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luke naylor latex documents
research
Max Destabilizer Rank
Commits
0ac0465d
Commit
0ac0465d
authored
1 year ago
by
Luke Naylor
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Correct the references in example notebook references to more general expressions
parent
65ae7d97
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examples.ipynb
+19
-18
19 additions, 18 deletions
examples.ipynb
plots_and_expressions.ipynb
+33
-31
33 additions, 31 deletions
plots_and_expressions.ipynb
with
52 additions
and
49 deletions
examples.ipynb
+
19
−
18
View file @
0ac0465d
...
@@ -69,7 +69,7 @@
...
@@ -69,7 +69,7 @@
"$\\displaystyle \\text{Chern Character:} \\\\ \\begin{array}{l} \\mathrm{ch}_{0} = 3 \\\\ \\mathrm{ch}_{1} = 2 \\ell^{1} \\\\ \\mathrm{ch}_{2} = -2 \\ell^{2} \\end{array}$"
"$\\displaystyle \\text{Chern Character:} \\\\ \\begin{array}{l} \\mathrm{ch}_{0} = 3 \\\\ \\mathrm{ch}_{1} = 2 \\ell^{1} \\\\ \\mathrm{ch}_{2} = -2 \\ell^{2} \\end{array}$"
],
],
"text/plain": [
"text/plain": [
"
<pseudowalls.chern_character.Chern_Char
object
at
0
x7f
25db3a999
0
>
"
"
<pseudowalls.chern_character.Chern_Char
object
at
0
x7f
f9d8e4c11
0
>
"
]
]
},
},
"execution_count": 2,
"execution_count": 2,
...
@@ -100,7 +100,7 @@
...
@@ -100,7 +100,7 @@
"$\\displaystyle \\text{Chern Character:} \\\\ \\begin{array}{l} \\mathrm{ch}_{0} = 29 \\\\ \\mathrm{ch}_{1} = 13 \\ell^{1} \\\\ \\mathrm{ch}_{2} = -\\frac{3}{2} \\ell^{2} \\end{array}$"
"$\\displaystyle \\text{Chern Character:} \\\\ \\begin{array}{l} \\mathrm{ch}_{0} = 29 \\\\ \\mathrm{ch}_{1} = 13 \\ell^{1} \\\\ \\mathrm{ch}_{2} = -\\frac{3}{2} \\ell^{2} \\end{array}$"
],
],
"text/plain": [
"text/plain": [
"
<pseudowalls.chern_character.Chern_Char
object
at
0
x7f
25d1953e2
0
>
"
"
<pseudowalls.chern_character.Chern_Char
object
at
0
x7f
f9ce32e49
0
>
"
]
]
},
},
"execution_count": 3,
"execution_count": 3,
...
@@ -129,13 +129,12 @@
...
@@ -129,13 +129,12 @@
"metadata": {},
"metadata": {},
"outputs": [],
"outputs": [],
"source": [
"source": [
"m = 1 # value of $\\ell^2$\n",
"\n",
"# add attributes for ...\n",
"# add attributes for ...\n",
"for example in [recurring, extravagant]:\n",
"for example in [recurring, extravagant]:\n",
" example.betaminus = beta_minus(example.chern)\n",
" example.betaminus = beta_minus(example.chern)\n",
" example.twisted = example.chern.twist(example.betaminus)\n",
" example.twisted = example.chern.twist(example.betaminus)\n",
" example.n = example.betaminus.denominator()\n",
" example.n = example.betaminus.denominator()\n",
" example.m = 1 # \\ell^2 = 1 on P^1\n",
" example.bgmlv = example.chern.Q_tilt()\n",
" example.bgmlv = example.chern.Q_tilt()\n",
"\n",
"\n",
"# Actual maximal rank of Pseudo-Semistabilizers\n",
"# Actual maximal rank of Pseudo-Semistabilizers\n",
...
@@ -170,8 +169,8 @@
...
@@ -170,8 +169,8 @@
"def loose_bound(example):\n",
"def loose_bound(example):\n",
" n = example.n\n",
" n = example.n\n",
" twisted = example.twisted\n",
" twisted = example.twisted\n",
" return ( m*n^2*twisted.ch[1]^2\n",
" return (
example.
m*n^2*twisted.ch[1]^2\n",
" ) / gcd(m, 2*n^2)\n",
" ) / gcd(
example.
m, 2*n^2)\n",
"\n",
"\n",
"for example in [recurring, extravagant]:\n",
"for example in [recurring, extravagant]:\n",
" example.loose_bound = loose_bound(example)"
" example.loose_bound = loose_bound(example)"
...
@@ -264,7 +263,8 @@
...
@@ -264,7 +263,8 @@
"Redefine \\nu to $\\nu$ in latex\n",
"Redefine \\nu to $\\nu$ in latex\n",
"$\\let\\originalDelta\\Delta$\n",
"$\\let\\originalDelta\\Delta$\n",
"$\\renewcommand\\Delta{\\originalDelta(v)}$\n",
"$\\renewcommand\\Delta{\\originalDelta(v)}$\n",
"Redefine \\Delta in latex to be $\\Delta$"
"$\\renewcommand\\Omega{\\operatorname{lcm}(m,2n^2)}$\n",
"Redefine \\Delta in latex to be $\\Delta$ and \\Omega to be $\\Omega$"
]
]
},
},
{
{
...
@@ -276,13 +276,13 @@
...
@@ -276,13 +276,13 @@
{
{
"data": {
"data": {
"text/html": [
"text/html": [
"
<html>
\\(\\displaystyle \\frac{1}{2} \\, R + \\frac{\\Delta
n^{2}
}{
4
\\,
\\nu^{2}
} + \\frac{R^{2}
\\nu^{2}}{4
\\, \\Delta
n^{2}
}\\)
</html>
"
"
<html>
\\(\\displaystyle \\frac{1}{2} \\, R + \\frac{\\Delta
\\Omega
}{
8
\\,
m
} + \\frac{R^{2}
m}{2
\\, \\Delta
\\Omega
}\\)
</html>
"
],
],
"text/latex": [
"text/latex": [
"$\\displaystyle \\frac{1}{2} \\, R + \\frac{\\Delta
n^{2}
}{
4
\\,
\\nu^{2}
} + \\frac{R^{2}
\\nu^{2}}{4
\\, \\Delta
n^{2}
}$"
"$\\displaystyle \\frac{1}{2} \\, R + \\frac{\\Delta
\\Omega
}{
8
\\,
m
} + \\frac{R^{2}
m}{2
\\, \\Delta
\\Omega
}$"
],
],
"text/plain": [
"text/plain": [
"1/2*R + 1/
4
*Delta*
n^2/nu^2
+ 1/
4
*R^2*
nu^2
/(Delta*
n^2
)"
"1/2*R + 1/
8
*Delta*
Omega/m
+ 1/
2
*R^2*
m
/(Delta*
Omega
)"
]
]
},
},
"execution_count": 8,
"execution_count": 8,
...
@@ -291,7 +291,7 @@
...
@@ -291,7 +291,7 @@
}
}
],
],
"source": [
"source": [
"from plots_and_expressions import main_theorem1, Delta,
nu
, R, n\n",
"from plots_and_expressions import main_theorem1, Delta,
m
, R, n
, lcm_m_2n2
\n",
"# Delta: symbol for Δ(v)\n",
"# Delta: symbol for Δ(v)\n",
"# n: symbol for denominator for β_(v)\n",
"# n: symbol for denominator for β_(v)\n",
"# R : symbol for chern_0(v)\n",
"# R : symbol for chern_0(v)\n",
...
@@ -310,9 +310,10 @@
...
@@ -310,9 +310,10 @@
" return (\n",
" return (\n",
" main_theorem1.corollary_r_bound\n",
" main_theorem1.corollary_r_bound\n",
" .subs(Delta==example.bgmlv)\n",
" .subs(Delta==example.bgmlv)\n",
" .subs(
nu==1
)\n",
" .subs(
m==example.m
)\n",
" .subs(R==example.chern.ch[0])\n",
" .subs(R==example.chern.ch[0])\n",
" .subs(n==example.n)\n",
" .subs(n==example.n)\n",
" .subs(lcm_m_2n2==lcm(example.m,2*example.n^2))\n",
" )\n",
" )\n",
"\n",
"\n",
"\n",
"\n",
...
@@ -329,13 +330,13 @@
...
@@ -329,13 +330,13 @@
{
{
"data": {
"data": {
"text/html": [
"text/html": [
"
<html>
\\(\\displaystyle
53838.5009765625
\\)
</html>
"
"
<html>
\\(\\displaystyle
\\frac{55130625}{1024}
\\)
</html>
"
],
],
"text/latex": [
"text/latex": [
"$\\displaystyle
53838.5009765625
$"
"$\\displaystyle
\\frac{55130625}{1024}
$"
],
],
"text/plain": [
"text/plain": [
"5
3838.5009765625
"
"5
5130625/1024
"
]
]
},
},
"execution_count": 10,
"execution_count": 10,
...
@@ -344,7 +345,7 @@
...
@@ -344,7 +345,7 @@
}
}
],
],
"source": [
"source": [
"
float(
extravagant.corrolary_bound
)
"
"extravagant.corrolary_bound"
]
]
},
},
{
{
...
@@ -474,7 +475,7 @@
...
@@ -474,7 +475,7 @@
],
],
"metadata": {
"metadata": {
"kernelspec": {
"kernelspec": {
"display_name": "SageMath 9.
7
",
"display_name": "SageMath 9.
8
",
"language": "sage",
"language": "sage",
"name": "sagemath"
"name": "sagemath"
},
},
...
@@ -488,7 +489,7 @@
...
@@ -488,7 +489,7 @@
"name": "python",
"name": "python",
"nbconvert_exporter": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"pygments_lexer": "ipython3",
"version": "3.1
0.8
"
"version": "3.1
1.3
"
}
}
},
},
"nbformat": 4,
"nbformat": 4,
...
...
%% Cell type:markdown id:63724666 tags:
%% Cell type:markdown id:63724666 tags:
# Utilities
# Utilities
%% Cell type:code id:abe149f0 tags:
%% Cell type:code id:abe149f0 tags:
```
sage
```
sage
# Requires extra package:
# Requires extra package:
#! sage -pip install "pseudowalls==0.0.3" --extra-index-url https://gitlab.com/api/v4/projects/43962374/packages/pypi/simple
#! sage -pip install "pseudowalls==0.0.3" --extra-index-url https://gitlab.com/api/v4/projects/43962374/packages/pypi/simple
%display latex
%display latex
from pseudowalls import *
from pseudowalls import *
Δ = lambda v: v.Q_tilt()
Δ = lambda v: v.Q_tilt()
mu = stability.Mumford().slope
mu = stability.Mumford().slope
ts = stability.Tilt
ts = stability.Tilt
var("beta", domain="real")
var("beta", domain="real")
def beta_minus(v):
def beta_minus(v):
beta = stability.Tilt().beta
beta = stability.Tilt().beta
solutions = solve(
solutions = solve(
stability.Tilt(alpha=0).degree(v)==0,
stability.Tilt(alpha=0).degree(v)==0,
beta)
beta)
return min(map(lambda s: s.rhs(), solutions))
return min(map(lambda s: s.rhs(), solutions))
class Object(object):
class Object(object):
pass
pass
```
```
%% Cell type:markdown id:0b574b63 tags:
%% Cell type:markdown id:0b574b63 tags:
# Define Cherns in Examples
# Define Cherns in Examples
%% Cell type:markdown id:f1c3a606 tags:
%% Cell type:markdown id:f1c3a606 tags:
Define two recurring examples used to illustrate performance of the different theorems to find semistabilizer bounds:
Define two recurring examples used to illustrate performance of the different theorems to find semistabilizer bounds:
%% Cell type:code id:30d3738a tags:
%% Cell type:code id:30d3738a tags:
```
sage
```
sage
recurring = Object()
recurring = Object()
recurring.chern = Chern_Char(3, 2, -2)
recurring.chern = Chern_Char(3, 2, -2)
recurring.chern
recurring.chern
```
```
%% Output
%% Output
$\displaystyle \text{Chern Character:} \\ \begin{array}{l} \mathrm{ch}_{0} = 3 \\ \mathrm{ch}_{1} = 2 \ell^{1} \\ \mathrm{ch}_{2} = -2 \ell^{2} \end{array}$
$\displaystyle \text{Chern Character:} \\ \begin{array}{l} \mathrm{ch}_{0} = 3 \\ \mathrm{ch}_{1} = 2 \ell^{1} \\ \mathrm{ch}_{2} = -2 \ell^{2} \end{array}$
<pseudowalls.chern_character.Chern_Char object at 0x7f
25db3a999
0>
<pseudowalls.chern_character.Chern_Char object at 0x7f
f9d8e4c11
0>
%% Cell type:code id:fe394909 tags:
%% Cell type:code id:fe394909 tags:
```
sage
```
sage
extravagant = Object()
extravagant = Object()
extravagant.chern = Chern_Char(29, 13, -3/2)
extravagant.chern = Chern_Char(29, 13, -3/2)
extravagant.chern
extravagant.chern
```
```
%% Output
%% Output
$\displaystyle \text{Chern Character:} \\ \begin{array}{l} \mathrm{ch}_{0} = 29 \\ \mathrm{ch}_{1} = 13 \ell^{1} \\ \mathrm{ch}_{2} = -\frac{3}{2} \ell^{2} \end{array}$
$\displaystyle \text{Chern Character:} \\ \begin{array}{l} \mathrm{ch}_{0} = 29 \\ \mathrm{ch}_{1} = 13 \ell^{1} \\ \mathrm{ch}_{2} = -\frac{3}{2} \ell^{2} \end{array}$
<pseudowalls.chern_character.Chern_Char object at 0x7f
25d1953e2
0>
<pseudowalls.chern_character.Chern_Char object at 0x7f
f9ce32e49
0>
%% Cell type:markdown id:09692ba5 tags:
%% Cell type:markdown id:09692ba5 tags:
# Calculate Preliminary Quantities
# Calculate Preliminary Quantities
%% Cell type:code id:7576ebe4 tags:
%% Cell type:code id:7576ebe4 tags:
```
sage
```
sage
m = 1 # value of $\ell^2$
# add attributes for ...
# add attributes for ...
for example in [recurring, extravagant]:
for example in [recurring, extravagant]:
example.betaminus = beta_minus(example.chern)
example.betaminus = beta_minus(example.chern)
example.twisted = example.chern.twist(example.betaminus)
example.twisted = example.chern.twist(example.betaminus)
example.n = example.betaminus.denominator()
example.n = example.betaminus.denominator()
example.m = 1 # \ell^2 = 1 on P^1
example.bgmlv = example.chern.Q_tilt()
example.bgmlv = example.chern.Q_tilt()
# Actual maximal rank of Pseudo-Semistabilizers
# Actual maximal rank of Pseudo-Semistabilizers
# (needs to be calculated elsewhere)
# (needs to be calculated elsewhere)
recurring.actual_rmax = 25
recurring.actual_rmax = 25
extravagant.actual_rmax = 49313
extravagant.actual_rmax = 49313
```
```
%% Cell type:markdown id:500abba3 tags:
%% Cell type:markdown id:500abba3 tags:
# First Loose Bound
# First Loose Bound
%% Cell type:markdown id:f3e61899 tags:
%% Cell type:markdown id:f3e61899 tags:
Formula for loose bound:
Formula for loose bound:
%% Cell type:code id:77fff07c tags:
%% Cell type:code id:77fff07c tags:
```
sage
```
sage
def loose_bound(example):
def loose_bound(example):
n = example.n
n = example.n
twisted = example.twisted
twisted = example.twisted
return ( m*n^2*twisted.ch[1]^2
return (
example.
m*n^2*twisted.ch[1]^2
) / gcd(m, 2*n^2)
) / gcd(
example.
m, 2*n^2)
for example in [recurring, extravagant]:
for example in [recurring, extravagant]:
example.loose_bound = loose_bound(example)
example.loose_bound = loose_bound(example)
```
```
%% Cell type:markdown id:218fa169 tags:
%% Cell type:markdown id:218fa169 tags:
Loose bounds for the two examples:
Loose bounds for the two examples:
%% Cell type:code id:9edbb954 tags:
%% Cell type:code id:9edbb954 tags:
```
sage
```
sage
recurring.loose_bound
recurring.loose_bound
```
```
%% Output
%% Output
$\displaystyle 144$
$\displaystyle 144$
144
144
%% Cell type:code id:21b52c4d tags:
%% Cell type:code id:21b52c4d tags:
```
sage
```
sage
extravagant.loose_bound
extravagant.loose_bound
```
```
%% Output
%% Output
$\displaystyle 215296$
$\displaystyle 215296$
215296
215296
%% Cell type:markdown id:22bc4b5f tags:
%% Cell type:markdown id:22bc4b5f tags:
# Stronger Convenient Bound
# Stronger Convenient Bound
%% Cell type:markdown id:ee140573 tags:
%% Cell type:markdown id:ee140573 tags:
Use expression for bound used in main document
Use expression for bound used in main document
%% Cell type:markdown id:8de156d1 tags:
%% Cell type:markdown id:8de156d1 tags:
$
\r
enewcommand
\n
u
\e
ll$
$
\r
enewcommand
\n
u
\e
ll$
Redefine
\n
u to $
\n
u$ in latex
Redefine
\n
u to $
\n
u$ in latex
$
\l
et
\o
riginalDelta
\D
elta$
$
\l
et
\o
riginalDelta
\D
elta$
$
\r
enewcommand
\D
elta{
\o
riginalDelta(v)}$
$
\r
enewcommand
\D
elta{
\o
riginalDelta(v)}$
Redefine
\D
elta in latex to be $
\D
elta$
$
\r
enewcommand
\O
mega{
\o
peratorname{lcm}(m,2n^2)}$
Redefine
\D
elta in latex to be $
\D
elta$ and
\O
mega to be $
\O
mega$
%% Cell type:code id:712b7324 tags:
%% Cell type:code id:712b7324 tags:
```
sage
```
sage
from plots_and_expressions import main_theorem1, Delta,
nu
, R, n
from plots_and_expressions import main_theorem1, Delta,
m
, R, n
, lcm_m_2n2
# Delta: symbol for Δ(v)
# Delta: symbol for Δ(v)
# n: symbol for denominator for β_(v)
# n: symbol for denominator for β_(v)
# R : symbol for chern_0(v)
# R : symbol for chern_0(v)
# nu : ...
# nu : ...
main_theorem1.corollary_r_bound
main_theorem1.corollary_r_bound
```
```
%% Output
%% Output
$\displaystyle \frac{1}{2} \, R + \frac{\Delta
n^{2}
}{
4
\,
\nu^{2}
} + \frac{R^{2}
\nu^{2}
}{
4
\, \Delta
n^{2}
}$
$\displaystyle \frac{1}{2} \, R + \frac{\Delta
\Omega
}{
8
\,
m
} + \frac{R^{2}
m
}{
2
\, \Delta
\Omega
}$
1/2*R + 1/
4
*Delta*
n^2/nu^2
+ 1/
4
*R^2*
nu^2
/(Delta*
n^2
)
1/2*R + 1/
8
*Delta*
Omega/m
+ 1/
2
*R^2*
m
/(Delta*
Omega
)
%% Cell type:code id:43aa5f56 tags:
%% Cell type:code id:43aa5f56 tags:
```
sage
```
sage
def corrolary_bound(example):
def corrolary_bound(example):
return (
return (
main_theorem1.corollary_r_bound
main_theorem1.corollary_r_bound
.subs(Delta==example.bgmlv)
.subs(Delta==example.bgmlv)
.subs(
nu==1
)
.subs(
m==example.m
)
.subs(R==example.chern.ch[0])
.subs(R==example.chern.ch[0])
.subs(n==example.n)
.subs(n==example.n)
.subs(lcm_m_2n2==lcm(example.m,2*example.n^2))
)
)
for example in [recurring, extravagant]:
for example in [recurring, extravagant]:
example.corrolary_bound = corrolary_bound(example)
example.corrolary_bound = corrolary_bound(example)
```
```
%% Cell type:code id:5baed51c tags:
%% Cell type:code id:5baed51c tags:
```
sage
```
sage
float(
extravagant.corrolary_bound
)
extravagant.corrolary_bound
```
```
%% Output
%% Output
$\displaystyle
53838.5009765625
$
$\displaystyle
\frac{55130625}{1024}
$
5
3838.5009765625
5
5130625/1024
%% Cell type:code id:fcc15f60 tags:
%% Cell type:code id:fcc15f60 tags:
```
sage
```
sage
float(recurring.corrolary_bound)
float(recurring.corrolary_bound)
```
```
%% Output
%% Output
$\displaystyle 37.515625$
$\displaystyle 37.515625$
37.515625
37.515625
%% Cell type:markdown id:e678a488 tags:
%% Cell type:markdown id:e678a488 tags:
# Stronger Complicated Bounds
# Stronger Complicated Bounds
%% Cell type:code id:ef8f09ff tags:
%% Cell type:code id:ef8f09ff tags:
```
sage
```
sage
import numpy as np
import numpy as np
def bound_comparisons(example):
def bound_comparisons(example):
n = example.n
n = example.n
a_v = example.betaminus.numerator()
a_v = example.betaminus.numerator()
def theorem_bound(v_twisted, q_val, k):
def theorem_bound(v_twisted, q_val, k):
return int(min(
return int(min(
n^2*q_val^2/k,
n^2*q_val^2/k,
v_twisted.ch[0]
v_twisted.ch[0]
+ n^2*(v_twisted.ch[1] - q_val)^2/k
+ n^2*(v_twisted.ch[1] - q_val)^2/k
))
))
def k(n, a_v, b_q):
def k(n, a_v, b_q):
n = int(n)
n = int(n)
a_v = int(a_v)
a_v = int(a_v)
b_q = int(b_q)
b_q = int(b_q)
k = -a_v*b_q % n
k = -a_v*b_q % n
return k if k > 0 else k + n
return k if k > 0 else k + n
b_qs = list(range(example.twisted.ch[1]*n+1))
b_qs = list(range(example.twisted.ch[1]*n+1))
qs = list(map(lambda x: x/n,b_qs))
qs = list(map(lambda x: x/n,b_qs))
ks = list(map(lambda b_q: k(n, a_v, b_q), b_qs))
ks = list(map(lambda b_q: k(n, a_v, b_q), b_qs))
theorem2_bounds = [
theorem2_bounds = [
theorem_bound(example.twisted, q_val, 1)
theorem_bound(example.twisted, q_val, 1)
for q_val in qs
for q_val in qs
]
]
theorem3_bounds = [
theorem3_bounds = [
theorem_bound(example.twisted, q_val, k)
theorem_bound(example.twisted, q_val, k)
for q_val, k in zip(qs,ks)
for q_val, k in zip(qs,ks)
]
]
return qs, theorem2_bounds, theorem3_bounds
return qs, theorem2_bounds, theorem3_bounds
```
```
%% Cell type:markdown id:b1c51cd8 tags:
%% Cell type:markdown id:b1c51cd8 tags:
Array content:
Array content:
-
First row: $q$-values
-
First row: $q$-values
-
Second row: Theorem 1 bounds on $ch_0(u)$ for u solutions to prob with $ch_1^{
\b
eta}=q$
-
Second row: Theorem 1 bounds on $ch_0(u)$ for u solutions to prob with $ch_1^{
\b
eta}=q$
-
Second row: Theorem 2 bounds on $ch_0(u)$ for u solutions to prob with $ch_1^{
\b
eta}=q$
-
Second row: Theorem 2 bounds on $ch_0(u)$ for u solutions to prob with $ch_1^{
\b
eta}=q$
%% Cell type:code id:9cd102ac tags:
%% Cell type:code id:9cd102ac tags:
```
sage
```
sage
np.array(bound_comparisons(recurring))
np.array(bound_comparisons(recurring))
```
```
%% Output
%% Output
$\displaystyle \begin{array}{l}
$\displaystyle \begin{array}{l}
\verb|[[0|\verb| |\verb|1/3|\verb| |\verb|2/3|\verb| |\verb|1|\verb| |\verb|4/3|\verb| |\verb|5/3|\verb| |\verb|2|\verb| |\verb|7/3|\verb| |\verb|8/3|\verb| |\verb|3|\verb| |\verb|10/3|\verb| |\verb|11/3|\verb| |\verb|4]|\\
\verb|[[0|\verb| |\verb|1/3|\verb| |\verb|2/3|\verb| |\verb|1|\verb| |\verb|4/3|\verb| |\verb|5/3|\verb| |\verb|2|\verb| |\verb|7/3|\verb| |\verb|8/3|\verb| |\verb|3|\verb| |\verb|10/3|\verb| |\verb|11/3|\verb| |\verb|4]|\\
\verb| |\verb|[0|\verb| |\verb|1|\verb| |\verb|4|\verb| |\verb|9|\verb| |\verb|16|\verb| |\verb|25|\verb| |\verb|36|\verb| |\verb|28|\verb| |\verb|19|\verb| |\verb|12|\verb| |\verb|7|\verb| |\verb|4|\verb| |\verb|3]|\\
\verb| |\verb|[0|\verb| |\verb|1|\verb| |\verb|4|\verb| |\verb|9|\verb| |\verb|16|\verb| |\verb|25|\verb| |\verb|36|\verb| |\verb|28|\verb| |\verb|19|\verb| |\verb|12|\verb| |\verb|7|\verb| |\verb|4|\verb| |\verb|3]|\\
\verb| |\verb|[0|\verb| |\verb|0|\verb| |\verb|4|\verb| |\verb|3|\verb| |\verb|8|\verb| |\verb|25|\verb| |\verb|12|\verb| |\verb|15|\verb| |\verb|19|\verb| |\verb|6|\verb| |\verb|5|\verb| |\verb|4|\verb| |\verb|3]]|
\verb| |\verb|[0|\verb| |\verb|0|\verb| |\verb|4|\verb| |\verb|3|\verb| |\verb|8|\verb| |\verb|25|\verb| |\verb|12|\verb| |\verb|15|\verb| |\verb|19|\verb| |\verb|6|\verb| |\verb|5|\verb| |\verb|4|\verb| |\verb|3]]|
\end{array}$
\end{array}$
array([[0, 1/3, 2/3, 1, 4/3, 5/3, 2, 7/3, 8/3, 3, 10/3, 11/3, 4],
array([[0, 1/3, 2/3, 1, 4/3, 5/3, 2, 7/3, 8/3, 3, 10/3, 11/3, 4],
[0, 1, 4, 9, 16, 25, 36, 28, 19, 12, 7, 4, 3],
[0, 1, 4, 9, 16, 25, 36, 28, 19, 12, 7, 4, 3],
[0, 0, 4, 3, 8, 25, 12, 15, 19, 6, 5, 4, 3]], dtype=object)
[0, 0, 4, 3, 8, 25, 12, 15, 19, 6, 5, 4, 3]], dtype=object)
...
...
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