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Potentials Workshop 2021
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pyiron
Potentials Workshop 2021
Commits
dc1cac58
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dc1cac58
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4 years ago
by
Sudarsan Surendralal
Committed by
GitHub
4 years ago
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Fix problem with notebook
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day_3/ex_01_validation.ipynb
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46 additions, 46 deletions
day_3/ex_01_validation.ipynb
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day_3/ex_01_validation.ipynb
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46
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dc1cac58
...
@@ -2,7 +2,7 @@
...
@@ -2,7 +2,7 @@
"cells": [
"cells": [
{
{
"cell_type": "markdown",
"cell_type": "markdown",
"id": "
weekly-printe
r",
"id": "
modified-armo
r",
"metadata": {},
"metadata": {},
"source": [
"source": [
"# [**Workflows for atomistic simulations**](http://potentials.rub.de/) "
"# [**Workflows for atomistic simulations**](http://potentials.rub.de/) "
...
@@ -10,7 +10,7 @@
...
@@ -10,7 +10,7 @@
},
},
{
{
"cell_type": "markdown",
"cell_type": "markdown",
"id": "medi
cal-crazy
",
"id": "
im
medi
ate-glass
",
"metadata": {},
"metadata": {},
"source": [
"source": [
"## **Day 3 - Validation of various potentials**\n",
"## **Day 3 - Validation of various potentials**\n",
...
@@ -30,7 +30,7 @@
...
@@ -30,7 +30,7 @@
},
},
{
{
"cell_type": "markdown",
"cell_type": "markdown",
"id": "
ecological-affairs
",
"id": "
arbitrary-performance
",
"metadata": {},
"metadata": {},
"source": [
"source": [
"## **Importing the modules and creating the project**"
"## **Importing the modules and creating the project**"
...
@@ -39,7 +39,7 @@
...
@@ -39,7 +39,7 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 1,
"execution_count": 1,
"id": "
indie-synthesis
",
"id": "
peripheral-anime
",
"metadata": {},
"metadata": {},
"outputs": [],
"outputs": [],
"source": [
"source": [
...
@@ -52,7 +52,7 @@
...
@@ -52,7 +52,7 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 2,
"execution_count": 2,
"id": "
lesser-matc
h",
"id": "
considered-widt
h",
"metadata": {},
"metadata": {},
"outputs": [],
"outputs": [],
"source": [
"source": [
...
@@ -62,7 +62,7 @@
...
@@ -62,7 +62,7 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 3,
"execution_count": 3,
"id": "
regular-matthew
",
"id": "
tutorial-oklahoma
",
"metadata": {},
"metadata": {},
"outputs": [],
"outputs": [],
"source": [
"source": [
...
@@ -72,7 +72,7 @@
...
@@ -72,7 +72,7 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 4,
"execution_count": 4,
"id": "
convertible-purchase
",
"id": "
sixth-england
",
"metadata": {},
"metadata": {},
"outputs": [],
"outputs": [],
"source": [
"source": [
...
@@ -87,7 +87,7 @@
...
@@ -87,7 +87,7 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 5,
"execution_count": 5,
"id": "
attractive-commodity
",
"id": "
charged-typing
",
"metadata": {},
"metadata": {},
"outputs": [],
"outputs": [],
"source": [
"source": [
...
@@ -109,7 +109,7 @@
...
@@ -109,7 +109,7 @@
},
},
{
{
"cell_type": "markdown",
"cell_type": "markdown",
"id": "
metropolitan-single
",
"id": "
proved-extent
",
"metadata": {},
"metadata": {},
"source": [
"source": [
"## **Step 1: Get the equilibrium Cu lattice constant determined by the potentials**\n",
"## **Step 1: Get the equilibrium Cu lattice constant determined by the potentials**\n",
...
@@ -120,7 +120,7 @@
...
@@ -120,7 +120,7 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 6,
"execution_count": 6,
"id": "
reported-observer
",
"id": "
negative-motel
",
"metadata": {},
"metadata": {},
"outputs": [],
"outputs": [],
"source": [
"source": [
...
@@ -132,7 +132,7 @@
...
@@ -132,7 +132,7 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 7,
"execution_count": 7,
"id": "
initial-reach
",
"id": "
variable-bidder
",
"metadata": {},
"metadata": {},
"outputs": [
"outputs": [
{
{
...
@@ -279,7 +279,7 @@
...
@@ -279,7 +279,7 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 8,
"execution_count": 8,
"id": "d
esigning-tours
",
"id": "d
omestic-reminder
",
"metadata": {},
"metadata": {},
"outputs": [
"outputs": [
{
{
...
@@ -300,7 +300,7 @@
...
@@ -300,7 +300,7 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 9,
"execution_count": 9,
"id": "
turkish-librarian
",
"id": "
swedish-vertical
",
"metadata": {},
"metadata": {},
"outputs": [],
"outputs": [],
"source": [
"source": [
...
@@ -332,7 +332,7 @@
...
@@ -332,7 +332,7 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 10,
"execution_count": 10,
"id": "
systematic-tunnel
",
"id": "
parliamentary-bronze
",
"metadata": {},
"metadata": {},
"outputs": [
"outputs": [
{
{
...
@@ -492,7 +492,7 @@
...
@@ -492,7 +492,7 @@
},
},
{
{
"cell_type": "markdown",
"cell_type": "markdown",
"id": "
chicken-roots
",
"id": "
brutal-smell
",
"metadata": {},
"metadata": {},
"source": [
"source": [
"## **Compute elastic constants**\n",
"## **Compute elastic constants**\n",
...
@@ -503,7 +503,7 @@
...
@@ -503,7 +503,7 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 11,
"execution_count": 11,
"id": "
available-sapphir
e",
"id": "
intimate-mous
e",
"metadata": {},
"metadata": {},
"outputs": [
"outputs": [
{
{
...
@@ -621,7 +621,7 @@
...
@@ -621,7 +621,7 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 12,
"execution_count": 12,
"id": "a
ttached-textbook
",
"id": "a
bstract-treasure
",
"metadata": {},
"metadata": {},
"outputs": [
"outputs": [
{
{
...
@@ -645,7 +645,7 @@
...
@@ -645,7 +645,7 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 13,
"execution_count": 13,
"id": "
sticky-break
",
"id": "
juvenile-secondary
",
"metadata": {},
"metadata": {},
"outputs": [],
"outputs": [],
"source": [
"source": [
...
@@ -669,7 +669,7 @@
...
@@ -669,7 +669,7 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 14,
"execution_count": 14,
"id": "
architectural-composition
",
"id": "
silent-queensland
",
"metadata": {},
"metadata": {},
"outputs": [
"outputs": [
{
{
...
@@ -805,7 +805,7 @@
...
@@ -805,7 +805,7 @@
},
},
{
{
"cell_type": "markdown",
"cell_type": "markdown",
"id": "g
reater-brain
",
"id": "g
enuine-princess
",
"metadata": {},
"metadata": {},
"source": [
"source": [
"## **Compare computed elastic constants with that from DFT calculations**\n",
"## **Compare computed elastic constants with that from DFT calculations**\n",
...
@@ -816,7 +816,7 @@
...
@@ -816,7 +816,7 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 15,
"execution_count": 15,
"id": "
third-combining
",
"id": "
positive-exclusion
",
"metadata": {},
"metadata": {},
"outputs": [
"outputs": [
{
{
...
@@ -856,7 +856,7 @@
...
@@ -856,7 +856,7 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 16,
"execution_count": 16,
"id": "
knowing-despite
",
"id": "
asian-employment
",
"metadata": {},
"metadata": {},
"outputs": [
"outputs": [
{
{
...
@@ -878,7 +878,7 @@
...
@@ -878,7 +878,7 @@
},
},
{
{
"cell_type": "markdown",
"cell_type": "markdown",
"id": "
heated-cleaning
",
"id": "
rubber-estate
",
"metadata": {},
"metadata": {},
"source": [
"source": [
"## **Calculation of surface energies**\n",
"## **Calculation of surface energies**\n",
...
@@ -889,7 +889,7 @@
...
@@ -889,7 +889,7 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 17,
"execution_count": 17,
"id": "
sapphire-station
",
"id": "
entire-trout
",
"metadata": {},
"metadata": {},
"outputs": [
"outputs": [
{
{
...
@@ -952,7 +952,7 @@
...
@@ -952,7 +952,7 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 18,
"execution_count": 18,
"id": "
capable-calgary
",
"id": "
native-breach
",
"metadata": {},
"metadata": {},
"outputs": [],
"outputs": [],
"source": [
"source": [
...
@@ -976,7 +976,7 @@
...
@@ -976,7 +976,7 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 19,
"execution_count": 19,
"id": "
configured-joint
",
"id": "
tracked-renaissance
",
"metadata": {},
"metadata": {},
"outputs": [
"outputs": [
{
{
...
@@ -1227,7 +1227,7 @@
...
@@ -1227,7 +1227,7 @@
},
},
{
{
"cell_type": "markdown",
"cell_type": "markdown",
"id": "
verbal-smith
",
"id": "
sunset-surface
",
"metadata": {},
"metadata": {},
"source": [
"source": [
"Compute surface energies using data from the bulk fcc crystal"
"Compute surface energies using data from the bulk fcc crystal"
...
@@ -1236,7 +1236,7 @@
...
@@ -1236,7 +1236,7 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 20,
"execution_count": 20,
"id": "
terminal-dream
",
"id": "
suitable-wichita
",
"metadata": {},
"metadata": {},
"outputs": [
"outputs": [
{
{
...
@@ -1393,7 +1393,7 @@
...
@@ -1393,7 +1393,7 @@
},
},
{
{
"cell_type": "markdown",
"cell_type": "markdown",
"id": "
elementary-special
",
"id": "
important-berkeley
",
"metadata": {},
"metadata": {},
"source": [
"source": [
"## **Finite temperature thermodynamics (Harmonic approximation)**\n",
"## **Finite temperature thermodynamics (Harmonic approximation)**\n",
...
@@ -1404,7 +1404,7 @@
...
@@ -1404,7 +1404,7 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 21,
"execution_count": 21,
"id": "
practical-proposal
",
"id": "
cardiac-black
",
"metadata": {},
"metadata": {},
"outputs": [
"outputs": [
{
{
...
@@ -1447,7 +1447,7 @@
...
@@ -1447,7 +1447,7 @@
},
},
{
{
"cell_type": "markdown",
"cell_type": "markdown",
"id": "
novel-sussex
",
"id": "
comparative-concrete
",
"metadata": {},
"metadata": {},
"source": [
"source": [
"Plotting the thermodynamic properties using phonopy"
"Plotting the thermodynamic properties using phonopy"
...
@@ -1456,7 +1456,7 @@
...
@@ -1456,7 +1456,7 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 22,
"execution_count": 22,
"id": "
smaller-lyric
",
"id": "
least-trance
",
"metadata": {},
"metadata": {},
"outputs": [
"outputs": [
{
{
...
@@ -1507,7 +1507,7 @@
...
@@ -1507,7 +1507,7 @@
},
},
{
{
"cell_type": "markdown",
"cell_type": "markdown",
"id": "
thirty-savings
",
"id": "
impaired-reception
",
"metadata": {},
"metadata": {},
"source": [
"source": [
"We can also compute the phonon density of states and compare with that from benchmarked DFT calculations"
"We can also compute the phonon density of states and compare with that from benchmarked DFT calculations"
...
@@ -1516,7 +1516,7 @@
...
@@ -1516,7 +1516,7 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 23,
"execution_count": 23,
"id": "
rubber-football
",
"id": "
exclusive-prerequisite
",
"metadata": {},
"metadata": {},
"outputs": [
"outputs": [
{
{
...
@@ -1546,7 +1546,7 @@
...
@@ -1546,7 +1546,7 @@
},
},
{
{
"cell_type": "markdown",
"cell_type": "markdown",
"id": "
royal-austria
",
"id": "
stable-northwest
",
"metadata": {},
"metadata": {},
"source": [
"source": [
"## **Validating against original dataset**\n",
"## **Validating against original dataset**\n",
...
@@ -1557,19 +1557,19 @@
...
@@ -1557,19 +1557,19 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 24,
"execution_count": 24,
"id": "
documented-begin
",
"id": "
champion-wright
",
"metadata": {},
"metadata": {},
"outputs": [],
"outputs": [],
"source": [
"source": [
"pr_import = Project("../datasets")\n",
"pr_import = Project(
\
"../datasets
\
")\n",
"if len(pr_import.job_table()) == 0:\n",
"if len(pr_import.job_table()) == 0:\n",
" pr_import.unpack("Cu_training_archive")"
" pr_import.unpack(
\
"Cu_training_archive
\
")"
]
]
},
},
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 25,
"execution_count": 25,
"id": "
fitting-being
",
"id": "
exclusive-trick
",
"metadata": {},
"metadata": {},
"outputs": [
"outputs": [
{
{
...
@@ -1731,7 +1731,7 @@
...
@@ -1731,7 +1731,7 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 26,
"execution_count": 26,
"id": "
no
te
d
-m
atter
",
"id": "
prosta
te-m
istress
",
"metadata": {},
"metadata": {},
"outputs": [],
"outputs": [],
"source": [
"source": [
...
@@ -1741,7 +1741,7 @@
...
@@ -1741,7 +1741,7 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 27,
"execution_count": 27,
"id": "
filled-squad
",
"id": "
shared-great
",
"metadata": {},
"metadata": {},
"outputs": [
"outputs": [
{
{
...
@@ -1946,7 +1946,7 @@
...
@@ -1946,7 +1946,7 @@
},
},
{
{
"cell_type": "markdown",
"cell_type": "markdown",
"id": "
forty-signal
",
"id": "
explicit-memorabilia
",
"metadata": {},
"metadata": {},
"source": [
"source": [
"Now we iterate over the structures in the dataset and compute the energies and forces for comparison"
"Now we iterate over the structures in the dataset and compute the energies and forces for comparison"
...
@@ -1955,7 +1955,7 @@
...
@@ -1955,7 +1955,7 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 28,
"execution_count": 28,
"id": "
demanding-firmware
",
"id": "
positive-scanner
",
"metadata": {},
"metadata": {},
"outputs": [],
"outputs": [],
"source": [
"source": [
...
@@ -1967,7 +1967,7 @@
...
@@ -1967,7 +1967,7 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 29,
"execution_count": 29,
"id": "
hindu-coordination
",
"id": "
worthy-couple
",
"metadata": {},
"metadata": {},
"outputs": [
"outputs": [
{
{
...
@@ -2051,7 +2051,7 @@
...
@@ -2051,7 +2051,7 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 30,
"execution_count": 30,
"id": "
permanent-disposition
",
"id": "
wrapped-conference
",
"metadata": {},
"metadata": {},
"outputs": [
"outputs": [
{
{
...
@@ -2097,7 +2097,7 @@
...
@@ -2097,7 +2097,7 @@
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": null,
"execution_count": null,
"id": "
related-shell
",
"id": "
international-worship
",
"metadata": {},
"metadata": {},
"outputs": [],
"outputs": [],
"source": []
"source": []
...
...
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