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CritPt / Challenge_48_main / Let Z(n,η) denote a replica partition function defined for positive…

Problem

Answer published by the source. Consult the official source to check your work against its answer.

code template

Code

def answer():
    r"""
    Return the expression of the analytic continuation $F(\eta)$ in Sympy format

    Inputs
    ----------
    None

    Outputs
    ----------
    F_eta: float
        Analytic continuation $F(\eta)$ at $\eta = \frac{10}{3} \pi$, accurate to at least 8 decimal places.
    """

    # ------------------ FILL IN YOUR RESULTS BELOW ------------------
    F_eta = ...
    # ---------------------------------------------------------------

    return F_eta

problem description

# Problem setup: Let Z(n,η)Z(n, \eta) denote a replica partition function defined for positive integers nn by \begin{equation} Z(n, \eta) = \sum_{\vec{x} \in \mathbb{Z}^{n-1}} \exp\left( -\eta \pi\, \vec{x}^\top K \vec{x} \right), \end{equation} where η>0\eta > 0 is a real parameter, and the sum runs over all integer vectors xZn1\vec{x} \in \mathbb{Z}^{n-1}. The kernel KK is an (n1)×(n1)(n-1) \times (n-1) matrix with components \begin{equation} K_{ij} = \left(1 - \frac{1}{n}\right)\delta_{ij} - \frac{1}{n}(1 - \delta_{ij}). \end{equation} Equivalently, K=In11n1n1K = I_{n-1} - \frac{1}{n} \mathbf{1}_{n-1}, where 1n1\mathbf{1}_{n-1} denotes the matrix of all ones. # Main problem: Evaluate the analytic continuation \begin{equation} F( \eta ) = \left. \frac{\partial}{\partial n} Z(n, \eta) \right|_{n=1} - \left( \frac{1}{2} - \frac{1}{2} \ln \eta \right) \end{equation} at η=103π\eta = \frac{10}{3} \pi, accurate to at least eight digits after the decimal point.
Plain-text mathematical notation (without MathML)
# Problem setup:
Let Z(n,η) denote a replica partition function defined for positive integers n by
\begin{equation}
Z(n, \eta) = \sum_{\vec{x} \in \mathbb{Z}^{n-1}} \exp\left( -\eta \pi\, \vec{x}^\top K \vec{x} \right),
\end{equation}
where η>0 is a real parameter, and the sum runs over all integer vectors (x)→∈Z^(n−1). The kernel K is an (n−1)×(n−1) matrix with components
\begin{equation}
K_{ij} = \left(1 - \frac{1}{n}\right)\delta_{ij} - \frac{1}{n}(1 - \delta_{ij}).
\end{equation}
Equivalently, K=I_(n−1)−(1)/(n)1_(n−1), where 1_(n−1) denotes the matrix of all ones.

# Main problem:

Evaluate the analytic continuation
\begin{equation}
F( \eta ) =  \left. \frac{\partial}{\partial n} Z(n, \eta) \right|_{n=1} - \left( \frac{1}{2} - \frac{1}{2} \ln \eta \right)
\end{equation}
at η=(10)/(3)π, accurate to at least eight digits after the decimal point.
Original LaTeX notation
# Problem setup:
Let $Z(n, \eta)$ denote a replica partition function defined for positive integers $n$ by
\begin{equation}
Z(n, \eta) = \sum_{\vec{x} \in \mathbb{Z}^{n-1}} \exp\left( -\eta \pi\, \vec{x}^\top K \vec{x} \right),
\end{equation}
where $\eta > 0$ is a real parameter, and the sum runs over all integer vectors $\vec{x} \in \mathbb{Z}^{n-1}$. The kernel $K$ is an $(n-1) \times (n-1)$ matrix with components
\begin{equation}
K_{ij} = \left(1 - \frac{1}{n}\right)\delta_{ij} - \frac{1}{n}(1 - \delta_{ij}).
\end{equation}
Equivalently, $K = I_{n-1} - \frac{1}{n} \mathbf{1}_{n-1}$, where $\mathbf{1}_{n-1}$ denotes the matrix of all ones.

# Main problem:

Evaluate the analytic continuation
\begin{equation}
F( \eta ) =  \left. \frac{\partial}{\partial n} Z(n, \eta) \right|_{n=1} - \left( \frac{1}{2} - \frac{1}{2} \ln \eta \right)
\end{equation}
at $\eta = \frac{10}{3} \pi$, accurate to at least eight digits after the decimal point.

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