Curie-Web/app/views.py

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"""
Flask Documentation: http://flask.pocoo.org/docs/
Jinja2 Documentation: http://jinja.pocoo.org/2/documentation/
Werkzeug Documentation: http://werkzeug.pocoo.org/documentation/
"""
import os
from app import app
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from flask import render_template, request, flash, send_file
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from werkzeug.utils import secure_filename
from random import choice, shuffle
from string import digits, ascii_lowercase
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from pymed import PubMed
from datetime import datetime,date
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import json
import subprocess
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import mysql.connector as con
from mysql.connector.errors import InterfaceError,DatabaseError
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import requests
import logging
import logzero
from logzero import logger
logzero.loglevel(logging.DEBUG)
if app.config['SAVE_LOGS']:
logFile = app.config['LOG_FOLDER'] + date.today().strftime("%m-%d-%y") + ".log"
logzero.logfile(logFile, maxBytes=1e6, backupCount=3)
import configparser
misc = configparser.ConfigParser()
misc.read('app/misc.ini')
errors = misc['ERRORS']
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AlertSMARTS = misc['ALERT_SMARTS']
AlertDescription = misc['ALERT_DESCRIPTION']
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base = os.getcwd()
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# Note: that when using Flask-WTF we need to import the Form Class that we created
# in forms.py
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from .forms import MyForm, curieForm, statusForm, generateSMILES, PyMedSearch, dockSingleForm, generatePDBQTS
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def log(message,logType="INFO"):
if app.config['LOG']:
if logType == "INFO":
logger.info(message)
elif logType == "DEBUG":
logger.debug(message)
elif logType == "EXCEPTION":
logger.exception(message)
elif logType == "DANGER":
logger.error(message)
return None
def gen_word(N, min_N_dig, min_N_low):
choose_from = [digits]*min_N_dig + [ascii_lowercase]*min_N_low
choose_from.extend([digits + ascii_lowercase] * (N-min_N_low-min_N_dig))
chars = [choice(bet) for bet in choose_from]
shuffle(chars)
return ''.join(chars)
def convertToBinaryData(filename):
# Convert digital data to binary format
with open(filename, 'rb') as file:
binaryData = file.read()
return binaryData
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###
# Routing for your application.
###
@app.route('/')
def home():
"""Render website's home page."""
return render_template('home.html')
@app.route('/About')
def about():
"""Render about page."""
return render_template('about.html')
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@app.route('/Editor')
def editor():
"""Render Molecular Editor"""
return render_template('molecule_editor.html')
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@app.route('/Visualise')
def visualise():
"""Render visualisation page."""
return render_template('visualise.html')
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@app.route('/Search',methods=['GET','POST'])
def pubmed():
"""Query PubMed"""
form = PyMedSearch()
pubmed = PubMed(tool="Curie", email="navanchauhan@gmail.com")
if request.method == 'POST' and form.validate_on_submit():
q = form.query.data
log(form,"DEBUG")
log(pubmed,"DEBUG")
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results = pubmed.query(q,max_results=100)
search = []
for x in results:
search.append(x.toDict())
return render_template('search.html',result=search,form=form)
flash_errors(form)
return render_template('search.html',form=form)
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@app.route('/Compound-Search',methods=['GET','POST'])
def pubchem():
form = PyMedSearch()
if request.method == 'POST' and form.validate_on_submit():
q = form.query.data
response = requests.get('https://pubchem.ncbi.nlm.nih.gov/rest/pug/compound/name/%s/property/Fingerprint2D,CanonicalSMILES,IsomericSMILES/JSON' % q.strip())
if response.status_code == 404:
return render_template('error.html',code="PC00",description=errors["PC00"])
search = response.json()["PropertyTable"]["Properties"]
print(search)
return render_template('search-pubchem.html',result=search,form=form)
return render_template('search-pubchem.html',form=form)
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@app.route('/Properties',methods=['GET','POST'])
def propalert():
form = PyMedSearch()
if request.method == 'POST' and form.validate_on_submit():
q = form.query.data
result = []
perfect = False
complete = False
try:
from rdkit import Chem
except ImportError:
return render_template('error.html',code="RD00",description=errors["RD00"])
if Chem.MolFromSmiles(q.strip()) is None:
print("invalid smiles")
return render_template('error.html',code="RD01",description=errors["RD01"])
for alert in AlertSMARTS:
print("Checking",alert,AlertSMARTS[alert])
records = {}
records['Name'] = alert
try:
records['SVG'] = get_svg(q,AlertSMARTS[alert])
except:
continue
records['Description'] = AlertDescription[alert]
result.append(records)
prop = get_prop(q)
print(prop)
complete = True
if len(result) == 0:
perfect = True
return render_template('mol-characteristics.html',complete=complete,result=result,form=form,perfect=perfect,prop=prop)
return render_template('mol-characteristics.html',form=form)
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@app.route('/Status',methods=['GET','POST'])
def status():
taskStatusForm = statusForm()
if request.method == 'POST':
if taskStatusForm.validate_on_submit():
jobID = taskStatusForm.jobID.data
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try:
mycon = con.connect(host=app.config['DB_HOST'],user=app.config['DB_USER'],password=app.config['DB_PASSWORD'],port=app.config['DB_PORT'],database=app.config['DB_NAME'])
mycursor = mycon.cursor()
except InterfaceError:
return render_template('error.html',code="DB00",description=errors['DB00'])
except DatabaseError:
return render_template('error.html',code="DB02",description=errors['DB02'])
sqlQuery = 'select id, protein_name, ligand_name, date, description, done, pdb from curieweb where id="%s"' % (jobID)
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mycursor.execute(sqlQuery)
records = mycursor.fetchall()
if records == []:
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return render_template('error.html',code="DB01",description=errors['DB01'])
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r = records[0]
protein_name = r[1]
ligand_name = r[2]
date = r[3]
description = r[4]
done = r[5]
if done==1:
done="Completed"
elif done==0:
done="Queued"
if protein_name == None:
protein_name = r[6]
PDFReport = "/static/uploads/reports/" + str(jobID) + ".pdf"
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AndroidModel = "/static/uploads/3DModels/" + str(jobID) + ".gltf"
iOSModel = "/static/uploads/3DModels/" + str(jobID) + ".usdz"
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uploadsFolder = os.path.join(base,"app/static/uploads/")
if os.path.exists(os.path.join(uploadsFolder,"reports",str(jobID)+".pdf")):
reportDone = 'exists'
else:
reportDone = False
if os.path.exists(os.path.join(uploadsFolder,"3DModels",str(jobID)+".gltf")):
ModelDone = 'exists'
else:
ModelDone = False
return render_template('job_status.html',ID=jobID,pn=protein_name,ln=ligand_name,subDate=date,desc=description,status=done,model=ModelDone,report=reportDone,PDFReport=PDFReport,AndroidModel=AndroidModel,iOSModel=iOSModel)
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flash_errors(taskStatusForm)
return render_template('job_status_form.html',form=taskStatusForm)
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@app.route('/PDBQTs',methods=['GET','POST'])
def generate_pdbqts():
myform = generatePDBQTS()
if request.method == 'POST':
if myform.validate_on_submit():
pdbId = myform.pdb.data
smiles = myform.smiles.data
name = myform.name.data
if (len(pdbId)==0) and (len(smiles)==0):
log("Nothing Submitted!","WARNING")
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flash("Invalid Submission!",'danger')
if len(smiles) != 0:
try:
import oddt
except ImportError:
return render_template('error.html',code="OD00",description=errors['OD00'])
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try:
mol = oddt.toolkit.readstring('smi', smiles)
except:
return render_template('error.html',code="OD01",description=errors['OD01'])
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try:
mol.make3D()
mol.calccharges()
except:
return render_template('error.html',code="OD02",description=errors['OD02'])
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from oddt.docking.AutodockVina import write_vina_pdbqt
try:
write_vina_pdbqt(mol,'app',flexible=False)
except:
return render_template('error.html',code="OD03",description=errors['OD03'])
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path = ".pdbqt"
if ".pdbqt" in name:
fname = name
else:
fname = name + ".pdbqt"
return send_file(path,attachment_filename=fname,as_attachment=True)
if len(pdbId) != 0:
try:
from plip.basic import config
except ImportError:
return render_template('error.html',code="PL00",description=errors['PL00'])
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from plip.exchange.webservices import fetch_pdb
from plip.structure.preparation import create_folder_if_not_exists, extract_pdbid
from plip.structure.preparation import tilde_expansion, PDBComplex
try:
pdbfile, pdbid = fetch_pdb(pdbId.lower())
except:
return render_template('error.html',code="PL01",description=errors['PL01'])
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pdbpath = tilde_expansion('%s/%s.pdb' % (config.BASEPATH.rstrip('/'), pdbid))
create_folder_if_not_exists(config.BASEPATH)
with open(pdbpath, 'w') as g:
g.write(pdbfile)
try:
import oddt
except:
return render_template('error.html',code="OD00",description=errors['OD00'])
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from oddt.docking.AutodockVina import write_vina_pdbqt
try:
receptor = next(oddt.toolkit.readfile("pdb",pdbpath.split("./")[1]))
receptor.calccharges()
except Exception:
receptor = next(oddt.toolkits.rdk.readfile("pdb",pdbpath.split("./")[1]))
receptor.calccharges()
try:
path = write_vina_pdbqt(receptor,'app',flexible=False)
except:
return render_template('error.html',code="OD03",description=errors['OD03'])
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os.rename(path,"app/.pdbqt")
path = ".pdbqt"
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fname = pdbId.upper() + ".pdbqt"
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return send_file(path,attachment_filename=fname,as_attachment=True)
flash_errors(myform)
return render_template('pdbqt_form.html',form=myform)
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tfWorking = 0
if app.config['LSTM']:
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try:
import tensorflow as tf
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tfWorking = 1
except Exception as e:
log(e,"EXCEPTION")
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tfWorking = 0
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if tfWorking == 1:
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from lstm_chem.utils.config import process_config
from lstm_chem.model import LSTMChem
from lstm_chem.generator import LSTMChemGenerator
config = process_config("app/prod/config.json")
modeler = LSTMChem(config, session="generate")
gen = LSTMChemGenerator(modeler)
log("Heating up model","INFO")
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gen.sample(1)
@app.route('/Generate', methods=['GET','POST'])
def generate():
"""Generate novel drugs"""
form = generateSMILES()
with open("./app/prod/config.json") as config:
import json
j = json.loads(config.read())
log(("Model Name:", j["exp_name"]),"INFO")
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if request.method == 'POST' and form.validate_on_submit():
log(tfWorking,"DEBUG")
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if tfWorking == 0:
log("Failed to initialise model","DANGER")
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flash("Failed to initialise the model!","danger")
else:
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result = gen.sample(form.n.data)
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return render_template('generate.html',expName=j["exp_name"],epochs=j["num_epochs"],optimizer=j["optimizer"].capitalize(), form=form,result=result)
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return render_template('generate.html',expName=j["exp_name"],epochs=j["num_epochs"],optimizer=j["optimizer"].capitalize(), form=form)
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@app.route('/Dock-Manual', methods=['GET', 'POST'])
def dock_manual():
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form = curieForm()
if request.method == 'POST' and form.validate_on_submit():
log(("Recieved task: ",form.description.data),"DEBUG")
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description = form.description.data
target = form.target.data
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ligand = form.ligand.data
cx,cy,cz = str(form.center_x.data), str(form.center_y.data), str(form.center_z.data)
sx,sy,sz = str(form.size_x.data), str(form.size_y.data), str(form.size_z.data)
email = form.email.data
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try:
mycon = con.connect(host=app.config['DB_HOST'],user=app.config['DB_USER'],password=app.config['DB_PASSWORD'],port=app.config['DB_PORT'],database=app.config['DB_NAME'])
mycursor = mycon.cursor()
except InterfaceError:
return render_template("error.html",code="DB00",description=errors['DB00'])
except DatabaseError:
return render_template("error.html",code="DB02",description=errors['DB02'])
import tempfile
with tempfile.TemporaryDirectory() as directory:
os.chdir(directory)
target.save(secure_filename(target.filename))
ligand.save(secure_filename(ligand.filename))
buffer = "center_x="+cx+"\ncenter_y="+cy+"\ncenter_z="+cz+"\nsize_x="+sx+"\nsize_y="+sy+"\nsize_z="+sz
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with open("config.txt","w") as f:
f.write(buffer)
ligandB = convertToBinaryData(secure_filename(ligand.filename))
receptor = convertToBinaryData(secure_filename(target.filename))
config = convertToBinaryData("config.txt")
ligandName = secure_filename(ligand.filename)
receptorName = secure_filename(target.filename)
sqlQuery = "insert into curieweb (id, email, protein, protein_name, ligand_pdbqt, ligand_name,date, description, config) values (%s,%s,%s,%s,%s,%s,CURDATE(),%s,%s) "
jobID = gen_word(16, 1, 1)
log(("Submitted JobID: ",jobID),"DEBUG")
insert_tuple = (jobID,email,receptor,receptorName,ligandB,ligandName,description,config)
mycursor.execute(sqlQuery,insert_tuple)
mycon.commit()
log(("Description",description),"DEBUG")
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print(base)
cwd = os.path.join(base,"app")
if app.config['INSTANT_EXEC']:
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subprocess.Popen(['python3', 'dock-manual.py'],cwd=cwd)
return render_template('display_result.html', filename="OwO", description=description,job=jobID)
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flash_errors(form)
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return render_template('dock_manual.html', form=form)
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@app.route('/Dock-Automatic', methods=['GET', 'POST'])
def dock_automatic():
form = dockSingleForm()
if request.method == 'POST' and form.validate_on_submit():
log(("Recieved task: ",form.description.data),"DEBUG")
description = form.description.data
pdb = form.pdbID.data
smile = form.smiles.data
name = form.name.data
email = form.email.data
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if len(pdb) != 4:
return render_template("error.html",code="CW01",description=errors['CW01'])
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try:
mycon = con.connect(host=app.config['DB_HOST'],user=app.config['DB_USER'],password=app.config['DB_PASSWORD'],port=app.config['DB_PORT'],database=app.config['DB_NAME'])
mycursor = mycon.cursor()
except InterfaceError:
return render_template('error.html',code="DB00",description=errors['DB00'])
except DatabaseError:
return render_template("error.html",code="DB02",description=errors['DB02'])
sqlQuery = "insert into curieweb (id, email, pdb, ligand_smile, ligand_name, date, description) values (%s,%s,%s,%s,%s,CURDATE(),%s) "
jobID = gen_word(16, 1, 1)
insert_tuple = (jobID,email,pdb,smile,name,description)
mycursor.execute(sqlQuery,insert_tuple)
mycon.commit()
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log(("Description",description),"DEBUG")
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#cwd = os.path.join(os.getcwd(),"app")
cwd = os.path.join(base,"app")
if app.config['INSTANT_EXEC']:
subprocess.Popen(['python3', 'dock-single.py'],cwd=cwd)
return render_template('display_result.html', filename="OwO", description=description,job=jobID)
flash_errors(form)
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return render_template('dock_automatic.html', form=form)
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###
# The functions below should be applicable to all Flask apps.
###
# Flash errors from the form if validation fails
def flash_errors(form):
for field, errors in form.errors.items():
for error in errors:
flash(u"Error in the %s field - %s" % (
getattr(form, field).label.text,
error
), 'danger')
@app.route('/<file_name>.txt')
def send_text_file(file_name):
"""Send your static text file."""
file_dot_text = file_name + '.txt'
return app.send_static_file(file_dot_text)
@app.after_request
def add_header(response):
"""
Add headers to both force latest IE rendering engine or Chrome Frame,
and also to cache the rendered page for 10 minutes.
"""
response.headers['X-UA-Compatible'] = 'IE=Edge,chrome=1'
response.headers['Cache-Control'] = 'public, max-age=0'
return response
@app.errorhandler(404)
def page_not_found(error):
"""Custom 404 page."""
return render_template('404.html'), 404
if __name__ == '__main__':
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app.run(debug=True, host="0.0.0.0", port="8080")
def get_svg(base,pattern):
try:
from rdkit.Chem.Draw import rdMolDraw2D
from rdkit import Chem
except:
return None # Need to add logic
mol = Chem.MolFromSmiles(base)
patt = Chem.MolFromSmarts(pattern)
hit_ats = list(mol.GetSubstructMatch(patt))
hit_bonds = []
for bond in patt.GetBonds():
aid1 = hit_ats[bond.GetBeginAtomIdx()]
aid2 = hit_ats[bond.GetEndAtomIdx()]
hit_bonds.append(mol.GetBondBetweenAtoms(aid1,aid2).GetIdx())
d = rdMolDraw2D.MolDraw2DSVG(500, 500)
rdMolDraw2D.PrepareAndDrawMolecule(d, mol, highlightAtoms=hit_ats, highlightBonds=hit_bonds)
return d.GetDrawingText().replace("width='500' height='500'","").replace("width='500px' height='500px'","")
def get_prop(base):
try:
from rdkit import Chem
from rdkit.Chem import Crippen
from rdkit.Chem import Descriptors
from rdkit.Chem import rdMolDescriptors
from rdkit.Chem import Lipinski
except:
return None # Need to add logic
result = {}
mol = Chem.MolFromSmiles(base)
result["cLogP"] = Crippen.MolLogP(mol)
result["Molecular Weight"] = Descriptors.MolWt(mol)
result["TPSA"] = rdMolDescriptors.CalcTPSA(mol)
result["Hydrogen Bond Acceptors"] = Lipinski.NumHAcceptors(mol)
result["Hydrogen Bond Donors"] = Lipinski.NumHDonors(mol)
result["Rotable Bonds"] = Lipinski.NumRotatableBonds(mol)
result["Fraction SP3"] = Lipinski.FractionCSP3(mol)
return result