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30/11/14 
1 
una 
solució 
per 
ges/onar 
el 
Big 
Data 
en 
Química 
Computacional 
TSIUC’14 
Universitat 
Autònoma 
de 
Barcelona, 
2-­‐XII-­‐2014 
Carles 
Bo 
ICIQ 
-­‐ 
URV 
cbo@iciq.cat 
Computa?onal 
Chemistry
30/11/14 
2 
NOBEL PRIZE IN CHEMISTRY 2013 
Computa?onal 
Chemistry 
Taking 
experiment 
to 
cyberspace 
Nobel 
Prize 
Chemistry 
2013 
(1981, 
1998) 
POPULAR SCIENCE BACKGROUND 
Taking the experiment to cyberspace 
Chemical reactions occur at lightning speed; electrons jump between atoms hidden from the prying 
eyes of scientists. The Nobel Laureates in Chemistry 2013 have made it possible to map the mysteri-ous 
ways of chemistry by using computers. Detailed knowledge of chemical processes makes it pos-sible 
to optimize catalysts, drugs and solar cells. 
Chemists all over the world devise and carry out experiments on their computers on a daily basis. 
With the help of the methods that Martin Karplus, Michael Levitt and Arieh Warshel began to 
develop in the 1970s, they examined every tiny little step in complex chemical processes that are 
invisible to the naked eye. 
In order for you, the reader, to get an idea of how mankind can benefit from this, we begin with an 
example. Put your lab coat on, because we have a challenge for you: to create artificial photosyn-thesis. 
The chemical reaction occurring in green leaves fills the atmosphere with oxygen and is one 
prerequisite for life on Earth. But it is also interesting from an environmental perspective. If you can 
mimic the photosynthesis you will be able create more efficient solar cells. When water molecules 
are split oxygen is created, but also hydrogen that could be used to power our vehicles. So there is 
ample reason for you to get engaged in this project. If you succeed, you could contribute to solving 
the problem with greenhouse effect. 
Nobel Prize® is a registered trademark of the Nobel Foundation. 
Figure 1. Today chemists experiment just as much on their computers as they do in their labs. Theoretical results 
from computers are confirmed by real experiments that yield new clues to how the world of atoms works. Theory and 
practice cross-fertilize each other. 
Permanent 
storage. 
Cer/fy 
results. 
Re-­‐use 
results.
30/11/14 
3 
Our 
Big 
Data 
Problem 
(1) 
Help 
researchers 
in 
their 
daily 
tasks 
(manage 
& 
store 
results, 
apps 
& 
tools) 
Our 
Big 
Data 
Problem 
(2) 
Manage 
files 
of 
former 
group 
members
30/11/14 
4 
Our 
Big 
Data 
Problem 
(3) 
Suppor/ng 
Informa/on 
files 
Cer/fy 
results 
-­‐ 
Reuse 
results 
Yes, 
Comp 
Chem 
is 
a 
Big 
Data 
Problem
30/11/14 
5 
5 
★ 
Open 
Data 
Tim 
Berners-­‐Lee 
OL: 
Open 
license 
OF: 
Open 
format 
LD: 
Linked 
RE: 
Readable 
data 
URI: 
Accessible 
Scien?sts 
Submit 
jobs 
Data 
Collec?on 
Manually 
Reports 
(pdf 
files) 
Manually 
HPC 
Files 
TeraBytes 
>95% 
waste 
Publishers 
Files 
Public 
Informa?on 
Present
30/11/14 
6 
Scien?sts 
Submit 
jobs 
Workflows 
Data 
Collec?on 
Automated 
Reports 
XML 
Automated 
Cloud 
HPC 
HPC 
on 
demand 
Results 
Databases 
XML 
Publishers 
Informa?on 
Public 
Files 
Informa?on 
Future 
Scien?sts 
Submit 
jobs 
Data 
Collec?on 
Manually 
Reports 
XML 
Automated 
HPC 
HPC 
Results 
Databases 
XML 
Publishers 
Files 
Public 
Files 
Informa?on 
ioChem-­‐BD
30/11/14 
7 
5 
★ 
Open 
Data 
Tim 
Berners-­‐Lee 
Present 
ioChem-­‐BD 
Defini?on 
ioChem-­‐BD 
is 
a 
Digital 
Repository 
aimed 
to 
manage 
and 
store 
Computa/onal 
Chemistry 
files 
(inputs 
& 
outputs), 
and 
comes 
to 
fill 
the 
gap 
between 
results 
genera?on 
and 
manuscripts 
publica?on, 
and 
raise 
data 
to 
5* 
quality. 
Created 
by 
the 
fusion 
of 
previous 
projects:
30/11/14 
8 
Goals 
• Build 
a 
distributed 
database 
of 
computa?onal 
chemistry 
results: 
reduce 
size 
and 
increase 
value. 
• Set 
a 
common 
data 
standard 
among 
all 
quantum 
chemistry 
legacy 
formats 
(XML 
-­‐ 
CML). 
• Become 
a 
daily 
tool 
in 
data 
management, 
search 
and 
manipula?on 
• Redefine 
workflows: 
store 
results 
and 
publishing, 
open-­‐data 
• Be 
open 
to 
add 
future 
func?onali?es 
for 
data 
manipula?on 
and 
analysis 
ioChem-­‐BD 
features 
• Dynamic 
independent 
templates 
for 
data 
extrac?on 
of 
data 
display 
• Data 
representa?on 
set 
on 
top 
of 
priori?es 
(XML-­‐CML) 
• Responsive 
design 
(any 
device 
is 
able 
to 
render 
our 
content) 
• Data 
easily 
exportable 
to 
other 
formats 
• Secure 
connec?ons 
• Fully 
compliant 
with 
latest 
web 
standards
30/11/14 
9 
Performance 
of 
our 
new 
extrac?on 
library 
450 
400 
350 
300 
250 
200 
150 
100 
50 
0 
Conversion 
/me 
vs 
File 
size 
Plain 
text 
to 
CompChem 
CML 
jumbo-­‐converters 
jumbo-­‐saxon 
jumbo-­‐saxon 
with 
keep 
field 
112.73 
502.88 
1,012.32 
1,914.19 
1,914.19 
2,559.18 
2,573.73 
3,421.10 
3,486.16 
5,076.22 
30,229.58 
68,328.04 
Parsing 
/me 
(s) 
File 
size 
(kB) 
≈14x 
≈4x 
User interfaces Upload Convert Store 
Shell 
WEB 
User 
files 
(input/output) 
Conversion 
templates 
Search 
Create 
& 
Browse 
Manage 
Convert 
Share Publish
30/11/14 
10 
Workflow 
steps 
(1): 
Create 
Results 
files 
are 
uploaded 
from 
user’s 
disk 
space 
-­‐ 
Create 
shell 
client 
-­‐ 
Create 
web 
interface 
-­‐ 
Cer/ficate 
results 
(True 
Data) 
-­‐ 
Valida/on 
(Convergence 
WF, 
Geometries) 
Create: 
Shell 
client
30/11/14 
11 
Create: 
Shell 
client 
Basic 
commands 
Command 
Descrip/on 
start-­‐rep-­‐shell 
Connect 
to 
repository 
(mandatory) 
exit-­‐rep 
Disconnect 
from 
repository 
lspro 
List 
current 
path 
contents 
pwdpro 
Print 
current 
path 
Project 
related 
commands 
Command 
Descrip/on 
catpro 
Display 
project 
informa?on 
cdpro 
Change 
to 
project 
cpro 
Create 
a 
new 
project 
mpro 
Modify 
a 
project 
dpro 
Delete 
a 
project 
findpro 
Find 
project 
by 
it’s 
name 
(regex 
allowed) 
Calcula?on 
related 
commands 
Command 
Descrip/on 
loadcalc 
Load 
calcula?on 
into 
repository 
viewcalc 
View 
calcula?on 
informa?on 
Create: 
Web 
interface
30/11/14 
12 
Workflow 
steps 
(2): 
Create 
The 
Create 
module 
manages 
results 
and 
facilitates 
advanced 
data 
treatment 
Create: 
Web 
interface 
• Manage 
– 
Post-­‐processing 
– Organize 
projects 
collec?ons 
– Enrich 
Data: 
Descrip?on, 
keywords, 
addi?onal 
files 
– Reports: 
Generate 
Sup. 
Info. 
files 
(pdf) 
for 
publishing 
– Reac?on 
Energy 
paths 
– Consistency 
(level 
of 
theory) 
– Thermodynamic 
correc?ons 
– Kine?c 
Analysis 
( 
TOF, 
% 
e.e.) 
– Molecular 
descriptors 
(QSAR) 
– etc 
…
30/11/14 
13 
Workflow 
steps 
(3): 
Browse 
Results 
can 
then 
be 
published 
and 
made 
available 
for 
viewing 
and 
downloading 
by 
general 
public 
on 
Browse 
module 
Handle 
URL 
generator 
Rich 
XML 
Suppor?ng 
Informa?on 
files 
Linked 
to 
a 
published 
manuscript 
Browse: 
Web 
interface
30/11/14 
14 
Current 
project 
status 
• Private 
& 
Demo 
servers 
up 
( 
www.iochem-­‐bd.org) 
• Supported 
formats: 
– Gaussian, 
ADF, 
VASP 
– Molcas 
(50%) 
• Tes?ng 
integrity 
(user-­‐driven 
tests) 
• Checking 
Data 
captured 
& 
displayed 
• Reports 
Module 
(50%) 
• To 
do: 
sindicate 
distributed 
browsers, 
links 
to 
external 
databases, 
… 
Acknowledgements 
Moises 
Álvarez 
N. 
Lopez, 
F. 
Maseras, 
J. 
M. 
Poblet, 
C. 
De 
Graaf

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io-Chem-BD, una solució per gestionar el Big Data en Química Computacional

  • 1. 30/11/14 1 una solució per ges/onar el Big Data en Química Computacional TSIUC’14 Universitat Autònoma de Barcelona, 2-­‐XII-­‐2014 Carles Bo ICIQ -­‐ URV cbo@iciq.cat Computa?onal Chemistry
  • 2. 30/11/14 2 NOBEL PRIZE IN CHEMISTRY 2013 Computa?onal Chemistry Taking experiment to cyberspace Nobel Prize Chemistry 2013 (1981, 1998) POPULAR SCIENCE BACKGROUND Taking the experiment to cyberspace Chemical reactions occur at lightning speed; electrons jump between atoms hidden from the prying eyes of scientists. The Nobel Laureates in Chemistry 2013 have made it possible to map the mysteri-ous ways of chemistry by using computers. Detailed knowledge of chemical processes makes it pos-sible to optimize catalysts, drugs and solar cells. Chemists all over the world devise and carry out experiments on their computers on a daily basis. With the help of the methods that Martin Karplus, Michael Levitt and Arieh Warshel began to develop in the 1970s, they examined every tiny little step in complex chemical processes that are invisible to the naked eye. In order for you, the reader, to get an idea of how mankind can benefit from this, we begin with an example. Put your lab coat on, because we have a challenge for you: to create artificial photosyn-thesis. The chemical reaction occurring in green leaves fills the atmosphere with oxygen and is one prerequisite for life on Earth. But it is also interesting from an environmental perspective. If you can mimic the photosynthesis you will be able create more efficient solar cells. When water molecules are split oxygen is created, but also hydrogen that could be used to power our vehicles. So there is ample reason for you to get engaged in this project. If you succeed, you could contribute to solving the problem with greenhouse effect. Nobel Prize® is a registered trademark of the Nobel Foundation. Figure 1. Today chemists experiment just as much on their computers as they do in their labs. Theoretical results from computers are confirmed by real experiments that yield new clues to how the world of atoms works. Theory and practice cross-fertilize each other. Permanent storage. Cer/fy results. Re-­‐use results.
  • 3. 30/11/14 3 Our Big Data Problem (1) Help researchers in their daily tasks (manage & store results, apps & tools) Our Big Data Problem (2) Manage files of former group members
  • 4. 30/11/14 4 Our Big Data Problem (3) Suppor/ng Informa/on files Cer/fy results -­‐ Reuse results Yes, Comp Chem is a Big Data Problem
  • 5. 30/11/14 5 5 ★ Open Data Tim Berners-­‐Lee OL: Open license OF: Open format LD: Linked RE: Readable data URI: Accessible Scien?sts Submit jobs Data Collec?on Manually Reports (pdf files) Manually HPC Files TeraBytes >95% waste Publishers Files Public Informa?on Present
  • 6. 30/11/14 6 Scien?sts Submit jobs Workflows Data Collec?on Automated Reports XML Automated Cloud HPC HPC on demand Results Databases XML Publishers Informa?on Public Files Informa?on Future Scien?sts Submit jobs Data Collec?on Manually Reports XML Automated HPC HPC Results Databases XML Publishers Files Public Files Informa?on ioChem-­‐BD
  • 7. 30/11/14 7 5 ★ Open Data Tim Berners-­‐Lee Present ioChem-­‐BD Defini?on ioChem-­‐BD is a Digital Repository aimed to manage and store Computa/onal Chemistry files (inputs & outputs), and comes to fill the gap between results genera?on and manuscripts publica?on, and raise data to 5* quality. Created by the fusion of previous projects:
  • 8. 30/11/14 8 Goals • Build a distributed database of computa?onal chemistry results: reduce size and increase value. • Set a common data standard among all quantum chemistry legacy formats (XML -­‐ CML). • Become a daily tool in data management, search and manipula?on • Redefine workflows: store results and publishing, open-­‐data • Be open to add future func?onali?es for data manipula?on and analysis ioChem-­‐BD features • Dynamic independent templates for data extrac?on of data display • Data representa?on set on top of priori?es (XML-­‐CML) • Responsive design (any device is able to render our content) • Data easily exportable to other formats • Secure connec?ons • Fully compliant with latest web standards
  • 9. 30/11/14 9 Performance of our new extrac?on library 450 400 350 300 250 200 150 100 50 0 Conversion /me vs File size Plain text to CompChem CML jumbo-­‐converters jumbo-­‐saxon jumbo-­‐saxon with keep field 112.73 502.88 1,012.32 1,914.19 1,914.19 2,559.18 2,573.73 3,421.10 3,486.16 5,076.22 30,229.58 68,328.04 Parsing /me (s) File size (kB) ≈14x ≈4x User interfaces Upload Convert Store Shell WEB User files (input/output) Conversion templates Search Create & Browse Manage Convert Share Publish
  • 10. 30/11/14 10 Workflow steps (1): Create Results files are uploaded from user’s disk space -­‐ Create shell client -­‐ Create web interface -­‐ Cer/ficate results (True Data) -­‐ Valida/on (Convergence WF, Geometries) Create: Shell client
  • 11. 30/11/14 11 Create: Shell client Basic commands Command Descrip/on start-­‐rep-­‐shell Connect to repository (mandatory) exit-­‐rep Disconnect from repository lspro List current path contents pwdpro Print current path Project related commands Command Descrip/on catpro Display project informa?on cdpro Change to project cpro Create a new project mpro Modify a project dpro Delete a project findpro Find project by it’s name (regex allowed) Calcula?on related commands Command Descrip/on loadcalc Load calcula?on into repository viewcalc View calcula?on informa?on Create: Web interface
  • 12. 30/11/14 12 Workflow steps (2): Create The Create module manages results and facilitates advanced data treatment Create: Web interface • Manage – Post-­‐processing – Organize projects collec?ons – Enrich Data: Descrip?on, keywords, addi?onal files – Reports: Generate Sup. Info. files (pdf) for publishing – Reac?on Energy paths – Consistency (level of theory) – Thermodynamic correc?ons – Kine?c Analysis ( TOF, % e.e.) – Molecular descriptors (QSAR) – etc …
  • 13. 30/11/14 13 Workflow steps (3): Browse Results can then be published and made available for viewing and downloading by general public on Browse module Handle URL generator Rich XML Suppor?ng Informa?on files Linked to a published manuscript Browse: Web interface
  • 14. 30/11/14 14 Current project status • Private & Demo servers up ( www.iochem-­‐bd.org) • Supported formats: – Gaussian, ADF, VASP – Molcas (50%) • Tes?ng integrity (user-­‐driven tests) • Checking Data captured & displayed • Reports Module (50%) • To do: sindicate distributed browsers, links to external databases, … Acknowledgements Moises Álvarez N. Lopez, F. Maseras, J. M. Poblet, C. De Graaf