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Update ASE docs links
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README.md

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## Features
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Unless stated otherwise, MLIP calculators and calculations rely heavily on [ASE](https://wiki.fysik.dtu.dk/ase/).
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Unless stated otherwise, MLIP calculators and calculations rely heavily on [ASE](https://ase-lib.org).
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Current and planned features include:
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### Calculation outputs
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By default, calculations performed will modify the underlying [ase.Atoms](https://wiki.fysik.dtu.dk/ase/ase/atoms.html) object
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By default, calculations performed will modify the underlying [ase.Atoms](https://ase-lib.org/ase/atoms.html) object
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to store information in the `Atoms.info` and `Atoms.arrays` dictionaries about the MLIP used.
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Additional dictionary keys include `arch`, corresponding to the MLIP architecture used,

docs/source/conf.py

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intersphinx_mapping = {
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"python": ("https://docs.python.org/3", None),
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"numpy": ("https://numpy.org/doc/stable/", None),
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"ase": ("https://wiki.fysik.dtu.dk/ase/", None),
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"ase": ("https://ase-lib.org/", None),
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"phonopy": ("https://phonopy.github.io/phonopy/", None),
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"codecarbon": ("https://mlco2.github.io/codecarbon/", None),
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"torch": ("https://pytorch.org/docs/stable", None),

docs/source/developer_guide/tutorial.rst

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Adding a new MLIP
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=================
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Integration of new MLIPs currently requires a corresponding `ASE calculator <https://wiki.fysik.dtu.dk/ase/ase/calculators/calculators.html>`_.
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Integration of new MLIPs currently requires a corresponding `ASE calculator <https://ase-lib.org/ase/calculators/calculators.html>`_.
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The following steps can then be taken, using `ORB <https://github.com/orbital-materials/orb-models>`_ as an example:
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docs/source/user_guide/command_line.rst

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Data saved
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++++++++++
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By default, calculations performed will modify the underlying `ase.Atoms <https://wiki.fysik.dtu.dk/ase/ase/atoms.html>`_ object
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By default, calculations performed will modify the underlying `ase.Atoms <https://ase-lib.org/ase/atoms.html>`_ object
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to store information in the ``Atoms.info`` and ``Atoms.arrays`` dictionaries about the MLIP used.
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Additional dictionary keys include ``arch``, corresponding to the MLIP architecture used,
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and any other output files specified by the input file, such as ``COLVAR`` in this example.
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.. warning::
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`Unit conversions <https://wiki.fysik.dtu.dk/ase/ase/calculators/plumed.html#units>`_ are necessary to maintain consistency with ASE.
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`Unit conversions <https://ase-lib.org/ase/calculators/plumed.html#units>`_ are necessary to maintain consistency with ASE.
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Equation of State
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janus neb --init-struct tests/data/N2.xyz --final-struct tests/data/2N.xyz --arch mace_mp --minimize
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This will use ASE's built-in `interpolation <https://wiki.fysik.dtu.dk/ase/ase/neb.html#interpolation>`_
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This will use ASE's built-in `interpolation <https://ase-lib.org/ase/neb.html#interpolation>`_
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between the minimized initial and final structures, before applying ASE's ``NEBOptimizer``, an adaptive ODE solver,
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to the NEB.
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Additional options include using `pymatgen to interpolate <https://pymatgen.org/pymatgen.core.html#pymatgen.core.structure.IStructure.interpolate>`_,
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with the ``--interpolator`` option, using `DyNEB <https://wiki.fysik.dtu.dk/ase/ase/neb.html#ase.mep.dyneb.DyNEB>`_ for scaled and dynamic
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with the ``--interpolator`` option, using `DyNEB <https://ase-lib.org/ase/neb.html#ase.mep.dyneb.DyNEB>`_ for scaled and dynamic
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optimizations of images through the ``--neb-method`` option, and changing the optimizer using the ``--neb-optimizer`` option.
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docs/source/user_guide/python.rst

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======================
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Although ``janus-core`` only directly supports the MLIP calculators listed in :doc:`Getting started </user_guide/get_started>`,
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any valid `ASE calculator <https://wiki.fysik.dtu.dk/ase/ase/calculators/calculators.html>`_
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any valid `ASE calculator <https://ase-lib.org/ase/calculators/calculators.html>`_
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can be attached to a structure, including calculators for currently unsupported MLIPs.
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This structure can then be passed to ``janus-core`` calculations, which can be run as usual.
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For example, performing geometry optimisation using the (`ASE built-in <https://wiki.fysik.dtu.dk/ase/ase/calculators/others.html#lennard-jones>`_) Lennard Jones potential calculator:
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For example, performing geometry optimisation using the (`ASE built-in <https://ase-lib.org/ase/calculators/others.html#lennard-jones>`_) Lennard Jones potential calculator:
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.. code-block:: python
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