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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# YANK Simulation Health Report"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"General Settings\n",
"========\n",
"\n",
"Mandatory Settings\n",
"----------------\n",
"* `store_directory`: Location where the experiment was run. This has an `analysis.yaml` file and two `.nc` files.\n",
"\n",
"Optional Settings\n",
"----------------\n",
"* `decorrelation_threshold`: When number of decorrelated samples is less than this percent of the total number of samples, raise a warning. Default: `0.1`.\n",
"* `mixing_cutoff`: Minimal level of mixing percent from state `i` to `j` that will be plotted. Default: `0.05`.\n",
"* `mixing_warning_threshold`: Level of mixing where transition from state `i` to `j` generates a warning based on percent of total swaps. Default: `0.90`.\n",
"* `phase_stacked_replica_plots`: Boolean to set if the two phases' replica mixing plots should be stacked one on top of the other or side by side. If `True`, every replica will span the whole notebook, but the notebook will be longer. If `False`, the two phases' plots will be next to each other for a shorter notebook, but a more compressed view. Default `False`."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Mandatory Settings\n",
"store_directory = '/data/chodera/zhangi/perses_benchmark/repex/32/0/0/'\n",
"analyzer_kwargs = {}\n",
"\n",
"# Optional Settings\n",
"decorrelation_threshold = 0.1\n",
"mixing_cutoff = 0.05\n",
"mixing_warning_threshold = 0.90\n",
"phase_stacked_replica_plots = False"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data Imports\n",
"\n",
"These are the imports and files which will be referenced for the report"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Warning: importing 'simtk.openmm' is deprecated. Import 'openmm' instead.\n"
]
}
],
"source": [
"from matplotlib import pyplot as plt\n",
"from yank.reports import notebook\n",
"%matplotlib inline\n",
"# report = notebook.HealthReportData2(store_directory, **analyzer_kwargs)\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import yaml\n",
"import numpy as np\n",
"from scipy import interpolate\n",
"from matplotlib import pyplot as plt\n",
"from matplotlib.colors import LinearSegmentedColormap\n",
"from matplotlib import gridspec\n",
"from pymbar import MBAR\n",
"import seaborn as sns\n",
"from simtk import unit as units\n",
"from openmmtools import multistate\n",
"\n",
"class HealthReportData2(notebook.HealthReportData):\n",
" \"\"\"\n",
" Class which houses the data used for the notebook and the generation of all plots including formatting\n",
" \"\"\"\n",
"\n",
" def generate_mixing_plot(self, mixing_cutoff=0.05, mixing_warning_threshold=0.90, cmap_override=None):\n",
" \"\"\"\n",
" Generate the state diffusion mixing map as an image instead of array of number\n",
" Parameters\n",
" ----------\n",
" mixing_cutoff : float\n",
" Minimal level of mixing percent from state `i` to `j` that will be plotted.\n",
" Domain: [0,1]\n",
" Default: 0.05.\n",
" mixing_warning_threshold : float\n",
" Level of mixing where transition from state `i` to `j` generates a warning based on percent of total swaps.\n",
" Domain (mixing_cutoff, 1)\n",
" Default: `0.90`.\n",
" cmap_override : None or string\n",
" Override the custom colormap that is used for this figure in case the figure is too white or you wnat to\n",
" do something besides the custom one here.\n",
" Returns\n",
" -------\n",
" mixing_figure : matplotlib.figure\n",
" Figure showing the state mixing as a color diffusion map instead of grid of numbers\n",
" \"\"\"\n",
" mixing_serial = self.get_mixing_data()\n",
" # Set up image\n",
" mixing_figure, subplots = plt.subplots(1, 2)\n",
" # Create custom cmap goes from white to pure blue, goes red if the threshold is reached\n",
" if mixing_cutoff is None:\n",
" mixing_cutoff = 0\n",
" if mixing_warning_threshold <= mixing_cutoff:\n",
" raise ValueError(\"mixing_warning_threshold must be larger than mixing_cutoff\")\n",
" if (mixing_warning_threshold > 1 or mixing_cutoff > 1 or\n",
" mixing_warning_threshold < 0 or mixing_cutoff < 0):\n",
" raise ValueError(\"mixing_warning_threshold and mixing_cutoff must be between [0,1]\")\n",
" cdict = {'red': ((0.0, 1.0, 1.0),\n",
" (mixing_cutoff, 1.0, 1.0),\n",
" (mixing_warning_threshold, 0.0, 0.0),\n",
" (mixing_warning_threshold, 1.0, 1.0),\n",
" (1.0, 1.0, 1.0)),\n",
"\n",
" 'green': ((0.0, 1.0, 1.0),\n",
" (mixing_cutoff, 1.0, 1.0),\n",
" (mixing_warning_threshold, 0.0, 0.0),\n",
" (1.0, 0.0, 0.0)),\n",
"\n",
" 'blue': ((0.0, 1.0, 1.0),\n",
" (mixing_cutoff, 1.0, 1.0),\n",
" (mixing_warning_threshold, 1.0, 1.0),\n",
" (mixing_warning_threshold, 0.0, 0.0),\n",
" (1.0, 0.0, 0.0))}\n",
" if cmap_override is not None:\n",
" # Use this cmap instead if your results are too diffuse to see over the white\n",
" cmap = plt.get_cmap(\"Blues\")\n",
" else:\n",
" cmap = LinearSegmentedColormap('BlueWarnRed', cdict)\n",
"\n",
" # Plot a diffusing mixing map for each phase.\n",
" for phase_name, subplot in zip(self.phase_names, subplots):\n",
" serial = mixing_serial[phase_name]\n",
" transition_matrix = serial['transitions']\n",
" eigenvalues = serial['eigenvalues']\n",
" statistical_inefficiency = serial['stat_inefficiency']\n",
"\n",
" # Without vmin/vmax, the image normalizes the values to mixing_data.max\n",
" # which screws up the warning colormap.\n",
" # Can also use norm=NoNorm(), but that makes the colorbar manipulation fail.\n",
" output_image = subplot.imshow(transition_matrix, aspect='equal',\n",
" cmap=cmap, vmin=0, vmax=1)\n",
" \n",
" # Label transition matrix values\n",
" for (j,i),label in np.ndenumerate(transition_matrix):\n",
" subplot.text(i,j,round(label, 2),ha='center',va='center')\n",
" \n",
" # Add colorbar.\n",
" decimal = 2 # Precision setting\n",
" nticks = 11\n",
" # The color bar has to be configured independently of the source image\n",
" # or it cant be truncated to only show the data. i.e. it would instead\n",
" # go 0-1 always.\n",
" ubound = np.min([np.around(transition_matrix.max(), decimals=decimal) + 10 ** (-decimal), 1])\n",
" lbound = np.max([np.around(transition_matrix.min(), decimals=decimal) - 10 ** (-decimal), 0])\n",
" boundslice = np.linspace(lbound, ubound, 256)\n",
" cbar = plt.colorbar(output_image, ax=subplot, orientation='vertical',\n",
" boundaries=boundslice,\n",
" values=boundslice[1:],\n",
" format='%.{}f'.format(decimal))\n",
" # Update ticks.\n",
" ticks = np.linspace(lbound, ubound, nticks)\n",
" cbar.set_ticks(ticks)\n",
"\n",
" # Title: Perron eigenvalue, equilibration time and statistical inefficiency.\n",
" perron_eigenvalue = eigenvalues[1]\n",
" title_txt = (phase_name + ' phase\\n'\n",
" 'Perron eigenvalue: {}\\n'\n",
" 'State equilibration timescale: ~{} iterations\\n')\n",
" if perron_eigenvalue >= 1:\n",
" title_txt = title_txt.format('1.0', '$\\infty$')\n",
" else:\n",
" equilibration_timescale = 1.0 / (1.0 - perron_eigenvalue)\n",
" title_txt = title_txt.format('{:.5f}', '{:.1f}')\n",
" title_txt = title_txt.format(perron_eigenvalue, equilibration_timescale)\n",
" title_txt += 'Replica state index statistical inefficiency: {:.3f}'.format(statistical_inefficiency)\n",
" subplot.set_title(title_txt, fontsize=20, y=1.05)\n",
"\n",
" # Display Warning.\n",
" if np.any(transition_matrix >= mixing_warning_threshold):\n",
" subplot.text(\n",
" 0.5, -0.2,\n",
" (\"Warning!\\nThere were states that less than {0:.2f}% swaps!\\n\"\n",
" \"Consider adding more states!\".format((1 - mixing_warning_threshold) * 100)),\n",
" verticalalignment='bottom', horizontalalignment='center',\n",
" transform=subplot.transAxes,\n",
" fontsize=20,\n",
" color='red',\n",
" bbox={'alpha': 1.0, 'facecolor': 'white', 'lw': 0, 'pad': 0}\n",
" )\n",
" return mixing_figure\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/zhangi/miniconda3/envs/perses-rbd-ace2-direct2/lib/python3.9/site-packages/yank/analyze.py:299: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n",
" analysis = yaml.load(f)\n",
"Warning: The openmmtools.multistate API is experimental and may change in future releases\n",
"Warning: The openmmtools.multistate API is experimental and may change in future releases\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Rendered with YANK Version 0.25.2\n"
]
}
],
"source": [
"report = HealthReportData2(store_directory, **analyzer_kwargs)\n",
"report.report_version()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## General Simulation Data:\n",
"\n",
"Reports the number of iterations, states, and atoms in each phase. If no checkpoint file is found, the number of atoms is reported as `No Cpt.` as this information is inferred from the checkpoint file. All other information comes from the analysis file."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Phase | Iterations | Replicas | States | Num Atoms \n",
"========================================================\n",
" 0_complex | 5001 | 12 | 12 | 185391 \n",
"--------------------------------------------------------\n"
]
}
],
"source": [
"report.general_simulation_data()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Equilibration\n",
"=============\n",
"\n",
"How to interpret these plots\n",
"--------------------------\n",
"Shown is the potential energy added up across all replicas (black dots), the moving average (red line), and where we have auto-detected the equilibration (blue line) for each phase. Finally, the total number of decorrelated samples for each phase is attached to each plot.\n",
"\n",
"You want to see a majority of samples to the right of the blue line and the red line converging to a constant value. If you do not see these trends or you think there are insufficient samples, please consider running for longer. \n",
"\n",
"For additional information on the theory of these charts, please see the Equilibration Primer at the Appendix of the report\n",
"\n",
"See Something Odd?\n",
"-----------------\n",
"\n",
"* **The scatter plot Y scale looks large and the equilibrium line is at Iteration 0**\n",
"\n",
"This normally happens when the energy from index 0 comes from the energy minimized configuration. Because this configuration is technically not from the equilibrium distribution, it can have large energies far from the true mean equilibrium energy. This can cause the ``detectEquilibration`` algorithm we use to think that the jump in energy from the minimized to the equilibrated is the scale of the energy fluctuations, and therefore all other fluctuations appear as though they are equilibrated. Look close at the first few points: is there are there a few points which are a large shift on the first few steps? If so, consider removing those first few points from the timeseries.\n",
"\n",
"*Solution:* Increase ``discard_from_start``\n",
"\n",
"*Warning:* Some simulations (frequently solvent simulations) are often equilibrated *starting* at iteration 0. These simulations are usually scattered over the entire height of the figure. You should only consider discarding samples if the samples are not distributed over the height of the figure. \n",
"\n",
"Options\n",
"-------\n",
"* ``discard_from_start``: Integer. Number of samples to discard from the start of the data. This is helpful for simulations where the minimized energy configuration throws off the equilibration detection."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"No SAMS logZ history found.\n"
]
}
],
"source": [
"sams_weights_figure = report.generate_sams_weights_plots()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x864 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"equilibration_figure = report.generate_equilibration_plots(discard_from_start=600)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Additional Decorrelation Analysis\n",
"==================\n",
"\n",
"The following Pie Charts show you the breakdown of how many samples were kept, and how many were lost to either equilibration or decorrelation. Warnings are shown when below a threshold (originally written to be 10%)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"decorrelation_figure = report.generate_decorrelation_plots(decorrelation_threshold=0.1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# RMSD Analysis\n",
"\n",
"Trace the RMSD from the initial frame to the end of the simulaton for both the ligand and receptor.\n",
"\n",
"This is an experimental feature and has been commented out due to instability"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"#rmsd_figure = report.compute_rmsds()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Mixing statistics\n",
"=================\n",
"\n",
"We can analyze the \"mixing statistics\" of the equilibrated part of the simulation to ensure that the $(X,S)$ chain is mixing reasonably well among the various alchemical states.\n",
"\n",
"For information on how this is computed, including how to interpret the Perron Eigenvalue, please see the *Mixing Statistics Primer* at the end of the report.\n",
"\n",
"\n",
"What do you want to see?\n",
"-----------------------\n",
"You want a replica to mix into other replicas, so you want a diffusion of configurations shown by a spread out color map in the figure. What you don't want to see is highly concentrated replicas that do not mix at all. The graphs will show red and generate a warning if there are replicas that do not mix well.\n",
"\n",
"For the Perron/subdominant eigenvalue, you want to see a value smaller than one `1`. The further away, the better. This number gives you an estimate of how many iterations it will take to equilibrate the current data. Keep in mind that this analysis only runs on the *already equilibrated data* and is therefor an estimate of how long it takes the system to relax in state and configuration space from this point.\n",
"\n",
"\n",
"Seeing something odd?\n",
"--------------------\n",
"* **The diagonal is very dark, but everything else is white**\n",
"\n",
"You probably have poor mixing between states. This happens when there is insufficient phase space overlap between states and the probability of two replicas at different states swapping configurations approaches zero. If you have set the `mixing_warning_cutoff`, many of these states will be highlighted as warnings.\n",
"\n",
"*Solution*: Add additional states to your simulation near the states which are not mixing well. Provide a more gradual change of energy from the state to improve replica exchange from that state.\n",
"\n",
"* **Graph is mostly white!**\n",
"\n",
"This can happen if you have _too_ good of mixing alongside too many states. In this case, mixing between all states is happening so regularly that there is no concentration of configurations in one state.\n",
"\n",
"*Solution*: Reduce `mixing_cutoff`.\n",
"\n",
"* **Its still way too white**\n",
"\n",
"That is a limitation of the custom colormap. You can try un-commenting the line `cmap = plt.get_cmap(\"Blues\")` below to get a blue-scale colormap which has a far smaller white level so you can better see the diffusion in blue. You will lose the red warning color of states with too low a swap rate, but you can always comment the line back out to see those. The warning message will still be generated.\n",
"\n",
"*Solution*: Override the custom colormap that the function uses by setting `cmap_override=\"Blues\"` or any other registered `matplotlib` colormap name.\n",
"\n",
"Options\n",
"-------\n",
"You can adjust the `mixing_cutoff` options to control what threshold to display mixing. Anything below the cutoff will be shown as a blank. Defaults to `0.05`. Accepts either a float from `[0,1]` or `None` (`None` and `0` yield the same result)\n",
"\n",
"The `mixing_warning_threshold` is the level at which you determine there were insufficient number of swaps between states. Consider adding additional states between the warnings and adjacent states to improve mixing. Accepts a float between `(mixing_cutoff,1]` (must be larger than `mixing_cutoff`). Defaults to `0.9` but this should be tuned based on the number of states."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x576 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"mixing_figure = report.generate_mixing_plot(mixing_cutoff=mixing_cutoff, \n",
" mixing_warning_threshold=mixing_warning_threshold, \n",
" cmap_override=None)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"# Note: levi says this is called a tridiagonal matrix and is a result of using swap-neighbors (it would be more diffuse\n",
"# if we had used swap-all)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Replica Pseudorandom Walk Examination\n",
"====================\n",
"\n",
"This section checks to see if all the replicas are exchanging states over the whole thermodynamic state space. This is different from tracking states as any replica is a continuous trajectory of configurations, just undergoing different forces at different times.\n",
"\n",
"What do I want to see here?\n",
"-------------------------\n",
"\n",
"Each plot is its own replica, the line in each plot shows which *state* a given replica is in at time. The ideal scenario is that all replicas visit all states numerous times. If you see a line that is relatively flat, then you can surmise that very little mixing is occurring from that replica and you may wish to consider adding more states around the stuck region to \"un-stick\" it.\n",
"\n",
"Something seem odd?\n",
"------------------\n",
"* **All I see is black with some white dots mixed in (uncommon)**\n",
"\n",
"This is a good thing! It means the replicas are well mixed and are rapidly changing states. There may be some phases which were redundant though, which is not necessarily a bad thing since it just adds more samples at the given state, but it may mean you did extra work. An example of this is *decoupling* the steric forces of a ligand once *electrostatics have been annihilated* in *implicit* solvent. Since there is no change to the intra-molecular interactions at this point and the most solvent models are based on partial charges (which are now 0), all changes to the sterics are the same state.\n",
"\n",
"* **Some or All of my replicas stayed in the same state**\n",
"\n",
"A sign of very poor mixing. Consider adding additional states (see the **Mixing Statistics** section above for ideas on where). There may be other factors such as a low number of attempted replica swaps between each iteration.\n"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x2592 with 12 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"replica_mixing_figure = report.generate_replica_mixing_plot(phase_stacked_replica_plots=phase_stacked_replica_plots)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Free Energy Difference\n",
"============\n",
"\n",
"The free energy difference is shown last as the quality of this estimate should be gauged with the earlier sections. Although MBAR provides an estimate of the free energy difference and its error, it is still only an estimate. You should consider if you have a sufficient number of decorrelated samples, sufficient mixing/phase space overlap between states, and sufficient replica random walk to gauge the quality of this estimate."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"ename": "KeyError",
"evalue": "'standard_state_correction'",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m/scratch/lsftmp/3510919.tmpdir/ipykernel_18969/2427926073.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mreport\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenerate_free_energy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m~/miniconda3/envs/perses-rbd-ace2-direct2/lib/python3.9/site-packages/yank/reports/notebook.py\u001b[0m in \u001b[0;36mgenerate_free_energy\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 489\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 490\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mgenerate_free_energy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 491\u001b[0;31m \u001b[0mfe_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_experiment_free_energy_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 492\u001b[0m \u001b[0mdelta_f\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfe_data\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'free_energy_diff'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 493\u001b[0m \u001b[0mdelta_h\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfe_data\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'enthalpy_diff'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/miniconda3/envs/perses-rbd-ace2-direct2/lib/python3.9/site-packages/yank/analyze.py\u001b[0m in \u001b[0;36mmake_copy\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 171\u001b[0m \u001b[0;34m@\u001b[0m\u001b[0mwraps\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mwrap\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 172\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mmake_copy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 173\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdeepcopy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mwrap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 174\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mmake_copy\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 175\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/miniconda3/envs/perses-rbd-ace2-direct2/lib/python3.9/site-packages/yank/analyze.py\u001b[0m in \u001b[0;36mget_experiment_free_energy_data\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 563\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mphase_name\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mphase_names\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 564\u001b[0m \u001b[0manalyzer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0manalyzers\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mphase_name\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 565\u001b[0;31m \u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mphase_name\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0manalyzer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0manalyze_phase\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 566\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 567\u001b[0m \u001b[0;31m# Compute free energy and enthalpy\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/miniconda3/envs/perses-rbd-ace2-direct2/lib/python3.9/site-packages/yank/analyze.py\u001b[0m in \u001b[0;36manalyze_phase\u001b[0;34m(self, show_mixing, cutoff)\u001b[0m\n\u001b[1;32m 155\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'enthalpy_diff'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mDeltaH_ij\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreference_states\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreference_states\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 156\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'enthalpy_diff_error'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdDeltaH_ij\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreference_states\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreference_states\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 157\u001b[0;31m \u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'free_energy_diff_standard_state_correction'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_standard_state_correction\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 158\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 159\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/miniconda3/envs/perses-rbd-ace2-direct2/lib/python3.9/site-packages/yank/analyze.py\u001b[0m in \u001b[0;36mget_standard_state_correction\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 111\u001b[0m \u001b[0;31m# Reads the SSC from the reporter if compute_ssc is False.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 112\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_computed_observables\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'standard_state_correction'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 113\u001b[0;31m \u001b[0mssc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_reporter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_dict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'metadata'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'standard_state_correction'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 114\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_computed_observables\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'standard_state_correction'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mssc\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 115\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_computed_observables\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'standard_state_correction'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mKeyError\u001b[0m: 'standard_state_correction'"
]
}
],
"source": [
"report.generate_free_energy()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Free Energy Trace for Equilibrium Stability\n",
"\n",
"The free energy difference alone, even with all the additional information previously, may still be an underestimate of the true free energy. One way to check this is to drop samples from the start and end of the simulation, and re-run the free energy estimate. Ideally, you would want to see the forward and reverse analysis be roughly converged for when more than 80% of the samples are kept, divergence when only 10-30% of the samples are kept is expected behavior. \n",
"\n",
"**Important**: The 100% kept samples free energy WILL be different than the free energy difference above. The data analyzed here is not subsampled as this is an equlibrium test only. This is also only for *sampled* states where as the free energy difference from above includes the unsampled states.\n",
"\n",
"See Klimovich, Shirts, and Mobley (J Comput Aided Mol Des., 29(5) https://dx.doi.org/10.1007%2Fs10822-015-9840-9) for more information on this analysis\n",
"\n",
"## What do I want to see here?\n",
"\n",
"There are three plots: one for each phase, and the combination. You want the two traces to be on top of each other for at least some of the larger kept samples. The horizontal band is the 2 standard deviations of the free energy estimate when all 100% of the samples are kept and can be used as reference as the esimtate diverges at smaller numbers of kept samples. Error bars are shown as 2 standard deviations"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"free_energy_trace_figure = report.free_energy_trace(discard_from_start=1, n_trace=10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Radially-symmetric restraint energy and distance distributions\n",
"\n",
"This plot is generated only if the simulation employs a radially-symmetric restraint (e.g. harmonic, flat-bottom), and the unbias_restraint option of the analyzer was set.\n",
"\n",
"## What do I want to see here?\n",
"When unbiasing the restraint, it is important to verify that the cutoffs do not remove too many configurations sampled from the bound state. Almost all the density of the bound state should be on the left of an eventual cutoff (red line).\n",
"\n",
"In general, we expect the distribution in the bound state to be narrower than in the non-interacting state. If this is not the case, then either the binder is weak and it has left the binding site during the simulation, or the restraint might be too tight and limiting the conformational space explored by the ligand."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"restraint_distribution_figure = report.restraint_distributions_plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Execute this block to write out serialized data\n",
"\n",
"This is left commented out in the template to prevent it from auto-running with everything else\n"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"#report.dump_serial_data('SERIALOUTPUT')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"----\n",
"Primers\n",
"===="
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Equilibration Primer\n",
"===========\n",
"\n",
"Is equilibration necessary?\n",
"---------------------------\n",
"\n",
"In principle, we don't need to discard initial \"unequilibrated\" data; the estimate over a very long trajectory will converge to the correct free energy estimate no matter what---we simply need to run long enough. Some MCMC practitioners, like Geyer, feel strongly enough about this to throw up a webpage in defense of this position:\n",
"\n",
"http://users.stat.umn.edu/~geyer/mcmc/burn.html\n",
"\n",
"In practice, if the initial conditions are very atypical of equilibrium (which is often the case in molecular simulation), it helps a great deal to discard an initial part of the simulation to equilibration. But how much? How do we decide?\n",
"\n",
"Determining equilibration in a replica-exchange simulation\n",
"----------------------------------------------------------\n",
"\n",
"For a standard molecular dynamics simulation producing a trajectory $x_t$, it's reasonably straightforward to decide approximately how much to discard if human intervention is allowed. We simply look at some property $A_t = A(x_t)$ over the course of the simulation---ideally, a property that we know has some slow behavior that may affect the quantities we are interested in computing ($A(x)$ is a good choice if we're interested in the expectation $<A>$) and find the point where $A_t$ seems to have \"settled in\" to typical equilibrium behavior.\n",
"\n",
"If we're interested in a free energy, which is computed from the potential energy differences, let's suppose the potential energy $U(x)$ may be a good quantity to examine.\n",
"\n",
"But in a replica-exchange simulation, there are K replicas that execute nonphysical walks on many potential energy functions $U_k(x)$. What quantity do we look at here?\n",
"\n",
"Let's work by analogy. In a single simulation, we would plot some quantity related to the potential energy $U(x)$, or its reduced version $u(x) = \\beta U(x)$. This is actually the negative logarithm of the probability density $\\pi(x)$ sampled, up to an additive constant:\n",
"\n",
"$$\\pi(x) = Z^{-1} e^{-u(x)}$$\n",
"$$u(x) = -\\ln \\pi(x) + c$$\n",
"\n",
"For a replica-exchange simulation, the sampler state is given by the pair $(X,S)$, where $X = \\{x_1, x_2, \\ldots, x_K \\}$ are the replica configurations and $S = \\{s_1, s_2, \\ldots, s_K\\}$ is the vector of state index permutations associated with the replicas. The total probability sampled is\n",
"\n",
"$$\\Pi(X,S) = \\prod_{k=1}^K \\pi_{s_k}(x_k) = (Z_1 \\cdots Z_K) \\exp\\left[-\\sum_{k=1}^K u_{s_k}(x_k)\\right] = Q^{-1} e^{-u_*(X)}$$\n",
"\n",
"where the pseudoenergy $u_*(X)$ for the replica-exchange simulation is defined as\n",
"\n",
"$$u_*(X) \\equiv \\sum_{k=1}^K u_{s_k}(x_k)$$\n",
"\n",
"That is, $u_*(X)$ is the sum of the reduced potential energies of each replica configuration at the current thermodynamic state it is visiting."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Mixing Statistics Primer\n",
"=============\n",
"\n",
"How we compute the mixing ratios\n",
"------------------------------\n",
"\n",
"In practice, this is done by recording the number of times a replica transitions from alchemical state $i$ to state $j$ in a single iteration. Because the overall chain must obey detailed balance, we count each transition as contributing 0.5 counts toward the $i \\rightarrow j$ direction and 0.5 toward the $j \\rightarrow i$ direction. This has the advantage of ensuring that the eigenvalues of the resulting transition matrix among alchemical states are purely real.\n",
"\n",
"Interpreting the Perron (subdominant/second) Eigenvalue \n",
"----------------------------------------------------\n",
"\n",
"If the subdominant eigenvalue would have been unity, then the chain would be *decomposable*, meaning that it completely separated into two separate sets of alchemical states that did not mix. This would have been an indication of poor phase space overlap between some alchemical states.\n",
"\n",
"In practice, it's a great idea to monitor these statistics as the simulation is running, even if no data is discarded to equilibration at that point. They give not only a good idea of whether sufficient mixing is occurring, but it provides a lower bound on the mixing time in configuration space.\n",
"\n",
"If the configuration $x$ sampling is infinitely fast so that $x$ can be considered to be at equilibrium given the instantaneous permutation $S$ of alchemical state assignments, the subdominant eigenvalue $\\lambda_2 \\in [0,1]$ gives an estimate of the mixing time of the overall $(X,S)$ chain:\n",
" \n",
"$$\\tau = \\frac{1}{1 - \\lambda_2}$$\n",
"\n",
"Now, in most cases, the configuration $x$ sampling is *not* infinitely fast, but at least we can use $\\tau$ to get a very crude estimate of how quickly each replica relaxes in $(X,S)$ space."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Gelman-Rubin Convergence Primer\n",
"====================================\n",
"\n",
"In 1992, Gelman and Rubin proposed a very clever idea for a convergence diagnostic in the case that multiple MCMC samplers are run from different initial sampler states:\n",
"\n",
"http://dx.doi.org/10.1214/ss/1177011136\n",
"\n",
"The idea is simple: Each chain gives an individual estimate for some computed expectation or property, and the whole collection of chains give a (presumably more precise) estimate. We can simply compare the individual estimates to the overall estimate to determine whether the chains have been run long enough to see concordance between the individual and global estimates, to within appropriate statistical error. If not, then the samplers have not yet run long enough to sample all of the important modes of the density.\n",
" \n",
"We can apply a similar idea here, especially if we have initialized our replicas with different configurations (e.g. different docked ligand conformations, and potentially different protein conformations as well).\n",
"\n",
"**Note**: This feature has not yet been added"
]
}
],
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"language": "python",
"name": "python3"
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"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
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"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.7"
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"nbformat": 4,
"nbformat_minor": 1
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