diff --git a/README.md b/README.md
deleted file mode 100644
index 4b5f15ac..00000000
--- a/README.md
+++ /dev/null
@@ -1,93 +0,0 @@
-# CGExplore
-A general toolkit for working with coarse-grained models.
-
-The library is built off of [`stk`](https://stk.readthedocs.io/en/stable/), which comes with the pip install
-
-# Installation
-
-`CGExplore` is a library but contains an example library usage in the `first_paper_example` directory. I recommend installing the library with the following instructions and then using the example directory in a separate repository or code base of your own.
-
-The code can be installed following these steps:
-
-
-1. Create a `conda` or `mamba` environment:
- ```
- mamba create -n NAME python=3.11
- ```
-
-2. Activate the environment:
- ```
- conda activate NAME
- ```
-
-3. Install `CGExplore` with pip:
-```
-pip install cgexplore
-```
-
-5. Install [OpenMM](https://openmm.org/):
- ```
-mamba install openmm
-```
-or
-```
-conda install -c conda-forge openmm
-```
-
-6. Install [openmmtools](https://openmmtools.readthedocs.io/en/stable/gettingstarted.html):
-```
-mamba install openmmtools
-```
-or
-```
-conda config --add channels omnia --add channels conda-forge
-conda install openmmtools
-```
-
-7. Update directory structure in `env_set.py` if using example code.
-
-
-The library implements some analysis that uses:
-
-`Shape 2.1`: Follow the instructions to download and installed at [Shape](https://www.iqtc.ub.edu/uncategorised/program-for-the-stereochemical-analysis-of-molecular-fragments-by-means-of-continous-shape-measures-and-associated-tools/)
-
-# Developer setup
-
-To develop with `CGExplore`, replace step 3 above with these steps:
-
-3. clone `CGExplore` from [here](https://github.com/andrewtarzia/CGExplore)
-
-
-4. From `CGExplore` directory use [just](https://github.com/casey/just) to install a dev environment with:
-```
-just dev
-```
-
-# Usage
-
-**To reproduce data in DOI: [10.1039/D3SC03991A](https://doi.org/10.1039/D3SC03991A)**: Download the source code from `first_paper_example - presubmission` release from [Releases](https://github.com/andrewtarzia/CGExplore/releases) instead of the repo in step 1. I do not guarantee that running the example code on the current version will work. However, with each pull request a test is run as a GitHub Action connected to this [repository](https://github.com/andrewtarzia/cg_model_test). This ensures that the results obtained for a subset of the original data set do not change with changes to this library. Additionally, the naming convention has changed and force field xml files should provide the appropriate information for mapping angles to models.
-
-
-
-* The directory `cgexplore` contains the actual source code for the package. **Warning**: This package is still very much underdevelopment and many changes are expected.
-* The directory `first_paper_example` contains the code to generate the cages and data for DOI: [10.1039/D3SC03991A](https://doi.org/10.1039/D3SC03991A). This series of examples uses the classes and tools in `CGExplore`. I would no longer recommend using it as a perfect example as many changes, including using databasing have been introduced without optimising these scripts. [This testing repository is a good example](https://github.com/andrewtarzia/cg_model_test/blob/main/cg_model_test.py).
- * `generate_XX.py` generates cage structures for different topology sets
- * `env_set.py` sets a specific environment for file outputs
- * `plot_XX.py` produces images and figures, and performs analysis
-
-**Warning**: If you have a CUDA-capable GPU and attempt to use CUDA in the first example, you may get `NaN` errors due to the torsion restriction for angles at 180 degrees, which cause problematic forces. This will be handled in future versions of the code. And logically, I would suggest removing the torsion restriction for those angles. The `platform` can be handled through this argument in `build_building_blocks` and `build_populations`, which I currently set to `None`, meaning `OpenMM` will decide for itself.
-
-# How To Cite
-
-If you use ``CGExplore`` please cite:
-
- https://github.com/andrewtarzia/CGExplore
-
-and
-
- https://pubs.rsc.org/en/content/articlelanding/2023/sc/d3sc03991a
-
-
-# Acknowledgements
-
-This work was completed during my time as a postdoc, and then research fellow in the Pavan group at PoliTO (https://www.gmpavanlab.com/).
diff --git a/README.rst b/README.rst
new file mode 100644
index 00000000..0aeb80a0
--- /dev/null
+++ b/README.rst
@@ -0,0 +1,108 @@
+:maintainers:
+ `andrewtarzia `_
+:documentation: https://cgexplore.readthedocs.io/en/latest/
+
+.. figure:: docs/source/_static/logo.png
+
+
+Overview
+========
+
+:mod:`cgexplore` or ``cgx`` is a general toolkit built on
+`stk `_ for constructing,
+optimising and exploring molecular coarse-grained models.
+
+.. important::
+
+ **Warning**: This package is still very much underdevelopment and many changes
+ are expected.
+
+Installation
+============
+
+:mod:`cgexplore` can be installed with pip:
+
+.. code-block:: bash
+
+ pip install cgexplore
+
+With dependancies `openmm `_ and `openmmtools `_:
+
+.. code-block:: bash
+
+ mamba install openmm openmmtools
+
+
+Then, update directory structure in `env_set.py` if using example code.
+
+
+The library implements some analysis that uses `Shape 2.1`. Follow the
+instructions to download and installed at
+`Shape `_
+
+
+Developer Setup
+---------------
+
+To develop with :mod:`cgexplore`, you can clone the repo and use
+`just `_ to setup the dev environment:
+
+.. code-block:: bash
+
+ just dev
+
+
+Usage
+=====
+
+**To reproduce data in DOI:
+`10.1039/D3SC03991A `_**:
+Download the source code from `first_paper_example - presubmission`
+release from ``Releases``.I do not guarantee that running the example code
+on the current version will work. However, with each pull request a test is run
+as a GitHub Action connected to this
+`repository `_.
+This ensures that the results obtained for a subset of the original data set
+do not change with changes to this library. Additionally, the naming
+convention has changed and force field xml files should provide the
+appropriate information for mapping angles to models.
+
+
+* The directory `cgexplore` contains the actual source code for the package.
+* The directory `first_paper_example` contains the code for `10.1039/D3SC03991A `_.
+ * `generate_XX.py` generates cage structures for different topology sets
+ * `env_set.py` sets a specific environment for file outputs
+ * `plot_XX.py` produces images and figures, and performs analysis
+
+.. important::
+ **Warning**: If you have a CUDA-capable GPU and attempt to use CUDA in the
+ first example, you may get `NaN` errors due to the torsion restriction for
+ angles at 180 degrees, which cause problematic forces. This will be handled
+ in future versions of the code. And logically, I would suggest removing the
+ torsion restriction for those angles. The `platform` can be handled through
+ this argument in `build_building_blocks` and `build_populations`, which I
+ currently set to `None`, meaning `OpenMM` will decide for itself.
+
+
+How To Cite
+===========
+
+If you use ``stk`` please cite
+
+ https://github.com/andrewtarzia/CGExplore
+
+and
+
+ https://pubs.rsc.org/en/content/articlelanding/2023/sc/d3sc03991a
+
+Publications using CGExplore
+============================
+
+* Using stk for constructing larger numbers of coarse-grained models: `Systematic exploration of accessible topologies of cage molecules via minimalistic models`__
+
+
+Acknowledgements
+================
+
+Funded by the European Union - Next Generation EU, Mission 4 Component 1
+CUP E13C22002930006 and the ERC under projects DYNAPOL.
diff --git a/docs/source/_autosummary/cgexplore.atomistic.Crest.rst b/docs/source/_autosummary/cgexplore.atomistic.Crest.rst
new file mode 100644
index 00000000..e93c0183
--- /dev/null
+++ b/docs/source/_autosummary/cgexplore.atomistic.Crest.rst
@@ -0,0 +1,26 @@
+cgexplore.atomistic.Crest
+=========================
+
+.. currentmodule:: cgexplore.atomistic
+
+.. autoclass:: Crest
+ :members:
+ :inherited-members:
+ :undoc-members:
+ :show-inheritance:
+
+
+
+
+ .. rubric:: Methods
+
+ .. autosummary::
+ :nosignatures:
+
+ ~Crest.optimize
+
+
+
+
+
+
\ No newline at end of file
diff --git a/docs/source/_autosummary/cgexplore.atomistic.cgx_optimisation_sequence.rst b/docs/source/_autosummary/cgexplore.atomistic.cgx_optimisation_sequence.rst
new file mode 100644
index 00000000..4962d9ac
--- /dev/null
+++ b/docs/source/_autosummary/cgexplore.atomistic.cgx_optimisation_sequence.rst
@@ -0,0 +1,6 @@
+cgexplore.atomistic.cgx\_optimisation\_sequence
+===============================================
+
+.. currentmodule:: cgexplore.atomistic
+
+.. autofunction:: cgx_optimisation_sequence
\ No newline at end of file
diff --git a/docs/source/_autosummary/cgexplore.atomistic.extract_ensemble.rst b/docs/source/_autosummary/cgexplore.atomistic.extract_ensemble.rst
new file mode 100644
index 00000000..785fb021
--- /dev/null
+++ b/docs/source/_autosummary/cgexplore.atomistic.extract_ensemble.rst
@@ -0,0 +1,6 @@
+cgexplore.atomistic.extract\_ensemble
+=====================================
+
+.. currentmodule:: cgexplore.atomistic
+
+.. autofunction:: extract_ensemble
\ No newline at end of file
diff --git a/docs/source/_autosummary/cgexplore.atomistic.rst b/docs/source/_autosummary/cgexplore.atomistic.rst
new file mode 100644
index 00000000..d0404660
--- /dev/null
+++ b/docs/source/_autosummary/cgexplore.atomistic.rst
@@ -0,0 +1,43 @@
+cgexplore.atomistic
+===================
+
+.. automodule:: cgexplore.atomistic
+
+
+
+
+
+
+
+ .. rubric:: Classes
+
+ .. autosummary::
+ :toctree:
+ :template: class.rst
+ :nosignatures:
+
+ Crest
+
+
+
+
+
+
+ .. rubric:: Functions
+
+ .. autosummary::
+ :toctree:
+ :nosignatures:
+
+ cgx_optimisation_sequence
+ extract_ensemble
+ run_conformer_analysis
+
+
+
+
+
+
+
+
+
diff --git a/docs/source/_autosummary/cgexplore.atomistic.run_conformer_analysis.rst b/docs/source/_autosummary/cgexplore.atomistic.run_conformer_analysis.rst
new file mode 100644
index 00000000..6cffd5d7
--- /dev/null
+++ b/docs/source/_autosummary/cgexplore.atomistic.run_conformer_analysis.rst
@@ -0,0 +1,6 @@
+cgexplore.atomistic.run\_conformer\_analysis
+============================================
+
+.. currentmodule:: cgexplore.atomistic
+
+.. autofunction:: run_conformer_analysis
\ No newline at end of file
diff --git a/docs/source/_autosummary/cgexplore.forcefields.custom_lennard_jones_force.rst b/docs/source/_autosummary/cgexplore.forcefields.custom_lennard_jones_force.rst
new file mode 100644
index 00000000..e7538161
--- /dev/null
+++ b/docs/source/_autosummary/cgexplore.forcefields.custom_lennard_jones_force.rst
@@ -0,0 +1,6 @@
+cgexplore.forcefields.custom\_lennard\_jones\_force
+===================================================
+
+.. currentmodule:: cgexplore.forcefields
+
+.. autofunction:: custom_lennard_jones_force
\ No newline at end of file
diff --git a/docs/source/_autosummary/cgexplore.forcefields.rst b/docs/source/_autosummary/cgexplore.forcefields.rst
index 20e6960b..71f5d907 100644
--- a/docs/source/_autosummary/cgexplore.forcefields.rst
+++ b/docs/source/_autosummary/cgexplore.forcefields.rst
@@ -38,6 +38,7 @@ cgexplore.forcefields
cosine_periodic_angle_force
custom_excluded_volume_force
+ custom_lennard_jones_force
get_martini_mass_by_type
diff --git a/docs/source/_autosummary/cgexplore.rst b/docs/source/_autosummary/cgexplore.rst
index c66d97d8..2a7b5416 100644
--- a/docs/source/_autosummary/cgexplore.rst
+++ b/docs/source/_autosummary/cgexplore.rst
@@ -30,9 +30,11 @@
:recursive:
analysis
+ atomistic
forcefields
molecular
optimisation
+ scram
systems_optimisation
terms
topologies
diff --git a/docs/source/_autosummary/cgexplore.scram.Constructed.rst b/docs/source/_autosummary/cgexplore.scram.Constructed.rst
new file mode 100644
index 00000000..79829c98
--- /dev/null
+++ b/docs/source/_autosummary/cgexplore.scram.Constructed.rst
@@ -0,0 +1,34 @@
+cgexplore.scram.Constructed
+===========================
+
+.. currentmodule:: cgexplore.scram
+
+.. autoclass:: Constructed
+ :members:
+ :inherited-members:
+ :undoc-members:
+ :show-inheritance:
+
+
+
+
+ .. rubric:: Methods
+
+ .. autosummary::
+ :nosignatures:
+
+
+
+
+
+
+ .. rubric:: Attributes
+
+ .. autosummary::
+
+ ~Constructed.mash_idx
+ ~Constructed.constructed_molecule
+ ~Constructed.idx
+ ~Constructed.topology_code
+
+
\ No newline at end of file
diff --git a/docs/source/_autosummary/cgexplore.scram.HomolepticTopologyIterator.rst b/docs/source/_autosummary/cgexplore.scram.HomolepticTopologyIterator.rst
new file mode 100644
index 00000000..ad358696
--- /dev/null
+++ b/docs/source/_autosummary/cgexplore.scram.HomolepticTopologyIterator.rst
@@ -0,0 +1,25 @@
+cgexplore.scram.HomolepticTopologyIterator
+==========================================
+
+.. currentmodule:: cgexplore.scram
+
+.. autoclass:: HomolepticTopologyIterator
+ :members:
+ :inherited-members:
+ :undoc-members:
+ :show-inheritance:
+
+
+
+
+ .. rubric:: Methods
+
+ .. autosummary::
+ :nosignatures:
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/docs/source/_autosummary/cgexplore.scram.IHomolepticTopologyIterator.rst b/docs/source/_autosummary/cgexplore.scram.IHomolepticTopologyIterator.rst
new file mode 100644
index 00000000..4565a4fc
--- /dev/null
+++ b/docs/source/_autosummary/cgexplore.scram.IHomolepticTopologyIterator.rst
@@ -0,0 +1,37 @@
+cgexplore.scram.IHomolepticTopologyIterator
+===========================================
+
+.. currentmodule:: cgexplore.scram
+
+.. autoclass:: IHomolepticTopologyIterator
+ :members:
+ :inherited-members:
+ :undoc-members:
+ :show-inheritance:
+
+
+
+
+ .. rubric:: Methods
+
+ .. autosummary::
+ :nosignatures:
+
+ ~IHomolepticTopologyIterator.get_graphs
+ ~IHomolepticTopologyIterator.get_num_building_blocks
+ ~IHomolepticTopologyIterator.get_vertex_prototypes
+
+
+
+
+
+ .. rubric:: Attributes
+
+ .. autosummary::
+
+ ~IHomolepticTopologyIterator.graph_set
+ ~IHomolepticTopologyIterator.scale_multiplier
+ ~IHomolepticTopologyIterator.building_block_counts
+ ~IHomolepticTopologyIterator.graph_type
+
+
\ No newline at end of file
diff --git a/docs/source/_autosummary/cgexplore.scram.TopologyCode.rst b/docs/source/_autosummary/cgexplore.scram.TopologyCode.rst
new file mode 100644
index 00000000..b4ce78b8
--- /dev/null
+++ b/docs/source/_autosummary/cgexplore.scram.TopologyCode.rst
@@ -0,0 +1,37 @@
+cgexplore.scram.TopologyCode
+============================
+
+.. currentmodule:: cgexplore.scram
+
+.. autoclass:: TopologyCode
+ :members:
+ :inherited-members:
+ :undoc-members:
+ :show-inheritance:
+
+
+
+
+ .. rubric:: Methods
+
+ .. autosummary::
+ :nosignatures:
+
+ ~TopologyCode.contains_doubles
+ ~TopologyCode.edges_from_connection
+ ~TopologyCode.get_graph
+ ~TopologyCode.get_nx_graph
+ ~TopologyCode.get_weighted_graph
+
+
+
+
+
+ .. rubric:: Attributes
+
+ .. autosummary::
+
+ ~TopologyCode.vertex_map
+ ~TopologyCode.as_string
+
+
\ No newline at end of file
diff --git a/docs/source/_autosummary/cgexplore.scram.TopologyIterator.rst b/docs/source/_autosummary/cgexplore.scram.TopologyIterator.rst
new file mode 100644
index 00000000..f7c93010
--- /dev/null
+++ b/docs/source/_autosummary/cgexplore.scram.TopologyIterator.rst
@@ -0,0 +1,32 @@
+cgexplore.scram.TopologyIterator
+================================
+
+.. currentmodule:: cgexplore.scram
+
+.. autoclass:: TopologyIterator
+ :members:
+ :inherited-members:
+ :undoc-members:
+ :show-inheritance:
+
+
+
+
+ .. rubric:: Methods
+
+ .. autosummary::
+ :nosignatures:
+
+ ~TopologyIterator.get_beta
+ ~TopologyIterator.get_constructed_molecules
+ ~TopologyIterator.get_mashed_topology
+ ~TopologyIterator.get_num_building_blocks
+ ~TopologyIterator.get_num_mashes
+ ~TopologyIterator.get_num_scrambles
+ ~TopologyIterator.get_topology
+
+
+
+
+
+
\ No newline at end of file
diff --git a/docs/source/_autosummary/cgexplore.scram.get_potential_bb_dicts.rst b/docs/source/_autosummary/cgexplore.scram.get_potential_bb_dicts.rst
new file mode 100644
index 00000000..c6346ae1
--- /dev/null
+++ b/docs/source/_autosummary/cgexplore.scram.get_potential_bb_dicts.rst
@@ -0,0 +1,6 @@
+cgexplore.scram.get\_potential\_bb\_dicts
+=========================================
+
+.. currentmodule:: cgexplore.scram
+
+.. autofunction:: get_potential_bb_dicts
\ No newline at end of file
diff --git a/docs/source/_autosummary/cgexplore.scram.graph_optimise_cage.rst b/docs/source/_autosummary/cgexplore.scram.graph_optimise_cage.rst
new file mode 100644
index 00000000..c3683f44
--- /dev/null
+++ b/docs/source/_autosummary/cgexplore.scram.graph_optimise_cage.rst
@@ -0,0 +1,6 @@
+cgexplore.scram.graph\_optimise\_cage
+=====================================
+
+.. currentmodule:: cgexplore.scram
+
+.. autofunction:: graph_optimise_cage
\ No newline at end of file
diff --git a/docs/source/_autosummary/cgexplore.scram.optimise_cage.rst b/docs/source/_autosummary/cgexplore.scram.optimise_cage.rst
new file mode 100644
index 00000000..98c09ccb
--- /dev/null
+++ b/docs/source/_autosummary/cgexplore.scram.optimise_cage.rst
@@ -0,0 +1,6 @@
+cgexplore.scram.optimise\_cage
+==============================
+
+.. currentmodule:: cgexplore.scram
+
+.. autofunction:: optimise_cage
\ No newline at end of file
diff --git a/docs/source/_autosummary/cgexplore.scram.points_on_sphere.rst b/docs/source/_autosummary/cgexplore.scram.points_on_sphere.rst
new file mode 100644
index 00000000..4849d1e4
--- /dev/null
+++ b/docs/source/_autosummary/cgexplore.scram.points_on_sphere.rst
@@ -0,0 +1,6 @@
+cgexplore.scram.points\_on\_sphere
+==================================
+
+.. currentmodule:: cgexplore.scram
+
+.. autofunction:: points_on_sphere
\ No newline at end of file
diff --git a/docs/source/_autosummary/cgexplore.scram.rst b/docs/source/_autosummary/cgexplore.scram.rst
new file mode 100644
index 00000000..6751bc3c
--- /dev/null
+++ b/docs/source/_autosummary/cgexplore.scram.rst
@@ -0,0 +1,50 @@
+cgexplore.scram
+===============
+
+.. automodule:: cgexplore.scram
+
+
+
+
+
+
+
+ .. rubric:: Classes
+
+ .. autosummary::
+ :toctree:
+ :template: class.rst
+ :nosignatures:
+
+ Constructed
+ HomolepticTopologyIterator
+ IHomolepticTopologyIterator
+ TopologyCode
+ TopologyIterator
+
+
+
+
+
+
+ .. rubric:: Functions
+
+ .. autosummary::
+ :toctree:
+ :nosignatures:
+
+ get_potential_bb_dicts
+ graph_optimise_cage
+ optimise_cage
+ points_on_sphere
+ try_except_construction
+ vmap_to_str
+
+
+
+
+
+
+
+
+
diff --git a/docs/source/_autosummary/cgexplore.scram.try_except_construction.rst b/docs/source/_autosummary/cgexplore.scram.try_except_construction.rst
new file mode 100644
index 00000000..fbe8c444
--- /dev/null
+++ b/docs/source/_autosummary/cgexplore.scram.try_except_construction.rst
@@ -0,0 +1,6 @@
+cgexplore.scram.try\_except\_construction
+=========================================
+
+.. currentmodule:: cgexplore.scram
+
+.. autofunction:: try_except_construction
\ No newline at end of file
diff --git a/docs/source/_autosummary/cgexplore.scram.vmap_to_str.rst b/docs/source/_autosummary/cgexplore.scram.vmap_to_str.rst
new file mode 100644
index 00000000..3ed1c899
--- /dev/null
+++ b/docs/source/_autosummary/cgexplore.scram.vmap_to_str.rst
@@ -0,0 +1,6 @@
+cgexplore.scram.vmap\_to\_str
+=============================
+
+.. currentmodule:: cgexplore.scram
+
+.. autofunction:: vmap_to_str
\ No newline at end of file
diff --git a/docs/source/_autosummary/cgexplore.terms.MartiniTorsionRange.rst b/docs/source/_autosummary/cgexplore.terms.MartiniTorsionRange.rst
new file mode 100644
index 00000000..753f6bd4
--- /dev/null
+++ b/docs/source/_autosummary/cgexplore.terms.MartiniTorsionRange.rst
@@ -0,0 +1,38 @@
+cgexplore.terms.MartiniTorsionRange
+===================================
+
+.. currentmodule:: cgexplore.terms
+
+.. autoclass:: MartiniTorsionRange
+ :members:
+ :inherited-members:
+ :undoc-members:
+ :show-inheritance:
+
+
+
+
+ .. rubric:: Methods
+
+ .. autosummary::
+ :nosignatures:
+
+ ~MartiniTorsionRange.yield_torsions
+
+
+
+
+
+ .. rubric:: Attributes
+
+ .. autosummary::
+
+ ~MartiniTorsionRange.search_string
+ ~MartiniTorsionRange.search_estring
+ ~MartiniTorsionRange.measured_atom_ids
+ ~MartiniTorsionRange.phi0s
+ ~MartiniTorsionRange.torsion_ks
+ ~MartiniTorsionRange.torsion_ns
+ ~MartiniTorsionRange.funct
+
+
\ No newline at end of file
diff --git a/docs/source/_autosummary/cgexplore.terms.TargetPairedBondRange.rst b/docs/source/_autosummary/cgexplore.terms.TargetPairedBondRange.rst
deleted file mode 100644
index 0da2a525..00000000
--- a/docs/source/_autosummary/cgexplore.terms.TargetPairedBondRange.rst
+++ /dev/null
@@ -1,37 +0,0 @@
-cgexplore.terms.TargetPairedBondRange
-=====================================
-
-.. currentmodule:: cgexplore.terms
-
-.. autoclass:: TargetPairedBondRange
- :members:
- :inherited-members:
- :undoc-members:
- :show-inheritance:
-
-
-
-
- .. rubric:: Methods
-
- .. autosummary::
- :nosignatures:
-
- ~TargetPairedBondRange.yield_bonds
-
-
-
-
-
- .. rubric:: Attributes
-
- .. autosummary::
-
- ~TargetPairedBondRange.type1s
- ~TargetPairedBondRange.type2s
- ~TargetPairedBondRange.element1s
- ~TargetPairedBondRange.element2s
- ~TargetPairedBondRange.bond_rs
- ~TargetPairedBondRange.bond_ks
-
-
\ No newline at end of file
diff --git a/docs/source/_autosummary/cgexplore.terms.rst b/docs/source/_autosummary/cgexplore.terms.rst
index 0bfdd413..76c4671f 100644
--- a/docs/source/_autosummary/cgexplore.terms.rst
+++ b/docs/source/_autosummary/cgexplore.terms.rst
@@ -23,6 +23,7 @@ cgexplore.terms
FoundTorsion
MartiniAngleRange
MartiniBondRange
+ MartiniTorsionRange
Nonbonded
PyramidAngleRange
TargetAngle
@@ -36,7 +37,6 @@ cgexplore.terms
TargetMartiniTorsion
TargetNonbonded
TargetNonbondedRange
- TargetPairedBondRange
TargetPyramidAngle
TargetTorsion
TargetTorsionRange
diff --git a/docs/source/_autosummary/cgexplore.topologies.CustomTopology.rst b/docs/source/_autosummary/cgexplore.topologies.CustomTopology.rst
new file mode 100644
index 00000000..2909e27d
--- /dev/null
+++ b/docs/source/_autosummary/cgexplore.topologies.CustomTopology.rst
@@ -0,0 +1,26 @@
+cgexplore.topologies.CustomTopology
+===================================
+
+.. currentmodule:: cgexplore.topologies
+
+.. autoclass:: CustomTopology
+ :members:
+ :inherited-members:
+ :undoc-members:
+ :show-inheritance:
+
+
+
+
+ .. rubric:: Methods
+
+ .. autosummary::
+ :nosignatures:
+
+ ~CustomTopology.construct
+
+
+
+
+
+
\ No newline at end of file
diff --git a/docs/source/_autosummary/cgexplore.topologies.M6L122.rst b/docs/source/_autosummary/cgexplore.topologies.M6L122.rst
new file mode 100644
index 00000000..2c05b368
--- /dev/null
+++ b/docs/source/_autosummary/cgexplore.topologies.M6L122.rst
@@ -0,0 +1,36 @@
+cgexplore.topologies.M6L122
+===========================
+
+.. currentmodule:: cgexplore.topologies
+
+.. autoclass:: M6L122
+ :members:
+ :inherited-members:
+ :undoc-members:
+ :show-inheritance:
+
+
+
+
+ .. rubric:: Methods
+
+ .. autosummary::
+ :nosignatures:
+
+
+
+
+
+
+ .. rubric:: Attributes
+
+ .. autosummary::
+
+ ~M6L122.paired_wall_1_coord
+ ~M6L122.paired_wall_2_coord
+ ~M6L122.paired_wall_3_coord
+ ~M6L122.wall_1_shift
+ ~M6L122.wall_2_shift
+ ~M6L122.wall_3_shift
+
+
\ No newline at end of file
diff --git a/docs/source/_autosummary/cgexplore.topologies.M8L162.rst b/docs/source/_autosummary/cgexplore.topologies.M8L162.rst
new file mode 100644
index 00000000..7204642a
--- /dev/null
+++ b/docs/source/_autosummary/cgexplore.topologies.M8L162.rst
@@ -0,0 +1,38 @@
+cgexplore.topologies.M8L162
+===========================
+
+.. currentmodule:: cgexplore.topologies
+
+.. autoclass:: M8L162
+ :members:
+ :inherited-members:
+ :undoc-members:
+ :show-inheritance:
+
+
+
+
+ .. rubric:: Methods
+
+ .. autosummary::
+ :nosignatures:
+
+
+
+
+
+
+ .. rubric:: Attributes
+
+ .. autosummary::
+
+ ~M8L162.paired_wall_1_coord
+ ~M8L162.paired_wall_2_coord
+ ~M8L162.paired_wall_3_coord
+ ~M8L162.paired_wall_4_coord
+ ~M8L162.wall_1_shift
+ ~M8L162.wall_2_shift
+ ~M8L162.wall_3_shift
+ ~M8L162.wall_4_shift
+
+
\ No newline at end of file
diff --git a/docs/source/_autosummary/cgexplore.topologies.UnalignedM1L2.rst b/docs/source/_autosummary/cgexplore.topologies.UnalignedM1L2.rst
new file mode 100644
index 00000000..a95846e8
--- /dev/null
+++ b/docs/source/_autosummary/cgexplore.topologies.UnalignedM1L2.rst
@@ -0,0 +1,25 @@
+cgexplore.topologies.UnalignedM1L2
+==================================
+
+.. currentmodule:: cgexplore.topologies
+
+.. autoclass:: UnalignedM1L2
+ :members:
+ :inherited-members:
+ :undoc-members:
+ :show-inheritance:
+
+
+
+
+ .. rubric:: Methods
+
+ .. autosummary::
+ :nosignatures:
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/docs/source/_autosummary/cgexplore.topologies.rst b/docs/source/_autosummary/cgexplore.topologies.rst
index 77d282e5..0a546035 100644
--- a/docs/source/_autosummary/cgexplore.topologies.rst
+++ b/docs/source/_autosummary/cgexplore.topologies.rst
@@ -18,13 +18,25 @@ cgexplore.topologies
CGM12L24
CGM4L8
+ CustomTopology
M4L82
+ M6L122
+ M8L162
+ UnalignedM1L2
+ .. rubric:: Functions
+
+ .. autosummary::
+ :toctree:
+ :nosignatures:
+
+ stoich_map
+
diff --git a/docs/source/_autosummary/cgexplore.topologies.stoich_map.rst b/docs/source/_autosummary/cgexplore.topologies.stoich_map.rst
new file mode 100644
index 00000000..6896d210
--- /dev/null
+++ b/docs/source/_autosummary/cgexplore.topologies.stoich_map.rst
@@ -0,0 +1,6 @@
+cgexplore.topologies.stoich\_map
+================================
+
+.. currentmodule:: cgexplore.topologies
+
+.. autofunction:: stoich_map
\ No newline at end of file
diff --git a/docs/source/_static/logo.png b/docs/source/_static/logo.png
new file mode 100644
index 00000000..9df30385
Binary files /dev/null and b/docs/source/_static/logo.png differ
diff --git a/docs/source/_static/logo.svg b/docs/source/_static/logo.svg
new file mode 100644
index 00000000..e3a6aab9
--- /dev/null
+++ b/docs/source/_static/logo.svg
@@ -0,0 +1,993 @@
+
+
+
+
diff --git a/docs/source/analysis.rst b/docs/source/analysis.rst
index 552e5557..b44a90d1 100644
--- a/docs/source/analysis.rst
+++ b/docs/source/analysis.rst
@@ -2,12 +2,7 @@
Analysis
========
-A package of the classes for analysing molecules in :mod:`.CGExplore`.
-
-.. toctree::
- :maxdepth: 1
-
- Analysis module <_autosummary/cgexplore.analysis>
+A package of the classes for analysing molecules in :mod:`cgexplore`.
Geometry
--------
diff --git a/docs/source/atomistic.rst b/docs/source/atomistic.rst
new file mode 100644
index 00000000..3cd175bd
--- /dev/null
+++ b/docs/source/atomistic.rst
@@ -0,0 +1,9 @@
+Atomistic
+=========
+
+A package of the classes for handling atomistic systems in :mod:`cgexplore`.
+
+.. toctree::
+ :maxdepth: 1
+
+ atomistic module <_autosummary/cgexplore.atomistic>
diff --git a/docs/source/conf.py b/docs/source/conf.py
index 979ed478..1b6a849a 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -41,5 +41,7 @@
# -- Options for HTML output -------------------------------------------------
# https://www.sphinx-doc.org/en/master/usage/configuration.html#options-for-html-output
-html_theme = "sphinx_rtd_theme"
+html_theme = "furo"
html_static_path = ["_static"]
+html_logo = "_static/logo.png"
+html_theme_options = {}
diff --git a/docs/source/first_paper_example.rst b/docs/source/first_paper_example.rst
index 8f62e121..7431fe1c 100644
--- a/docs/source/first_paper_example.rst
+++ b/docs/source/first_paper_example.rst
@@ -3,7 +3,8 @@ First Paper Example
.. attention::
- This page is very much underdevelopment.
+ This page is very much underdevelopment. The code may change, but the
+ results will be maintained as best as possible.
.. important::
@@ -16,11 +17,11 @@ First Paper Example
currently set to `None`, meaning `OpenMM` will decide for itself.
-:mod:`.CGExplore` is a library that can be used very broadly on many systems.
+:mod:`cgexplore` is a library that can be used very broadly on many systems.
However, my first usage on the systematic modelling of cage molecules is
described here and the code is available in the directory `first_paper_example`.
This code should reproduce the data in `10.1039/D3SC03991A `_.
-However, as :mod:`.CGExplore` is updated, some deviations may occur.
+However, as :mod:`cgexplore` is updated, some deviations may occur.
With each pull request a test is run as a GitHub Action connected to this
`repository `_. This ensures that
the results obtained for a subset of the original data set do not change with
@@ -32,7 +33,7 @@ angles to models.
The main change is the use of `Atomlite` databasing!
-I recommend installing the :mod:`.CGExplore` with the following instructions
+I recommend installing the :mod:`cgexplore` with the following instructions
and then using the example directory in a separate repository or code base of
your own.
diff --git a/docs/source/forcefields.rst b/docs/source/forcefields.rst
index d977b5b8..7c7cebd1 100644
--- a/docs/source/forcefields.rst
+++ b/docs/source/forcefields.rst
@@ -3,13 +3,6 @@ Forcefields
A package of defining the forcefields used in `CGExplore`.
All of these forcefields interface with `OpenMM`.
-
-.. toctree::
- :maxdepth: 1
-
- Forcefields module <_autosummary/cgexplore.forcefields>
-
-
There is a lot of flexibility in how this code is used, however, `OpenMM`
requires a :class:`cgexplore.forcefields.ForcedSystem`.
@@ -66,16 +59,6 @@ Here, the user creates the object that interfaces between a forcefield and an
MartiniSystem <_autosummary/cgexplore.forcefields.MartiniSystem>
-Custom forces
--------------
-
-.. toctree::
- :maxdepth: 1
-
- cosine_periodic_angle_force <_autosummary/cgexplore.forcefields.cosine_periodic_angle_force>
- custom_excluded_volume_force <_autosummary/cgexplore.forcefields.custom_excluded_volume_force>
-
-
Utilities
---------
diff --git a/docs/source/index.rst b/docs/source/index.rst
index 0961cdda..744afb94 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -13,6 +13,8 @@
Utilities
Executables
Topologies
+ Scrambler
+ Atomistic tools
First paper example
.. toctree::
@@ -23,17 +25,23 @@
Modules
+.. tip::
+
+ ⭐ Star us on `GitHub `_! ⭐
+
+============
Introduction
-------------
+============
| GitHub: https://www.github.com/andrewtarzia/CGExplore
-:mod:`.CGExplore` is a Python library for for working with
-coarse-grained models.
+:mod:`cgexplore` or ``cgx`` is a general toolkit built on
+`stk `_ for constructing,
+optimising and exploring molecular coarse-grained models.
+
+.. figure:: _static/logo.png
-The library is built off of `stk `_,
-which comes with the pip install.
.. important::
@@ -41,41 +49,19 @@ which comes with the pip install.
are expected.
Installation
-------------
-
-To install :mod:`.CGExplore`, you need to follow these steps:
-
-Create a `conda` or `mamba` environment::
+============
- mamba create -n NAME python=3.11
+:mod:`cgexplore` can be installed with pip:
-Activate the environment::
-
- conda activate NAME
-
-
-Install :mod:`.CGExplore` with pip::
+.. code-block:: bash
pip install cgexplore
+With dependancies `openmm `_ and `openmmtools `_:
-Install `openmm `_::
-
- mamba install openmm
-
-or::
+.. code-block:: bash
- conda install -c conda-forge openmm
-
-
-Install `openmmtools `_::
-
- mamba install openmmtools
-
-or::
-
- conda config --add channels omnia --add channels conda-forge
- conda install openmmtools
+ mamba install openmm openmmtools
Then, update directory structure in `env_set.py` if using example code.
@@ -89,20 +75,16 @@ instructions to download and installed at
Developer Setup
---------------
-To develop with `CGExplore`, you should create a new environment as above, then:
+To develop with :mod:`cgexplore`, you can clone the repo and use
+`just `_ to setup the dev environment:
-Clone :mod:`.CGExplore` from `here `_
-
-From :mod:`.CGExplore` directory use `just `_ to
-install a dev environment with::
+.. code-block:: bash
just dev
-And then follow the previous steps.
-
Examples
---------
+========
The main series of examples are in `First Paper Example`_. In that page you
@@ -120,23 +102,15 @@ not change with changes to this library.
example of usage too!
-New works done with :mod:`.CGExplore`:
+New works done with :mod:`cgexplore`:
* TBC.
Acknowledgements
-----------------
-
-This work was completed during my time as a postdoc, and then research fellow
-in the Pavan group at PoliTO (https://www.gmpavanlab.com/).
-
-Indices and tables
-------------------
-
-* :ref:`genindex`
-* :ref:`modindex`
-* :ref:`search`
+================
+Funded by the European Union - Next Generation EU, Mission 4 Component 1
+CUP E13C22002930006 and the ERC under projects DYNAPOL.
.. _`First Paper Example`: first_paper_example.html
diff --git a/docs/source/molecular.rst b/docs/source/molecular.rst
index db5b5169..1363ecf9 100644
--- a/docs/source/molecular.rst
+++ b/docs/source/molecular.rst
@@ -1,12 +1,7 @@
Molecular
=========
-A package of the classes for handling molecules in `CGExplore`.
-
-.. toctree::
- :maxdepth: 1
-
- Molecular module <_autosummary/cgexplore.molecular>
+A package of the classes for handling molecules in `cgexplore`.
CG-Beads
--------
@@ -33,7 +28,7 @@ Molecule containers
Precursors
----------
-These classes provide interfaces between `stk` and :mod:`.CGExplore`. A
+These classes provide interfaces between :mod:`stk` and :mod:`cgexplore`. A
:class:`cgexplore.molecular.Precursor` contains an :class:`stk.BuildingBlock`
for molecule construction.
diff --git a/docs/source/scram.rst b/docs/source/scram.rst
new file mode 100644
index 00000000..b954355d
--- /dev/null
+++ b/docs/source/scram.rst
@@ -0,0 +1,10 @@
+Scrambler
+=========
+
+A package of the classes for scrambling and structure prediction in
+:mod:`cgexplore`.
+
+.. toctree::
+ :maxdepth: 1
+
+ scram module <_autosummary/cgexplore.scram>
diff --git a/docs/source/systems_optimisation.rst b/docs/source/systems_optimisation.rst
index ca8b17ea..ae151c9b 100644
--- a/docs/source/systems_optimisation.rst
+++ b/docs/source/systems_optimisation.rst
@@ -2,7 +2,7 @@
Systems Optimisation
====================
-A package of the classes for optimising CG models in :mod:`.CGExplore`.
+A package of the classes for optimising CG models in :mod:`cgexplore`.
.. note::
@@ -10,11 +10,6 @@ A package of the classes for optimising CG models in :mod:`.CGExplore`.
`optimisation_example `_
directory.
-.. toctree::
- :maxdepth: 1
-
- Systems optimisation module <_autosummary/cgexplore.systems_optimisation>
-
Inputs
------
@@ -62,6 +57,8 @@ by the user (described below) to:
.. code-block:: python
+ import cgexplore as cgx
+
def fitness_function(
chromosome,
chromosome_generator,
@@ -78,7 +75,7 @@ by the user (described below) to:
float
"""
- database = cgexplore.utilities.AtomliteDatabase(database_path)
+ database = cgx.utilities.AtomliteDatabase(database_path)
target_pore = 2
name = f"{chromosome.prefix}_{chromosome.get_string()}"
@@ -114,7 +111,7 @@ by the user (described below) to:
All arguments are needed, even if not used.
"""
- database = cgexplore.utilities.AtomliteDatabase(database_path)
+ database = cgx.utilities.AtomliteDatabase(database_path)
# Build structure.
topology_str, topology_fun = chromosome.get_topology_information()
building_blocks = chromosome.get_building_blocks()
@@ -162,7 +159,7 @@ features.
.. code-block:: python
# Define the chromosome generator, holding all the changeable genes.
- chromo_it = cgexplore.systems_optimisation.ChromosomeGenerator(
+ chromo_it = cgx.systems_optimisation.ChromosomeGenerator(
prefix=prefix,
present_beads=(abead, bbead, cbead, dbead),
vdw_bond_cutoff=2,
@@ -180,11 +177,11 @@ features.
# Set some basic building blocks up. This should be run by an algorithm
# later.
chromo_it.add_gene(
- iteration=(cgexplore.molecular.TwoC1Arm(bead=bbead, abead1=cbead),),
+ iteration=(cgx.molecular.TwoC1Arm(bead=bbead, abead1=cbead),),
gene_type="precursor",
)
chromo_it.add_gene(
- iteration=(cgexplore.molecular.ThreeC1Arm(bead=abead, abead1=dbead),),
+ iteration=(cgx.molecular.ThreeC1Arm(bead=abead, abead1=dbead),),
gene_type="precursor",
)
@@ -223,8 +220,8 @@ for brevity):
.. code-block:: python
# Define the structure and fitness calculators.
- fitness_calculator = cgexplore.systems_optimisation.FitnessCalculator(...)
- structure_calculator = cgexplore.systems_optimisation.StructureCalculator(...)
+ fitness_calculator = cgx.systems_optimisation.FitnessCalculator(...)
+ structure_calculator = cgx.systems_optimisation.StructureCalculator(...)
# Set a random number generator for consistency. Normally, run over multiple
# seeds.
@@ -238,7 +235,7 @@ for brevity):
# This holds the generational information.
generations = []
# Define a generation!
- generation = cgexplore.systems_optimisation.Generation(
+ generation = cgx.systems_optimisation.Generation(
chromosomes=initial_population,
fitness_calculator=fitness_calculator,
structure_calculator=structure_calculator,
@@ -282,7 +279,7 @@ for brevity):
merged_chromosomes.extend(generation.select_best(selection_size=5))
# Define the new generation and run its structures and fitness.
- generation = cgexplore.systems_optimisation.Generation(
+ generation = cgx.systems_optimisation.Generation(
chromosomes=chromo_it.dedupe_population(merged_chromosomes),
...
)
@@ -296,7 +293,7 @@ for brevity):
# Select the best of the generation for the next generation.
best = generation.select_best(selection_size=selection_size)
- generation = cgexplore.systems_optimisation.Generation(
+ generation = cgx.systems_optimisation.Generation(
chromosomes=chromo_it.dedupe_population(best),
...
)
diff --git a/docs/source/terms.rst b/docs/source/terms.rst
index 98819ea1..f79180ad 100644
--- a/docs/source/terms.rst
+++ b/docs/source/terms.rst
@@ -3,16 +3,32 @@ Terms
A package of the forcefield terms used in `CGExplore`.
-.. toctree::
- :maxdepth: 1
-
- Terms module <_autosummary/cgexplore.terms>
-
As with the discussion of the :class:`cgexplore.forcefields.ForceFieldLibrary`,
all terms have the actual term (e.g., :class:`cgexplore.terms.Bond`) and a
`Target` and `TargerRange` class, which assist the user in defining variable
forcefields for a single term.
+.. important::
+
+ **Warning**: The distinction between a bead class and a bead type is
+ currently unclear. In most cases, you can use them interchangebly. The idea
+ was to have a broader class, with type being a subset, but that does not
+ seem useful.
+
+Custom forces
+-------------
+
+When assigning target terms using the classes below, you can select the force.
+Most are standard OpenMM forces, which can be found in their documentation.
+Others are defined here:
+
+.. toctree::
+ :maxdepth: 1
+
+ cosine_periodic_angle_force <_autosummary/cgexplore.forcefields.cosine_periodic_angle_force>
+ custom_excluded_volume_force <_autosummary/cgexplore.forcefields.custom_excluded_volume_force>
+ custom_lennard_jones_force <_autosummary/cgexplore.forcefields.custom_lennard_jones_force>
+
Bonds
@@ -21,10 +37,8 @@ Bonds
.. toctree::
:maxdepth: 1
- Bond <_autosummary/cgexplore.terms.Bond>
TargetBond <_autosummary/cgexplore.terms.TargetBond>
TargetBondRange <_autosummary/cgexplore.terms.TargetBondRange>
- TargetPairedBondRange <_autosummary/cgexplore.terms.TargetPairedBondRange>
TargetMartiniBond <_autosummary/cgexplore.terms.TargetMartiniBond>
MartiniBondRange <_autosummary/cgexplore.terms.MartiniBondRange>
@@ -34,7 +48,6 @@ Angles
.. toctree::
:maxdepth: 1
- Angle <_autosummary/cgexplore.terms.Angle>
TargetAngle <_autosummary/cgexplore.terms.TargetAngle>
TargetAngleRange <_autosummary/cgexplore.terms.TargetAngleRange>
TargetPyramidAngle <_autosummary/cgexplore.terms.TargetPyramidAngle>
@@ -54,7 +67,6 @@ Torsions
.. toctree::
:maxdepth: 1
- Torsion <_autosummary/cgexplore.terms.Torsion>
TargetTorsion <_autosummary/cgexplore.terms.TargetTorsion>
TargetTorsionRange <_autosummary/cgexplore.terms.TargetTorsionRange>
TargetMartiniTorsion <_autosummary/cgexplore.terms.TargetMartiniTorsion>
@@ -63,14 +75,29 @@ Torsions
Nonbonded
---------
+Unlike other terms, nonbonded terms are usually set at the bead class level,
+not bead type. Although the distinction between the two remains muddy.
+
.. toctree::
:maxdepth: 1
- Nonbonded <_autosummary/cgexplore.terms.Nonbonded>
TargetNonbonded <_autosummary/cgexplore.terms.TargetNonbonded>
TargetNonbondedRange <_autosummary/cgexplore.terms.TargetNonbondedRange>
+Assigned classes
+----------------
+
+These classes are not often used by the user, but the forcefield assigns them
+based on targets used above.
+
+.. toctree::
+ :maxdepth: 1
+
+ Bond <_autosummary/cgexplore.terms.Bond>
+ Angle <_autosummary/cgexplore.terms.Angle>
+ Torsion <_autosummary/cgexplore.terms.Torsion>
+ Nonbonded <_autosummary/cgexplore.terms.Nonbonded>
Utilities
---------
diff --git a/docs/source/topologies.rst b/docs/source/topologies.rst
index 3bfe5567..f39e9f49 100644
--- a/docs/source/topologies.rst
+++ b/docs/source/topologies.rst
@@ -1,7 +1,7 @@
Topologies
==========
-A package of the classes for handling topology graphs in `CGExplore`.
+A package of the classes for handling topology graphs in `cgexplore`.
New topology graphs
-------------------
@@ -9,6 +9,22 @@ New topology graphs
.. toctree::
:maxdepth: 1
- CGM12L24 <_autosummary/cgexplore.topologies.CGM12L24>
+ stoichiometry_map <_autosummary/cgexplore.topologies.stoich_map>
+ UnalignedM1L2 <_autosummary/cgexplore.topologies.UnalignedM1L2>
CGM4L8 <_autosummary/cgexplore.topologies.CGM4L8>
- M4L82 <_autosummary/cgexplore.topologies.M4L82>
\ No newline at end of file
+ M4L82 <_autosummary/cgexplore.topologies.M4L82>
+ M6L122 <_autosummary/cgexplore.topologies.M6L122>
+ M8L162 <_autosummary/cgexplore.topologies.M8L162>
+ CGM12L24 <_autosummary/cgexplore.topologies.CGM12L24>
+
+
+Custom topology graphs
+----------------------
+
+For working with structure prediction in `scram`.
+
+.. toctree::
+ :maxdepth: 1
+
+ CustomTopology <_autosummary/cgexplore.topologies.CustomTopology>
+
diff --git a/docs/source/utilities.rst b/docs/source/utilities.rst
index 83782b2d..ec671911 100644
--- a/docs/source/utilities.rst
+++ b/docs/source/utilities.rst
@@ -1,7 +1,7 @@
Utilities
=========
-A package of useful utilities for `CGExplore`.
+A package of useful utilities for `cgexplore`.
Host-guest conformer generation using SpinDry
diff --git a/first_paper_example/analysis.py b/first_paper_example/analysis.py
index 558f34be..a80441f6 100644
--- a/first_paper_example/analysis.py
+++ b/first_paper_example/analysis.py
@@ -12,7 +12,7 @@
from env_set import shape_path
from topologies import cage_topology_options
-import cgexplore
+import cgexplore as cgx
logging.basicConfig(
level=logging.INFO,
@@ -28,10 +28,10 @@ def get_paired_cage_name(cage_name: str) -> str:
def analyse_cage(
- conformer: cgexplore.molecular.Conformer,
+ conformer: cgx.molecular.Conformer,
name: str,
output_dir: pathlib.Path,
- forcefield: cgexplore.forcefields.ForceField,
+ forcefield: cgx.forcefields.ForceField,
node_element: str,
ligand_element: str,
database,
@@ -80,12 +80,12 @@ def analyse_cage(
)
raise
- node_shape = cgexplore.analysis.ShapeMeasure(
+ node_shape = cgx.analysis.ShapeMeasure(
output_dir=(output_dir / f"{name}_nshape"),
shape_path=shape_path(),
shape_string=None,
)
- liga_shape = cgexplore.analysis.ShapeMeasure(
+ liga_shape = cgx.analysis.ShapeMeasure(
output_dir=(output_dir / f"{name}_lshape"),
shape_path=shape_path(),
shape_string=None,
@@ -123,9 +123,9 @@ def analyse_cage(
l_shape_mol.write(shape_molfile2)
# Always want to extract target torions if present.
- g_measure = cgexplore.analysis.GeomMeasure(
+ g_measure = cgx.analysis.GeomMeasure(
target_torsions=(
- cgexplore.terms.TargetTorsion(
+ cgx.terms.TargetTorsion(
search_string=("b1", "a1", "c1", "a1", "b1"),
search_estring=("Pb", "Ba", "Ag", "Ba", "Pb"),
measured_atom_ids=[0, 1, 3, 4],
@@ -604,7 +604,7 @@ def get_sv_dist(row: pd.Series, mode: str) -> np.ndarray:
msg = "I removed all uses of `shape`b label, check."
raise ValueError(msg)
- known_sv = cgexplore.analysis.known_shape_vectors()[tshape]
+ known_sv = cgx.analysis.known_shape_vectors()[tshape]
current_sv = {i: float(row[f"{mode}_{i}"]) for i in known_sv}
a = np.array([known_sv[i] for i in known_sv])
b = np.array([current_sv[i] for i in known_sv])
diff --git a/first_paper_example/generation.py b/first_paper_example/generation.py
index ef5fa0c5..efa40634 100644
--- a/first_paper_example/generation.py
+++ b/first_paper_example/generation.py
@@ -15,7 +15,7 @@
from analysis import analyse_cage
from define_forcefields import get_neighbour_library
-import cgexplore
+import cgexplore as cgx
logging.basicConfig(
level=logging.INFO,
@@ -25,7 +25,7 @@
def failed_cage(
name: str,
- database: cgexplore.utilities.AtomliteDatabase,
+ database: cgx.utilities.AtomliteDatabase,
) -> None:
"""Save failed cage."""
res_dict = {"optimised": False}
@@ -36,17 +36,17 @@ def optimise_cage(
molecule: stk.Molecule,
name: str,
output_dir: pathlib.Path,
- forcefield: cgexplore.forcefields.ForceField,
+ forcefield: cgx.forcefields.ForceField,
platform: str,
- database: cgexplore.utilities.AtomliteDatabase,
-) -> cgexplore.molecular.Conformer:
+ database: cgx.utilities.AtomliteDatabase,
+) -> cgx.molecular.Conformer:
"""Optimise a toy model cage."""
fina_mol_file = output_dir / f"{name}_final.mol"
# Do not rerun if database entry exists.
if database.has_molecule(key=name):
final_molecule = database.get_molecule(key=name)
final_molecule.write(fina_mol_file)
- return cgexplore.molecular.Conformer(
+ return cgx.molecular.Conformer(
molecule=final_molecule,
energy_decomposition=database.get_property(
key=name,
@@ -57,7 +57,7 @@ def optimise_cage(
# Do not rerun if final mol exists.
if fina_mol_file.exists():
- ensemble = cgexplore.molecular.Ensemble(
+ ensemble = cgx.molecular.Ensemble(
base_molecule=molecule,
base_mol_path=output_dir / f"{name}_base.mol",
conformer_xyz=output_dir / f"{name}_ensemble.xyz",
@@ -78,14 +78,14 @@ def optimise_cage(
assigned_system = forcefield.assign_terms(molecule, name, output_dir)
- ensemble = cgexplore.molecular.Ensemble(
+ ensemble = cgx.molecular.Ensemble(
base_molecule=molecule,
base_mol_path=output_dir / f"{name}_base.mol",
conformer_xyz=output_dir / f"{name}_ensemble.xyz",
data_json=output_dir / f"{name}_ensemble.json",
overwrite=True,
)
- temp_molecule = cgexplore.utilities.run_constrained_optimisation(
+ temp_molecule = cgx.utilities.run_constrained_optimisation(
assigned_system=assigned_system,
name=name,
output_dir=output_dir,
@@ -97,8 +97,8 @@ def optimise_cage(
try:
logging.info("optimisation of %s", name)
- conformer = cgexplore.utilities.run_optimisation(
- assigned_system=cgexplore.forcefields.AssignedSystem(
+ conformer = cgx.utilities.run_optimisation(
+ assigned_system=cgx.forcefields.AssignedSystem(
molecule=temp_molecule,
forcefield_terms=assigned_system.forcefield_terms,
system_xml=assigned_system.system_xml,
@@ -119,12 +119,12 @@ def optimise_cage(
# Run optimisations of series of conformers with shifted out
# building blocks.
logging.info("optimisation of shifted structures of %s", name)
- for test_molecule in cgexplore.utilities.yield_shifted_models(
+ for test_molecule in cgx.utilities.yield_shifted_models(
temp_molecule, forcefield, kicks=(1, 2, 3, 4)
):
try:
- conformer = cgexplore.utilities.run_optimisation(
- assigned_system=cgexplore.forcefields.AssignedSystem(
+ conformer = cgx.utilities.run_optimisation(
+ assigned_system=cgx.forcefields.AssignedSystem(
molecule=test_molecule,
forcefield_terms=assigned_system.forcefield_terms,
system_xml=assigned_system.system_xml,
@@ -148,14 +148,14 @@ def optimise_cage(
ffnum=int(forcefield.get_identifier()),
fftype=forcefield.get_prefix(),
)
- for test_molecule in cgexplore.utilities.yield_near_models(
+ for test_molecule in cgx.utilities.yield_near_models(
molecule=molecule,
name=name,
output_dir=output_dir,
neighbour_library=neighbour_library,
):
- conformer = cgexplore.utilities.run_optimisation(
- assigned_system=cgexplore.forcefields.AssignedSystem(
+ conformer = cgx.utilities.run_optimisation(
+ assigned_system=cgx.forcefields.AssignedSystem(
molecule=test_molecule,
forcefield_terms=assigned_system.forcefield_terms,
system_xml=assigned_system.system_xml,
@@ -173,9 +173,9 @@ def optimise_cage(
logging.info("soft MD run of %s", name)
num_steps = 20000
traj_freq = 500
- soft_md_trajectory = cgexplore.utilities.run_soft_md_cycle(
+ soft_md_trajectory = cgx.utilities.run_soft_md_cycle(
name=name,
- assigned_system=cgexplore.forcefields.AssignedSystem(
+ assigned_system=cgx.forcefields.AssignedSystem(
molecule=ensemble.get_lowest_e_conformer().molecule,
forcefield_terms=assigned_system.forcefield_terms,
system_xml=assigned_system.system_xml,
@@ -210,8 +210,8 @@ def optimise_cage(
# Go through each conformer from soft MD.
# Optimise them all.
for md_conformer in soft_md_trajectory.yield_conformers():
- conformer = cgexplore.utilities.run_optimisation(
- assigned_system=cgexplore.forcefields.AssignedSystem(
+ conformer = cgx.utilities.run_optimisation(
+ assigned_system=cgx.forcefields.AssignedSystem(
molecule=md_conformer.molecule,
forcefield_terms=assigned_system.forcefield_terms,
system_xml=assigned_system.system_xml,
@@ -259,13 +259,12 @@ def build_populations(
node_element: str,
ligand_element: str,
platform: str,
- database: cgexplore.utilities.AtomliteDatabase,
+ database: cgx.utilities.AtomliteDatabase,
) -> None:
"""Build a population."""
count = 0
- for population in populations:
+ for population, popn_dict in populations.items():
logging.info("running population %s", population)
- popn_dict = populations[population]
topologies = popn_dict["topologies"]
forcefields = tuple(popn_dict["fflibrary"].yield_forcefields())
logging.info("there are %s topologies", len(topologies))
@@ -288,7 +287,7 @@ def build_populations(
c2_name = (
f"{c2_precursor.get_name()}_f{forcefield.get_identifier()}"
)
- c2_building_block = cgexplore.utilities.optimise_ligand(
+ c2_building_block = cgx.utilities.optimise_ligand(
molecule=c2_precursor.get_building_block(),
name=c2_name,
output_dir=calculation_output,
@@ -300,7 +299,7 @@ def build_populations(
cl_name = (
f"{cl_precursor.get_name()}_f{forcefield.get_identifier()}"
)
- cl_building_block = cgexplore.utilities.optimise_ligand(
+ cl_building_block = cgx.utilities.optimise_ligand(
molecule=cl_precursor.get_building_block(),
name=cl_name,
output_dir=calculation_output,
diff --git a/first_paper_example/plot_cages.py b/first_paper_example/plot_cages.py
index 3bfae632..d1f72554 100644
--- a/first_paper_example/plot_cages.py
+++ b/first_paper_example/plot_cages.py
@@ -951,16 +951,15 @@ def webapp_csv(
csv_files[topo_type][bbpair] = bbdict
count += 1
- for csv_name in csv_files:
- filename = figure_output / f"{csv_name}_bbdata.csv"
+ for topo_type, topo_dict in csv_files.items():
+ filename = figure_output / f"{topo_type}_bbdata.csv"
with filename.open("w") as f:
f.write(
"name,clangle,bite_angle,c2angle,c3angle,"
"restricted topologies,unrestricted topologies,"
"restricted URL,unrestricted URL\n"
)
- for bbpair in csv_files[csv_name]:
- bbdict = csv_files[csv_name][bbpair]
+ for bbpair, bbdict in topo_dict.items():
f.write(
f"{bbpair},{bbdict['toff']['clangle']},"
f"{bbdict['toff']['bite_angle']},"
diff --git a/first_paper_example/plot_distributions.py b/first_paper_example/plot_distributions.py
index 9dbe232a..953c1f99 100644
--- a/first_paper_example/plot_distributions.py
+++ b/first_paper_example/plot_distributions.py
@@ -142,8 +142,7 @@ def geom_distributions(
tcpos = {tstr: i for i, tstr in enumerate(tcmap) if tstr not in ("6P8",)}
vdw_frame = all_data[all_data["vdws"] == "von"]
- for comp in comparisons:
- cdict = comparisons[comp]
+ for comp, cdict in comparisons.items():
column = cdict["column"]
fig, axs = plt.subplots(
@@ -324,9 +323,8 @@ def single_value_distributions(
count = 0
toptions = {}
for tstr in topologies:
- for tor, vdw in color_map:
+ for (tor, vdw), color in color_map.items():
# for vdw in ("voff", "von"):
- color = color_map[(tor, vdw)]
if tstr == "6P8":
continue
toptions[(tstr, tor, vdw)] = (count, color)
@@ -384,9 +382,8 @@ def single_value_distributions(
)
labels = []
- for lblkey in color_map:
+ for lblkey, col in color_map.items():
tor, vdw = lblkey
- col = color_map[lblkey]
labels.append(
(
mpatches.Patch(color=col),
@@ -899,8 +896,7 @@ def plot_topology_pore_flex(data, figure_output: pathlib.Path) -> None:
)
labels = []
- for lblkey in color_map:
- col = color_map[lblkey]
+ for lblkey, col in color_map.items():
labels.append(
(
mpatches.Patch(color=col),
diff --git a/first_paper_example/plot_maps.py b/first_paper_example/plot_maps.py
index 3dc4aabf..9341d6d7 100644
--- a/first_paper_example/plot_maps.py
+++ b/first_paper_example/plot_maps.py
@@ -76,10 +76,10 @@ def nobiteangle_relationship(
y_mins = []
for x in xs:
y_list = []
- for run_num in clan_output:
- if x in clan_output[run_num]:
- xys.append((x, clan_output[run_num][x]))
- y_list.append(clan_output[run_num][x])
+ for clan_val in clan_output.values():
+ if x in clan_val:
+ xys.append((x, clan_val[x]))
+ y_list.append(clan_val[x])
y_mins.append(min(y_list))
ax.scatter(
@@ -170,10 +170,10 @@ def bite_angle_relationship(
xys = []
for x in xs:
y_list = []
- for run_num in tors_output:
- if x in tors_output[run_num]:
- y_list.append(tors_output[run_num][x])
- xys.append((x, tors_output[run_num][x]))
+ for tors_val in tors_output.values():
+ if x in tors_val:
+ y_list.append(tors_val[x])
+ xys.append((x, tors_val[x]))
y_mins.append(min(y_list))
ax.scatter(
@@ -243,9 +243,7 @@ def selectivity_map(
"clbl": eb_str(),
},
}
- for prop in properties:
- pdict = properties[prop]
-
+ for prop, pdict in properties.items():
count = 0
topology_order = {}
tset = set(all_data["topology"])
@@ -268,11 +266,11 @@ def selectivity_map(
tordata = all_data[all_data["torsions"] == tors]
for clangle, ax in zip(clangles, r_axs, strict=True):
cdata = tordata[tordata["clangle"] == clangle]
- for tstr in topology_order:
+ for tstr, yvalue in topology_order.items():
xvalues = []
yvalues = []
cvalues = []
- yvalue = topology_order[tstr]
+
tdata = cdata[cdata["topology"] == tstr]
for ba in bite_angles:
plotdata = tdata[tdata["target_bite_angle"] == ba]
@@ -832,13 +830,13 @@ def pd_3p64p8_figure_bite_angle(
ey = float(tdata["energy_per_bb"].iloc[0])
tstr_points[tstr].append((ba, ey))
- for tstr in color_map:
+ for tstr, col in color_map.items():
ax.plot(
[i[0] for i in tstr_points[tstr]],
[i[1] for i in tstr_points[tstr]],
alpha=1.0,
# edgecolor="k",
- markerfacecolor=color_map[tstr],
+ markerfacecolor=col,
lw=3,
marker="o",
markeredgecolor="k",
diff --git a/first_paper_example/plot_shape_analysis.py b/first_paper_example/plot_shape_analysis.py
index 837ae080..8df53fb8 100644
--- a/first_paper_example/plot_shape_analysis.py
+++ b/first_paper_example/plot_shape_analysis.py
@@ -804,9 +804,9 @@ def flexshapeeffect_per_shape(
for tor in color_map:
tor_data = tdata[tdata["torsions"] == tor]
topology_data[tstr][tor] = {}
- for shape_type in columns:
+ for shape_type, cdict in columns.items():
topology_data[tstr][tor][shape_type] = {}
- for column in columns[shape_type]:
+ for column in cdict:
col_values = [
i for i in tor_data[column] if not pd.isna(i)
]
diff --git a/first_paper_example/save_to_chemiscope.py b/first_paper_example/save_to_chemiscope.py
index 8b0b3cb2..adc8b611 100644
--- a/first_paper_example/save_to_chemiscope.py
+++ b/first_paper_example/save_to_chemiscope.py
@@ -9,7 +9,7 @@
from analysis import stoich_map, topology_labels
from env_set import outputdata
-import cgexplore
+import cgexplore as cgx
logging.basicConfig(
level=logging.INFO,
@@ -46,7 +46,7 @@ def main() -> None:
continue
study = f"{study_pre}_{torsion}"
- database = cgexplore.utilities.AtomliteDatabase(
+ database = cgx.utilities.AtomliteDatabase(
db_file=data_output / f"first_{study_pre}.db"
)
@@ -86,7 +86,7 @@ def main() -> None:
structures.append(database.get_molecule(entry.key))
for prop in properties_to_get:
- value = cgexplore.utilities.extract_property(
+ value = cgx.utilities.extract_property(
path=properties_to_get[prop]["path"],
properties=entry.properties,
)
@@ -106,7 +106,7 @@ def main() -> None:
len(structures),
len(properties),
)
- cgexplore.utilities.write_chemiscope_json(
+ cgx.utilities.write_chemiscope_json(
json_file=data_output / f"cs_{study}_{tstr}.json.gz",
structures=structures,
properties=properties,
diff --git a/justfile b/justfile
index cec934eb..f82781f7 100644
--- a/justfile
+++ b/justfile
@@ -5,6 +5,7 @@ default:
# Install development environment.
dev:
pip install -e '.[dev]'
+ mamba install -y openmm openmmtools
# Run code checks.
check:
diff --git a/optimisation_example/optimsation_test.py b/optimisation_example/optimsation_test.py
index f18c3232..84eacd33 100644
--- a/optimisation_example/optimsation_test.py
+++ b/optimisation_example/optimsation_test.py
@@ -10,7 +10,7 @@
import openmm
import stk
-import cgexplore
+import cgexplore as cgx
def isomer_energy() -> float:
@@ -40,10 +40,10 @@ def colours() -> dict[str, str]:
def analyse_cage(
- database: cgexplore.utilities.AtomliteDatabase,
+ database: cgx.utilities.AtomliteDatabase,
name: str,
- forcefield: cgexplore.forcefields.ForceField,
- chromosome: cgexplore.systems_optimisation.Chromosome,
+ forcefield: cgx.forcefields.ForceField,
+ chromosome: cgx.systems_optimisation.Chromosome,
) -> None:
entry = database.get_entry(key=name)
molecule = database.get_molecule(key=name)
@@ -100,7 +100,7 @@ def analyse_cage(
if "dihedral_data" not in properties:
# Always want to extract target torions if present.
- g_measure = cgexplore.analysis.GeomMeasure()
+ g_measure = cgx.analysis.GeomMeasure()
bond_data = g_measure.calculate_bonds(molecule)
bond_data = {"_".join(i): bond_data[i] for i in bond_data}
angle_data = g_measure.calculate_angles(molecule)
@@ -183,11 +183,11 @@ def optimise_cage(
molecule: stk.Molecule,
name: str,
output_dir: pathlib.Path,
- forcefield: cgexplore.forcefields.ForceField,
+ forcefield: cgx.forcefields.ForceField,
platform: str | None,
- database: cgexplore.utilities.AtomliteDatabase,
- chromosome: cgexplore.systems_optimisation.Chromosome,
-) -> cgexplore.molecular.Conformer:
+ database: cgx.utilities.AtomliteDatabase,
+ chromosome: cgx.systems_optimisation.Chromosome,
+) -> cgx.molecular.Conformer:
fina_mol_file = output_dir / f"{name}_final.mol"
# Do not rerun if database entry exists.
@@ -195,7 +195,7 @@ def optimise_cage(
final_molecule = database.get_molecule(key=name)
final_molecule.write(fina_mol_file)
- return cgexplore.molecular.Conformer(
+ return cgx.molecular.Conformer(
molecule=final_molecule,
energy_decomposition=database.get_property(
key=name,
@@ -206,7 +206,7 @@ def optimise_cage(
# Do not rerun if final mol exists.
if fina_mol_file.exists():
- ensemble = cgexplore.molecular.Ensemble(
+ ensemble = cgx.molecular.Ensemble(
base_molecule=molecule,
base_mol_path=output_dir / f"{name}_base.mol",
conformer_xyz=output_dir / f"{name}_ensemble.xyz",
@@ -227,14 +227,14 @@ def optimise_cage(
logging.info("optimising %s", name)
assigned_system = forcefield.assign_terms(molecule, name, output_dir)
- ensemble = cgexplore.molecular.Ensemble(
+ ensemble = cgx.molecular.Ensemble(
base_molecule=molecule,
base_mol_path=output_dir / f"{name}_base.mol",
conformer_xyz=output_dir / f"{name}_ensemble.xyz",
data_json=output_dir / f"{name}_ensemble.json",
overwrite=True,
)
- temp_molecule = cgexplore.utilities.run_constrained_optimisation(
+ temp_molecule = cgx.utilities.run_constrained_optimisation(
assigned_system=assigned_system,
name=name,
output_dir=output_dir,
@@ -245,8 +245,8 @@ def optimise_cage(
)
try:
- conformer = cgexplore.utilities.run_optimisation(
- assigned_system=cgexplore.forcefields.AssignedSystem(
+ conformer = cgx.utilities.run_optimisation(
+ assigned_system=cgx.forcefields.AssignedSystem(
molecule=temp_molecule,
forcefield_terms=assigned_system.forcefield_terms,
system_xml=assigned_system.system_xml,
@@ -266,14 +266,14 @@ def optimise_cage(
# Run optimisations of series of conformers with shifted out
# building blocks.
- for test_molecule in cgexplore.utilities.yield_shifted_models(
+ for test_molecule in cgx.utilities.yield_shifted_models(
temp_molecule,
forcefield,
kicks=(1, 2, 3, 4),
):
try:
- conformer = cgexplore.utilities.run_optimisation(
- assigned_system=cgexplore.forcefields.AssignedSystem(
+ conformer = cgx.utilities.run_optimisation(
+ assigned_system=cgx.forcefields.AssignedSystem(
molecule=test_molecule,
forcefield_terms=assigned_system.forcefield_terms,
system_xml=assigned_system.system_xml,
@@ -292,19 +292,19 @@ def optimise_cage(
raise
# Collect and optimise structures nearby in phase space.
- neighbour_library = cgexplore.systems_optimisation.get_neighbour_library(
+ neighbour_library = cgx.systems_optimisation.get_neighbour_library(
chromosome_name=chromosome.name,
modifiable_gene_ids=(3, 4),
)
- for test_molecule in cgexplore.systems_optimisation.yield_near_models(
+ for test_molecule in cgx.systems_optimisation.yield_near_models(
molecule=molecule,
name=name,
output_dir=output_dir,
replace_name=chromosome.get_string(),
neighbour_library=neighbour_library,
):
- conformer = cgexplore.utilities.run_optimisation(
- assigned_system=cgexplore.forcefields.AssignedSystem(
+ conformer = cgx.utilities.run_optimisation(
+ assigned_system=cgx.forcefields.AssignedSystem(
molecule=test_molecule,
forcefield_terms=assigned_system.forcefield_terms,
system_xml=assigned_system.system_xml,
@@ -321,9 +321,9 @@ def optimise_cage(
num_steps = 20000
traj_freq = 500
- soft_md_trajectory = cgexplore.utilities.run_soft_md_cycle(
+ soft_md_trajectory = cgx.utilities.run_soft_md_cycle(
name=name,
- assigned_system=cgexplore.forcefields.AssignedSystem(
+ assigned_system=cgx.forcefields.AssignedSystem(
molecule=ensemble.get_lowest_e_conformer().molecule,
forcefield_terms=assigned_system.forcefield_terms,
system_xml=assigned_system.system_xml,
@@ -357,8 +357,8 @@ def optimise_cage(
# Go through each conformer from soft MD.
# Optimise them all.
for md_conformer in soft_md_trajectory.yield_conformers():
- conformer = cgexplore.utilities.run_optimisation(
- assigned_system=cgexplore.forcefields.AssignedSystem(
+ conformer = cgx.utilities.run_optimisation(
+ assigned_system=cgx.forcefields.AssignedSystem(
molecule=md_conformer.molecule,
forcefield_terms=assigned_system.forcefield_terms,
system_xml=assigned_system.system_xml,
@@ -391,14 +391,14 @@ def optimise_cage(
def fitness_function(
- chromosome: cgexplore.systems_optimisation.Chromosome,
- chromosome_generator: cgexplore.systems_optimisation.ChromosomeGenerator,
+ chromosome: cgx.systems_optimisation.Chromosome,
+ chromosome_generator: cgx.systems_optimisation.ChromosomeGenerator,
database_path: pathlib.Path,
calculation_output: pathlib.Path,
structure_output: pathlib.Path,
options: dict, # noqa: ARG001
) -> float:
- database = cgexplore.utilities.AtomliteDatabase(database_path)
+ database = cgx.utilities.AtomliteDatabase(database_path)
target_pore = 2
name = f"{chromosome.prefix}_{chromosome.get_string()}"
entry = database.get_entry(name)
@@ -463,13 +463,13 @@ def fitness_function(
def structure_function(
- chromosome: cgexplore.systems_optimisation.Chromosome,
+ chromosome: cgx.systems_optimisation.Chromosome,
database_path: pathlib.Path,
calculation_output: pathlib.Path,
structure_output: pathlib.Path,
options: dict, # noqa: ARG001
) -> None:
- database = cgexplore.utilities.AtomliteDatabase(database_path)
+ database = cgx.utilities.AtomliteDatabase(database_path)
# Build structure.
topology_str, topology_fun = chromosome.get_topology_information()
building_blocks = chromosome.get_building_blocks()
@@ -563,40 +563,40 @@ def main() -> None:
# Define working directories.
wd = pathlib.Path(__file__).resolve().parent / "optimisation_output"
struct_output = wd / "structures"
- cgexplore.utilities.check_directory(struct_output)
+ cgx.utilities.check_directory(struct_output)
calc_dir = wd / "calculations"
- cgexplore.utilities.check_directory(calc_dir)
+ cgx.utilities.check_directory(calc_dir)
data_dir = wd / "data"
- cgexplore.utilities.check_directory(data_dir)
+ cgx.utilities.check_directory(data_dir)
figure_dir = wd / "figures"
- cgexplore.utilities.check_directory(figure_dir)
+ cgx.utilities.check_directory(figure_dir)
# Define a database, and a prefix for naming structure, forcefield and
# output files.
prefix = "opt"
database_path = data_dir / "test.db"
- database = cgexplore.utilities.AtomliteDatabase(database_path)
+ database = cgx.utilities.AtomliteDatabase(database_path)
# Define the beads in the models used.
- abead = cgexplore.molecular.CgBead(
+ abead = cgx.molecular.CgBead(
element_string="Ag",
bead_class="a",
bead_type="a",
coordination=3,
)
- bbead = cgexplore.molecular.CgBead(
+ bbead = cgx.molecular.CgBead(
element_string="Ba",
bead_class="b",
bead_type="b",
coordination=2,
)
- cbead = cgexplore.molecular.CgBead(
+ cbead = cgx.molecular.CgBead(
element_string="C",
bead_class="c",
bead_type="c",
coordination=2,
)
- dbead = cgexplore.molecular.CgBead(
+ dbead = cgx.molecular.CgBead(
element_string="O",
bead_class="o",
bead_type="o",
@@ -604,7 +604,7 @@ def main() -> None:
)
# Define the chromosome generator, holding all the changeable genes.
- chromo_it = cgexplore.systems_optimisation.ChromosomeGenerator(
+ chromo_it = cgx.systems_optimisation.ChromosomeGenerator(
prefix=prefix,
present_beads=(abead, bbead, cbead, dbead),
vdw_bond_cutoff=2,
@@ -622,11 +622,11 @@ def main() -> None:
# Set some basic building blocks up. This should be run by an algorithm
# later.
chromo_it.add_gene(
- iteration=(cgexplore.molecular.TwoC1Arm(bead=bbead, abead1=cbead),),
+ iteration=(cgx.molecular.TwoC1Arm(bead=bbead, abead1=cbead),),
gene_type="precursor",
)
chromo_it.add_gene(
- iteration=(cgexplore.molecular.ThreeC1Arm(bead=abead, abead1=dbead),),
+ iteration=(cgx.molecular.ThreeC1Arm(bead=abead, abead1=dbead),),
gene_type="precursor",
)
@@ -659,7 +659,7 @@ def main() -> None:
chromo_it.add_forcefield_dict(definer_dict=definer_dict)
# Define fitness calculator.
- fitness_calculator = cgexplore.systems_optimisation.FitnessCalculator(
+ fitness_calculator = cgx.systems_optimisation.FitnessCalculator(
fitness_function=fitness_function,
chromosome_generator=chromo_it,
structure_output=struct_output,
@@ -669,7 +669,7 @@ def main() -> None:
)
# Define structure calculator.
- structure_calculator = cgexplore.systems_optimisation.StructureCalculator(
+ structure_calculator = cgx.systems_optimisation.StructureCalculator(
structure_function=structure_function,
structure_output=struct_output,
calculation_output=calc_dir,
@@ -692,7 +692,7 @@ def main() -> None:
# Yield this.
generations = []
- generation = cgexplore.systems_optimisation.Generation(
+ generation = cgx.systems_optimisation.Generation(
chromosomes=initial_population,
fitness_calculator=fitness_calculator,
structure_calculator=structure_calculator,
@@ -795,7 +795,7 @@ def main() -> None:
# Add the best 5 to the new generation.
merged_chromosomes.extend(generation.select_best(selection_size=5))
- generation = cgexplore.systems_optimisation.Generation(
+ generation = cgx.systems_optimisation.Generation(
chromosomes=chromo_it.dedupe_population(merged_chromosomes),
fitness_calculator=fitness_calculator,
structure_calculator=structure_calculator,
@@ -818,7 +818,7 @@ def main() -> None:
# Select the best of the generation for the next generation.
best = generation.select_best(selection_size=selection_size)
- generation = cgexplore.systems_optimisation.Generation(
+ generation = cgx.systems_optimisation.Generation(
chromosomes=chromo_it.dedupe_population(best),
fitness_calculator=fitness_calculator,
structure_calculator=structure_calculator,
@@ -905,7 +905,7 @@ def main() -> None:
if len(cmaps) > 8: # noqa: PLR2004
cmaps = ["k"]
- cgexplore.utilities.draw_pie(
+ cgx.utilities.draw_pie(
colours=cmaps,
xpos=x,
ypos=y,
diff --git a/pyproject.toml b/pyproject.toml
index c3fe0f76..bed808a0 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -11,13 +11,12 @@ dependencies = [
"scipy",
"matplotlib",
"pandas",
- "numpy==1.26.4", # remove pin when ecosystem updates to 2.0
- "rdkit==2023.9.5", # remove pin when type issues are resolved
"scikit-learn",
"stk",
"stko",
"atomlite",
"chemiscope>0.7.3",
+ "rustworkx",
]
requires-python = ">=3.11"
dynamic = ["version"]
@@ -38,6 +37,7 @@ dev = [
"sphinx-copybutton",
"twine",
"sphinx_rtd_theme",
+ "furo",
]
[project.scripts]
@@ -63,8 +63,6 @@ line-length = 79
[tool.ruff.lint]
select = ["ALL"]
ignore = [
- "ANN101",
- "ANN102",
"ANN401",
"COM812",
"ISC001",
diff --git a/src/cgexplore/__init__.py b/src/cgexplore/__init__.py
index fbc4165a..34e0eba0 100644
--- a/src/cgexplore/__init__.py
+++ b/src/cgexplore/__init__.py
@@ -2,9 +2,11 @@
from cgexplore import (
analysis,
+ atomistic,
forcefields,
molecular,
optimisation,
+ scram,
systems_optimisation,
terms,
topologies,
@@ -13,11 +15,13 @@
__all__ = [
"analysis",
- "utilities",
+ "atomistic",
"forcefields",
+ "molecular",
"optimisation",
+ "scram",
"systems_optimisation",
- "molecular",
"terms",
"topologies",
+ "utilities",
]
diff --git a/src/cgexplore/_internal/analysis/geom.py b/src/cgexplore/_internal/analysis/geom.py
index 05ce5a85..398c5413 100644
--- a/src/cgexplore/_internal/analysis/geom.py
+++ b/src/cgexplore/_internal/analysis/geom.py
@@ -8,13 +8,24 @@
import stko
from rdkit.Chem import AllChem
+from cgexplore._internal.terms.torsions import TargetTorsion
from cgexplore._internal.terms.utilities import find_torsions
class GeomMeasure:
- """Class to perform geometry calculations."""
+ """Class to perform geometry calculations.
- def __init__(self, target_torsions: abc.Iterable | None = None) -> None:
+ Parameters:
+ target_torsions:
+ An iterable of `TargetTorsion` defining which torsions to
+ capture if you run `calculate_torsions`.
+
+ """
+
+ def __init__(
+ self,
+ target_torsions: abc.Iterable[TargetTorsion] | None = None,
+ ) -> None:
"""Initialize GeomMeasure."""
self._stko_analyser = stko.molecule_analysis.GeometryAnalyser()
if target_torsions is None:
@@ -26,7 +37,16 @@ def calculate_min_distance(
self,
molecule: stk.Molecule,
) -> dict[str, float]:
- """Calculate the minimum distance between beads and centroid."""
+ """Calculate the minimum distance between beads and centroid.
+
+ Parameters:
+ molecule:
+ The molecule to analyse.
+
+ Returns:
+ The minimum distance.
+
+ """
return {
"min_distance": (
self._stko_analyser.get_min_centroid_distance(molecule)
@@ -46,7 +66,16 @@ def _get_paths(
)
def calculate_minb2b(self, molecule: stk.Molecule) -> float:
- """Calculate the minimum distance between beads and beads."""
+ """Calculate the minimum distance between beads and beads.
+
+ Parameters:
+ molecule:
+ The molecule to analyse.
+
+ Returns:
+ The minimum bead-to-bead distance.
+
+ """
return self._stko_analyser.get_min_atom_atom_distance(molecule)
def calculate_bonds(
@@ -55,7 +84,15 @@ def calculate_bonds(
) -> dict[tuple[str, str], list[float]]:
"""Calculate the bond lengths.
- Uses `stko..molecule_analysis.GeometryAnalyser`
+ Uses `stko.molecule_analysis.GeometryAnalyser`
+
+ Parameters:
+ molecule:
+ The molecule to analyse.
+
+ Returns:
+ A dictionary of bond lengths organised by element strings.
+
"""
return self._stko_analyser.calculate_bonds(molecule)
@@ -65,7 +102,15 @@ def calculate_angles(
) -> dict[tuple[str, str, str], list[float]]:
"""Calculate the angle values.
- Uses `stko..molecule_analysis.GeometryAnalyser`
+ Uses `stko.molecule_analysis.GeometryAnalyser`
+
+ Parameters:
+ molecule:
+ The molecule to analyse.
+
+ Returns:
+ A dictionary of angle values organised by element strings.
+
"""
return self._stko_analyser.calculate_angles(molecule)
@@ -75,7 +120,24 @@ def calculate_torsions(
absolute: bool,
as_search_string: bool = False,
) -> dict[str, list[float]]:
- """Calculate the value of target torsions."""
+ """Calculate the value of target torsions.
+
+ Parameters:
+ molecule:
+ The molecule to analyse.
+
+ absolute:
+ `True` to get the abs(torsion) from 0 degrees to 180 degrees.
+
+ as_search_string:
+ Changes the key of the returned dictionary to be defined by
+ the search string used in `target_torsions` or as the found
+ atom element strings.
+
+ Returns:
+ A dictionary of torsion values organised by element strings.
+
+ """
if self._target_torsions is None:
return {}
@@ -146,13 +208,23 @@ def calculate_torsions(
def calculate_radius_gyration(self, molecule: stk.Molecule) -> float:
"""Calculate the radius of gyration.
- Uses `stko..molecule_analysis.GeometryAnalyser`
+ Uses `stko.molecule_analysis.GeometryAnalyser`
+
+ Parameters:
+ molecule:
+ The molecule to analyse.
+
"""
return self._stko_analyser.get_radius_gyration(molecule)
def calculate_max_diameter(self, molecule: stk.Molecule) -> float:
"""Calculate the maximum diameter of the molecule.
- Uses `stko..molecule_analysis.GeometryAnalyser`
+ Uses `stko.molecule_analysis.GeometryAnalyser`
+
+ Parameters:
+ molecule:
+ The molecule to analyse.
+
"""
return self._stko_analyser.get_max_diameter(molecule)
diff --git a/src/cgexplore/_internal/atomistic/__init__.py b/src/cgexplore/_internal/atomistic/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/src/cgexplore/_internal/atomistic/crest_process.py b/src/cgexplore/_internal/atomistic/crest_process.py
new file mode 100644
index 00000000..2eb78a7b
--- /dev/null
+++ b/src/cgexplore/_internal/atomistic/crest_process.py
@@ -0,0 +1,243 @@
+"""Definition of a crest processing of building blocks."""
+
+import logging
+import os
+import pathlib
+import shutil
+import subprocess as sp
+import uuid
+from collections import abc
+
+import stk
+import stko
+from rdkit import RDLogger
+
+from .utilities import extract_ensemble
+
+logging.basicConfig(
+ level=logging.INFO,
+ format="%(asctime)s | %(levelname)s | %(message)s",
+)
+RDLogger.DisableLog("rdApp.*")
+
+
+class Crest(stko.Optimizer):
+ """Run CREST conformer search algorithm.
+
+ TODO: Move into stko.
+ """
+
+ def __init__( # noqa: PLR0913
+ self,
+ crest_path: pathlib.Path,
+ xtb_path: pathlib.Path,
+ gfn_method: str = "2",
+ output_dir: str | None = None,
+ num_cores: int = 4,
+ charge: int = 0,
+ electronic_temperature: float = 300,
+ solvent_model: str = "gbsa",
+ solvent: str | None = None,
+ solvent_grid: str = "normal",
+ num_unpaired_electrons: int = 0,
+ unlimited_memory: bool = False,
+ additional_commands: tuple[str, ...] = (),
+ ) -> None:
+ """Initialise calculator."""
+ if solvent is not None:
+ solvent = solvent.lower()
+ if gfn_method in ("gfnff", "0"):
+ msg = "XTB: No solvent valid for version", f" {gfn_method!r}."
+ raise stko.InvalidSolventError(msg)
+ if not stko.is_valid_xtb_solvent(
+ gfn_version=int(gfn_method),
+ solvent_model=solvent_model,
+ solvent=solvent,
+ ):
+ msg = (
+ f"XTB: Solvent {solvent!r} and model {solvent_model!r}",
+ f" is invalid for version {gfn_method!r}.",
+ )
+ raise stko.InvalidSolventError(msg)
+
+ self._check_path(crest_path)
+ self._check_path(xtb_path)
+ self._crest_path = crest_path
+ self._xtb_path = xtb_path
+ self._gfn_method = (
+ f"--gfn{gfn_method}" if gfn_method not in ("gfnff",) else "--gfnff"
+ )
+ self._output_dir = (
+ None if output_dir is None else pathlib.Path(output_dir)
+ )
+ self._additional_commands = additional_commands
+ self._num_cores = str(num_cores)
+ self._electronic_temperature = str(electronic_temperature)
+ self._solvent_model = solvent_model
+ self._solvent = solvent
+ self._solvent_grid = solvent_grid
+ self._charge = str(charge)
+ self._num_unpaired_electrons = str(num_unpaired_electrons)
+ self._unlimited_memory = unlimited_memory
+
+ def _check_path(self, path: pathlib.Path | str) -> None:
+ path = pathlib.Path(path)
+ if not path.exists():
+ msg = f"XTB or CREST not found at {path}"
+ raise pathlib.PathError(msg)
+
+ def _write_detailed_control(self) -> None:
+ string = f"$gbsa\n gbsagrid={self._solvent_grid}"
+
+ with pathlib.Path("det_control.in").open("w") as f:
+ f.write(string)
+
+ def _is_complete(
+ self,
+ output_file: pathlib.Path | str,
+ output_xyzs: abc.Iterable[pathlib.Path],
+ ) -> bool:
+ output_file = pathlib.Path(output_file)
+ if not output_file.exists():
+ # No simulation has been run.
+ msg = "CREST run did not start"
+ raise stko.NotStartedError(msg)
+
+ for xyz in output_xyzs:
+ if not xyz.exists():
+ msg = f"CREST run did not complete, {xyz} is not present!"
+ raise stko.NotCompletedError(msg)
+
+ return True
+
+ def _run_crest(self, xyz: str, out_file: pathlib.Path | str) -> None:
+ out_file = pathlib.Path(out_file)
+
+ # Modify the memory limit.
+ memory = "ulimit -s unlimited ;" if self._unlimited_memory else ""
+
+ if self._solvent is not None:
+ solvent = f"--{self._solvent_model} {self._solvent}"
+ else:
+ solvent = ""
+
+ additions = " ".join(self._additional_commands)
+
+ cmd = (
+ f"{memory} {self._crest_path} {xyz} "
+ f"-xnam {self._xtb_path} "
+ f"{solvent} -chrg {self._charge} "
+ f"--etemp {self._electronic_temperature}"
+ f"-uhf {self._num_unpaired_electrons} "
+ f"{self._gfn_method} "
+ f"-T {self._num_cores} {additions} -I det_control.in"
+ )
+
+ with out_file.open("w") as f:
+ # Note that sp.call will hold the program until completion
+ # of the calculation.
+ sp.call( # noqa: S602
+ cmd,
+ stdin=sp.PIPE,
+ stdout=f,
+ stderr=sp.PIPE,
+ # Shell is required to run complex arguments.
+ shell=True,
+ )
+
+ def optimize(self, molecule: stk.Molecule) -> stk.Molecule:
+ """Optimise a solute-solvent pair."""
+ if self._output_dir is None:
+ output_dir = pathlib.Path(str(uuid.uuid4().int)).resolve()
+ else:
+ output_dir = self._output_dir.resolve()
+
+ if output_dir.exists():
+ shutil.rmtree(output_dir)
+
+ output_dir.mkdir()
+ init_dir = pathlib.Path.cwd()
+ os.chdir(output_dir)
+
+ try:
+ xyz = "input.xyz"
+ molecule.write(xyz)
+ self._write_detailed_control()
+
+ out_file = "crest.output"
+
+ self._run_crest(xyz=xyz, out_file=out_file)
+
+ # Check if the optimization is complete.
+ output_xyzs = [
+ pathlib.Path("crest_best.xyz"),
+ pathlib.Path("crest_conformers.xyz"),
+ pathlib.Path("crest_rotamers.xyz"),
+ ]
+
+ opt_complete = self._is_complete(out_file, output_xyzs)
+
+ molecule = molecule.with_structure_from_file(
+ pathlib.Path("crest_best.xyz")
+ )
+
+ finally:
+ os.chdir(init_dir)
+
+ if not opt_complete:
+ msg = f"CREST run is incomplete for {molecule}."
+ logging.warning(msg)
+
+ return molecule
+
+
+def run_conformer_analysis( # noqa: PLR0913
+ ligand_name: str,
+ molecule: stk.Molecule,
+ ligand_dir: pathlib.Path,
+ calculation_dir: pathlib.Path,
+ functional_group_factories: tuple[stk.FunctionalGroupFactory, ...],
+ crest_path: pathlib.Path,
+ xtb_path: pathlib.Path,
+) -> dict:
+ """Analyse conformers.
+
+ TODO: Move into stko.
+ """
+ opt_file = ligand_dir / f"{ligand_name}_optl.mol"
+ crest_run = calculation_dir / f"{ligand_name}_crest"
+
+ molecule = stk.BuildingBlock.init_from_molecule(
+ molecule=molecule,
+ functional_groups=functional_group_factories,
+ )
+
+ if not opt_file.exists():
+ # Run calculation.
+ optimiser = Crest(
+ crest_path=crest_path,
+ xtb_path=xtb_path,
+ output_dir=crest_run,
+ gfn_method="2",
+ num_cores=12,
+ unlimited_memory=True,
+ solvent="dmso",
+ solvent_model="alpb",
+ solvent_grid="verytight",
+ additional_commands=(
+ "--optlev extreme",
+ # No z matrix sorting.
+ "--nosz",
+ "--keepdir",
+ # Set energy threshold (kcal.mol)
+ "--ewin 10",
+ ),
+ charge=0,
+ electronic_temperature=300,
+ num_unpaired_electrons=0,
+ )
+
+ opt_molecule = optimiser.optimize(molecule)
+ opt_molecule.write(opt_file)
+
+ return extract_ensemble(molecule, crest_run)
diff --git a/src/cgexplore/_internal/atomistic/utilities.py b/src/cgexplore/_internal/atomistic/utilities.py
new file mode 100644
index 00000000..19a4507e
--- /dev/null
+++ b/src/cgexplore/_internal/atomistic/utilities.py
@@ -0,0 +1,127 @@
+"""Definition of conversion utilities."""
+
+import logging
+import pathlib
+
+import numpy as np
+import stk
+import stko
+
+logging.basicConfig(
+ level=logging.INFO,
+ format="%(asctime)s | %(levelname)s | %(message)s",
+)
+
+
+def extract_ensemble(molecule: stk.Molecule, crest_run: pathlib.Path) -> dict:
+ """Extract and save an ensemble from a crest run."""
+ ensemble_dir = crest_run / "ensemble"
+ num_atoms = molecule.get_num_atoms()
+ ensemble = {}
+ ensemble_dir.mkdir(exist_ok=True, parents=True)
+
+ # Calculate geometrical properties.
+ conformer_file = crest_run / "crest_conformers.xyz"
+ with conformer_file.open("r") as f:
+ linex = f.readlines()
+
+ split_line = linex[0].rstrip()
+ for i, conformers in enumerate("".join(linex).split(split_line)):
+ lines = conformers.split("\n")
+
+ if len(lines) != num_atoms + 3:
+ continue
+
+ energy = lines[1]
+ position_matrix = []
+ for line in lines[2:]:
+ splits = line.rstrip().split()
+ if len(splits) != 4: # noqa: PLR2004
+ continue
+ symb, x, y, z = splits
+ x = float(x)
+ y = float(y)
+ z = float(z)
+
+ position_matrix.append(np.array((x, y, z)))
+
+ conf_molecule = molecule.with_position_matrix(
+ np.array(position_matrix)
+ )
+
+ calc = stko.molecule_analysis.DitopicThreeSiteAnalyser()
+
+ adjacent_centroids = calc.get_adjacent_centroids(conf_molecule)
+ adjacent_distance = np.linalg.norm(
+ adjacent_centroids[0] - adjacent_centroids[1]
+ )
+
+ ensemble[i] = {
+ "energy": float(energy),
+ "molecule": conf_molecule,
+ "binder_angles": calc.get_binder_angles(conf_molecule),
+ "binder_binder_angle": calc.get_binder_binder_angle(conf_molecule),
+ "binder_distance": calc.get_binder_distance(conf_molecule),
+ "binder_adjacent_torsion": calc.get_binder_adjacent_torsion(
+ conf_molecule
+ ),
+ "adjacent_distance": adjacent_distance,
+ "binder_com_angle": calc.get_binder_centroid_angle(conf_molecule),
+ }
+
+ ensemble[i]["molecule"].write(ensemble_dir / f"conf_{i}.mol")
+ return ensemble
+
+
+def cgx_optimisation_sequence(
+ cage: stk.Molecule,
+ name: str,
+ calculation_dir: pathlib.Path,
+ gulp_path: pathlib.Path,
+) -> stk.Molecule:
+ """Cage optimisation sequence.
+
+ TODO: This is a placeholder for a more general atomistic cage sequence.
+
+ """
+ gulp1_output = calculation_dir / f"{name}_gulp1.mol"
+ gulp2_output = calculation_dir / f"{name}_gulp2.mol"
+
+ if not gulp1_output.exists():
+ output_dir = calculation_dir / f"{name}_gulp1"
+
+ logging.info(" UFF4MOF optimisation 1 of %s", name)
+ gulp_opt = stko.GulpUFFOptimizer(
+ gulp_path=gulp_path,
+ maxcyc=1000,
+ metal_FF={46: "Pd4+2"},
+ metal_ligand_bond_order="",
+ output_dir=output_dir,
+ conjugate_gradient=True,
+ )
+ gulp_opt.assign_FF(cage)
+ gulp1_mol = gulp_opt.optimize(mol=cage)
+ gulp1_mol.write(gulp1_output)
+ else:
+ logging.info(" loading %s", gulp1_output)
+ gulp1_mol = cage.with_structure_from_file(gulp1_output)
+
+ if not gulp2_output.exists():
+ output_dir = calculation_dir / f"{name}_gulp2"
+ logging.info(" UFF4MOF optimisation 2 of %s", name)
+ gulp_opt = stko.GulpUFFOptimizer(
+ gulp_path=gulp_path,
+ maxcyc=1000,
+ metal_FF={46: "Pd4+2"},
+ metal_ligand_bond_order="",
+ output_dir=output_dir,
+ conjugate_gradient=False,
+ )
+ gulp_opt.assign_FF(gulp1_mol)
+ gulp2_mol = gulp_opt.optimize(mol=gulp1_mol)
+ gulp2_mol.write(gulp2_output)
+ else:
+ logging.info(" loading %s", gulp2_output)
+ gulp2_mol = cage.with_structure_from_file(gulp2_output)
+
+ return cage.with_structure_from_file(gulp2_output)
diff --git a/src/cgexplore/_internal/forcefields/forcefield.py b/src/cgexplore/_internal/forcefields/forcefield.py
index 7db53a89..392edbd7 100644
--- a/src/cgexplore/_internal/forcefields/forcefield.py
+++ b/src/cgexplore/_internal/forcefields/forcefield.py
@@ -21,15 +21,28 @@
from cgexplore._internal.terms.angles import (
Angle,
CosineAngle,
+ PyramidAngleRange,
TargetAngle,
+ TargetAngleRange,
TargetCosineAngle,
+ TargetCosineAngleRange,
TargetMartiniAngle,
)
-from cgexplore._internal.terms.bonds import Bond, TargetBond, TargetMartiniBond
-from cgexplore._internal.terms.nonbonded import Nonbonded, TargetNonbonded
+from cgexplore._internal.terms.bonds import (
+ Bond,
+ TargetBond,
+ TargetBondRange,
+ TargetMartiniBond,
+)
+from cgexplore._internal.terms.nonbonded import (
+ Nonbonded,
+ TargetNonbonded,
+ TargetNonbondedRange,
+)
from cgexplore._internal.terms.torsions import (
TargetMartiniTorsion,
TargetTorsion,
+ TargetTorsionRange,
Torsion,
)
from cgexplore._internal.terms.utilities import find_angles, find_torsions
@@ -45,19 +58,54 @@
class ForceField:
- """Define a CG ForceField."""
+ """Define a CG ForceField.
+
+ Parameters:
+ identifier:
+ String idenifier of the forcefield.
+
+ prefix:
+ Prefix for the forcefield for file saving.
+
+ present_beads:
+ The CgBeads that are present in the model.
+
+ bond_targets:
+ Target bond classes to find and assign. See
+ `systems_optimisation.utilities` for an example.
+
+ angle_targets:
+ Target angle classes to find and assign. See
+ `systems_optimisation.utilities` for an example.
+
+ torsion_targets:
+ Target torsion classes to find and assign. See
+ `systems_optimisation.utilities` for an example.
+
+ nonbonded_targets:
+ Target nonbonded term classes to find and assign. See
+ `systems_optimisation.utilities` for an example.
+
+ vdw_bond_cutoff:
+ How many bonds between excluded beads from nonbonded terms.
+
+ verbose:
+ `True` if cgexplore should inform the user about what it
+ assigns.
+
+ """
def __init__( # noqa: PLR0913:
self,
identifier: str,
prefix: str,
- present_beads: tuple[CgBead, ...],
- bond_targets: tuple[TargetBond | TargetMartiniBond, ...],
- angle_targets: tuple[
- TargetAngle | TargetCosineAngle | TargetMartiniAngle, ...
+ present_beads: abc.Sequence[CgBead],
+ bond_targets: abc.Sequence[TargetBond | TargetMartiniBond],
+ angle_targets: abc.Sequence[
+ TargetAngle | TargetCosineAngle | TargetMartiniAngle
],
- torsion_targets: tuple[TargetTorsion | TargetMartiniTorsion, ...],
- nonbonded_targets: tuple[TargetNonbonded, ...],
+ torsion_targets: abc.Sequence[TargetTorsion | TargetMartiniTorsion],
+ nonbonded_targets: abc.Sequence[TargetNonbonded],
vdw_bond_cutoff: int,
verbose: bool = True,
) -> None:
@@ -139,7 +187,7 @@ def _assign_bond_terms(self, molecule: stk.Molecule) -> tuple:
Bond(
atoms=atoms,
atom_names=tuple(
- f"{i.__class__.__name__}" f"{i.get_id()+1}"
+ f"{i.__class__.__name__}{i.get_id()+1}"
for i in atoms
),
atom_ids=tuple(i.get_id() for i in atoms),
@@ -313,8 +361,7 @@ def _assign_angle_terms( # noqa: C901, PLR0912, PLR0915
# For four coordinate systems, apply standard angle theta to
# neighbouring atoms, then compute pyramid angle for opposing
# interaction.
- for central_name in pyramid_angles:
- angles = pyramid_angles[central_name]
+ for angles in pyramid_angles.values():
all_angles_values = {
i: np.degrees(
stko.vector_angle(
@@ -359,8 +406,7 @@ def _assign_angle_terms( # noqa: C901, PLR0912, PLR0915
# For six coordinate systems, assume octahedral geometry.
# So 90 degrees with 12 smallest angles, 180 degrees for the rest.
- for central_name in octahedral_angles:
- angles = octahedral_angles[central_name]
+ for angles in octahedral_angles.values():
all_angles_values = {
i: np.degrees(
stko.vector_angle(
@@ -765,19 +811,33 @@ def __init__(
self._torsion_ranges: tuple = ()
self._nonbonded_ranges: tuple = ()
- def add_bond_range(self, bond_range: tuple) -> None:
+ def add_bond_range(
+ self,
+ bond_range: abc.Sequence[TargetBondRange],
+ ) -> None:
"""Add a range of terms to library."""
self._bond_ranges += (bond_range,)
- def add_angle_range(self, angle_range: tuple) -> None:
+ def add_angle_range(
+ self,
+ angle_range: abc.Sequence[
+ TargetAngleRange | TargetCosineAngleRange | PyramidAngleRange
+ ],
+ ) -> None:
"""Add a range of terms to library."""
self._angle_ranges += (angle_range,)
- def add_torsion_range(self, torsion_range: tuple) -> None:
+ def add_torsion_range(
+ self,
+ torsion_range: abc.Sequence[TargetTorsionRange],
+ ) -> None:
"""Add a range of terms to library."""
self._torsion_ranges += (torsion_range,)
- def add_nonbonded_range(self, nonbonded_range: tuple) -> None:
+ def add_nonbonded_range(
+ self,
+ nonbonded_range: abc.Sequence[TargetNonbondedRange],
+ ) -> None:
"""Add a range of terms to library."""
self._nonbonded_ranges += (nonbonded_range,)
diff --git a/src/cgexplore/_internal/forcefields/utilities.py b/src/cgexplore/_internal/forcefields/utilities.py
index a773ec10..b805e595 100644
--- a/src/cgexplore/_internal/forcefields/utilities.py
+++ b/src/cgexplore/_internal/forcefields/utilities.py
@@ -1,20 +1,9 @@
# Distributed under the terms of the MIT License.
-"""Utilities module.
-
-Author: Andrew Tarzia
-
-"""
-
-import logging
+"""Utilities module."""
from openmm import openmm
-logging.basicConfig(
- level=logging.INFO,
- format="%(asctime)s | %(levelname)s | %(message)s",
-)
-
def custom_excluded_volume_force() -> openmm.CustomNonbondedForce:
"""Define Custom Excluded Volume force."""
diff --git a/src/cgexplore/_internal/scram/__init__.py b/src/cgexplore/_internal/scram/__init__.py
new file mode 100644
index 00000000..5d006234
--- /dev/null
+++ b/src/cgexplore/_internal/scram/__init__.py
@@ -0,0 +1 @@
+"""scram module."""
diff --git a/src/cgexplore/_internal/scram/building_block_enum.py b/src/cgexplore/_internal/scram/building_block_enum.py
new file mode 100644
index 00000000..a342c24d
--- /dev/null
+++ b/src/cgexplore/_internal/scram/building_block_enum.py
@@ -0,0 +1,140 @@
+"""Script to generate and optimise CG models."""
+
+import itertools as it
+import logging
+from collections import Counter, abc
+from copy import deepcopy
+from typing import assert_never
+
+logging.basicConfig(
+ level=logging.INFO,
+ format="%(asctime)s | %(levelname)s | %(message)s",
+)
+
+
+def length_2_heteroleptic_bb_dicts(tstr: str) -> dict[int, int]:
+ """Define bb dictionaries available to heteroleptic systems.
+
+ Allows for two ditopic building blocks to be added as:
+ 0: larger -- constant
+ 1: smaller
+ 2: smaller2
+
+ """
+ return {
+ # tstr:
+ "2P4": (({0: [0, 1], 1: [], 2: []}), 4),
+ "3P6": (({0: [0, 1, 2], 1: [], 2: []}), 6),
+ "4P8": (({0: [0, 1, 2, 3], 1: [], 2: []}), 8),
+ "4P82": (({0: [0, 1, 2, 3], 1: [], 2: []}), 8),
+ "6P12": (({0: [0, 1, 2, 3, 4, 5], 1: [], 2: []}), 12),
+ "6P122": (({0: [0, 1, 2, 3, 4, 5], 1: [], 2: []}), 12),
+ "8P162": (({0: [0, 1, 2, 3, 4, 5, 6, 7], 1: [], 2: []}), 16),
+ "8P16": (({0: [0, 1, 2, 3, 4, 5, 6, 7], 1: [], 2: []}), 16),
+ "2P3": (({0: [0, 1], 1: [], 2: []}), 3),
+ "4P6": (({0: [0, 1, 2, 3], 1: [], 2: []}), 6),
+ "4P62": (({0: [0, 1, 2, 3], 1: [], 2: []}), 6),
+ "6P9": (({0: [0, 1, 2, 3, 4, 5], 1: [], 2: []}), 9),
+ "8P12": (({0: [0, 1, 2, 3, 4, 5, 6, 7], 1: [], 2: []}), 12),
+ }[tstr]
+
+
+def length_3_heteroleptic_bb_dicts(tstr: str) -> dict[int, int]:
+ """Define bb dictionaries available to heteroleptic systems.
+
+ Allows for two tritopic building blocks to be added as:
+ 0: larger
+ 1: larger2
+ 2: smaller -- constant
+
+ """
+ return {
+ # tstr:
+ "2P3": (({0: [], 1: [], 2: list(range(2, 5))}), 2),
+ "4P6": (({0: [], 1: [], 2: list(range(4, 10))}), 4),
+ "4P62": (({0: [], 1: [], 2: list(range(4, 10))}), 4),
+ "6P9": (({0: [], 1: [], 2: list(range(6, 15))}), 6),
+ "8P12": (({0: [], 1: [], 2: list(range(8, 20))}), 8),
+ }[tstr]
+
+
+def length_4_heteroleptic_bb_dicts(tstr: str) -> dict[int, int]:
+ """Define bb dictionaries available to heteroleptic systems.
+
+ Allows for two tetratopic building blocks to be added as:
+ 0: larger
+ 1: larger2
+ 2: smaller -- constant
+
+ """
+ return {
+ # tstr:
+ "2P4": (({0: [], 1: [], 2: list(range(2, 6))}), 2),
+ "3P6": (({0: [], 1: [], 2: list(range(3, 9))}), 3),
+ "4P8": (({0: [], 1: [], 2: list(range(4, 12))}), 4),
+ "4P82": (({0: [], 1: [], 2: list(range(4, 12))}), 4),
+ "6P12": (({0: [], 1: [], 2: list(range(6, 18))}), 6),
+ "6P122": (({0: [], 1: [], 2: list(range(6, 18))}), 6),
+ "8P162": (({0: [], 1: [], 2: list(range(8, 24))}), 8),
+ "8P16": (({0: [], 1: [], 2: list(range(8, 24))}), 8),
+ }[tstr]
+
+
+def get_potential_bb_dicts(
+ tstr: str,
+ ratio: tuple[int, int],
+ bb_type: str,
+) -> abc.Sequence[dict[int, abc.Sequence[int]]]:
+ """Get potential building block dictionaries."""
+ match bb_type:
+ case "ditopic":
+ possibilities, count_to_add = length_2_heteroleptic_bb_dicts(tstr)
+ current_counter = max(
+ [
+ max(possibilities[i])
+ for i in possibilities
+ if len(possibilities[i]) != 0
+ ]
+ )
+
+ case "tritopic":
+ possibilities, count_to_add = length_3_heteroleptic_bb_dicts(tstr)
+ # Use minus one because of the +1 later on needed for other states.
+ current_counter = -1
+
+ case "tetratopic":
+ possibilities, count_to_add = length_4_heteroleptic_bb_dicts(tstr)
+ # Use minus one because of the +1 later on needed for other states.
+ current_counter = -1
+
+ case _ as unreachable:
+ assert_never(unreachable)
+
+ modifiable = [i for i in possibilities if len(possibilities[i]) == 0]
+
+ saved = set()
+ possible_dicts = []
+ for combo in it.product(modifiable, repeat=count_to_add):
+ counted = Counter(combo).values()
+ current_ratio = [i / min(counted) for i in counted]
+ if len(current_ratio) != len(ratio):
+ continue
+
+ if tuple(i for i in current_ratio) != ratio:
+ continue
+ if combo in saved:
+ continue
+ saved.add(combo)
+
+ new_possibility = deepcopy(possibilities)
+ for idx, bb in enumerate(combo):
+ new_possibility[bb].append(current_counter + idx + 1)
+
+ possible_dicts.append((len(possible_dicts), new_possibility))
+
+ msg = "bring rmsd checker in here"
+ logging.info(msg)
+ msg = "use symmetry corrected RMSD on single-bead repr of tstr"
+ logging.info(msg)
+
+ return tuple(possible_dicts)
diff --git a/src/cgexplore/_internal/scram/construction.py b/src/cgexplore/_internal/scram/construction.py
new file mode 100644
index 00000000..8ba86c8b
--- /dev/null
+++ b/src/cgexplore/_internal/scram/construction.py
@@ -0,0 +1,495 @@
+"""Utilities module."""
+
+import logging
+import pathlib
+
+import networkx as nx
+import numpy as np
+import stk
+import stko
+from openmm import OpenMMException, openmm
+
+from cgexplore._internal.forcefields.assigned_system import AssignedSystem
+from cgexplore._internal.forcefields.forcefield import ForceField
+from cgexplore._internal.molecular.conformer import Conformer
+from cgexplore._internal.molecular.ensembles import Ensemble
+from cgexplore._internal.scram.topology_code import TopologyCode
+from cgexplore._internal.topologies.custom_topology import CustomTopology
+from cgexplore._internal.utilities.databases import AtomliteDatabase
+from cgexplore._internal.utilities.generation_utilities import (
+ run_constrained_optimisation,
+ run_optimisation,
+ run_soft_md_cycle,
+ yield_shifted_models,
+)
+
+from .enumeration import IHomolepticTopologyIterator, TopologyIterator
+
+logging.basicConfig(
+ level=logging.INFO,
+ format="%(asctime)s | %(levelname)s | %(message)s",
+)
+
+
+def graph_optimise_cage( # noqa: PLR0913
+ molecule: stk.Molecule,
+ name: str,
+ output_dir: pathlib.Path,
+ forcefield: ForceField,
+ platform: str | None,
+ database_path: pathlib.Path,
+) -> Conformer:
+ """Optimise a toy model cage."""
+ fina_mol_file = output_dir / f"{name}_wipfinal.mol"
+
+ database = AtomliteDatabase(database_path)
+ # Do not rerun if database entry exists.
+ if database.has_molecule(key=name):
+ final_molecule = database.get_molecule(key=name)
+ final_molecule.write(fina_mol_file)
+ return Conformer(
+ molecule=final_molecule,
+ energy_decomposition=database.get_property(
+ key=name,
+ property_key="energy_decomposition",
+ property_type=dict,
+ ),
+ )
+
+ # Do not rerun if final mol exists.
+ if fina_mol_file.exists():
+ ensemble = Ensemble(
+ base_molecule=molecule,
+ base_mol_path=output_dir / f"{name}_base.mol",
+ conformer_xyz=output_dir / f"{name}_ensemble.xyz",
+ data_json=output_dir / f"{name}_ensemble.json",
+ overwrite=False,
+ )
+ conformer = ensemble.get_lowest_e_conformer()
+ database.add_molecule(molecule=conformer.molecule, key=name)
+ database.add_properties(
+ key=name,
+ property_dict={
+ "energy_decomposition": conformer.energy_decomposition,
+ "source": conformer.source,
+ "optimised": True,
+ },
+ )
+ return ensemble.get_lowest_e_conformer()
+
+ assigned_system = forcefield.assign_terms(molecule, name, output_dir)
+ if (output_dir / f"{name}_ensemblewip.xyz").exists():
+ (output_dir / f"{name}_ensemblewip.xyz").unlink()
+ ensemble = Ensemble(
+ base_molecule=molecule,
+ base_mol_path=output_dir / f"{name}_base.mol",
+ conformer_xyz=output_dir / f"{name}_ensemblewip.xyz",
+ data_json=output_dir / f"{name}_ensemble.json",
+ overwrite=True,
+ )
+ temp_molecule = run_constrained_optimisation(
+ assigned_system=assigned_system,
+ name=name,
+ output_dir=output_dir,
+ bond_ff_scale=10,
+ angle_ff_scale=10,
+ max_iterations=20,
+ platform=platform,
+ )
+
+ conformer = run_optimisation(
+ assigned_system=AssignedSystem(
+ molecule=temp_molecule,
+ forcefield_terms=assigned_system.forcefield_terms,
+ system_xml=assigned_system.system_xml,
+ topology_xml=assigned_system.topology_xml,
+ bead_set=assigned_system.bead_set,
+ vdw_bond_cutoff=assigned_system.vdw_bond_cutoff,
+ ),
+ name=name,
+ file_suffix="opt1",
+ output_dir=output_dir,
+ platform=platform,
+ )
+ ensemble.add_conformer(conformer=conformer, source="opt1")
+
+ # Run optimisations of series of conformers with shifted out
+ # building blocks.
+ for test_molecule in yield_shifted_models(
+ temp_molecule, forcefield, kicks=(1, 2, 3, 4)
+ ):
+ conformer = run_optimisation(
+ assigned_system=AssignedSystem(
+ molecule=test_molecule,
+ forcefield_terms=assigned_system.forcefield_terms,
+ system_xml=assigned_system.system_xml,
+ topology_xml=assigned_system.topology_xml,
+ bead_set=assigned_system.bead_set,
+ vdw_bond_cutoff=assigned_system.vdw_bond_cutoff,
+ ),
+ name=name,
+ file_suffix="sopt",
+ output_dir=output_dir,
+ platform=platform,
+ )
+ ensemble.add_conformer(conformer=conformer, source="shifted")
+
+ stko_graph = stko.Network.init_from_molecule(conformer.molecule)
+ for i, nx_positions in enumerate(
+ (
+ nx.spectral_layout(stko_graph.get_graph(), dim=3),
+ nx.get_node_attributes(
+ nx.random_geometric_graph(
+ n=conformer.molecule.get_num_atoms(), radius=1, dim=3
+ ),
+ "pos",
+ ),
+ nx.spring_layout(stko_graph.get_graph(), dim=3),
+ nx.kamada_kawai_layout(stko_graph.get_graph(), dim=3),
+ )
+ ):
+ try:
+ # We allow these to independantly failed because the nx graphs can
+ # be ridiculous.
+ pos_mat = np.array([nx_positions[i] for i in nx_positions])
+ if pos_mat.shape[1] != 3: # noqa: PLR2004
+ msg = "built a non 3D graph"
+ raise RuntimeError(msg)
+
+ test_molecule = conformer.molecule.with_position_matrix(
+ pos_mat * 10
+ )
+ conformer = run_optimisation(
+ assigned_system=forcefield.assign_terms(
+ test_molecule, name, output_dir
+ ),
+ name=name,
+ file_suffix="nopt",
+ output_dir=output_dir,
+ platform=platform,
+ )
+
+ ensemble.add_conformer(conformer=conformer, source=f"nx{i}")
+ except OpenMMException:
+ logging.info("failed graph opt of %s", name)
+
+ # Try with graph positions.
+ rng = np.random.default_rng(seed=100)
+ for attempt in range(10):
+ pos_mat = rng.random(size=(conformer.molecule.get_num_atoms(), 3))
+ test_molecule = conformer.molecule.with_position_matrix(pos_mat * 10)
+ conformer = run_optimisation(
+ assigned_system=AssignedSystem(
+ molecule=test_molecule,
+ forcefield_terms=assigned_system.forcefield_terms,
+ system_xml=assigned_system.system_xml,
+ topology_xml=assigned_system.topology_xml,
+ bead_set=assigned_system.bead_set,
+ vdw_bond_cutoff=assigned_system.vdw_bond_cutoff,
+ ),
+ name=name,
+ file_suffix=f"ropt{attempt}",
+ output_dir=output_dir,
+ platform=platform,
+ )
+
+ ensemble.add_conformer(conformer=conformer, source="shifted")
+
+ ensemble.write_conformers_to_file()
+
+ min_energy_conformer = ensemble.get_lowest_e_conformer()
+ min_energy_conformerid = min_energy_conformer.conformer_id
+ min_energy = min_energy_conformer.energy_decomposition["total energy"][0]
+ logging.info(
+ "%s from %s with energy: %s kJ.mol-1",
+ min_energy_conformerid,
+ min_energy_conformer.source,
+ round(min_energy, 2),
+ )
+
+ # Add to atomlite database.
+ database.add_molecule(molecule=min_energy_conformer.molecule, key=name)
+ database.add_properties(
+ key=name,
+ property_dict={
+ "energy_decomposition": min_energy_conformer.energy_decomposition,
+ "source": min_energy_conformer.source,
+ "optimised": True,
+ },
+ )
+ min_energy_conformer.molecule.write(fina_mol_file)
+ return min_energy_conformer
+
+
+def optimise_cage( # noqa: PLR0913, C901, PLR0915, PLR0912
+ molecule: stk.Molecule,
+ name: str,
+ output_dir: pathlib.Path,
+ forcefield: ForceField,
+ platform: str | None,
+ database_path: pathlib.Path,
+) -> Conformer:
+ """Optimise a toy model cage."""
+ fina_mol_file = output_dir / f"{name}_final.mol"
+
+ database = AtomliteDatabase(database_path)
+ # Do not rerun if database entry exists.
+ if database.has_molecule(key=name):
+ final_molecule = database.get_molecule(key=name)
+ final_molecule.write(fina_mol_file)
+ return Conformer(
+ molecule=final_molecule,
+ energy_decomposition=database.get_property(
+ key=name,
+ property_key="energy_decomposition",
+ property_type=dict,
+ ),
+ )
+
+ # Do not rerun if final mol exists.
+ if fina_mol_file.exists():
+ ensemble = Ensemble(
+ base_molecule=molecule,
+ base_mol_path=output_dir / f"{name}_base.mol",
+ conformer_xyz=output_dir / f"{name}_ensemble.xyz",
+ data_json=output_dir / f"{name}_ensemble.json",
+ overwrite=False,
+ )
+ conformer = ensemble.get_lowest_e_conformer()
+ database.add_molecule(molecule=conformer.molecule, key=name)
+ database.add_properties(
+ key=name,
+ property_dict={
+ "energy_decomposition": conformer.energy_decomposition,
+ "source": conformer.source,
+ "optimised": True,
+ },
+ )
+ return ensemble.get_lowest_e_conformer()
+
+ assigned_system = forcefield.assign_terms(molecule, name, output_dir)
+
+ ensemble = Ensemble(
+ base_molecule=molecule,
+ base_mol_path=output_dir / f"{name}_base.mol",
+ conformer_xyz=output_dir / f"{name}_ensemble.xyz",
+ data_json=output_dir / f"{name}_ensemble.json",
+ overwrite=True,
+ )
+
+ temp_molecule = run_constrained_optimisation(
+ assigned_system=assigned_system,
+ name=name,
+ output_dir=output_dir,
+ bond_ff_scale=10,
+ angle_ff_scale=10,
+ max_iterations=20,
+ platform=platform,
+ )
+
+ conformer = run_optimisation(
+ assigned_system=AssignedSystem(
+ molecule=temp_molecule,
+ forcefield_terms=assigned_system.forcefield_terms,
+ system_xml=assigned_system.system_xml,
+ topology_xml=assigned_system.topology_xml,
+ bead_set=assigned_system.bead_set,
+ vdw_bond_cutoff=assigned_system.vdw_bond_cutoff,
+ ),
+ name=name,
+ file_suffix="opt1",
+ output_dir=output_dir,
+ platform=platform,
+ )
+ ensemble.add_conformer(conformer=conformer, source="opt1")
+
+ # Run optimisations of series of conformers with shifted out
+ # building blocks.
+ for test_molecule in yield_shifted_models(
+ temp_molecule, forcefield, kicks=(1, 2, 3, 4)
+ ):
+ conformer = run_optimisation(
+ assigned_system=AssignedSystem(
+ molecule=test_molecule,
+ forcefield_terms=assigned_system.forcefield_terms,
+ system_xml=assigned_system.system_xml,
+ topology_xml=assigned_system.topology_xml,
+ bead_set=assigned_system.bead_set,
+ vdw_bond_cutoff=assigned_system.vdw_bond_cutoff,
+ ),
+ name=name,
+ file_suffix="sopt",
+ output_dir=output_dir,
+ platform=platform,
+ )
+
+ ensemble.add_conformer(conformer=conformer, source="shifted")
+
+ # Add neighbours to systematic scan.
+ if "scan" in name:
+ si, sj = name.split("_")[1].split("-")
+
+ potential_names = [
+ f"scan_{int(si)-1}-{int(sj)-1}",
+ f"scan_{int(si)-1}-{int(sj)}",
+ f"scan_{int(si)}-{int(sj)-1}",
+ ]
+ elif "ts_" in name:
+ _, tstr, si, sj, _at = name.split("_")
+
+ potential_names = []
+ for i in range(6):
+ potential_names.extend(
+ [
+ f"ts_{tstr}_{int(si)-1}_{int(sj)-1}_{i}",
+ f"ts_{tstr}_{int(si)-1}_{int(sj)}_{i}",
+ f"ts_{tstr}_{int(si)}_{int(sj)-1}_{i}",
+ ]
+ )
+ else:
+ potential_names = []
+
+ for potential_name in potential_names:
+ potential_file = output_dir / f"{potential_name}_final.mol"
+ if not potential_file.exists():
+ continue
+ test_molecule = temp_molecule.with_structure_from_file(potential_file)
+ conformer = run_optimisation(
+ assigned_system=AssignedSystem(
+ molecule=test_molecule,
+ forcefield_terms=assigned_system.forcefield_terms,
+ system_xml=assigned_system.system_xml,
+ topology_xml=assigned_system.topology_xml,
+ bead_set=assigned_system.bead_set,
+ vdw_bond_cutoff=assigned_system.vdw_bond_cutoff,
+ ),
+ name=name,
+ file_suffix="ns",
+ output_dir=output_dir,
+ platform=platform,
+ )
+ ensemble.add_conformer(conformer=conformer, source="ns")
+
+ num_steps = 20000
+ traj_freq = 500
+ soft_md_trajectory = run_soft_md_cycle(
+ name=name,
+ assigned_system=AssignedSystem(
+ molecule=ensemble.get_lowest_e_conformer().molecule,
+ forcefield_terms=assigned_system.forcefield_terms,
+ system_xml=assigned_system.system_xml,
+ topology_xml=assigned_system.topology_xml,
+ bead_set=assigned_system.bead_set,
+ vdw_bond_cutoff=assigned_system.vdw_bond_cutoff,
+ ),
+ output_dir=output_dir,
+ suffix="smd",
+ bond_ff_scale=10,
+ angle_ff_scale=10,
+ temperature=300 * openmm.unit.kelvin,
+ num_steps=num_steps,
+ time_step=0.5 * openmm.unit.femtoseconds,
+ friction=1.0 / openmm.unit.picosecond,
+ reporting_freq=traj_freq,
+ traj_freq=traj_freq,
+ platform=platform,
+ )
+ failed_md = False
+ if soft_md_trajectory is None:
+ failed_md = True
+
+ if not failed_md:
+ soft_md_data = soft_md_trajectory.get_data()
+ # Check that the trajectory is as long as it should be.
+ if len(soft_md_data) != num_steps / traj_freq:
+ failed_md = True
+
+ # Go through each conformer from soft MD.
+ # Optimise them all.
+ for md_conformer in soft_md_trajectory.yield_conformers():
+ if failed_md:
+ continue
+ conformer = run_optimisation(
+ assigned_system=AssignedSystem(
+ molecule=md_conformer.molecule,
+ forcefield_terms=assigned_system.forcefield_terms,
+ system_xml=assigned_system.system_xml,
+ topology_xml=assigned_system.topology_xml,
+ bead_set=assigned_system.bead_set,
+ vdw_bond_cutoff=assigned_system.vdw_bond_cutoff,
+ ),
+ name=name,
+ file_suffix="smd_mdc",
+ output_dir=output_dir,
+ platform=platform,
+ )
+ ensemble.add_conformer(conformer=conformer, source="smd")
+
+ ensemble.write_conformers_to_file()
+
+ min_energy_conformer = ensemble.get_lowest_e_conformer()
+ min_energy_conformerid = min_energy_conformer.conformer_id
+ min_energy = min_energy_conformer.energy_decomposition["total energy"][0]
+ logging.info(
+ "%s from %s with energy: %s kJ.mol-1",
+ min_energy_conformerid,
+ min_energy_conformer.source,
+ round(min_energy, 2),
+ )
+
+ # Add to atomlite database.
+ database.add_molecule(molecule=min_energy_conformer.molecule, key=name)
+ database.add_properties(
+ key=name,
+ property_dict={
+ "energy_decomposition": min_energy_conformer.energy_decomposition,
+ "source": min_energy_conformer.source,
+ "optimised": True,
+ },
+ )
+ min_energy_conformer.molecule.write(fina_mol_file)
+ return min_energy_conformer
+
+
+def try_except_construction(
+ iterator: TopologyIterator | IHomolepticTopologyIterator,
+ topology_code: TopologyCode,
+ vertex_positions: dict[int, np.ndarray] | None = None,
+) -> stk.ConstructedMolecule:
+ """Try construction with alignment, then without."""
+ try:
+ # Try with aligning vertices.
+ constructed_molecule = stk.ConstructedMolecule(
+ CustomTopology(
+ building_blocks=iterator.building_blocks,
+ vertex_prototypes=iterator.get_vertex_prototypes(
+ unaligning=False
+ ),
+ # Convert to edge prototypes.
+ edge_prototypes=topology_code.edges_from_connection(
+ iterator.get_vertex_prototypes(unaligning=False)
+ ),
+ vertex_alignments=None,
+ vertex_positions=vertex_positions,
+ scale_multiplier=iterator.scale_multiplier,
+ )
+ )
+
+ except ValueError:
+ # Try with unaligning.
+ constructed_molecule = stk.ConstructedMolecule(
+ CustomTopology(
+ building_blocks=iterator.building_blocks,
+ vertex_prototypes=iterator.get_vertex_prototypes(
+ unaligning=True
+ ),
+ # Convert to edge prototypes.
+ edge_prototypes=topology_code.edges_from_connection(
+ iterator.get_vertex_prototypes(unaligning=True)
+ ),
+ vertex_alignments=None,
+ vertex_positions=vertex_positions,
+ scale_multiplier=iterator.scale_multiplier,
+ )
+ )
+ return constructed_molecule
diff --git a/src/cgexplore/_internal/scram/enumeration.py b/src/cgexplore/_internal/scram/enumeration.py
new file mode 100644
index 00000000..f5fcc007
--- /dev/null
+++ b/src/cgexplore/_internal/scram/enumeration.py
@@ -0,0 +1,989 @@
+"""Define classes for enumeration of graphs."""
+
+import json
+import logging
+import pathlib
+from collections import Counter, abc, defaultdict
+from copy import deepcopy
+from dataclasses import dataclass
+from typing import Literal
+
+import numpy as np
+import rustworkx as rx
+import stk
+
+from cgexplore._internal.topologies.custom_topology import CustomTopology
+from cgexplore._internal.topologies.graphs import (
+ CGM4L8,
+ CGM12L24,
+ UnalignedM1L2,
+)
+
+from .topology_code import Constructed, TopologyCode
+from .utilities import points_on_sphere, vmap_to_str
+
+logging.basicConfig(
+ level=logging.INFO,
+ format="%(asctime)s | %(levelname)s | %(message)s",
+)
+
+
+class TopologyIterator:
+ """Iterate over topology graphs."""
+
+ def __init__(
+ self,
+ tetra_bb: stk.BuildingBlock,
+ converging_bb: stk.BuildingBlock,
+ diverging_bb: stk.BuildingBlock,
+ multiplier: int,
+ stoichiometry: tuple[int, int, int],
+ ) -> None:
+ """Initialize."""
+ if stoichiometry == (1, 1, 1):
+ if multiplier == 1:
+ self._building_blocks = {
+ tetra_bb: (0,),
+ converging_bb: (1,),
+ diverging_bb: (2,),
+ }
+ self._underlying_topology = UnalignedM1L2
+ self._scale_multiplier = 2
+ self._skip_initial = True
+
+ elif multiplier == 2: # noqa: PLR2004
+ self._building_blocks = {
+ tetra_bb: (0, 1),
+ converging_bb: (2, 3),
+ diverging_bb: (4, 5),
+ }
+ self._underlying_topology = stk.cage.M2L4Lantern
+ self._scale_multiplier = 2
+ self._skip_initial = False
+
+ elif multiplier == 3: # noqa: PLR2004
+ self._building_blocks = {
+ tetra_bb: (0, 1, 2),
+ converging_bb: (3, 4, 5),
+ diverging_bb: (6, 7, 8),
+ }
+ self._underlying_topology = stk.cage.M3L6
+ self._scale_multiplier = 2
+ self._skip_initial = False
+
+ elif multiplier == 4: # noqa: PLR2004
+ self._building_blocks = {
+ tetra_bb: (0, 1, 2, 3),
+ converging_bb: (4, 5, 6, 7),
+ diverging_bb: (8, 9, 10, 11),
+ }
+ self._underlying_topology = CGM4L8
+ self._scale_multiplier = 2
+ self._skip_initial = False
+
+ if stoichiometry == (4, 2, 3):
+ if multiplier == 1:
+ self._building_blocks = {
+ tetra_bb: (0, 1, 2),
+ converging_bb: (3, 4, 5, 6),
+ diverging_bb: (7, 8),
+ }
+ self._underlying_topology = stk.cage.M3L6
+ self._scale_multiplier = 2
+ self._skip_initial = False
+
+ elif multiplier == 2: # noqa: PLR2004
+ self._building_blocks = {
+ tetra_bb: (0, 1, 2, 3, 4, 5),
+ converging_bb: (6, 7, 8, 9, 10, 11, 12, 13),
+ diverging_bb: (14, 15, 16, 17),
+ }
+ self._underlying_topology = stk.cage.M6L12Cube
+ self._scale_multiplier = 5
+ self._skip_initial = False
+
+ elif multiplier == 4: # noqa: PLR2004
+ self._building_blocks = {
+ tetra_bb: range(12),
+ converging_bb: range(12, 28),
+ diverging_bb: range(28, 36),
+ }
+ self._underlying_topology = CGM12L24
+ self._scale_multiplier = 5
+ self._skip_initial = False
+
+ self._init_vertex_prototypes = deepcopy(
+ self._underlying_topology._vertex_prototypes # noqa: SLF001
+ )
+ self._init_edge_prototypes = deepcopy(
+ self._underlying_topology._edge_prototypes # noqa: SLF001
+ )
+ self._vertices = tuple(
+ stk.cage.UnaligningVertex(
+ id=i.get_id(),
+ position=i.get_position(),
+ aligner_edge=i.get_aligner_edge(),
+ use_neighbor_placement=i.use_neighbor_placement,
+ )
+ for i in self._underlying_topology._vertex_prototypes # noqa: SLF001
+ )
+ self._edges = tuple(
+ stk.Edge(
+ id=i.get_id(),
+ vertex1=self._vertices[i.get_vertex1_id()],
+ vertex2=self._vertices[i.get_vertex2_id()],
+ )
+ for i in self._underlying_topology._edge_prototypes # noqa: SLF001
+ )
+ self._num_scrambles = 200
+ self._num_mashes = 2
+
+ self._define_underlying()
+ self._beta = 10
+
+ def _define_underlying(self) -> None:
+ self._vertex_connections = {}
+ for edge in self._init_edge_prototypes:
+ if edge.get_vertex1_id() not in self._vertex_connections:
+ self._vertex_connections[edge.get_vertex1_id()] = 0
+ self._vertex_connections[edge.get_vertex1_id()] += 1
+
+ if edge.get_vertex2_id() not in self._vertex_connections:
+ self._vertex_connections[edge.get_vertex2_id()] = 0
+ self._vertex_connections[edge.get_vertex2_id()] += 1
+
+ self._type1 = [
+ i
+ for i in self._vertex_connections
+ if self._vertex_connections[i] == 4 # noqa: PLR2004
+ ]
+ self._type2 = [
+ i
+ for i in self._vertex_connections
+ if self._vertex_connections[i] == 2 # noqa: PLR2004
+ ]
+
+ combination = [
+ tuple(sorted((i.get_vertex1_id(), i.get_vertex2_id())))
+ for i in self._init_edge_prototypes
+ ]
+ self._initial_topology_code = TopologyCode(
+ vertex_map=combination,
+ as_string=vmap_to_str(combination),
+ )
+
+ def get_num_building_blocks(self) -> int:
+ """Get number of building blocks."""
+ return len(self._init_vertex_prototypes)
+
+ def get_beta(self) -> float:
+ """Get beta for MC algorithm."""
+ return self._beta
+
+ def get_num_scrambles(self) -> int:
+ """Get num. scrambles algorithm."""
+ return self._num_scrambles
+
+ def get_num_mashes(self) -> int:
+ """Get num. mashes algorithm."""
+ return self._num_mashes
+
+ def get_constructed_molecules(self) -> abc.Generator[Constructed]: # noqa: C901, PLR0912, PLR0915
+ """Get constructed molecules from iteration."""
+ combinations_tested = set()
+ rng = np.random.default_rng(seed=100)
+ count = 0
+
+ if not self._skip_initial:
+ try:
+ constructed = stk.ConstructedMolecule(
+ self._underlying_topology(
+ building_blocks=self._building_blocks,
+ vertex_positions=None,
+ )
+ )
+
+ yield Constructed(
+ constructed_molecule=constructed,
+ idx=0,
+ topology_code=self._initial_topology_code,
+ )
+ except ValueError:
+ pass
+ combinations_tested.add(self._initial_topology_code.as_string)
+
+ # Scramble the vertex positions.
+ for _ in range(self._num_mashes):
+ coordinates = rng.random(size=(len(self._vertices), 3))
+ new_vertex_positions = {
+ j: coordinates[j] * 10
+ for j, i in enumerate(self._vertices)
+ }
+
+ count += 1
+ try:
+ # Try with aligning vertices.
+ constructed = stk.ConstructedMolecule(
+ self._underlying_topology(
+ building_blocks=self._building_blocks,
+ vertex_positions=None,
+ )
+ )
+ yield Constructed(
+ constructed_molecule=constructed,
+ idx=count,
+ topology_code=self._initial_topology_code,
+ )
+ except ValueError:
+ # Try with unaligning.
+ try:
+ constructed = stk.ConstructedMolecule(
+ self._underlying_topology(
+ building_blocks=self._building_blocks,
+ vertex_positions=None,
+ )
+ )
+ yield Constructed(
+ constructed_molecule=constructed,
+ idx=count,
+ topology_code=self._initial_topology_code,
+ )
+ except ValueError:
+ pass
+
+ for _ in range(self._num_scrambles):
+ # Scramble the edges.
+ remaining_connections = deepcopy(self._vertex_connections)
+ available_type1s = deepcopy(self._type1)
+ available_type2s = deepcopy(self._type2)
+
+ new_edges = []
+ combination = []
+ for _ in range(len(self._init_edge_prototypes)):
+ try:
+ vertex1 = rng.choice(available_type1s)
+ vertex2 = rng.choice(available_type2s)
+ except ValueError:
+ if len(remaining_connections) == 1:
+ vertex1 = next(iter(remaining_connections.keys()))
+ vertex2 = next(iter(remaining_connections.keys()))
+
+ new_edge = stk.Edge(
+ id=len(new_edges),
+ vertex1=self._vertices[vertex1],
+ vertex2=self._vertices[vertex2],
+ )
+ new_edges.append(new_edge)
+
+ remaining_connections[vertex1] += -1
+ remaining_connections[vertex2] += -1
+
+ remaining_connections = {
+ i: remaining_connections[i]
+ for i in remaining_connections
+ if remaining_connections[i] != 0
+ }
+
+ available_type1s = [
+ i for i in self._type1 if i in remaining_connections
+ ]
+ available_type2s = [
+ i for i in self._type2 if i in remaining_connections
+ ]
+ combination.append(tuple(sorted((vertex1, vertex2))))
+
+ topology_code = TopologyCode(
+ vertex_map=combination,
+ as_string=vmap_to_str(combination),
+ )
+
+ # If you broke early, do not try to build.
+ if len(new_edges) != len(self._edges):
+ continue
+
+ if topology_code.as_string in combinations_tested:
+ continue
+
+ combinations_tested.add(topology_code.as_string)
+
+ count += 1
+ try:
+ # Try with aligning vertices.
+ constructed = stk.ConstructedMolecule(
+ CustomTopology(
+ building_blocks=self._building_blocks,
+ vertex_prototypes=self._init_vertex_prototypes,
+ edge_prototypes=new_edges,
+ vertex_alignments=None,
+ vertex_positions=None,
+ scale_multiplier=self._scale_multiplier,
+ )
+ )
+ yield Constructed(
+ constructed_molecule=constructed,
+ idx=count,
+ topology_code=topology_code,
+ )
+ except ValueError:
+ # Try with unaligning.
+ try:
+ constructed = stk.ConstructedMolecule(
+ CustomTopology(
+ building_blocks=self._building_blocks,
+ vertex_prototypes=self._vertices,
+ edge_prototypes=new_edges,
+ vertex_alignments=None,
+ vertex_positions=None,
+ scale_multiplier=self._scale_multiplier,
+ )
+ )
+ yield Constructed(
+ constructed_molecule=constructed,
+ idx=count,
+ topology_code=topology_code,
+ )
+ except ValueError:
+ pass
+
+ # Scramble the vertex positions.
+ for _ in range(self._num_mashes):
+ coordinates = rng.random(size=(len(self._vertices), 3))
+ new_vertex_positions = {
+ j: coordinates[j] * 10
+ for j, i in enumerate(self._vertices)
+ }
+
+ count += 1
+ try:
+ # Try with aligning vertices.
+ constructed = stk.ConstructedMolecule(
+ CustomTopology(
+ building_blocks=self._building_blocks,
+ vertex_prototypes=self._init_vertex_prototypes,
+ edge_prototypes=new_edges,
+ vertex_alignments=None,
+ vertex_positions=new_vertex_positions,
+ scale_multiplier=self._scale_multiplier,
+ )
+ )
+ yield Constructed(
+ constructed_molecule=constructed,
+ idx=count,
+ topology_code=topology_code,
+ )
+ except ValueError:
+ # Try with unaligning.
+ try:
+ constructed = stk.ConstructedMolecule(
+ CustomTopology(
+ building_blocks=self._building_blocks,
+ vertex_prototypes=self._vertices,
+ edge_prototypes=new_edges,
+ vertex_alignments=None,
+ vertex_positions=new_vertex_positions,
+ scale_multiplier=self._scale_multiplier,
+ )
+ )
+ yield Constructed(
+ constructed_molecule=constructed,
+ idx=count,
+ topology_code=topology_code,
+ )
+ except ValueError:
+ pass
+
+ def _get_random_topology_code(
+ self, generator: np.random.Generator
+ ) -> TopologyCode:
+ remaining_connections = deepcopy(self._vertex_connections)
+ available_type1s = deepcopy(self._type1)
+ available_type2s = deepcopy(self._type2)
+
+ vertex_map = []
+ for _ in range(len(self._init_edge_prototypes)):
+ try:
+ vertex1 = generator.choice(available_type1s)
+ vertex2 = generator.choice(available_type2s)
+ except ValueError:
+ if len(remaining_connections) == 1:
+ vertex1 = next(iter(remaining_connections.keys()))
+ vertex2 = next(iter(remaining_connections.keys()))
+
+ vertex_map.append(tuple(sorted((vertex1, vertex2))))
+
+ remaining_connections[vertex1] += -1
+ remaining_connections[vertex2] += -1
+ remaining_connections = {
+ i: remaining_connections[i]
+ for i in remaining_connections
+ if remaining_connections[i] != 0
+ }
+ available_type1s = [
+ i for i in self._type1 if i in remaining_connections
+ ]
+ available_type2s = [
+ i for i in self._type2 if i in remaining_connections
+ ]
+
+ return TopologyCode(
+ vertex_map=vertex_map, as_string=vmap_to_str(vertex_map)
+ )
+
+ def _shuffle_topology_code(
+ self,
+ topology_code: TopologyCode,
+ generator: np.random.Generator,
+ ) -> TopologyCode:
+ old_vertex_map = topology_code.vertex_map
+
+ size = (
+ generator.integers(
+ low=1, high=int(len(old_vertex_map) / 2), size=1
+ )
+ * 2
+ )
+
+ swaps = list(
+ generator.choice(
+ range(len(old_vertex_map)),
+ size=int(size[0]),
+ replace=False,
+ )
+ )
+
+ new_vertex_map = []
+ already_done = set()
+ for vmap_idx in range(len(old_vertex_map)):
+ if vmap_idx in already_done:
+ continue
+ if vmap_idx in swaps:
+ possible_ids = [i for i in swaps if i != vmap_idx]
+ other_idx = generator.choice(possible_ids, size=1)[0]
+
+ # Swap connections.
+ old1 = old_vertex_map[vmap_idx]
+ old2 = old_vertex_map[other_idx]
+
+ new1 = (old1[0], old2[1])
+ new2 = (old2[0], old1[1])
+
+ new_vertex_map.append(new1)
+ new_vertex_map.append(new2)
+ swaps = [i for i in swaps if i not in (vmap_idx, other_idx)]
+
+ already_done.add(other_idx)
+ else:
+ new_vertex_map.append(old_vertex_map[vmap_idx])
+
+ return TopologyCode(
+ vertex_map=new_vertex_map, as_string=vmap_to_str(new_vertex_map)
+ )
+
+ def get_topology(
+ self,
+ input_topology_code: TopologyCode | None,
+ generator: np.random.Generator,
+ ) -> Constructed | None:
+ """Get a topology."""
+ if input_topology_code is None:
+ topology_code = self._get_random_topology_code(generator=generator)
+ else:
+ topology_code = self._shuffle_topology_code(
+ topology_code=input_topology_code,
+ generator=generator,
+ )
+
+ try:
+ # Try with aligning vertices.
+ constructed = stk.ConstructedMolecule(
+ CustomTopology(
+ building_blocks=self._building_blocks,
+ vertex_prototypes=self._init_vertex_prototypes,
+ edge_prototypes=tuple(
+ stk.Edge(
+ id=i,
+ vertex1=self._init_vertex_prototypes[vmap[0]],
+ vertex2=self._init_vertex_prototypes[vmap[1]],
+ )
+ for i, vmap in enumerate(topology_code.vertex_map)
+ ),
+ vertex_alignments=None,
+ vertex_positions=None,
+ scale_multiplier=self._scale_multiplier,
+ )
+ )
+ return Constructed(
+ constructed_molecule=constructed,
+ idx=None,
+ topology_code=topology_code,
+ )
+ except ValueError:
+ # Try with unaligning.
+ try:
+ constructed = stk.ConstructedMolecule(
+ CustomTopology(
+ building_blocks=self._building_blocks,
+ vertex_prototypes=self._vertices,
+ edge_prototypes=tuple(
+ stk.Edge(
+ id=i,
+ vertex1=self._vertices[vmap[0]],
+ vertex2=self._vertices[vmap[1]],
+ )
+ for i, vmap in enumerate(topology_code.vertex_map)
+ ),
+ vertex_alignments=None,
+ vertex_positions=None,
+ scale_multiplier=self._scale_multiplier,
+ )
+ )
+ return Constructed(
+ constructed_molecule=constructed,
+ idx=None,
+ topology_code=topology_code,
+ )
+ except ValueError:
+ return None
+
+ def get_mashed_topology(
+ self,
+ topology_code: TopologyCode,
+ generator: np.random.Generator,
+ ) -> Constructed | None:
+ """Get a mashed topology, where vertex coordinates are changed."""
+ coordinates = generator.random(size=(len(self._vertices), 3))
+ new_vertex_positions = {
+ j: coordinates[j] * 10 for j, i in enumerate(self._vertices)
+ }
+
+ try:
+ # Try with aligning vertices.
+ constructed = stk.ConstructedMolecule(
+ CustomTopology(
+ building_blocks=self._building_blocks,
+ vertex_prototypes=self._init_vertex_prototypes,
+ edge_prototypes=tuple(
+ stk.Edge(
+ id=i,
+ vertex1=self._init_vertex_prototypes[vmap[0]],
+ vertex2=self._init_vertex_prototypes[vmap[1]],
+ )
+ for i, vmap in enumerate(topology_code.vertex_map)
+ ),
+ vertex_alignments=None,
+ vertex_positions=new_vertex_positions,
+ scale_multiplier=self._scale_multiplier,
+ )
+ )
+ return Constructed(
+ constructed_molecule=constructed,
+ idx=None,
+ topology_code=topology_code,
+ )
+ except ValueError:
+ # Try with unaligning.
+ try:
+ constructed = stk.ConstructedMolecule(
+ CustomTopology(
+ building_blocks=self._building_blocks,
+ vertex_prototypes=self._vertices,
+ edge_prototypes=tuple(
+ stk.Edge(
+ id=i,
+ vertex1=self._vertices[vmap[0]],
+ vertex2=self._vertices[vmap[1]],
+ )
+ for i, vmap in enumerate(topology_code.vertex_map)
+ ),
+ vertex_alignments=None,
+ vertex_positions=new_vertex_positions,
+ scale_multiplier=self._scale_multiplier,
+ )
+ )
+ return Constructed(
+ constructed_molecule=constructed,
+ idx=None,
+ topology_code=topology_code,
+ )
+ except ValueError:
+ return None
+
+
+class HomolepticTopologyIterator(TopologyIterator):
+ """Iterate over topology graphs."""
+
+ def __init__( # noqa: PLR0915
+ self,
+ tetra_bb: stk.BuildingBlock,
+ ditopic_bb: stk.BuildingBlock,
+ multiplier: int,
+ stoichiometry: tuple[int, int],
+ ) -> None:
+ """Initialize."""
+ if stoichiometry == (2, 1):
+ if multiplier == 1:
+ self._building_blocks = {
+ tetra_bb: (0,),
+ ditopic_bb: (1, 2),
+ }
+ self._underlying_topology = UnalignedM1L2
+ self._scale_multiplier = 2
+ self._num_scrambles = 10
+ self._num_mashes = 2
+ self._beta = 10
+
+ if multiplier == 2: # noqa: PLR2004
+ self._building_blocks = {
+ tetra_bb: (0, 1),
+ ditopic_bb: (2, 3, 4, 5),
+ }
+ self._underlying_topology = stk.cage.M2L4Lantern
+ self._scale_multiplier = 2
+ self._num_scrambles = 40
+ self._num_mashes = 1
+ self._beta = 10
+
+ if multiplier == 3: # noqa: PLR2004
+ self._building_blocks = {
+ tetra_bb: (0, 1, 2),
+ ditopic_bb: (3, 4, 5, 6, 7, 8),
+ }
+ self._underlying_topology = stk.cage.M3L6
+ self._scale_multiplier = 2
+ self._num_scrambles = 100
+ self._num_mashes = 1
+ self._beta = 10
+
+ if multiplier == 4: # noqa: PLR2004
+ self._building_blocks = {
+ tetra_bb: (0, 1, 2, 3),
+ ditopic_bb: (4, 5, 6, 7, 8, 9, 10, 11),
+ }
+ self._underlying_topology = CGM4L8
+ self._scale_multiplier = 2
+ self._num_scrambles = 100
+ self._num_mashes = 1
+ self._beta = 10
+
+ if multiplier == 6: # noqa: PLR2004
+ self._building_blocks = {
+ tetra_bb: range(6),
+ ditopic_bb: range(6, 18),
+ }
+ self._underlying_topology = stk.cage.M6L12Cube
+ self._scale_multiplier = 5
+ self._num_scrambles = 500
+ self._num_mashes = 1
+ self._beta = 10
+
+ if multiplier == 8: # noqa: PLR2004
+ self._building_blocks = {
+ tetra_bb: range(8),
+ ditopic_bb: range(8, 24),
+ }
+ self._underlying_topology = stk.cage.EightPlusSixteen
+ self._scale_multiplier = 5
+ self._num_scrambles = 500
+ self._num_mashes = 1
+ self._beta = 1
+
+ if multiplier == 10: # noqa: PLR2004
+ self._building_blocks = {
+ tetra_bb: range(10),
+ ditopic_bb: range(10, 30),
+ }
+ self._underlying_topology = stk.cage.TenPlusTwenty
+ self._scale_multiplier = 5
+ self._num_scrambles = 500
+ self._num_mashes = 1
+ self._beta = 1
+
+ if multiplier == 12: # noqa: PLR2004
+ self._building_blocks = {
+ tetra_bb: range(12),
+ ditopic_bb: range(12, 36),
+ }
+ self._underlying_topology = CGM12L24
+ self._scale_multiplier = 5
+ self._num_scrambles = 500
+ self._num_mashes = 1
+ self._beta = 1
+
+ self._init_vertex_prototypes = deepcopy(
+ self._underlying_topology._vertex_prototypes # noqa: SLF001
+ )
+ self._init_edge_prototypes = deepcopy(
+ self._underlying_topology._edge_prototypes # noqa: SLF001
+ )
+ self._vertices = tuple(
+ stk.cage.UnaligningVertex(
+ id=i.get_id(),
+ position=i.get_position(),
+ aligner_edge=i.get_aligner_edge(),
+ use_neighbor_placement=i.use_neighbor_placement,
+ )
+ for i in self._underlying_topology._vertex_prototypes # noqa: SLF001
+ )
+ self._edges = tuple(
+ stk.Edge(
+ id=i.get_id(),
+ vertex1=self._vertices[i.get_vertex1_id()],
+ vertex2=self._vertices[i.get_vertex2_id()],
+ )
+ for i in self._underlying_topology._edge_prototypes # noqa: SLF001
+ )
+
+ self._skip_initial = True
+ self._define_underlying()
+
+
+@dataclass
+class IHomolepticTopologyIterator:
+ """Iterate over topology graphs."""
+
+ building_block_counts: dict[stk.BuildingBlock, int]
+ graph_type: str
+ graph_set: Literal["rx", "nx", "rx_nodoubles"] = "rx"
+ scale_multiplier = 5
+
+ def __post_init__(self) -> None:
+ """Initialize."""
+ match self.graph_set:
+ case "rx":
+ self.graphs_path = (
+ pathlib.Path(__file__).resolve().parent
+ / "known_graphs"
+ / f"rx_{self.graph_type}.json"
+ )
+ self.max_samples = int(1e4)
+
+ case "rx_nodoubles":
+ self.graphs_path = (
+ pathlib.Path(__file__).resolve().parent
+ / "known_graphs"
+ / f"rxnd_{self.graph_type}.json"
+ )
+ self.max_samples = int(1e5)
+
+ case "nx":
+ self.graphs_path = (
+ pathlib.Path(__file__).resolve().parent
+ / "known_graphs"
+ / f"g_{self.graph_type}.json"
+ )
+ if not self.graphs_path.exists():
+ msg = "building graphs with nx no longer available"
+ raise RuntimeError(msg)
+
+ case _:
+ raise RuntimeError
+
+ # Use an angle rotation of points on a sphere for each building block
+ # type to avoid overlap of distinct building block spheres with the
+ # same number of instances.
+ angle_rotations = range(
+ 0, 360, int(360 / len(self.building_block_counts))
+ )
+
+ # Write vertex prototypes as a function of number of functional groups
+ # and position them on spheres.
+ vertex_map = {}
+ vertex_prototypes = []
+ unaligned_vertex_prototypes = []
+ reactable_vertex_ids = []
+ num_edges = 0
+ vertex_counts = {}
+ vertex_types_by_fg = defaultdict(list)
+ building_block_dict = {}
+ for building_block, angle_rotation in zip(
+ self.building_block_counts,
+ angle_rotations,
+ strict=True,
+ ):
+ building_block_dict[building_block] = []
+
+ num_functional_groups = building_block.get_num_functional_groups()
+ num_instances = self.building_block_counts[building_block]
+
+ type_positions = points_on_sphere(
+ sphere_radius=1,
+ num_points=num_instances,
+ angle_rotation=angle_rotation,
+ )
+ for _, position in zip(
+ range(num_instances),
+ type_positions,
+ strict=True,
+ ):
+ vertex_id = len(vertex_prototypes)
+
+ vertex_types_by_fg[num_functional_groups].append(vertex_id)
+
+ vertex_map[vertex_id] = building_block
+
+ num_edges += num_functional_groups
+ reactable_vertex_ids.extend(
+ [vertex_id] * num_functional_groups
+ )
+ building_block_dict[building_block].append(vertex_id)
+ vertex_counts[vertex_id] = num_functional_groups
+ if num_functional_groups == 2: # noqa: PLR2004
+ vertex_prototypes.append(
+ stk.cage.AngledVertex(
+ id=vertex_id,
+ position=position,
+ use_neighbor_placement=False,
+ )
+ )
+
+ elif num_functional_groups >= 3: # noqa: PLR2004
+ vertex_prototypes.append(
+ stk.cage.NonLinearVertex(
+ id=vertex_id,
+ position=position,
+ use_neighbor_placement=False,
+ )
+ )
+
+ else:
+ msg = "wrong number of functional groups"
+ raise RuntimeError(msg)
+
+ unaligned_vertex_prototypes.append(
+ stk.cage.UnaligningVertex(
+ id=vertex_id,
+ position=position,
+ use_neighbor_placement=False,
+ )
+ )
+
+ self.building_blocks = {
+ i: tuple(building_block_dict[i]) for i in building_block_dict
+ }
+ self.vertex_map = vertex_map
+ self.vertex_counts = vertex_counts
+ self.vertex_types_by_fg = {
+ i: tuple(vertex_types_by_fg[i]) for i in vertex_types_by_fg
+ }
+ self.reactable_vertex_ids = reactable_vertex_ids
+ self.vertex_prototypes = vertex_prototypes
+ self.unaligned_vertex_prototypes = unaligned_vertex_prototypes
+
+ def get_num_building_blocks(self) -> int:
+ """Get number of building blocks."""
+ return len(self.vertex_prototypes)
+
+ def get_vertex_prototypes(self, unaligning: bool) -> list[stk.Vertex]:
+ """Get vertex prototypes."""
+ if unaligning:
+ return self.unaligned_vertex_prototypes
+ return self.vertex_prototypes
+
+ def _define_all_graphs(self) -> None:
+ combinations_tested = set()
+ run_topology_codes = []
+
+ num_types = len(self.vertex_types_by_fg.keys())
+ if num_types != 2: # noqa: PLR2004
+ msg = "not implemented for other types yet"
+ raise RuntimeError(msg)
+
+ type1, type2 = sorted(self.vertex_types_by_fg.keys(), reverse=True)
+
+ itera1 = [
+ i
+ for i in self.reactable_vertex_ids
+ if i in self.vertex_types_by_fg[type1]
+ ]
+
+ rng = np.random.default_rng(seed=100)
+ options = [
+ i
+ for i in self.reactable_vertex_ids
+ if i in self.vertex_types_by_fg[type2]
+ ]
+
+ to_save = []
+ for _ in range(self.max_samples):
+ rng.shuffle(options)
+ # Build an edge selection.
+ combination = [
+ tuple(sorted((i, j)))
+ for i, j in zip(itera1, options, strict=True)
+ ]
+
+ # Need to check for nonsensical ones here.
+ # Check the number of egdes per vertex is correct.
+ counter = Counter([i for j in combination for i in j])
+ if counter != self.vertex_counts:
+ continue
+
+ # If are any self-reactions.
+ if any(abs(i - j) == 0 for i, j in combination):
+ continue
+
+ topology_code = TopologyCode(
+ vertex_map=combination,
+ as_string=vmap_to_str(combination),
+ )
+
+ if (
+ self.graph_set == "rx_nodoubles"
+ and topology_code.contains_doubles()
+ ):
+ continue
+
+ # Check for string done.
+ if topology_code.as_string in combinations_tested:
+ continue
+
+ combinations_tested.add(topology_code.as_string)
+
+ # Convert TopologyCode to a graph.
+ current_graph = topology_code.get_graph()
+
+ # Check that graph for isomorphism with others graphs.
+ passed_iso = True
+ for tc in run_topology_codes:
+ test_graph = tc.get_graph()
+
+ if rx.is_isomorphic(current_graph, test_graph):
+ passed_iso = False
+ break
+
+ if not passed_iso:
+ continue
+
+ run_topology_codes.append(topology_code)
+ to_save.append(combination)
+ logging.info("found one at %s", _)
+
+ with self.graphs_path.open("w") as f:
+ json.dump(to_save, f)
+
+ def get_graphs(self) -> abc.Generator[TopologyCode]:
+ """Get constructed molecules from iteration.
+
+ Yields only completely connected graphs.
+ """
+ if not self.graphs_path.exists():
+ self._define_all_graphs()
+
+ with self.graphs_path.open("r") as f:
+ all_graphs = json.load(f)
+
+ logging.info(
+ "there are %s graphs, %s", len(all_graphs), self.graph_type
+ )
+
+ for combination in all_graphs:
+ topology_code = TopologyCode(
+ vertex_map=combination,
+ as_string=vmap_to_str(combination),
+ )
+
+ num_components = rx.number_connected_components(
+ topology_code.get_graph()
+ )
+ if num_components == 1:
+ yield topology_code
diff --git a/src/cgexplore/_internal/scram/known_graphs/g_10P20.json b/src/cgexplore/_internal/scram/known_graphs/g_10P20.json
new file mode 100644
index 00000000..9b88eb06
--- /dev/null
+++ b/src/cgexplore/_internal/scram/known_graphs/g_10P20.json
@@ -0,0 +1 @@
+[[[0, 21], [0, 27], [0, 10], [0, 16], [1, 12], [1, 22], [1, 15], [1, 26], [2, 20], [2, 23], [2, 28], [2, 23], [3, 11], [3, 14], [3, 19], [3, 20], [4, 11], [4, 18], [4, 28], [4, 14], [5, 19], [5, 26], [5, 16], [5, 25], [6, 25], [6, 21], [6, 24], [6, 13], [7, 17], [7, 17], [7, 24], [7, 15], [8, 29], [8, 18], [8, 27], [8, 13], [9, 10], [9, 29], [9, 12], [9, 22]], [[0, 23], [0, 26], [0, 24], [0, 17], [1, 29], [1, 19], [1, 13], [1, 14], [2, 20], [2, 23], [2, 11], [2, 12], [3, 20], [3, 22], [3, 18], [3, 11], [4, 24], [4, 15], [4, 14], [4, 15], [5, 12], [5, 17], [5, 29], [5, 10], [6, 28], [6, 19], [6, 21], [6, 26], [7, 27], [7, 22], [7, 25], [7, 25], [8, 27], [8, 13], [8, 10], [8, 18], [9, 21], [9, 28], [9, 16], [9, 16]], [[0, 23], [0, 26], [0, 14], [0, 10], [1, 24], [1, 23], [1, 27], [1, 29], [2, 22], [2, 12], [2, 17], [2, 18], [3, 15], [3, 25], [3, 14], [3, 21], [4, 25], [4, 28], [4, 13], [4, 18], [5, 27], [5, 29], [5, 16], [5, 26], [6, 20], [6, 11], [6, 24], [6, 17], [7, 15], [7, 16], [7, 20], [7, 19], [8, 19], [8, 11], [8, 13], [8, 10], [9, 12], [9, 21], [9, 28], [9, 22]], [[0, 11], [0, 19], [0, 27], [0, 29], [1, 28], [1, 23], [1, 11], [1, 17], [2, 27], [2, 17], [2, 19], [2, 13], [3, 10], [3, 14], [3, 16], [3, 12], [4, 18], [4, 24], [4, 26], [4, 26], [5, 16], [5, 28], [5, 20], [5, 15], [6, 25], [6, 12], [6, 24], [6, 22], [7, 21], [7, 15], [7, 25], [7, 13], [8, 18], [8, 23], [8, 10], [8, 21], [9, 14], [9, 20], [9, 22], [9, 29]], [[0, 21], [0, 14], [0, 16], [0, 26], [1, 20], [1, 20], [1, 21], [1, 12], [2, 22], [2, 15], [2, 23], [2, 19], [3, 17], [3, 28], [3, 11], [3, 17], [4, 10], [4, 11], [4, 14], [4, 13], [5, 10], [5, 22], [5, 18], [5, 29], [6, 16], [6, 13], [6, 24], [6, 23], [7, 25], [7, 27], [7, 25], [7, 26], [8, 15], [8, 24], [8, 18], [8, 19], [9, 29], [9, 28], [9, 12], [9, 27]], [[0, 12], [0, 19], [0, 28], [0, 14], [1, 17], [1, 27], [1, 26], [1, 29], [2, 25], [2, 21], [2, 13], [2, 17], [3, 22], [3, 16], [3, 18], [3, 11], [4, 10], [4, 24], [4, 23], [4, 14], [5, 26], [5, 29], [5, 18], [5, 12], [6, 11], [6, 13], [6, 15], [6, 20], [7, 25], [7, 10], [7, 19], [7, 24], [8, 21], [8, 15], [8, 23], [8, 27], [9, 22], [9, 20], [9, 16], [9, 28]], [[0, 22], [0, 26], [0, 15], [0, 10], [1, 18], [1, 20], [1, 13], [1, 26], [2, 12], [2, 16], [2, 17], [2, 10], [3, 29], [3, 17], [3, 28], [3, 21], [4, 13], [4, 25], [4, 19], [4, 25], [5, 11], [5, 29], [5, 19], [5, 23], [6, 14], [6, 21], [6, 28], [6, 12], [7, 27], [7, 14], [7, 22], [7, 23], [8, 27], [8, 16], [8, 11], [8, 24], [9, 24], [9, 15], [9, 18], [9, 20]], [[0, 22], [0, 16], [0, 13], [0, 25], [1, 19], [1, 28], [1, 14], [1, 17], [2, 22], [2, 17], [2, 18], [2, 23], [3, 18], [3, 27], [3, 20], [3, 16], [4, 21], [4, 26], [4, 21], [4, 25], [5, 24], [5, 13], [5, 29], [5, 19], [6, 15], [6, 23], [6, 14], [6, 11], [7, 26], [7, 10], [7, 12], [7, 28], [8, 29], [8, 24], [8, 11], [8, 10], [9, 27], [9, 12], [9, 15], [9, 20]], [[0, 23], [0, 25], [0, 10], [0, 21], [1, 13], [1, 16], [1, 11], [1, 29], [2, 10], [2, 26], [2, 25], [2, 19], [3, 28], [3, 14], [3, 28], [3, 18], [4, 17], [4, 20], [4, 20], [4, 21], [5, 23], [5, 15], [5, 24], [5, 29], [6, 12], [6, 19], [6, 22], [6, 16], [7, 18], [7, 22], [7, 11], [7, 27], [8, 26], [8, 14], [8, 12], [8, 17], [9, 13], [9, 15], [9, 24], [9, 27]], [[0, 17], [0, 18], [0, 14], [0, 28], [1, 12], [1, 13], [1, 14], [1, 26], [2, 25], [2, 22], [2, 24], [2, 17], [3, 29], [3, 11], [3, 19], [3, 22], [4, 21], [4, 20], [4, 25], [4, 27], [5, 23], [5, 10], [5, 11], [5, 13], [6, 26], [6, 12], [6, 28], [6, 29], [7, 18], [7, 27], [7, 10], [7, 15], [8, 16], [8, 16], [8, 19], [8, 24], [9, 20], [9, 21], [9, 15], [9, 23]], [[0, 20], [0, 25], [0, 18], [0, 22], [1, 27], [1, 22], [1, 28], [1, 15], [2, 18], [2, 11], [2, 29], [2, 21], [3, 19], [3, 29], [3, 12], [3, 13], [4, 11], [4, 23], [4, 14], [4, 26], [5, 24], [5, 17], [5, 28], [5, 12], [6, 19], [6, 23], [6, 26], [6, 25], [7, 20], [7, 10], [7, 14], [7, 27], [8, 21], [8, 17], [8, 15], [8, 10], [9, 16], [9, 13], [9, 24], [9, 16]], [[0, 25], [0, 15], 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20], [6, 17], [6, 25], [7, 10], [7, 29], [7, 19], [7, 16], [8, 23], [8, 24], [8, 18], [8, 27], [9, 15], [9, 21], [9, 27], [9, 29]]]
\ No newline at end of file
diff --git a/src/cgexplore/_internal/scram/known_graphs/g_1P2.json b/src/cgexplore/_internal/scram/known_graphs/g_1P2.json
new file mode 100644
index 00000000..0b8a11ce
--- /dev/null
+++ b/src/cgexplore/_internal/scram/known_graphs/g_1P2.json
@@ -0,0 +1 @@
+[[[0, 1], [0, 2], [0, 2], [0, 1]]]
\ No newline at end of file
diff --git a/src/cgexplore/_internal/scram/known_graphs/g_2P4.json b/src/cgexplore/_internal/scram/known_graphs/g_2P4.json
new file mode 100644
index 00000000..44197403
--- /dev/null
+++ b/src/cgexplore/_internal/scram/known_graphs/g_2P4.json
@@ -0,0 +1 @@
+[[[0, 3], [0, 2], [0, 5], [0, 5], [1, 4], [1, 4], [1, 3], [1, 2]], [[0, 5], [0, 3], [0, 2], [0, 4], [1, 3], [1, 5], [1, 4], [1, 2]], [[0, 2], [0, 3], [0, 2], [0, 3], [1, 4], [1, 4], [1, 5], [1, 5]]]
\ No newline at end of file
diff --git a/src/cgexplore/_internal/scram/known_graphs/g_3P6.json b/src/cgexplore/_internal/scram/known_graphs/g_3P6.json
new file mode 100644
index 00000000..86099cbb
--- /dev/null
+++ b/src/cgexplore/_internal/scram/known_graphs/g_3P6.json
@@ -0,0 +1 @@
+[[[0, 4], [0, 5], [0, 7], [0, 6], [1, 4], [1, 8], [1, 3], [1, 3], [2, 6], [2, 8], [2, 5], [2, 7]], [[0, 3], [0, 6], [0, 7], [0, 8], [1, 6], [1, 4], [1, 4], [1, 8], [2, 7], [2, 5], [2, 5], [2, 3]], [[0, 3], [0, 8], [0, 6], [0, 7], [1, 5], [1, 8], [1, 4], [1, 3], [2, 4], [2, 6], [2, 5], [2, 7]], [[0, 8], [0, 3], [0, 7], [0, 7], [1, 6], [1, 3], [1, 8], [1, 6], [2, 5], [2, 4], [2, 5], [2, 4]], [[0, 3], [0, 7], [0, 5], [0, 5], [1, 3], [1, 4], [1, 6], [1, 6], [2, 8], [2, 4], [2, 7], [2, 8]], [[0, 4], [0, 4], [0, 7], [0, 7], [1, 6], [1, 5], [1, 3], [1, 8], [2, 5], [2, 3], [2, 8], [2, 6]], [[0, 4], [0, 4], [0, 8], [0, 8], [1, 7], [1, 5], [1, 5], [1, 7], [2, 3], [2, 6], [2, 6], [2, 3]]]
\ No newline at end of file
diff --git a/src/cgexplore/_internal/scram/known_graphs/g_4P8.json b/src/cgexplore/_internal/scram/known_graphs/g_4P8.json
new file mode 100644
index 00000000..b74ea7cc
--- /dev/null
+++ b/src/cgexplore/_internal/scram/known_graphs/g_4P8.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/src/cgexplore/_internal/scram/known_graphs/g_6P12.json b/src/cgexplore/_internal/scram/known_graphs/g_6P12.json
new file mode 100644
index 00000000..13c162ac
--- /dev/null
+++ b/src/cgexplore/_internal/scram/known_graphs/g_6P12.json
@@ -0,0 +1 @@
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9]]]
\ No newline at end of file
diff --git a/src/cgexplore/_internal/scram/known_graphs/g_8P16.json b/src/cgexplore/_internal/scram/known_graphs/g_8P16.json
new file mode 100644
index 00000000..e81bc486
--- /dev/null
+++ b/src/cgexplore/_internal/scram/known_graphs/g_8P16.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/src/cgexplore/_internal/scram/known_graphs/rx_10P20.json b/src/cgexplore/_internal/scram/known_graphs/rx_10P20.json
new file mode 100644
index 00000000..7b85eed2
--- /dev/null
+++ b/src/cgexplore/_internal/scram/known_graphs/rx_10P20.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/src/cgexplore/_internal/scram/known_graphs/rx_11P22.json b/src/cgexplore/_internal/scram/known_graphs/rx_11P22.json
new file mode 100644
index 00000000..d77ed82d
--- /dev/null
+++ b/src/cgexplore/_internal/scram/known_graphs/rx_11P22.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/src/cgexplore/_internal/scram/known_graphs/rx_12P24.json b/src/cgexplore/_internal/scram/known_graphs/rx_12P24.json
new file mode 100644
index 00000000..06d318f0
--- /dev/null
+++ b/src/cgexplore/_internal/scram/known_graphs/rx_12P24.json
@@ -0,0 +1 @@
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