Source code for openquake.server.views

# -*- coding: utf-8 -*-
# vim: tabstop=4 shiftwidth=4 softtabstop=4
#
# Copyright (C) 2015-2023 GEM Foundation
#
# OpenQuake is free software: you can redistribute it and/or modify it
# under the terms of the GNU Affero General Public License as published
# by the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.
#
# OpenQuake is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
# GNU Affero General Public License for more details.
#
# You should have received a copy of the GNU Affero General Public License
# along with OpenQuake. If not, see <http://www.gnu.org/licenses/>.

import csv
import shutil
import json
import string
import pickle
import logging
import os
import tempfile
import subprocess
import traceback
import signal
import zlib
import urllib.parse as urlparse
import re
import psutil
from datetime import datetime, timezone
from urllib.parse import unquote_plus
from xml.parsers.expat import ExpatError
from django.http import (
    HttpResponse, HttpResponseNotFound, HttpResponseBadRequest,
    HttpResponseForbidden)
from django.core.mail import EmailMessage
from django.views.decorators.csrf import csrf_exempt
from django.views.decorators.http import require_http_methods
from django.shortcuts import render
import numpy

from openquake.baselib import hdf5, config, parallel
from openquake.baselib.general import groupby, gettemp, zipfiles, mp
from openquake.hazardlib import nrml, gsim, valid
from openquake.hazardlib.shakemap.validate import (
    aristotle_validate, ARISTOTLE_FORM_LABELS, ARISTOTLE_FORM_PLACEHOLDERS)
from openquake.commonlib import readinput, oqvalidation, logs, datastore, dbapi
from openquake.calculators import base, views
from openquake.calculators.getters import NotFound
from openquake.calculators.export import export
from openquake.calculators.extract import extract as _extract
from openquake.calculators.postproc.plots import plot_shakemap, plot_rupture
from openquake.engine import __version__ as oqversion
from openquake.engine.export import core
from openquake.engine import engine, aelo, aristotle
from openquake.engine.aelo import (
    get_params_from, PRELIMINARY_MODELS, PRELIMINARY_MODEL_WARNING)
from openquake.engine.export.core import DataStoreExportError
from openquake.server import utils

from django.conf import settings
from django.http import FileResponse
from django.urls import reverse
from wsgiref.util import FileWrapper

if settings.LOCKDOWN:
    from django.contrib.auth import authenticate, login, logout

CWD = os.path.dirname(__file__)
METHOD_NOT_ALLOWED = 405
NOT_IMPLEMENTED = 501

XML = 'application/xml'
JSON = 'application/json'
HDF5 = 'application/x-hdf'

#: For exporting calculation outputs, the client can request a specific format
#: (xml, geojson, csv, etc.). If the client does not specify give them (NRML)
#: XML by default.
DEFAULT_EXPORT_TYPE = 'xml'

EXPORT_CONTENT_TYPE_MAP = dict(xml=XML, geojson=JSON)
DEFAULT_CONTENT_TYPE = 'text/plain'

LOGGER = logging.getLogger('openquake.server')

ACCESS_HEADERS = {'Access-Control-Allow-Origin': '*',
                  'Access-Control-Allow-Methods': 'GET, POST, OPTIONS',
                  'Access-Control-Max-Age': 1000,
                  'Access-Control-Allow-Headers': '*'}

KUBECTL = "kubectl apply -f -".split()
ENGINE = "python -m openquake.engine.engine".split()

AELO_FORM_LABELS = {
    'lon': 'Longitude',
    'lat': 'Latitude',
    'vs30': 'Vs30',
    'siteid': 'Site name',
    'asce_version': 'ASCE version',
}

AELO_FORM_PLACEHOLDERS = {
    'lon': 'max. 5 decimals',
    'lat': 'max. 5 decimals',
    'vs30': 'fixed at 760 m/s',
    'siteid': f'max. {settings.MAX_AELO_SITE_NAME_LEN} characters',
    'asce_version': 'ASCE version',
}

HIDDEN_OUTPUTS = ['assetcol', 'job']

# disable check on the export_dir, since the WebUI exports in a tmpdir
oqvalidation.OqParam.is_valid_export_dir = lambda self: True


# Credit for this decorator to https://gist.github.com/aschem/1308865.
[docs]def cross_domain_ajax(func): def wrap(request, *args, **kwargs): # Firefox sends 'OPTIONS' request for cross-domain javascript call. if not request.method == "OPTIONS": response = func(request, *args, **kwargs) else: response = HttpResponse() for k, v in list(ACCESS_HEADERS.items()): response[k] = v return response return wrap
def _get_base_url(request): """ Construct a base URL, given a request object. This comprises the protocol prefix (http:// or https://) and the host, which can include the port number. For example: http://www.openquake.org or https://www.openquake.org:8000. """ if request.is_secure(): base_url = 'https://%s' else: base_url = 'http://%s' base_url %= request.META['HTTP_HOST'] return base_url
[docs]def store(request_files, ini, calc_id): """ Store the uploaded files in calc_dir and select the job file by looking at the .ini extension. :returns: full path of the ini file """ calc_dir = parallel.scratch_dir(calc_id) arch = request_files.get('archive') if arch is None: # move each file to calc_dir using the upload file names inifiles = [] # NB: request_files.values() Django objects are not sortable for each_file in request_files.values(): new_path = os.path.join(calc_dir, each_file.name) shutil.move(each_file.temporary_file_path(), new_path) if each_file.name.endswith(ini): inifiles.append(new_path) else: # extract the files from the archive into calc_dir inifiles = readinput.extract_from_zip(arch, ini, calc_dir) if not inifiles: raise NotFound('There are no %s files in the archive' % ini) return inifiles[0]
[docs]@csrf_exempt @cross_domain_ajax @require_http_methods(['POST']) def ajax_login(request): """ Accept a POST request to login. :param request: `django.http.HttpRequest` object, containing mandatory parameters username and password required. """ username = request.POST['username'] password = request.POST['password'] user = authenticate(username=username, password=password) if user is not None: if user.is_active: login(request, user) return HttpResponse(content='Successful login', content_type='text/plain', status=200) else: return HttpResponse(content='Disabled account', content_type='text/plain', status=403) else: return HttpResponse(content='Invalid login', content_type='text/plain', status=403)
[docs]@csrf_exempt @cross_domain_ajax @require_http_methods(['POST']) def ajax_logout(request): """ Accept a POST request to logout. """ logout(request) return HttpResponse(content='Successful logout', content_type='text/plain', status=200)
[docs]@cross_domain_ajax @require_http_methods(['GET']) def get_engine_version(request): """ Return a string with the openquake.engine version """ return HttpResponse(oqversion)
[docs]@cross_domain_ajax @require_http_methods(['GET']) def get_engine_latest_version(request): """ Return a string with if new versions have been released. Return 'None' if the version is not available """ return HttpResponse(engine.check_obsolete_version())
[docs]@cross_domain_ajax @require_http_methods(['GET']) def get_available_gsims(request): """ Return a list of strings with the available GSIMs """ gsims = list(gsim.get_available_gsims()) return HttpResponse(content=json.dumps(gsims), content_type=JSON)
[docs]@cross_domain_ajax @require_http_methods(['GET']) def get_ini_defaults(request): """ Return a list of ini attributes with a default value """ ini_defs = {} all_names = dir(oqvalidation.OqParam) + list(oqvalidation.OqParam.ALIASES) for name in all_names: if name in oqvalidation.OqParam.ALIASES: # old name newname = oqvalidation.OqParam.ALIASES[name] else: newname = name obj = getattr(oqvalidation.OqParam, newname) if (isinstance(obj, valid.Param) and obj.default is not valid.Param.NODEFAULT): if isinstance(obj.default, float) and numpy.isnan(obj.default): pass else: ini_defs[name] = obj.default return HttpResponse(content=json.dumps(ini_defs), content_type=JSON)
def _make_response(error_msg, error_line, valid): response_data = dict(error_msg=error_msg, error_line=error_line, valid=valid) return HttpResponse( content=json.dumps(response_data), content_type=JSON)
[docs]@csrf_exempt @cross_domain_ajax @require_http_methods(['POST']) def validate_nrml(request): """ Leverage oq-risklib to check if a given XML text is a valid NRML :param request: a `django.http.HttpRequest` object containing the mandatory parameter 'xml_text': the text of the XML to be validated as NRML :returns: a JSON object, containing: * 'valid': a boolean indicating if the provided text is a valid NRML * 'error_msg': the error message, if any error was found (None otherwise) * 'error_line': line of the given XML where the error was found (None if no error was found or if it was not a validation error) """ xml_text = request.POST.get('xml_text') if not xml_text: return HttpResponseBadRequest( 'Please provide the "xml_text" parameter') xml_file = gettemp(xml_text, suffix='.xml') try: nrml.to_python(xml_file) except ExpatError as exc: return _make_response(error_msg=str(exc), error_line=exc.lineno, valid=False) except Exception as exc: # get the exception message exc_msg = exc.args[0] if isinstance(exc_msg, bytes): exc_msg = exc_msg.decode('utf-8') # make it a unicode object elif isinstance(exc_msg, str): pass else: # if it is another kind of object, it is not obvious a priori how # to extract the error line from it return _make_response( error_msg=str(exc_msg), error_line=None, valid=False) # if the line is not mentioned, the whole message is taken error_msg = exc_msg.split(', line')[0] # check if the exc_msg contains a line number indication search_match = re.search(r'line \d+', exc_msg) if search_match: error_line = int(search_match.group(0).split()[1]) else: error_line = None return _make_response( error_msg=error_msg, error_line=error_line, valid=False) else: return _make_response(error_msg=None, error_line=None, valid=True)
[docs]@csrf_exempt @cross_domain_ajax @require_http_methods(['POST']) def validate_zip(request): """ Leverage the engine libraries to check if a given zip archive is a valid calculation input :param request: a `django.http.HttpRequest` object containing a zip archive :returns: a JSON object, containing: * 'valid': a boolean indicating if the provided archive is valid * 'error_msg': the error message, if any error was found (None otherwise) """ archive = request.FILES.get('archive') if not archive: return HttpResponseBadRequest('Missing archive file') job_zip = archive.temporary_file_path() try: oq = readinput.get_oqparam(job_zip) base.calculators(oq, calc_id=None).read_inputs() except Exception as exc: return _make_response(str(exc), None, valid=False) else: return _make_response(None, None, valid=True)
[docs]@require_http_methods(['GET']) @cross_domain_ajax def download_png(request, calc_id, what): """ Get a PNG image with the relevant name, if available """ job = logs.dbcmd('get_job', int(calc_id)) if job is None: return HttpResponseNotFound() if not utils.user_has_permission(request, job.user_name, job.status): return HttpResponseForbidden() try: from PIL import Image response = HttpResponse(content_type="image/png") with datastore.read(job.ds_calc_dir + '.hdf5') as ds: arr = ds['png/%s' % what][:] Image.fromarray(arr).save(response, format='png') return response except Exception as exc: tb = ''.join(traceback.format_tb(exc.__traceback__)) return HttpResponse( content='%s: %s\n%s' % (exc.__class__.__name__, exc, tb), content_type='text/plain', status=500)
[docs]@require_http_methods(['GET']) @cross_domain_ajax def calc(request, calc_id): """ Get a JSON blob containing all of parameters for the given calculation (specified by ``calc_id``). Also includes the current job status ( executing, complete, etc.). """ try: info = logs.dbcmd('calc_info', calc_id) if not utils.user_has_permission(request, info['user_name'], info['status']): return HttpResponseForbidden() except dbapi.NotFound: return HttpResponseNotFound() return HttpResponse(content=json.dumps(info), content_type=JSON)
[docs]@require_http_methods(['GET']) @cross_domain_ajax def calc_list(request, id=None): # view associated to the endpoints /v1/calc/list and /v1/calc/:id/status """ Get a list of calculations and report their id, status, calculation_mode, is_running, description, and a url where more detailed information can be accessed. This is called several times by the Javascript. Responses are in JSON. """ base_url = _get_base_url(request) # always filter calculation list unless user is a superuser calc_data = logs.dbcmd('get_calcs', request.GET, utils.get_valid_users(request), not utils.is_superuser(request), id) response_data = [] username = psutil.Process(os.getpid()).username() for (hc_id, owner, status, calculation_mode, is_running, desc, pid, parent_id, size_mb, host, start_time) in calc_data: if host: owner += '@' + host.split('.')[0] url = urlparse.urljoin(base_url, 'v1/calc/%d' % hc_id) abortable = False if is_running: try: if psutil.Process(pid).username() == username: abortable = True except psutil.NoSuchProcess: pass start_time_str = ( start_time.strftime("%Y-%m-%d, %H:%M:%S") + " " + settings.TIME_ZONE) response_data.append( dict(id=hc_id, owner=owner, calculation_mode=calculation_mode, status=status, is_running=bool(is_running), description=desc, url=url, parent_id=parent_id, abortable=abortable, size_mb=size_mb, start_time=start_time_str)) # if id is specified the related dictionary is returned instead the list if id is not None: response_data = [job for job in response_data if str(job['id']) == id] if not response_data: return HttpResponseNotFound() [response_data] = response_data return HttpResponse(content=json.dumps(response_data), content_type=JSON)
[docs]@csrf_exempt @cross_domain_ajax @require_http_methods(['POST']) def calc_abort(request, calc_id): """ Abort the given calculation, it is it running """ job = logs.dbcmd('get_job', calc_id) if job is None: message = {'error': 'Unknown job %s' % calc_id} return HttpResponse(content=json.dumps(message), content_type=JSON) if job.status not in ('submitted', 'executing'): message = {'error': 'Job %s is not running' % job.id} return HttpResponse(content=json.dumps(message), content_type=JSON) # only the owner or superusers can abort a calculation if (job.user_name not in utils.get_valid_users(request) and not utils.is_superuser(request)): message = {'error': ('User %s has no permission to abort job %s' % (request.user, job.id))} return HttpResponse(content=json.dumps(message), content_type=JSON, status=403) if job.pid: # is a spawned job try: os.kill(job.pid, signal.SIGINT) except Exception as exc: logging.error(exc) else: logging.warning('Aborting job %d, pid=%d', job.id, job.pid) logs.dbcmd('set_status', job.id, 'aborted') message = {'success': 'Killing job %d' % job.id} return HttpResponse(content=json.dumps(message), content_type=JSON) message = {'error': 'PID for job %s not found' % job.id} return HttpResponse(content=json.dumps(message), content_type=JSON)
[docs]@csrf_exempt @cross_domain_ajax @require_http_methods(['POST']) def calc_remove(request, calc_id): """ Remove the calculation id """ # Only the owner can remove a job user = utils.get_user(request) try: message = logs.dbcmd('del_calc', calc_id, user) except dbapi.NotFound: return HttpResponseNotFound() if 'success' in message: return HttpResponse(content=json.dumps(message), content_type=JSON, status=200) elif 'error' in message: logging.error(message['error']) return HttpResponse(content=json.dumps(message), content_type=JSON, status=403) else: # This is an untrapped server error logging.error(message) return HttpResponse(content=message, content_type='text/plain', status=500)
[docs]def share_job(user_level, calc_id, share): if user_level < 2: return HttpResponseForbidden() try: message = logs.dbcmd('share_job', calc_id, share) except dbapi.NotFound: return HttpResponseNotFound() if 'success' in message: return HttpResponse(content=json.dumps(message), content_type=JSON, status=200) elif 'error' in message: logging.error(message['error']) return HttpResponse(content=json.dumps(message), content_type=JSON, status=403) else: raise AssertionError( f"share_job must return 'success' or 'error'!? Returned: {message}")
[docs]@csrf_exempt @cross_domain_ajax @require_http_methods(['POST']) def calc_unshare(request, calc_id): """ Unshare the calculation of the given id """ return share_job(request.user.level, calc_id, share=False)
[docs]@csrf_exempt @cross_domain_ajax @require_http_methods(['POST']) def calc_share(request, calc_id): """ Share the calculation of the given id """ return share_job(request.user.level, calc_id, share=True)
[docs]def log_to_json(log): """Convert a log record into a list of strings""" return [log.timestamp.isoformat()[:22], log.level, log.process, log.message]
[docs]@require_http_methods(['GET']) @cross_domain_ajax def calc_log(request, calc_id, start, stop): """ Get a slice of the calculation log as a JSON list of rows """ start = start or 0 stop = stop or 0 try: response_data = logs.dbcmd('get_log_slice', calc_id, start, stop) except dbapi.NotFound: return HttpResponseNotFound() return HttpResponse(content=json.dumps(response_data), content_type=JSON)
[docs]@require_http_methods(['GET']) @cross_domain_ajax def calc_log_size(request, calc_id): """ Get the current number of lines in the log """ try: response_data = logs.dbcmd('get_log_size', calc_id) except dbapi.NotFound: return HttpResponseNotFound() return HttpResponse(content=json.dumps(response_data), content_type=JSON)
[docs]@csrf_exempt @cross_domain_ajax @require_http_methods(['POST']) def calc_run(request): """ Run a calculation. :param request: a `django.http.HttpRequest` object. If the request has the attribute `hazard_job_id`, the results of the specified hazard calculations will be re-used as input by the risk calculation. The request also needs to contain the files needed to perform the calculation. They can be uploaded as separate files, or zipped together. """ job_ini = request.POST.get('job_ini') hazard_job_id = request.POST.get('hazard_job_id') if hazard_job_id: # "continue" button, tested in the QGIS plugin ini = job_ini if job_ini else "risk.ini" else: ini = job_ini if job_ini else ".ini" user = utils.get_user(request) try: job_id = submit_job(request.FILES, ini, user, hazard_job_id) except Exception as exc: # job failed, for instance missing .xml file # get the exception message exc_msg = traceback.format_exc() + str(exc) logging.error(exc_msg) response_data = dict(traceback=exc_msg.splitlines(), job_id=exc.job_id) status = 500 else: response_data = dict(status='created', job_id=job_id) status = 200 return HttpResponse(content=json.dumps(response_data), content_type=JSON, status=status)
[docs]def aelo_callback( job_id, job_owner_email, outputs_uri, inputs, exc=None, warnings=None): if not job_owner_email: return from_email = settings.EMAIL_HOST_USER to = [job_owner_email] reply_to = settings.EMAIL_SUPPORT lon, lat = inputs['sites'].split() body = (f"Input values: lon = {lon}, lat = {lat}," f" vs30 = {inputs['vs30']}, siteid = {inputs['siteid']}," f" asce_version = {inputs['asce_version']}\n\n") if warnings is not None: for warning in warnings: body += warning + '\n' if exc: subject = f'Job {job_id} failed' body += f'There was an error running job {job_id}:\n{exc}' else: subject = f'Job {job_id} finished correctly' body += (f'Please find the results here:\n{outputs_uri}') EmailMessage(subject, body, from_email, to, reply_to=[reply_to]).send()
[docs]def aristotle_callback( job_id, params, job_owner_email, outputs_uri, exc=None, warnings=None): if not job_owner_email: return # Example of body: # Input parameters: # {'lon': 37.0143, 'lat': 37.2256, 'dep': 10.0, 'mag': 7.8, 'rake': 0.0, # 'usgs_id': 'us6000jllz', 'rupture_file': None} # maximum_distance: 20.0 # tectonic_region_type: Active Shallow Crust # truncation_level: 3.0 # number_of_ground_motion_fields: 100 # asset_hazard_distance: 15.0 # ses_seed: 42 # station_data_file: None # maximum_distance_stations: None # countries: TUR # description: us6000jllz (37.2256, 37.0143) M7.8 TUR params_to_print = '' for key, val in params.items(): if key not in ['calculation_mode', 'inputs', 'job_ini', 'hazard_calculation_id']: if key == 'rupture_dict': params_to_print += params[key] + '\n' else: params_to_print += f'{key}: {val}\n' from_email = settings.EMAIL_HOST_USER to = [job_owner_email] reply_to = settings.EMAIL_SUPPORT body = (f"Input parameters:\n{params_to_print}\n\n") if warnings is not None: for warning in warnings: body += warning + '\n' if exc: job_id = job_id subject = f'Job {job_id} failed' body += f'There was an error running job {job_id}:\n{exc}' else: subject = f'Job {job_id} finished correctly' body += (f'Please find the results here:\n{outputs_uri}') EmailMessage(subject, body, from_email, to, reply_to=[reply_to]).send()
[docs]@csrf_exempt @cross_domain_ajax @require_http_methods(['POST']) def aristotle_get_rupture_data(request): """ Retrieve rupture parameters corresponding to a given usgs id :param request: a `django.http.HttpRequest` object containing usgs_id """ rupture_path = get_uploaded_file_path(request, 'rupture_file') station_data_file = get_uploaded_file_path(request, 'station_data_file') user = request.user user.testdir = None rup, rupdic, _oqparams, err = aristotle_validate( request.POST, user, rupture_path, station_data_file) if err: return HttpResponse(content=json.dumps(err), content_type=JSON, status=400 if 'invalid_inputs' in err else 500) if rupdic['shakemap_array'] is not None: shakemap_array = rupdic['shakemap_array'] figsize = (6.3, 6.3) # fitting in a single row in the template without resizing rupdic['pga_map_png'] = plot_shakemap( shakemap_array, 'PGA', backend='Agg', figsize=figsize, with_cities=False, return_base64=True, rupture=rup) rupdic['mmi_map_png'] = plot_shakemap( shakemap_array, 'MMI', backend='Agg', figsize=figsize, with_cities=False, return_base64=True, rupture=rup) del rupdic['shakemap_array'] elif rup is not None: img_base64 = plot_rupture(rup, figsize=(8, 8), return_base64=True) rupdic['rupture_png'] = img_base64 return HttpResponse(content=json.dumps(rupdic), content_type=JSON, status=200)
[docs]def copy_to_temp_dir_with_unique_name(source_file_path): temp_dir = config.directory.custom_tmp or tempfile.gettempdir() temp_file = tempfile.NamedTemporaryFile(delete=False, dir=temp_dir) temp_file_path = temp_file.name # Close the NamedTemporaryFile to prevent conflicts on Windows temp_file.close() shutil.copy(source_file_path, temp_file_path) return temp_file_path
[docs]def get_uploaded_file_path(request, filename): file = request.FILES.get(filename) if file: # NOTE: we could not find a reliable way to avoid the deletion of the # uploaded file right after the request is consumed, therefore we need # to store a copy of it return copy_to_temp_dir_with_unique_name(file.temporary_file_path())
[docs]@csrf_exempt @cross_domain_ajax @require_http_methods(['POST']) def aristotle_run(request): """ Run an ARISTOTLE calculation. :param request: a `django.http.HttpRequest` object containing usgs_id, rupture_file, lon, lat, dep, mag, rake, dip, strike, local_timestamp, time_event, maximum_distance, trt, truncation_level, number_of_ground_motion_fields, asset_hazard_distance, ses_seed, maximum_distance_stations, station_data_file """ # NOTE: this is called via AJAX so the context processor isn't automatically # applied, since AJAX calls often do not render templates if request.user.level == 0: return HttpResponseForbidden() rupture_path = get_uploaded_file_path(request, 'rupture_file') station_data_file = get_uploaded_file_path(request, 'station_data_file') user = request.user user.testdir = None _rup, rupdic, params, err = aristotle_validate( request.POST, user, rupture_path, station_data_file) if err: return HttpResponse(content=json.dumps(err), content_type=JSON, status=400 if 'invalid_inputs' in err else 500) for key in ['dip', 'strike']: if key in rupdic and rupdic[key] is None: del rupdic[key] user = utils.get_user(request) [jobctx] = engine.create_jobs( [params], config.distribution.log_level, None, user, None) job_owner_email = request.user.email response_data = dict() job_id = jobctx.calc_id outputs_uri_web = request.build_absolute_uri( reverse('outputs_aristotle', args=[job_id])) outputs_uri_api = request.build_absolute_uri( reverse('results', args=[job_id])) log_uri = request.build_absolute_uri( reverse('log', args=[job_id, '0', ''])) traceback_uri = request.build_absolute_uri( reverse('traceback', args=[job_id])) response_data[job_id] = dict( status='created', job_id=job_id, outputs_uri=outputs_uri_api, log_uri=log_uri, traceback_uri=traceback_uri) if not job_owner_email: response_data[job_id]['WARNING'] = ( 'No email address is speficied for your user account,' ' therefore email notifications will be disabled. As soon as' ' the job completes, you can access its outputs at the' ' following link: %s. If the job fails, the error traceback' ' will be accessible at the following link: %s' % (outputs_uri_api, traceback_uri)) # spawn the Aristotle main process proc = mp.Process( target=aristotle.main_web, args=([params], [jobctx], job_owner_email, outputs_uri_web, aristotle_callback)) proc.start() return HttpResponse(content=json.dumps(response_data), content_type=JSON, status=200)
[docs]def aelo_validate(request): validation_errs = {} invalid_inputs = [] try: lon = valid.longitude(request.POST.get('lon')) except Exception as exc: validation_errs[AELO_FORM_LABELS['lon']] = str(exc) invalid_inputs.append('lon') try: lat = valid.latitude(request.POST.get('lat')) except Exception as exc: validation_errs[AELO_FORM_LABELS['lat']] = str(exc) invalid_inputs.append('lat') try: vs30 = valid.positivefloat(request.POST.get('vs30')) except Exception as exc: validation_errs[AELO_FORM_LABELS['vs30']] = str(exc) invalid_inputs.append('vs30') try: siteid = request.POST.get('siteid') if len(siteid) > settings.MAX_AELO_SITE_NAME_LEN: raise ValueError( "site name can not be longer than %s characters" % settings.MAX_AELO_SITE_NAME_LEN) except Exception as exc: validation_errs[AELO_FORM_LABELS['siteid']] = str(exc) invalid_inputs.append('siteid') try: asce_version = request.POST.get( 'asce_version', oqvalidation.OqParam.asce_version.default) oqvalidation.OqParam.asce_version.validator(asce_version) except Exception as exc: validation_errs[AELO_FORM_LABELS['asce_version']] = str(exc) invalid_inputs.append('asce_version') if validation_errs: err_msg = 'Invalid input value' err_msg += 's\n' if len(validation_errs) > 1 else '\n' err_msg += '\n'.join( [f'{field.split(" (")[0]}: "{validation_errs[field]}"' for field in validation_errs]) logging.error(err_msg) response_data = {"status": "failed", "error_msg": err_msg, "invalid_inputs": invalid_inputs} return HttpResponse(content=json.dumps(response_data), content_type=JSON, status=400) return lon, lat, vs30, siteid, asce_version
[docs]@csrf_exempt @cross_domain_ajax @require_http_methods(['POST']) def aelo_run(request): """ Run an AELO calculation. :param request: a `django.http.HttpRequest` object containing lon, lat, vs30, siteid, asce_version """ res = aelo_validate(request) if isinstance(res, HttpResponse): # error return res lon, lat, vs30, siteid, asce_version = res # build a LogContext object associated to a database job try: params = get_params_from( dict(sites='%s %s' % (lon, lat), vs30=vs30, siteid=siteid, asce_version=asce_version), config.directory.mosaic_dir, exclude=['USA']) logging.root.handlers = [] # avoid breaking the logs except Exception as exc: response_data = {'status': 'failed', 'error_cls': type(exc).__name__, 'error_msg': str(exc)} logging.error('', exc_info=True) return HttpResponse( content=json.dumps(response_data), content_type=JSON, status=400) [jobctx] = engine.create_jobs( [params], config.distribution.log_level, None, utils.get_user(request), None) job_id = jobctx.calc_id outputs_uri_web = request.build_absolute_uri( reverse('outputs_aelo', args=[job_id])) outputs_uri_api = request.build_absolute_uri( reverse('results', args=[job_id])) log_uri = request.build_absolute_uri( reverse('log', args=[job_id, '0', ''])) traceback_uri = request.build_absolute_uri( reverse('traceback', args=[job_id])) response_data = dict( status='created', job_id=job_id, outputs_uri=outputs_uri_api, log_uri=log_uri, traceback_uri=traceback_uri) job_owner_email = request.user.email if not job_owner_email: response_data['WARNING'] = ( 'No email address is speficied for your user account,' ' therefore email notifications will be disabled. As soon as' ' the job completes, you can access its outputs at the following' ' link: %s. If the job fails, the error traceback will be' ' accessible at the following link: %s' % (outputs_uri_api, traceback_uri)) # spawn the AELO main process mp.Process(target=aelo.main, args=( lon, lat, vs30, siteid, asce_version, job_owner_email, outputs_uri_web, jobctx, aelo_callback)).start() return HttpResponse(content=json.dumps(response_data), content_type=JSON, status=200)
[docs]def submit_job(request_files, ini, username, hc_id): """ Create a job object from the given files and run it in a new process. :returns: a job ID """ # build a LogContext object associated to a database job [job] = engine.create_jobs( [dict(calculation_mode='custom', description='Calculation waiting to start')], config.distribution.log_level, None, username, hc_id) # store the request files and perform some validation try: job_ini = store(request_files, ini, job.calc_id) job.oqparam = oq = readinput.get_oqparam( job_ini, kw={'hazard_calculation_id': hc_id}) dic = dict(calculation_mode=oq.calculation_mode, description=oq.description, hazard_calculation_id=hc_id) logs.dbcmd('update_job', job.calc_id, dic) jobs = [job] except Exception as exc: tb = traceback.format_exc() logs.dbcmd('log', job.calc_id, datetime.utcnow(), 'CRITICAL', 'before starting', tb) logs.dbcmd('finish', job.calc_id, 'failed') exc.job_id = job.calc_id raise exc custom_tmp = os.path.dirname(job_ini) submit_cmd = config.distribution.submit_cmd.split() big_job = oq.get_input_size() > int(config.distribution.min_input_size) if submit_cmd == ENGINE: # used for debugging for job in jobs: subprocess.Popen(submit_cmd + [save_pik(job, custom_tmp)]) elif submit_cmd == KUBECTL and big_job: for job in jobs: with open(os.path.join(CWD, 'job.yaml')) as f: yaml = string.Template(f.read()).substitute( DATABASE='%(host)s:%(port)d' % config.dbserver, CALC_PIK=save_pik(job, custom_tmp), CALC_NAME='calc%d' % job.calc_id) subprocess.run(submit_cmd, input=yaml.encode('ascii')) else: proc = mp.Process(target=engine.run_jobs, args=([job],)) proc.start() if config.webapi.calc_timeout: mp.Process( target=engine.watchdog, args=(job.calc_id, proc.pid, int(config.webapi.calc_timeout)) ).start() return job.calc_id
[docs]def save_pik(job, dirname): """ Save a LogContext object in pickled format; returns the path to it """ pathpik = os.path.join(dirname, 'calc%d.pik' % job.calc_id) with open(pathpik, 'wb') as f: pickle.dump([job], f) return pathpik
[docs]def get_public_outputs(oes): return [e for o, e in oes if o not in HIDDEN_OUTPUTS]
[docs]@require_http_methods(['GET']) @cross_domain_ajax def calc_results(request, calc_id): """ Get a summarized list of calculation results for a given ``calc_id``. Result is a JSON array of objects containing the following attributes: * id * name * type (hazard_curve, hazard_map, etc.) * url (the exact url where the full result can be accessed) """ # If the specified calculation doesn't exist OR is not yet complete, # throw back a 404. try: info = logs.dbcmd('calc_info', calc_id) if not utils.user_has_permission(request, info['user_name'], info['status']): return HttpResponseForbidden() except dbapi.NotFound: return HttpResponseNotFound() base_url = _get_base_url(request) # NB: export_output has as keys the list (output_type, extension) # so this returns an ordered map output_type -> extensions such as # {'agg_loss_curve': ['xml', 'csv'], ...} output_types = groupby(export, lambda oe: oe[0], get_public_outputs) results = logs.dbcmd('get_outputs', calc_id) if not results: return HttpResponseNotFound() response_data = [] for result in results: try: # output from the datastore rtype = result.ds_key # Catalina asked to remove the .txt outputs (used for the GMFs) outtypes = [ot for ot in output_types[rtype] if ot != 'txt'] except KeyError: continue # non-exportable outputs should not be shown url = urlparse.urljoin(base_url, 'v1/calc/result/%d' % result.id) datum = dict( id=result.id, name=result.display_name, type=rtype, outtypes=outtypes, url=url, size_mb=result.size_mb) response_data.append(datum) return HttpResponse(content=json.dumps(response_data))
[docs]@require_http_methods(['GET']) @cross_domain_ajax def calc_traceback(request, calc_id): """ Get the traceback as a list of lines for a given ``calc_id``. """ # If the specified calculation doesn't exist throw back a 404. try: response_data = logs.dbcmd('get_traceback', calc_id) except dbapi.NotFound: return HttpResponseNotFound() return HttpResponse(content=json.dumps(response_data), content_type=JSON)
[docs]@cross_domain_ajax @require_http_methods(['GET', 'HEAD']) def calc_result(request, result_id): """ Download a specific result, by ``result_id``. The common abstracted functionality for getting hazard or risk results. :param request: `django.http.HttpRequest` object. Can contain a `export_type` GET param (the default is 'xml' if no param is specified). :param result_id: The id of the requested artifact. :returns: If the requested ``result_id`` is not available in the format designated by the `export_type`. Otherwise, return a `django.http.HttpResponse` containing the content of the requested artifact. Parameters for the GET request can include an `export_type`, such as 'xml', 'geojson', 'csv', etc. """ # If the result for the requested ID doesn't exist, OR # the job which it is related too is not complete, # throw back a 404. try: job_id, job_status, job_user, datadir, ds_key = logs.dbcmd( 'get_result', result_id) if ds_key in HIDDEN_OUTPUTS: return HttpResponseForbidden() if not utils.user_has_permission(request, job_user, job_status): return HttpResponseForbidden() except dbapi.NotFound: return HttpResponseNotFound() etype = request.GET.get('export_type') export_type = etype or DEFAULT_EXPORT_TYPE # NOTE: for some reason, in some cases the environment variable TMPDIR is # ignored, so we need to use config.directory.custom_tmp if defined temp_dir = config.directory.custom_tmp or tempfile.gettempdir() tmpdir = tempfile.mkdtemp(dir=temp_dir) try: exported = core.export_from_db( (ds_key, export_type), job_id, datadir, tmpdir) except DataStoreExportError as exc: # TODO: there should be a better error page return HttpResponse(content='%s: %s' % (exc.__class__.__name__, exc), content_type='text/plain', status=500) if not exported: # Throw back a 404 if the exact export parameters are not supported return HttpResponseNotFound( 'Nothing to export for export_type=%s, %s' % (export_type, ds_key)) elif len(exported) > 1: # Building an archive so that there can be a single file download archname = ds_key + '-' + export_type + '.zip' zipfiles(exported, os.path.join(tmpdir, archname)) exported = os.path.join(tmpdir, archname) else: # single file exported = exported[0] content_type = EXPORT_CONTENT_TYPE_MAP.get( export_type, DEFAULT_CONTENT_TYPE) fname = 'output-%s-%s' % (result_id, os.path.basename(exported)) stream = FileWrapper(open(exported, 'rb')) # 'b' is needed on Windows stream.close = lambda: ( FileWrapper.close(stream), shutil.rmtree(tmpdir)) response = FileResponse(stream, content_type=content_type) response['Content-Disposition'] = ( 'attachment; filename=%s' % os.path.basename(fname)) response['Content-Length'] = str(os.path.getsize(exported)) return response
[docs]@cross_domain_ajax @require_http_methods(['GET', 'HEAD']) def extract(request, calc_id, what): """ Wrapper over the `oq extract` command. If `setting.LOCKDOWN` is true only calculations owned by the current user can be retrieved. """ job = logs.dbcmd('get_job', int(calc_id)) if job is None: return HttpResponseNotFound() if not utils.user_has_permission(request, job.user_name, job.status): return HttpResponseForbidden() path = request.get_full_path() n = len(request.path_info) query_string = unquote_plus(path[n:]) try: # read the data and save them on a temporary .npz file with datastore.read(job.ds_calc_dir + '.hdf5') as ds: # NOTE: for some reason, in some cases the environment # variable TMPDIR is ignored, so we need to use # config.directory.custom_tmp if defined temp_dir = config.directory.custom_tmp or tempfile.gettempdir() fd, fname = tempfile.mkstemp( prefix=what.replace('/', '-'), suffix='.npz', dir=temp_dir) os.close(fd) obj = _extract(ds, what + query_string) hdf5.save_npz(obj, fname) except Exception as exc: tb = ''.join(traceback.format_tb(exc.__traceback__)) return HttpResponse( content='%s: %s in %s\n%s' % (exc.__class__.__name__, exc, path, tb), content_type='text/plain', status=500) # stream the data back stream = FileWrapper(open(fname, 'rb')) stream.close = lambda: (FileWrapper.close(stream), os.remove(fname)) response = FileResponse(stream, content_type='application/octet-stream') response['Content-Disposition'] = ( 'attachment; filename=%s' % os.path.basename(fname)) response['Content-Length'] = str(os.path.getsize(fname)) return response
[docs]@cross_domain_ajax @require_http_methods(['GET']) def calc_datastore(request, job_id): """ Download a full datastore file. :param request: `django.http.HttpRequest` object. :param job_id: The id of the requested datastore :returns: A `django.http.HttpResponse` containing the content of the requested artifact, if present, else throws a 404 """ job = logs.dbcmd('get_job', int(job_id)) if job is None or not os.path.exists(job.ds_calc_dir + '.hdf5'): return HttpResponseNotFound() if not utils.user_has_permission(request, job.user_name, job.status): return HttpResponseForbidden() fname = job.ds_calc_dir + '.hdf5' response = FileResponse( FileWrapper(open(fname, 'rb')), content_type=HDF5) response['Content-Disposition'] = ( 'attachment; filename=%s' % os.path.basename(fname)) response['Content-Length'] = str(os.path.getsize(fname)) return response
[docs]def web_engine(request, **kwargs): application_mode = settings.APPLICATION_MODE # NOTE: application_mode is already added by the context processor params = {} if application_mode == 'AELO': params['aelo_form_labels'] = AELO_FORM_LABELS params['aelo_form_placeholders'] = AELO_FORM_PLACEHOLDERS params['asce_versions'] = ( oqvalidation.OqParam.asce_version.validator.choices) params['default_asce_version'] = ( oqvalidation.OqParam.asce_version.default) elif application_mode == 'ARISTOTLE': params['aristotle_form_labels'] = ARISTOTLE_FORM_LABELS params['aristotle_form_placeholders'] = ARISTOTLE_FORM_PLACEHOLDERS params['aristotle_default_usgs_id'] = \ settings.ARISTOTLE_DEFAULT_USGS_ID return render( request, "engine/index.html", params)
[docs]@cross_domain_ajax @require_http_methods(['GET']) def web_engine_get_outputs(request, calc_id, **kwargs): application_mode = settings.APPLICATION_MODE job = logs.dbcmd('get_job', calc_id) if job is None: return HttpResponseNotFound() with datastore.read(job.ds_calc_dir + '.hdf5') as ds: if 'png' in ds: # NOTE: only one hmap can be visualized currently hmaps = any([k.startswith('hmap') for k in ds['png']]) avg_gmf = [k for k in ds['png'] if k.startswith('avg_gmf-')] assets = 'assets.png' in ds['png'] hcurves = 'hcurves.png' in ds['png'] # NOTE: remove "and 'All' in k" to show the individual plots disagg_by_src = [k for k in ds['png'] if k.startswith('disagg_by_src-') and 'All' in k] governing_mce = 'governing_mce.png' in ds['png'] else: hmaps = assets = hcurves = governing_mce = False avg_gmf = [] disagg_by_src = [] size_mb = '?' if job.size_mb is None else '%.2f' % job.size_mb lon = lat = vs30 = site_name = None if application_mode == 'AELO': lon, lat = ds['oqparam'].sites[0][:2] # e.g. [[-61.071, 14.686, 0.0]] vs30 = ds['oqparam'].override_vs30 # e.g. 760.0 site_name = ds['oqparam'].description[9:] # e.g. 'AELO for CCA'->'CCA' return render(request, "engine/get_outputs.html", dict(calc_id=calc_id, size_mb=size_mb, hmaps=hmaps, avg_gmf=avg_gmf, assets=assets, hcurves=hcurves, disagg_by_src=disagg_by_src, governing_mce=governing_mce, lon=lon, lat=lat, vs30=vs30, site_name=site_name,) )
[docs]def is_model_preliminary(ds): # TODO: it would be better having the model written explicitly into the # datastore model = ds['oqparam'].base_path.split(os.path.sep)[-2] if model in PRELIMINARY_MODELS: return True else: return False
[docs]def get_disp_val(val): # gets the value displayed in the webui according to the rounding rules if val >= 1.0: return '{:.2f}'.format(numpy.round(val, 2)) elif val < 0.0001: return f'{val:.1f}' elif val < 0.01: return '{:.4f}'.format(numpy.round(val, 4)) elif val < 0.1: return '{:.3f}'.format(numpy.round(val, 3)) else: return '{:.2f}'.format(numpy.round(val, 2))
# this is extracting only the first site and it is okay
[docs]@cross_domain_ajax @require_http_methods(['GET']) def web_engine_get_outputs_aelo(request, calc_id, **kwargs): job = logs.dbcmd('get_job', calc_id) size_mb = '?' if job.size_mb is None else '%.2f' % job.size_mb asce07 = asce41 = None asce07_with_units = {} asce41_with_units = {} warnings = None with datastore.read(job.ds_calc_dir + '.hdf5') as ds: if is_model_preliminary(ds): warnings = PRELIMINARY_MODEL_WARNING if 'asce07' in ds: try: asce07_js = ds['asce07'][0].decode('utf8') except ValueError: # NOTE: for backwards compatibility, read scalar asce07_js = ds['asce07'][()].decode('utf8') asce07 = json.loads(asce07_js) for key, value in asce07.items(): if key not in ('PGA', 'Ss', 'S1'): continue if not isinstance(value, float): asce07_with_units[key] = value elif key in ('CRs', 'CR1'): # NOTE: (-) stands for adimensional asce07_with_units[key + ' (-)'] = get_disp_val(value) else: asce07_with_units[key + ' (g)'] = get_disp_val(value) if 'asce41' in ds: try: asce41_js = ds['asce41'][0].decode('utf8') except ValueError: # NOTE: for backwards compatibility, read scalar asce41_js = ds['asce41'][()].decode('utf8') asce41 = json.loads(asce41_js) for key, value in asce41.items(): if not key.startswith('BSE'): continue if not isinstance(value, float): asce41_with_units[key] = value else: asce41_with_units[key + ' (g)'] = get_disp_val(value) lon, lat = ds['oqparam'].sites[0][:2] # e.g. [[-61.071, 14.686, 0.0]] vs30 = ds['oqparam'].override_vs30 # e.g. 760.0 site_name = ds['oqparam'].description[9:] # e.g. 'AELO for CCA'->'CCA' try: asce_version = ds['oqparam'].asce_version except AttributeError: # for backwards compatibility on old calculations asce_version = oqvalidation.OqParam.asce_version.default try: calc_aelo_version = ds.get_attr('/', 'aelo_version') except KeyError: calc_aelo_version = '1.0.0' if 'warnings' in ds: ds_warnings = '\n'.join(s.decode('utf8') for s in ds['warnings']) if warnings is None: warnings = ds_warnings else: warnings += '\n' + ds_warnings return render(request, "engine/get_outputs_aelo.html", dict(calc_id=calc_id, size_mb=size_mb, asce07=asce07_with_units, asce41=asce41_with_units, lon=lon, lat=lat, vs30=vs30, site_name=site_name, calc_aelo_version=calc_aelo_version, asce_version=asce_version, warnings=warnings))
[docs]def format_time_delta(td): days = td.days seconds = td.seconds hours = seconds // 3600 minutes = (seconds % 3600) // 60 seconds = seconds % 60 # Format without microseconds formatted_time = f'{days} days, {hours:02}:{minutes:02}:{seconds:02}' return formatted_time
[docs]@cross_domain_ajax @require_http_methods(['GET']) def web_engine_get_outputs_aristotle(request, calc_id): job = logs.dbcmd('get_job', calc_id) if job is None: return HttpResponseNotFound() description = job.description job_start_time = job.start_time job_start_time_str = job.start_time.strftime('%Y-%m-%d %H:%M:%S') + ' UTC' local_timestamp_str = None time_job_after_event = None time_job_after_event_str = None warnings = None with datastore.read(job.ds_calc_dir + '.hdf5') as ds: try: losses = views.view('aggrisk', ds) except KeyError: max_avg_gmf = ds['avg_gmf'][0].max() losses = (f'The risk can not be computed since the hazard is too low:' f' the maximum value of the average GMF is {max_avg_gmf:.5f}') losses_header = None else: losses_header = [header.capitalize().replace('_', ' ') for header in losses.dtype.names] if 'png' in ds: avg_gmf = [k for k in ds['png'] if k.startswith('avg_gmf-')] assets = 'assets.png' in ds['png'] else: assets = False avg_gmf = [] oqparam = ds['oqparam'] if hasattr(oqparam, 'local_timestamp'): local_timestamp_str = ( oqparam.local_timestamp if oqparam.local_timestamp != 'None' else None) size_mb = '?' if job.size_mb is None else '%.2f' % job.size_mb if 'warnings' in ds: ds_warnings = '\n'.join(s.decode('utf8') for s in ds['warnings']) if warnings is None: warnings = ds_warnings else: warnings += '\n' + ds_warnings if local_timestamp_str is not None: local_timestamp = datetime.strptime( local_timestamp_str, '%Y-%m-%d %H:%M:%S%z') time_job_after_event = ( job_start_time.replace(tzinfo=timezone.utc) - local_timestamp) time_job_after_event_str = format_time_delta(time_job_after_event) return render(request, "engine/get_outputs_aristotle.html", dict(calc_id=calc_id, description=description, local_timestamp=local_timestamp_str, job_start_time=job_start_time_str, time_job_after_event=time_job_after_event_str, size_mb=size_mb, losses=losses, losses_header=losses_header, avg_gmf=avg_gmf, assets=assets, warnings=warnings))
[docs]@cross_domain_ajax @require_http_methods(['GET']) def download_aggrisk(request, calc_id): job = logs.dbcmd('get_job', int(calc_id)) if job is None: return HttpResponseNotFound() if not utils.user_has_permission(request, job.user_name, job.status): return HttpResponseForbidden() with datastore.read(job.ds_calc_dir + '.hdf5') as ds: losses = views.view('aggrisk', ds) # Create the HttpResponse object with the appropriate CSV header. response = HttpResponse( content_type="text/csv", headers={ "Content-Disposition": 'attachment; filename="aggrisk_%s.csv"' % calc_id }, ) writer = csv.writer(response) writer.writerow(losses.dtype.names) for row in losses: writer.writerow(row) return response
[docs]@csrf_exempt @cross_domain_ajax @require_http_methods(['POST']) def on_same_fs(request): """ Accept a POST request to check access to a FS available by a client. :param request: `django.http.HttpRequest` object, containing mandatory parameters filename and checksum. """ filename = request.POST['filename'] checksum_in = request.POST['checksum'] checksum = 0 try: data = open(filename, 'rb').read(32) checksum = zlib.adler32(data, checksum) & 0xffffffff if checksum == int(checksum_in): return HttpResponse(content=json.dumps({'success': True}), content_type=JSON, status=200) except (IOError, ValueError): pass return HttpResponse(content=json.dumps({'success': False}), content_type=JSON, status=200)
[docs]@require_http_methods(['GET']) def license(request, **kwargs): return render(request, "engine/license.html")
[docs]@require_http_methods(['GET']) def aelo_changelog(request, **kwargs): aelo_changelog = base.get_aelo_changelog() aelo_changelog_html = aelo_changelog.to_html( index=False, escape=False, classes='changelog', border=0) return render(request, "engine/aelo_changelog.html", dict(aelo_changelog=aelo_changelog_html))