelta(m2, m2p)
+    a = CG(1, m1, 1, m2, 2, 2)*CG(1, m1p, 1, m2p, 2, 2)
+    b = CG(1, m1, 1, m2, 2, 1)*CG(1, m1p, 1, m2p, 2, 1)
+    c = CG(1, m1, 1, m2, 2, 0)*CG(1, m1p, 1, m2p, 2, 0)
+    d = CG(1, m1, 1, m2, 2, -1)*CG(1, m1p, 1, m2p, 2, -1)
+    e = CG(1, m1, 1, m2, 2, -2)*CG(1, m1p, 1, m2p, 2, -2)
+    f = CG(1, m1, 1, m2, 1, 1)*CG(1, m1p, 1, m2p, 1, 1)
+    g = CG(1, m1, 1, m2, 1, 0)*CG(1, m1p, 1, m2p, 1, 0)
+    h = CG(1, m1, 1, m2, 1, -1)*CG(1, m1p, 1, m2p, 1, -1)
+    i = CG(1, m1, 1, m2, 0, 0)*CG(1, m1p, 1, m2p, 0, 0)
+    assert cg_simp(
+        a + b + c + d + e + f + g + h + i) == KroneckerDelta(m1, m1p)*KroneckerDelta(m2, m2p)
+
+
+def test_cg_simp_sum():
+    x, a, b, c, cp, alpha, beta, gamma, gammap = symbols(
+        'x a b c cp alpha beta gamma gammap')
+    # Varshalovich 8.7.1 Eq 1
+    assert cg_simp(x * Sum(CG(a, alpha, b, 0, a, alpha), (alpha, -a, a)
+                   )) == x*(2*a + 1)*KroneckerDelta(b, 0)
+    assert cg_simp(x * Sum(CG(a, alpha, b, 0, a, alpha), (alpha, -a, a)) + CG(1, 0, 1, 0, 1, 0)) == x*(2*a + 1)*KroneckerDelta(b, 0) + CG(1, 0, 1, 0, 1, 0)
+    assert cg_simp(2 * Sum(CG(1, alpha, 0, 0, 1, alpha), (alpha, -1, 1))) == 6
+    # Varshalovich 8.7.1 Eq 2
+    assert cg_simp(x*Sum((-1)**(a - alpha) * CG(a, alpha, a, -alpha, c,
+                   0), (alpha, -a, a))) == x*sqrt(2*a + 1)*KroneckerDelta(c, 0)
+    assert cg_simp(3*Sum((-1)**(2 - alpha) * CG(
+        2, alpha, 2, -alpha, 0, 0), (alpha, -2, 2))) == 3*sqrt(5)
+    # Varshalovich 8.7.2 Eq 4
+    assert cg_simp(Sum(CG(a, alpha, b, beta, c, gamma)*CG(a, alpha, b, beta, cp, gammap), (alpha, -a, a), (beta, -b, b))) == KroneckerDelta(c, cp)*KroneckerDelta(gamma, gammap)
+    assert cg_simp(Sum(CG(a, alpha, b, beta, c, gamma)*CG(a, alpha, b, beta, c, gammap), (alpha, -a, a), (beta, -b, b))) == KroneckerDelta(gamma, gammap)
+    assert cg_simp(Sum(CG(a, alpha, b, beta, c, gamma)*CG(a, alpha, b, beta, cp, gamma), (alpha, -a, a), (beta, -b, b))) == KroneckerDelta(c, cp)
+    assert cg_simp(Sum(CG(
+        a, alpha, b, beta, c, gamma)**2, (alpha, -a, a), (beta, -b, b))) == 1
+    assert cg_simp(Sum(CG(2, alpha, 1, beta, 2, gamma)*CG(2, alpha, 1, beta, 2, gammap), (alpha, -2, 2), (beta, -1, 1))) == KroneckerDelta(gamma, gammap)
+
+
+def test_doit():
+    assert Wigner3j(S.Half, Rational(-1, 2), S.Half, S.Half, 0, 0).doit() == -sqrt(2)/2
+    assert Wigner6j(1, 2, 3, 2, 1, 2).doit() == sqrt(21)/105
+    assert Wigner6j(3, 1, 2, 2, 2, 1).doit() == sqrt(21) / 105
+    assert Wigner9j(
+        2, 1, 1, Rational(3, 2), S.Half, 1, S.Half, S.Half, 0).doit() == sqrt(2)/12
+    assert CG(S.Half, S.Half, S.Half, Rational(-1, 2), 1, 0).doit() == sqrt(2)/2