def main(ctx, resource_h5, out_dir, compute_tree, verbose):
"""
ResourceX Command Line Interface
"""
ctx.ensure_object(dict)
ctx.obj['H5'] = resource_h5
ctx.obj['OUT_DIR'] = out_dir
ctx.obj['CLS_KWARGS'] = {'compute_tree': compute_tree}
multi_h5_res, hsds = check_res_file(resource_h5)
if multi_h5_res:
assert os.path.exists(os.path.dirname(resource_h5))
ctx.obj['CLS'] = MultiFileResourceX
else:
if hsds:
ctx.obj['CLS_KWARGS']['hsds'] = hsds
else:
assert os.path.exists(resource_h5)
ctx.obj['CLS'] = ResourceX
name = os.path.splitext(os.path.basename(resource_h5))[0]
init_mult(name,
out_dir,
verbose=verbose,
node=True,
modules=[
__name__, 'rex.resource_extraction.resource_extraction',
'rex.resource'
])
logger.info('Extracting Resource data from {}'.format(resource_h5))
logger.info('Outputs to be stored in: {}'.format(out_dir))
def from_config(ctx, config_file, verbose):
"""Run reV gen from a config file."""
name = ctx.obj['NAME']
verbose = any([verbose, ctx.obj['VERBOSE']])
# Instantiate the config object
config = GenConfig(config_file)
# take name from config if not default
if config.name.lower() != 'rev':
name = config.name
ctx.obj['NAME'] = name
# Enforce verbosity if logging level is specified in the config
if config.log_level == logging.DEBUG:
verbose = True
# make output directory if does not exist
if not os.path.exists(config.dirout):
os.makedirs(config.dirout)
# initialize loggers.
init_mult(name, config.logdir, modules=['reV', 'rex'], verbose=verbose)
# Initial log statements
logger.info(
'Running reV Generation from config file: "{}"'.format(config_file))
logger.info('Target output directory: "{}"'.format(config.dirout))
logger.info('Target logging directory: "{}"'.format(config.logdir))
logger.info('The following project points were specified: "{}"'.format(
config.get('project_points', None)))
logger.info(
'The following SAM configs are available to this run:\n{}'.format(
pprint.pformat(config.get('sam_files', None), indent=4)))
logger.info('The following is being used for site specific input data: '
'"{}"'.format(config.site_data))
logger.debug('The full configuration input is as follows:\n{}'.format(
pprint.pformat(config, indent=4)))
# set config objects to be passed through invoke to direct methods
ctx.obj['TECH'] = config.technology
ctx.obj['POINTS'] = config.project_points
ctx.obj['SAM_FILES'] = config.sam_files
ctx.obj['DIROUT'] = config.dirout
ctx.obj['LOGDIR'] = config.logdir
ctx.obj['OUTPUT_REQUEST'] = config.output_request
ctx.obj['SITE_DATA'] = config.site_data
ctx.obj['TIMEOUT'] = config.timeout
ctx.obj['SITES_PER_WORKER'] = config.execution_control.sites_per_worker
ctx.obj['MAX_WORKERS'] = config.execution_control.max_workers
ctx.obj['MEM_UTIL_LIM'] = \
config.execution_control.memory_utilization_limit
ctx.obj['CURTAILMENT'] = None
if config.curtailment is not None:
# pass through the curtailment file, not the curtailment object
ctx.obj['CURTAILMENT'] = config['curtailment']
for i, year in enumerate(config.years):
submit_from_config(ctx, name, year, config, i, verbose=verbose)
def main(wind_path, hub_height, out_dir, wspd_bins, wdir_bins, max_workers,
res_cls, hsds, chunks_per_worker, log_file, verbose):
"""
WindRose Command Line Interface
"""
if not os.path.exists(out_dir):
os.makedirs(out_dir)
name = os.path.splitext(os.path.basename(wind_path))[0]
name = name.replace('*', '')
out_fpath = '{}_wind_rose-{}m.csv'.format(name, hub_height)
out_fpath = os.path.join(out_dir, out_fpath)
if log_file is not None:
name = os.path.basename(log_file).split('.')[0]
log_dir = os.path.dirname(log_file)
else:
name = None
log_dir = None
init_mult(name, log_dir, [__name__, 'rex'], verbose=verbose)
logger.info('Computing wind rose from {}'.format(wind_path))
logger.info('Outputs to be stored in: {}'.format(out_dir))
JointPD.wind_rose(wind_path,
hub_height,
wspd_bins=wspd_bins,
wdir_bins=wdir_bins,
sites=None,
res_cls=RES_CLS[res_cls],
hsds=hsds,
max_workers=max_workers,
chunks_per_worker=chunks_per_worker,
out_fpath=out_fpath)
def from_config(ctx, config_file, verbose):
"""Run reV gen from a config file."""
name = ctx.obj['NAME']
# Instantiate the config object
config = MultiYearConfig(config_file)
# take name from config if not default
if config.name.lower() != 'rev':
name = config.name
ctx.obj['NAME'] = name
# Enforce verbosity if logging level is specified in the config
if config.log_level == logging.DEBUG:
verbose = True
# make output directory if does not exist
if not os.path.exists(config.dirout):
os.makedirs(config.dirout)
# initialize loggers.
init_mult(name, config.logdir, modules=[__name__, 'reV'], verbose=verbose)
# Initial log statements
logger.info(
'Running reV multi-year from config file: "{}"'.format(config_file))
logger.info('Target output directory: "{}"'.format(config.dirout))
logger.info('Target logging directory: "{}"'.format(config.logdir))
ctx.obj['MY_FILE'] = config.my_file
if config.execution_control.option == 'local':
ctx.obj['NAME'] = name
status = Status.retrieve_job_status(config.dirout, 'multi-year', name)
if status != 'successful':
Status.add_job(config.dirout,
'multi-year',
name,
replace=True,
job_attrs={
'hardware': 'local',
'fout': ctx.obj['MY_FILE'],
'dirout': config.dirout
})
group_params = json.dumps(config.group_params)
ctx.invoke(multi_year_groups, group_params=group_params)
elif config.execution_control.option in ('eagle', 'slurm'):
ctx.obj['NAME'] = name
ctx.invoke(multi_year_slurm,
alloc=config.execution_control.allocation,
walltime=config.execution_control.walltime,
feature=config.execution_control.feature,
memory=config.execution_control.memory,
conda_env=config.execution_control.conda_env,
module=config.execution_control.module,
stdout_path=os.path.join(config.logdir, 'stdout'),
group_params=json.dumps(config.group_params),
verbose=verbose)
def from_config(ctx, config_file, verbose):
"""Run reV econ from a config file."""
name = ctx.obj['NAME']
verbose = any([verbose, ctx.obj['VERBOSE']])
# Instantiate the config object
config = EconConfig(config_file)
# take name from config if not default
if config.name.lower() != 'rev':
name = config.name
ctx.obj['NAME'] = name
# Enforce verbosity if logging level is specified in the config
if config.log_level == logging.DEBUG:
verbose = True
# make output directory if does not exist
if not os.path.exists(config.dirout):
os.makedirs(config.dirout)
# initialize loggers.
init_mult(name, config.logdir, modules=['reV', 'rex'], verbose=verbose)
cf_files = config.parse_cf_files()
# Initial log statements
logger.info('Running reV Econ from config file: "{}"'.format(config_file))
logger.info('Target output directory: "{}"'.format(config.dirout))
logger.info('Target logging directory: "{}"'.format(config.logdir))
logger.info('The following project points were specified: "{}"'.format(
config.get('project_points', None)))
logger.info(
'The following SAM configs are available to this run:\n{}'.format(
pprint.pformat(config.get('sam_files', None), indent=4)))
logger.debug(
'Submitting jobs for the following cf_files: {}'.format(cf_files))
logger.debug('The full configuration input is as follows:\n{}'.format(
pprint.pformat(config, indent=4)))
# set config objects to be passed through invoke to direct methods
ctx.obj['POINTS'] = config.project_points
ctx.obj['SAM_FILES'] = config.parse_sam_config()
ctx.obj['SITE_DATA'] = config.site_data
ctx.obj['DIROUT'] = config.dirout
ctx.obj['LOGDIR'] = config.logdir
ctx.obj['APPEND'] = config.append
ctx.obj['OUTPUT_REQUEST'] = config.output_request
ctx.obj['SITES_PER_WORKER'] = config.execution_control.sites_per_worker
ctx.obj['MAX_WORKERS'] = config.execution_control.max_workers
ctx.obj['TIMEOUT'] = config.timeout
if len(config.years) == len(cf_files):
for i, year in enumerate(config.years):
cf_file = cf_files[i]
submit_from_config(ctx, name, cf_file, year, config, verbose)
else:
for i, cf_file in enumerate(cf_files):
year = parse_year(cf_file)
if str(year) in [str(y) for y in config.years]:
submit_from_config(ctx, name, cf_file, year, config, verbose)
def direct(ctx, gen_fpath, rev_summary, reg_cols, cf_dset, rep_method,
err_method, weight, n_profiles, out_dir, log_dir, max_workers,
aggregate_profiles, verbose):
"""reV representative profiles CLI."""
name = ctx.obj['NAME']
ctx.obj['GEN_FPATH'] = gen_fpath
ctx.obj['REV_SUMMARY'] = rev_summary
ctx.obj['REG_COLS'] = reg_cols
ctx.obj['CF_DSET'] = cf_dset
ctx.obj['REP_METHOD'] = rep_method
ctx.obj['ERR_METHOD'] = err_method
ctx.obj['WEIGHT'] = weight
ctx.obj['N_PROFILES'] = n_profiles
ctx.obj['OUT_DIR'] = out_dir
ctx.obj['LOG_DIR'] = log_dir
ctx.obj['MAX_WORKERS'] = max_workers
ctx.obj['AGGREGATE_PROFILES'] = aggregate_profiles
ctx.obj['VERBOSE'] = verbose
if ctx.invoked_subcommand is None:
t0 = time.time()
init_mult(name, log_dir, modules=['reV', 'rex'], verbose=verbose)
fn_out = '{}.h5'.format(name)
fout = os.path.join(out_dir, fn_out)
if aggregate_profiles:
AggregatedRepProfiles.run(gen_fpath,
rev_summary,
cf_dset=cf_dset,
weight=weight,
fout=fout,
max_workers=max_workers)
else:
RepProfiles.run(gen_fpath,
rev_summary,
reg_cols,
cf_dset=cf_dset,
rep_method=rep_method,
err_method=err_method,
weight=weight,
fout=fout,
n_profiles=n_profiles,
max_workers=max_workers)
runtime = (time.time() - t0) / 60
logger.info('reV representative profiles complete. '
'Time elapsed: {:.2f} min. Target output dir: {}'.format(
runtime, out_dir))
status = {
'dirout': out_dir,
'fout': fn_out,
'job_status': 'successful',
'runtime': runtime,
'finput': [gen_fpath, rev_summary]
}
Status.make_job_file(out_dir, 'rep-profiles', name, status)
def multi_year_groups(ctx, group_params, verbose):
"""Run multi year collection and means for multiple groups."""
name = ctx.obj['NAME']
my_file = ctx.obj['MY_FILE']
verbose = any([verbose, ctx.obj['VERBOSE']])
# initialize loggers for multiple modules
log_dir = os.path.dirname(my_file)
init_mult(name,
log_dir,
modules=[__name__, 'reV.handlers.multi_year'],
verbose=verbose,
node=True)
for key, val in ctx.obj.items():
logger.debug('ctx var passed to collection method: "{}" : "{}" '
'with type "{}"'.format(key, val, type(val)))
logger.info('Multi-year collection is being run with job name "{}". '
'Target output path is: {}'.format(name, my_file))
ts = time.time()
for group_name, group in json.loads(group_params).items():
logger.info('- Collecting datasets "{}" from "{}" into "{}/"'.format(
group['dsets'], group['source_files'], group_name))
t0 = time.time()
for dset in group['dsets']:
if MultiYear.is_profile(group['source_files'], dset):
MultiYear.collect_profiles(my_file,
group['source_files'],
dset,
group=group['group'])
else:
MultiYear.collect_means(my_file,
group['source_files'],
dset,
group=group['group'])
runtime = (time.time() - t0) / 60
logger.info('- {} collection completed in: {:.2f} min.'.format(
group_name, runtime))
runtime = (time.time() - ts) / 60
logger.info(
'Multi-year collection completed in : {:.2f} min.'.format(runtime))
# add job to reV status file.
status = {
'dirout': os.path.dirname(my_file),
'fout': os.path.basename(my_file),
'job_status': 'successful',
'runtime': runtime
}
Status.make_job_file(os.path.dirname(my_file), 'multi-year', name, status)
def multi_year(ctx, source_files, group, dsets, pass_through_dsets, verbose):
"""Run multi year collection and means on local worker."""
name = ctx.obj['NAME']
my_file = ctx.obj['MY_FILE']
verbose = any([verbose, ctx.obj['VERBOSE']])
# initialize loggers for multiple modules
log_dir = os.path.dirname(my_file)
init_mult(name,
log_dir,
modules=[__name__, 'reV.handlers.multi_year'],
verbose=verbose,
node=True)
for key, val in ctx.obj.items():
logger.debug('ctx var passed to collection method: "{}" : "{}" '
'with type "{}"'.format(key, val, type(val)))
logger.info('Multi-year collection is being run for "{}" '
'with job name "{}" on {}. Target output path is: {}'.format(
dsets, name, source_files, my_file))
t0 = time.time()
for dset in dsets:
if MultiYear.is_profile(source_files, dset):
MultiYear.collect_profiles(my_file,
source_files,
dset,
group=group)
else:
MultiYear.collect_means(my_file, source_files, dset, group=group)
if pass_through_dsets is not None:
for dset in pass_through_dsets:
MultiYear.pass_through(my_file, source_files, dset, group=group)
runtime = (time.time() - t0) / 60
logger.info(
'Multi-year collection completed in: {:.2f} min.'.format(runtime))
# add job to reV status file.
status = {
'dirout': os.path.dirname(my_file),
'fout': os.path.basename(my_file),
'job_status': 'successful',
'runtime': runtime,
'finput': source_files
}
Status.make_job_file(os.path.dirname(my_file), 'multi-year', name, status)
def direct(ctx, gen_fpath, offshore_fpath, points, sam_files, log_dir,
verbose):
"""Main entry point to run offshore wind aggregation"""
name = ctx.obj['NAME']
ctx.obj['GEN_FPATH'] = gen_fpath
ctx.obj['OFFSHORE_FPATH'] = offshore_fpath
ctx.obj['POINTS'] = points
ctx.obj['SAM_FILES'] = sam_files
ctx.obj['OUT_DIR'] = os.path.dirname(gen_fpath)
ctx.obj['LOG_DIR'] = log_dir
ctx.obj['VERBOSE'] = verbose
if ctx.invoked_subcommand is None:
t0 = time.time()
init_mult(name,
log_dir,
modules=[__name__, 'reV.offshore', 'reV.handlers', 'rex'],
verbose=verbose,
node=True)
fpath_out = gen_fpath.replace('.h5', '_offshore.h5')
try:
Offshore.run(gen_fpath,
offshore_fpath,
points,
sam_files,
fpath_out=fpath_out)
except Exception as e:
logger.exception('Offshore module failed, received the '
'following exception:\n{}'.format(e))
raise e
runtime = (time.time() - t0) / 60
status = {
'dirout': os.path.dirname(fpath_out),
'fout': os.path.basename(fpath_out),
'job_status': 'successful',
'runtime': runtime,
'finput': gen_fpath
}
Status.make_job_file(os.path.dirname(fpath_out), 'offshore', name,
status)
def main(ctx, resource_path, dataset, out_dir, statistics, max_workers,
res_cls, hsds, chunks_per_worker, lat_lon_only, log_file, verbose):
"""
TemporalStats Command Line Interface
"""
ctx.ensure_object(dict)
if not os.path.exists(out_dir):
os.makedirs(out_dir)
name = os.path.splitext(os.path.basename(resource_path))[0]
out_fpath = '{}_{}.csv'.format(name, dataset)
out_fpath = os.path.join(out_dir, out_fpath)
if log_file is not None:
name = os.path.basename(log_file).split('.')[0]
log_dir = os.path.dirname(log_file)
else:
name = None
log_dir = None
init_mult(name, log_dir, [__name__, 'rex'], verbose=verbose)
logger.info('Computing stats data from {}'.format(resource_path))
logger.info('Outputs to be stored in: {}'.format(out_dir))
res_stats = TemporalStats(resource_path, statistics=statistics,
res_cls=RES_CLS[res_cls], hsds=hsds)
if ctx.invoked_subcommand is None:
all_stats = res_stats.all_stats(
dataset, max_workers=max_workers,
chunks_per_worker=chunks_per_worker,
lat_lon_only=lat_lon_only)
res_stats.save_stats(all_stats, out_fpath)
else:
ctx.obj['STATS'] = res_stats
ctx.obj['DSET'] = dataset
ctx.obj['MAX_WORKERS'] = max_workers
ctx.obj['CPW'] = chunks_per_worker
ctx.obj['LL'] = lat_lon_only
ctx.obj['OUT_PATH'] = out_fpath
def from_config(ctx, config_file, verbose):
"""Run reV QA/QC from a config file."""
name = ctx.obj['NAME']
# Instantiate the config object
config = QaQcConfig(config_file)
# take name from config if not default
if config.name.lower() != 'rev':
name = config.name
ctx.obj['NAME'] = name
# Enforce verbosity if logging level is specified in the config
verbose = config.log_level == logging.DEBUG
# initialize loggers
init_mult(name, config.logdir, modules=['reV', 'rex'], verbose=verbose)
# Initial log statements
logger.info('Running reV supply curve from config '
'file: "{}"'.format(config_file))
logger.info('Target output directory: "{}"'.format(config.dirout))
logger.info('Target logging directory: "{}"'.format(config.logdir))
logger.debug('The full configuration input is as follows:\n{}'.format(
pprint.pformat(config, indent=4)))
if config.execution_control.option == 'local':
status = Status.retrieve_job_status(config.dirout, 'qa-qc', name)
if status != 'successful':
Status.add_job(config.dirout,
'qa-qc',
name,
replace=True,
job_attrs={
'hardware': 'local',
'dirout': config.dirout
})
terminal = False
for i, module in enumerate(config.module_names):
if i == len(config.module_names) - 1:
terminal = True
module_config = config.get_module_inputs(module)
fpath = module_config.fpath
if module.lower() == 'exclusions':
log_file = os.path.join(
config.logdir,
os.path.basename(fpath).replace('.h5', '.log'))
afk = module_config.area_filter_kernel
ctx.invoke(exclusions,
excl_fpath=fpath,
out_dir=config.dirout,
sub_dir=module_config.sub_dir,
excl_dict=module_config.excl_dict,
area_filter_kernel=afk,
min_area=module_config.min_area,
plot_type=module_config.plot_type,
cmap=module_config.cmap,
plot_step=module_config.plot_step,
log_file=log_file,
verbose=verbose,
terminal=terminal)
elif fpath.endswith('.h5'):
log_file = os.path.join(
config.logdir,
os.path.basename(fpath).replace('.h5', '.log'))
ctx.invoke(reV_h5,
h5_file=fpath,
out_dir=config.dirout,
sub_dir=module_config.sub_dir,
dsets=module_config.dsets,
group=module_config.group,
process_size=module_config.process_size,
max_workers=module_config.max_workers,
plot_type=module_config.plot_type,
cmap=module_config.cmap,
log_file=log_file,
verbose=verbose,
terminal=terminal)
elif fpath.endswith('.csv'):
log_file = os.path.join(
config.logdir,
os.path.basename(fpath).replace('.csv', '.log'))
ctx.invoke(supply_curve,
sc_table=fpath,
out_dir=config.dirout,
sub_dir=module_config.sub_dir,
columns=module_config.columns,
plot_type=module_config.plot_type,
cmap=module_config.cmap,
lcoe=module_config.lcoe,
log_file=log_file,
verbose=verbose,
terminal=terminal)
else:
msg = (
"Cannot run QA/QC for {}: 'fpath' must be a '*.h5' "
"or '*.csv' reV output file, but {} was given!".format(
module, fpath))
logger.error(msg)
raise ValueError(msg)
elif config.execution_control.option in ('eagle', 'slurm'):
launch_slurm(config, verbose)
def from_config(ctx, config_file, verbose):
"""Run reV gen from a config file."""
name = ctx.obj['NAME']
# Instantiate the config object
config = CollectionConfig(config_file)
# take name from config if not default
if config.name.lower() != 'rev':
name = config.name
ctx.obj['NAME'] = name
# Enforce verbosity if logging level is specified in the config
if config.log_level == logging.DEBUG:
verbose = True
# make output directory if does not exist
if not os.path.exists(config.dirout):
os.makedirs(config.dirout)
# initialize loggers.
init_mult(name,
config.logdir,
modules=[__name__, 'reV.handlers.collection'],
verbose=verbose)
# Initial log statements
logger.info(
'Running reV collection from config file: "{}"'.format(config_file))
logger.info('Target output directory: "{}"'.format(config.dirout))
logger.info('Target logging directory: "{}"'.format(config.logdir))
logger.info('Target collection directory: "{}"'.format(config.coldir))
logger.info('The following project points were specified: "{}"'.format(
config.get('project_points', None)))
logger.debug('The full configuration input is as follows:\n{}'.format(
pprint.pformat(config, indent=4)))
# set config objects to be passed through invoke to direct methods
ctx.obj['H5_DIR'] = config.coldir
ctx.obj['LOG_DIR'] = config.logdir
ctx.obj['DSETS'] = config.dsets
ctx.obj['PROJECT_POINTS'] = config.project_points
ctx.obj['PURGE_CHUNKS'] = config.purge_chunks
ctx.obj['VERBOSE'] = verbose
for file_prefix in config.file_prefixes:
ctx.obj['NAME'] = name + '_{}'.format(file_prefix)
ctx.obj['H5_FILE'] = os.path.join(config.dirout, file_prefix + '.h5')
ctx.obj['FILE_PREFIX'] = file_prefix
if config.execution_control.option == 'local':
status = Status.retrieve_job_status(config.dirout, 'collect',
ctx.obj['NAME'])
if status != 'successful':
Status.add_job(config.dirout,
'collect',
ctx.obj['NAME'],
replace=True,
job_attrs={
'hardware': 'local',
'fout': file_prefix + '.h5',
'dirout': config.dirout
})
ctx.invoke(collect)
elif config.execution_control.option in ('eagle', 'slurm'):
ctx.invoke(collect_slurm,
alloc=config.execution_control.allocation,
memory=config.execution_control.memory,
walltime=config.execution_control.walltime,
feature=config.execution_control.feature,
conda_env=config.execution_control.conda_env,
module=config.execution_control.module,
stdout_path=os.path.join(config.logdir, 'stdout'),
verbose=verbose)
def collect(ctx, verbose):
"""Run collection on local worker."""
name = ctx.obj['NAME']
h5_file = ctx.obj['H5_FILE']
h5_dir = ctx.obj['H5_DIR']
project_points = ctx.obj['PROJECT_POINTS']
dsets = ctx.obj['DSETS']
file_prefix = ctx.obj['FILE_PREFIX']
log_dir = ctx.obj['LOG_DIR']
purge_chunks = ctx.obj['PURGE_CHUNKS']
verbose = any([verbose, ctx.obj['VERBOSE']])
# initialize loggers for multiple modules
init_mult(name,
log_dir,
modules=[__name__, 'reV.handlers.collection'],
verbose=verbose,
node=True)
for key, val in ctx.obj.items():
logger.debug('ctx var passed to collection method: "{}" : "{}" '
'with type "{}"'.format(key, val, type(val)))
logger.info('Collection is being run for "{}" with job name "{}" '
'and collection dir: {}. Target output path is: {}'.format(
dsets, name, h5_dir, h5_file))
t0 = time.time()
Collector.collect(h5_file,
h5_dir,
project_points,
dsets[0],
file_prefix=file_prefix)
if len(dsets) > 1:
for dset_name in dsets[1:]:
Collector.add_dataset(h5_file,
h5_dir,
dset_name,
file_prefix=file_prefix)
if purge_chunks:
Collector.purge_chunks(h5_file,
h5_dir,
project_points,
file_prefix=file_prefix)
else:
Collector.move_chunks(h5_file,
h5_dir,
project_points,
file_prefix=file_prefix)
runtime = (time.time() - t0) / 60
logger.info('Collection completed in: {:.2f} min.'.format(runtime))
# add job to reV status file.
status = {
'dirout': os.path.dirname(h5_file),
'fout': os.path.basename(h5_file),
'job_status': 'successful',
'runtime': runtime,
'finput': os.path.join(h5_dir, '{}*.h5'.format(file_prefix))
}
Status.make_job_file(os.path.dirname(h5_file), 'collect', name, status)
def local(ctx, max_workers, timeout, points_range, verbose):
"""Run generation on local worker(s)."""
name = ctx.obj['NAME']
tech = ctx.obj['TECH']
points = ctx.obj['POINTS']
sam_files = ctx.obj['SAM_FILES']
res_file = ctx.obj['RES_FILE']
sites_per_worker = ctx.obj['SITES_PER_WORKER']
fout = ctx.obj['FOUT']
dirout = ctx.obj['DIROUT']
logdir = ctx.obj['LOGDIR']
output_request = ctx.obj['OUTPUT_REQUEST']
site_data = ctx.obj['SITE_DATA']
mem_util_lim = ctx.obj['MEM_UTIL_LIM']
curtailment = ctx.obj['CURTAILMENT']
verbose = any([verbose, ctx.obj['VERBOSE']])
# initialize loggers for multiple modules
init_mult(name, logdir, modules=['reV', 'rex'], verbose=verbose, node=True)
for key, val in ctx.obj.items():
logger.debug('ctx var passed to local method: "{}" : "{}" with type '
'"{}"'.format(key, val, type(val)))
logger.info('Gen local is being run with with job name "{}" and resource '
'file: {}. Target output path is: {}'.format(
name, res_file, os.path.join(dirout, fout)))
t0 = time.time()
points = _parse_points(ctx)
# Execute the Generation module with smart data flushing.
Gen.reV_run(tech=tech,
points=points,
sam_files=sam_files,
res_file=res_file,
site_data=site_data,
output_request=output_request,
curtailment=curtailment,
max_workers=max_workers,
sites_per_worker=sites_per_worker,
points_range=points_range,
fout=fout,
dirout=dirout,
mem_util_lim=mem_util_lim,
timeout=timeout)
tmp_str = ' with points range {}'.format(points_range)
runtime = (time.time() - t0) / 60
logger.info('Gen compute complete for project points "{0}"{1}. '
'Time elapsed: {2:.2f} min. Target output dir: {3}'.format(
points, tmp_str if points_range else '', runtime, dirout))
# add job to reV status file.
status = {
'dirout': dirout,
'fout': fout,
'job_status': 'successful',
'runtime': runtime,
'finput': res_file
}
Status.make_job_file(dirout, 'generation', name, status)
def slurm(ctx, nodes, alloc, memory, walltime, feature, module, conda_env,
stdout_path, verbose):
"""Run econ on HPC via SLURM job submission."""
name = ctx.obj['NAME']
points = ctx.obj['POINTS']
sam_files = ctx.obj['SAM_FILES']
cf_file = ctx.obj['CF_FILE']
cf_year = ctx.obj['CF_YEAR']
site_data = ctx.obj['SITE_DATA']
sites_per_worker = ctx.obj['SITES_PER_WORKER']
max_workers = ctx.obj['MAX_WORKERS']
timeout = ctx.obj['TIMEOUT']
fout = ctx.obj['FOUT']
dirout = ctx.obj['DIROUT']
logdir = ctx.obj['LOGDIR']
output_request = ctx.obj['OUTPUT_REQUEST']
append = ctx.obj['APPEND']
verbose = any([verbose, ctx.obj['VERBOSE']])
# initialize an info logger on the year level
init_mult(name,
logdir,
modules=[
__name__, 'reV.econ.econ', 'reV.config', 'reV.utilities',
'reV.SAM', 'rex.utilities'
],
verbose=False)
if append:
pc = [None]
else:
pc = get_node_pc(points, sam_files, nodes)
for i, split in enumerate(pc):
node_name, fout_node = get_node_name_fout(name,
fout,
i,
pc,
hpc='slurm')
node_name = node_name.replace('gen', 'econ')
points_range = split.split_range if split is not None else None
cmd = get_node_cmd(node_name,
sam_files,
cf_file,
cf_year=cf_year,
site_data=site_data,
points=points,
points_range=points_range,
sites_per_worker=sites_per_worker,
max_workers=max_workers,
timeout=timeout,
fout=fout_node,
dirout=dirout,
logdir=logdir,
output_request=output_request,
append=append,
verbose=verbose)
status = Status.retrieve_job_status(dirout, 'econ', node_name)
if status == 'successful':
msg = ('Job "{}" is successful in status json found in "{}", '
'not re-running.'.format(node_name, dirout))
else:
logger.info('Running reV econ on SLURM with node name "{}" for '
'{} (points range: {}).'.format(
node_name, pc, points_range))
# create and submit the SLURM job
slurm = SLURM(cmd,
alloc=alloc,
memory=memory,
walltime=walltime,
feature=feature,
name=node_name,
stdout_path=stdout_path,
conda_env=conda_env,
module=module)
if slurm.id:
msg = (
'Kicked off reV econ job "{}" (SLURM jobid #{}).'.format(
node_name, slurm.id))
# add job to reV status file.
Status.add_job(dirout,
'econ',
node_name,
replace=True,
job_attrs={
'job_id': slurm.id,
'hardware': 'eagle',
'fout': fout_node,
'dirout': dirout
})
else:
msg = (
'Was unable to kick off reV econ job "{}". '
'Please see the stdout error messages'.format(node_name))
click.echo(msg)
logger.info(msg)
def from_config(ctx, config_file, verbose):
"""Run reV representative profiles from a config file."""
name = ctx.obj['NAME']
# Instantiate the config object
config = RepProfilesConfig(config_file)
# take name from config if not default
if config.name.lower() != 'rev':
name = config.name
ctx.obj['NAME'] = name
# Enforce verbosity if logging level is specified in the config
if config.log_level == logging.DEBUG:
verbose = True
# initialize loggers
init_mult(
name,
config.logdir,
modules=[__name__, 'reV.config', 'reV.utilities', 'rex.utilities'],
verbose=verbose)
# Initial log statements
logger.info('Running reV representative profiles from config '
'file: "{}"'.format(config_file))
logger.info('Target output directory: "{}"'.format(config.dirout))
logger.info('Target logging directory: "{}"'.format(config.logdir))
logger.debug('The full configuration input is as follows:\n{}'.format(
pprint.pformat(config, indent=4)))
if config.years[0] is not None and '{}' in config.cf_dset:
fpaths = [config.gen_fpath for _ in config.years]
names = [name + '_{}'.format(y) for y in config.years]
dsets = [config.cf_dset.format(y) for y in config.years]
elif config.years[0] is not None and '{}' in config.gen_fpath:
fpaths = [config.gen_fpath.format(y) for y in config.years]
names = [name + '_{}'.format(y) for y in config.years]
dsets = [config.cf_dset for _ in config.years]
else:
fpaths = [config.gen_fpath]
names = [name]
dsets = [config.cf_dset]
for name, gen_fpath, dset in zip(names, fpaths, dsets):
if config.execution_control.option == 'local':
status = Status.retrieve_job_status(config.dirout, 'rep-profiles',
name)
if status != 'successful':
Status.add_job(config.dirout,
'rep-profiles',
name,
replace=True,
job_attrs={
'hardware': 'local',
'fout': '{}.h5'.format(name),
'dirout': config.dirout
})
ctx.invoke(direct,
gen_fpath=gen_fpath,
rev_summary=config.rev_summary,
reg_cols=config.reg_cols,
cf_dset=dset,
rep_method=config.rep_method,
err_method=config.err_method,
weight=config.weight,
out_dir=config.dirout,
log_dir=config.logdir,
n_profiles=config.n_profiles,
max_workers=config.execution_control.max_workers,
aggregate_profiles=config.aggregate_profiles,
verbose=verbose)
elif config.execution_control.option in ('eagle', 'slurm'):
ctx.obj['NAME'] = name
ctx.obj['GEN_FPATH'] = gen_fpath
ctx.obj['REV_SUMMARY'] = config.rev_summary
ctx.obj['REG_COLS'] = config.reg_cols
ctx.obj['CF_DSET'] = dset
ctx.obj['REP_METHOD'] = config.rep_method
ctx.obj['ERR_METHOD'] = config.err_method
ctx.obj['WEIGHT'] = config.weight
ctx.obj['N_PROFILES'] = config.n_profiles
ctx.obj['OUT_DIR'] = config.dirout
ctx.obj['LOG_DIR'] = config.logdir
ctx.obj['MAX_WORKERS'] = config.execution_control.max_workers
ctx.obj['AGGREGATE_PROFILES'] = config.aggregate_profiles
ctx.obj['VERBOSE'] = verbose
ctx.invoke(slurm,
alloc=config.execution_control.allocation,
memory=config.execution_control.memory,
walltime=config.execution_control.walltime,
feature=config.execution_control.feature,
conda_env=config.execution_control.conda_env,
module=config.execution_control.module)
def local(ctx, max_workers, timeout, points_range, verbose):
"""Run econ on local worker(s)."""
name = ctx.obj['NAME']
points = ctx.obj['POINTS']
sam_files = ctx.obj['SAM_FILES']
cf_file = ctx.obj['CF_FILE']
cf_year = ctx.obj['CF_YEAR']
site_data = ctx.obj['SITE_DATA']
sites_per_worker = ctx.obj['SITES_PER_WORKER']
fout = ctx.obj['FOUT']
dirout = ctx.obj['DIROUT']
logdir = ctx.obj['LOGDIR']
output_request = ctx.obj['OUTPUT_REQUEST']
append = ctx.obj['APPEND']
verbose = any([verbose, ctx.obj['VERBOSE']])
if append:
fout = os.path.basename(cf_file)
dirout = os.path.dirname(cf_file)
# initialize loggers for multiple modules
log_modules = [
__name__, 'reV.econ.econ', 'reV.generation', 'reV.config',
'reV.utilities', 'reV.SAM', 'reV.handlers', 'rex.utilities'
]
init_mult(name, logdir, modules=log_modules, verbose=verbose, node=True)
for key, val in ctx.obj.items():
logger.debug('ctx var passed to local method: "{}" : "{}" with type '
'"{}"'.format(key, val, type(val)))
logger.info(
'Econ local is being run with with job name "{}" and '
'generation results file: {}. Target output path is: {}'.format(
name, cf_file, os.path.join(dirout, fout)))
t0 = time.time()
# Execute the Generation module with smart data flushing.
Econ.reV_run(points=points,
sam_files=sam_files,
cf_file=cf_file,
cf_year=cf_year,
site_data=site_data,
output_request=output_request,
max_workers=max_workers,
timeout=timeout,
sites_per_worker=sites_per_worker,
points_range=points_range,
fout=fout,
dirout=dirout,
append=append)
tmp_str = ' with points range {}'.format(points_range)
runtime = (time.time() - t0) / 60
logger.info('Econ compute complete for project points "{0}"{1}. '
'Time elapsed: {2:.2f} min. Target output dir: {3}'.format(
points, tmp_str if points_range else '', runtime, dirout))
# add job to reV status file.
status = {
'dirout': dirout,
'fout': fout,
'job_status': 'successful',
'runtime': runtime,
'finput': cf_file
}
Status.make_job_file(dirout, 'econ', name, status)
def from_config(ctx, config_file, verbose):
"""Run reV offshore aggregation from a config file."""
# Instantiate the config object
config = OffshoreConfig(config_file)
name = ctx.obj['NAME']
# take name from config if not default
if config.name.lower() != 'rev':
name = config.name
ctx.obj['NAME'] = name
# Enforce verbosity if logging level is specified in the config
if config.log_level == logging.DEBUG:
verbose = True
# initialize loggers
init_mult(
name,
config.logdir,
modules=[__name__, 'reV.config', 'reV.utilities', 'rex.utilities'],
verbose=verbose)
# Initial log statements
logger.info('Running reV offshore aggregation from config '
'file: "{}"'.format(config_file))
logger.info('Target output directory: "{}"'.format(config.dirout))
logger.info('Target logging directory: "{}"'.format(config.logdir))
logger.debug('The full configuration input is as follows:\n{}'.format(
pprint.pformat(config, indent=4)))
for i, gen_fpath in enumerate(config.parse_gen_fpaths()):
job_name = '{}_{}'.format(name, str(i).zfill(2))
if config.execution_control.option == 'local':
status = Status.retrieve_job_status(config.dirout, 'offshore',
job_name)
if status != 'successful':
Status.add_job(config.dirout,
'offshore',
job_name,
replace=True,
job_attrs={
'hardware': 'local',
'fout': '{}_offshore.h5'.format(job_name),
'dirout': config.dirout,
'finput': gen_fpath
})
ctx.invoke(direct,
gen_fpath=gen_fpath,
offshore_fpath=config.offshore_fpath,
points=config.project_points,
sam_files=config.sam_files,
logdir=config.logdir,
verbose=verbose)
elif config.execution_control.option in ('eagle', 'slurm'):
ctx.obj['NAME'] = job_name
ctx.obj['GEN_FPATH'] = gen_fpath
ctx.obj['OFFSHORE_FPATH'] = config.offshore_fpath
ctx.obj['PROJECT_POINTS'] = config.project_points
ctx.obj['SAM_FILES'] = config.sam_files
ctx.obj['OUT_DIR'] = config.dirout
ctx.obj['LOG_DIR'] = config.logdir
ctx.obj['VERBOSE'] = verbose
ctx.invoke(slurm,
alloc=config.execution_control.allocation,
memory=config.execution_control.memory,
walltime=config.execution_control.walltime,
feature=config.execution_control.feature,
module=config.execution_control.module,
conda_env=config.execution_control.conda_env)
def slurm(ctx, nodes, alloc, memory, walltime, feature, conda_env, module,
stdout_path, verbose):
"""Run generation on HPC via SLURM job submission."""
name = ctx.obj['NAME']
tech = ctx.obj['TECH']
points = ctx.obj['POINTS']
sam_files = ctx.obj['SAM_FILES']
res_file = ctx.obj['RES_FILE']
sites_per_worker = ctx.obj['SITES_PER_WORKER']
fout = ctx.obj['FOUT']
dirout = ctx.obj['DIROUT']
logdir = ctx.obj['LOGDIR']
output_request = ctx.obj['OUTPUT_REQUEST']
max_workers = ctx.obj['MAX_WORKERS']
mem_util_lim = ctx.obj['MEM_UTIL_LIM']
timeout = ctx.obj['TIMEOUT']
curtailment = ctx.obj['CURTAILMENT']
downscale = ctx.obj['DOWNSCALE']
verbose = any([verbose, ctx.obj['VERBOSE']])
# initialize an info logger on the year level
init_mult(name, logdir, modules=[__name__, 'reV.generation.generation',
'reV.config', 'reV.utilities', 'reV.SAM'],
verbose=False)
pc = get_node_pc(points, sam_files, tech, res_file, nodes)
for i, split in enumerate(pc):
node_name, fout_node = get_node_name_fout(name, fout, i, pc,
hpc='slurm')
cmd = get_node_cmd(node_name, tech, sam_files, res_file,
points=points, points_range=split.split_range,
sites_per_worker=sites_per_worker,
max_workers=max_workers, fout=fout_node,
dirout=dirout, logdir=logdir,
output_request=output_request,
mem_util_lim=mem_util_lim, timeout=timeout,
curtailment=curtailment,
downscale=downscale, verbose=verbose)
status = Status.retrieve_job_status(dirout, 'generation', node_name)
if status == 'successful':
msg = ('Job "{}" is successful in status json found in "{}", '
'not re-running.'
.format(node_name, dirout))
else:
logger.info('Running reV generation on SLURM with node name "{}" '
'for {} (points range: {}).'
.format(node_name, pc, split.split_range))
# create and submit the SLURM job
slurm = SLURM(cmd, alloc=alloc, memory=memory, walltime=walltime,
feature=feature, name=node_name,
stdout_path=stdout_path, conda_env=conda_env,
module=module)
if slurm.id:
msg = ('Kicked off reV generation job "{}" (SLURM jobid #{}).'
.format(node_name, slurm.id))
# add job to reV status file.
Status.add_job(
dirout, 'generation', node_name, replace=True,
job_attrs={'job_id': slurm.id, 'hardware': 'eagle',
'fout': fout_node, 'dirout': dirout})
else:
msg = ('Was unable to kick off reV generation job "{}". '
'Please see the stdout error messages'
.format(node_name))
click.echo(msg)
logger.info(msg)
def direct(ctx, sc_points, trans_table, fixed_charge_rate, sc_features,
transmission_costs, sort_on, offshore_trans_table, wind_dirs,
n_dirs, downwind, offshore_compete, max_workers, out_dir, log_dir,
simple, line_limited, verbose):
"""reV Supply Curve CLI."""
name = ctx.obj['NAME']
ctx.obj['SC_POINTS'] = sc_points
ctx.obj['TRANS_TABLE'] = trans_table
ctx.obj['FIXED_CHARGE_RATE'] = fixed_charge_rate
ctx.obj['SC_FEATURES'] = sc_features
ctx.obj['TRANSMISSION_COSTS'] = transmission_costs
ctx.obj['SORT_ON'] = sort_on
ctx.obj['OFFSHORE_TRANS_TABLE'] = offshore_trans_table
ctx.obj['WIND_DIRS'] = wind_dirs
ctx.obj['N_DIRS'] = n_dirs
ctx.obj['DOWNWIND'] = downwind
ctx.obj['MAX_WORKERS'] = max_workers
ctx.obj['OFFSHORE_COMPETE'] = offshore_compete
ctx.obj['OUT_DIR'] = out_dir
ctx.obj['LOG_DIR'] = log_dir
ctx.obj['SIMPLE'] = simple
ctx.obj['LINE_LIMITED'] = line_limited
ctx.obj['VERBOSE'] = verbose
if ctx.invoked_subcommand is None:
t0 = time.time()
init_mult(
name,
log_dir,
modules=[__name__, 'reV.supply_curve', 'reV.handlers', 'rex'],
verbose=verbose)
if isinstance(transmission_costs, str):
transmission_costs = dict_str_load(transmission_costs)
offshore_table = offshore_trans_table
try:
if simple:
out = SupplyCurve.simple(sc_points,
trans_table,
fixed_charge_rate,
sc_features=sc_features,
transmission_costs=transmission_costs,
sort_on=sort_on,
wind_dirs=wind_dirs,
n_dirs=n_dirs,
downwind=downwind,
max_workers=max_workers,
offshore_trans_table=offshore_table,
offshore_compete=offshore_compete)
else:
out = SupplyCurve.full(sc_points,
trans_table,
fixed_charge_rate,
sc_features=sc_features,
transmission_costs=transmission_costs,
line_limited=line_limited,
sort_on=sort_on,
wind_dirs=wind_dirs,
n_dirs=n_dirs,
downwind=downwind,
max_workers=max_workers,
offshore_trans_table=offshore_table,
offshore_compete=offshore_compete)
except Exception as e:
logger.exception('Supply curve compute failed. Received the '
'following error:\n{}'.format(e))
raise e
fn_out = '{}.csv'.format(name)
fpath_out = os.path.join(out_dir, fn_out)
out.to_csv(fpath_out, index=False)
runtime = (time.time() - t0) / 60
logger.info('Supply curve complete. Time elapsed: {:.2f} min. '
'Target output dir: {}'.format(runtime, out_dir))
finput = [sc_points, trans_table]
if sc_features is not None:
finput.append(sc_features)
if transmission_costs is not None:
finput.append(transmission_costs)
# add job to reV status file.
status = {
'dirout': out_dir,
'fout': fn_out,
'job_status': 'successful',
'runtime': runtime,
'finput': finput
}
Status.make_job_file(out_dir, 'supply-curve', name, status)
def direct(ctx, excl_fpath, gen_fpath, econ_fpath, res_fpath, tm_dset,
excl_dict, check_excl_layers, res_class_dset, res_class_bins,
cf_dset, lcoe_dset, h5_dsets, data_layers, resolution, excl_area,
power_density, area_filter_kernel, min_area, friction_fpath,
friction_dset, out_dir, log_dir, verbose):
"""reV Supply Curve Aggregation Summary CLI."""
name = ctx.obj['NAME']
ctx.obj['EXCL_FPATH'] = excl_fpath
ctx.obj['GEN_FPATH'] = gen_fpath
ctx.obj['ECON_FPATH'] = econ_fpath
ctx.obj['RES_FPATH'] = res_fpath
ctx.obj['TM_DSET'] = tm_dset
ctx.obj['EXCL_DICT'] = excl_dict
ctx.obj['CHECK_LAYERS'] = check_excl_layers
ctx.obj['RES_CLASS_DSET'] = res_class_dset
ctx.obj['RES_CLASS_BINS'] = res_class_bins
ctx.obj['CF_DSET'] = cf_dset
ctx.obj['LCOE_DSET'] = lcoe_dset
ctx.obj['H5_DSETS'] = h5_dsets
ctx.obj['DATA_LAYERS'] = data_layers
ctx.obj['RESOLUTION'] = resolution
ctx.obj['EXCL_AREA'] = excl_area
ctx.obj['POWER_DENSITY'] = power_density
ctx.obj['AREA_FILTER_KERNEL'] = area_filter_kernel
ctx.obj['MIN_AREA'] = min_area
ctx.obj['FRICTION_FPATH'] = friction_fpath
ctx.obj['FRICTION_DSET'] = friction_dset
ctx.obj['OUT_DIR'] = out_dir
ctx.obj['LOG_DIR'] = log_dir
ctx.obj['VERBOSE'] = verbose
if ctx.invoked_subcommand is None:
t0 = time.time()
init_mult(name,
log_dir,
modules=[__name__, 'reV.supply_curve'],
verbose=verbose)
with h5py.File(excl_fpath, mode='r') as f:
dsets = list(f)
if tm_dset not in dsets:
try:
TechMapping.run(excl_fpath, res_fpath, tm_dset)
except Exception as e:
logger.exception('TechMapping process failed. Received the '
'following error:\n{}'.format(e))
raise e
if isinstance(excl_dict, str):
excl_dict = dict_str_load(excl_dict)
if isinstance(data_layers, str):
data_layers = dict_str_load(data_layers)
try:
summary = SupplyCurveAggregation.summary(
excl_fpath,
gen_fpath,
tm_dset,
econ_fpath=econ_fpath,
excl_dict=excl_dict,
res_class_dset=res_class_dset,
res_class_bins=res_class_bins,
cf_dset=cf_dset,
lcoe_dset=lcoe_dset,
h5_dsets=h5_dsets,
data_layers=data_layers,
resolution=resolution,
excl_area=excl_area,
power_density=power_density,
area_filter_kernel=area_filter_kernel,
min_area=min_area,
friction_fpath=friction_fpath,
friction_dset=friction_dset,
check_excl_layers=check_excl_layers)
except Exception as e:
logger.exception('Supply curve Aggregation failed. Received the '
'following error:\n{}'.format(e))
raise e
fn_out = '{}.csv'.format(name)
fpath_out = os.path.join(out_dir, fn_out)
summary.to_csv(fpath_out)
runtime = (time.time() - t0) / 60
logger.info('Supply curve aggregation complete. '
'Time elapsed: {:.2f} min. Target output dir: {}'.format(
runtime, out_dir))
finput = [excl_fpath, gen_fpath]
if res_fpath is not None:
finput.append(res_fpath)
# add job to reV status file.
status = {
'dirout': out_dir,
'fout': fn_out,
'job_status': 'successful',
'runtime': runtime,
'finput': finput,
'excl_fpath': excl_fpath,
'excl_dict': excl_dict,
'area_filter_kernel': area_filter_kernel,
'min_area': min_area
}
Status.make_job_file(out_dir, 'supply-curve-aggregation', name, status)
def from_config(ctx, config_file, verbose):
"""Run reV SC aggregation from a config file."""
name = ctx.obj['NAME']
# Instantiate the config object
config = SupplyCurveAggregationConfig(config_file)
# take name from config if not default
if config.name.lower() != 'rev':
name = config.name
ctx.obj['NAME'] = name
# Enforce verbosity if logging level is specified in the config
if config.log_level == logging.DEBUG:
verbose = True
# initialize loggers
init_mult(
name,
config.logdir,
modules=[__name__, 'reV.config', 'reV.utilities', 'rex.utilities'],
verbose=verbose)
# Initial log statements
logger.info('Running reV supply curve aggregation from config '
'file: "{}"'.format(config_file))
logger.info('Target output directory: "{}"'.format(config.dirout))
logger.info('Target logging directory: "{}"'.format(config.logdir))
logger.debug('The full configuration input is as follows:\n{}'.format(
pprint.pformat(config, indent=4)))
if config.execution_control.option == 'local':
status = Status.retrieve_job_status(config.dirout,
'supply-curve-aggregation', name)
if status != 'successful':
Status.add_job(config.dirout,
'supply-curve-aggregation',
name,
replace=True,
job_attrs={
'hardware': 'local',
'fout': '{}.csv'.format(name),
'dirout': config.dirout
})
ctx.invoke(direct,
excl_fpath=config.excl_fpath,
gen_fpath=config.gen_fpath,
econ_fpath=config.econ_fpath,
res_fpath=config.res_fpath,
tm_dset=config.tm_dset,
excl_dict=config.excl_dict,
check_excl_layers=config.check_excl_layers,
res_class_dset=config.res_class_dset,
res_class_bins=config.res_class_bins,
cf_dset=config.cf_dset,
lcoe_dset=config.lcoe_dset,
h5_dsets=config.h5_dsets,
data_layers=config.data_layers,
resolution=config.resolution,
excl_area=config.excl_area,
power_density=config.power_density,
area_filter_kernel=config.area_filter_kernel,
min_area=config.min_area,
friction_fpath=config.friction_fpath,
friction_dset=config.friction_dset,
out_dir=config.dirout,
log_dir=config.logdir,
verbose=verbose)
elif config.execution_control.option in ('eagle', 'slurm'):
ctx.obj['NAME'] = name
ctx.obj['EXCL_FPATH'] = config.excl_fpath
ctx.obj['GEN_FPATH'] = config.gen_fpath
ctx.obj['ECON_FPATH'] = config.econ_fpath
ctx.obj['RES_FPATH'] = config.res_fpath
ctx.obj['TM_DSET'] = config.tm_dset
ctx.obj['EXCL_DICT'] = config.excl_dict
ctx.obj['CHECK_LAYERS'] = config.check_excl_layers
ctx.obj['RES_CLASS_DSET'] = config.res_class_dset
ctx.obj['RES_CLASS_BINS'] = config.res_class_bins
ctx.obj['CF_DSET'] = config.cf_dset
ctx.obj['LCOE_DSET'] = config.lcoe_dset
ctx.obj['H5_DSETS'] = config.h5_dsets
ctx.obj['DATA_LAYERS'] = config.data_layers
ctx.obj['RESOLUTION'] = config.resolution
ctx.obj['EXCL_AREA'] = config.excl_area
ctx.obj['POWER_DENSITY'] = config.power_density
ctx.obj['AREA_FILTER_KERNEL'] = config.area_filter_kernel
ctx.obj['MIN_AREA'] = config.min_area
ctx.obj['FRICTION_FPATH'] = config.friction_fpath
ctx.obj['FRICTION_DSET'] = config.friction_dset
ctx.obj['OUT_DIR'] = config.dirout
ctx.obj['LOG_DIR'] = config.logdir
ctx.obj['VERBOSE'] = verbose
ctx.invoke(slurm,
alloc=config.execution_control.allocation,
memory=config.execution_control.memory,
feature=config.execution_control.feature,
walltime=config.execution_control.walltime,
conda_env=config.execution_control.conda_env,
module=config.execution_control.module)
def from_config(ctx, config_file, verbose):
"""Run reV supply curve compute from a config file."""
name = ctx.obj['NAME']
# Instantiate the config object
config = SupplyCurveConfig(config_file)
# take name from config if not default
if config.name.lower() != 'rev':
name = config.name
ctx.obj['NAME'] = name
# Enforce verbosity if logging level is specified in the config
if config.log_level == logging.DEBUG:
verbose = True
# initialize loggers
init_mult(
name,
config.logdir,
modules=[__name__, 'reV.config', 'reV.utilities', 'rex.utilities'],
verbose=verbose)
# Initial log statements
logger.info('Running reV supply curve from config '
'file: "{}"'.format(config_file))
logger.info('Target output directory: "{}"'.format(config.dirout))
logger.info('Target logging directory: "{}"'.format(config.logdir))
logger.debug('The full configuration input is as follows:\n{}'.format(
pprint.pformat(config, indent=4)))
if config.execution_control.option == 'local':
status = Status.retrieve_job_status(config.dirout, 'supply-curve',
name)
if status != 'successful':
Status.add_job(config.dirout,
'supply-curve',
name,
replace=True,
job_attrs={
'hardware': 'local',
'fout': '{}.csv'.format(name),
'dirout': config.dirout
})
ctx.invoke(direct,
sc_points=config.sc_points,
trans_table=config.trans_table,
fixed_charge_rate=config.fixed_charge_rate,
sc_features=config.sc_features,
transmission_costs=config.transmission_costs,
sort_on=config.sort_on,
wind_dirs=config.wind_dirs,
n_dirs=config.n_dirs,
downwind=config.downwind,
max_workers=config.max_workers,
out_dir=config.dirout,
log_dir=config.logdir,
simple=config.simple,
line_limited=config.line_limited,
verbose=verbose)
elif config.execution_control.option in ('eagle', 'slurm'):
ctx.obj['NAME'] = name
ctx.obj['SC_POINTS'] = config.sc_points
ctx.obj['TRANS_TABLE'] = config.trans_table
ctx.obj['FIXED_CHARGE_RATE'] = config.fixed_charge_rate
ctx.obj['SC_FEATURES'] = config.sc_features
ctx.obj['TRANSMISSION_COSTS'] = config.transmission_costs
ctx.obj['SORT_ON'] = config.sort_on
ctx.obj['OFFSHORE_TRANS_TABLE'] = config.offshore_trans_table
ctx.obj['WIND_DIRS'] = config.wind_dirs
ctx.obj['N_DIRS'] = config.n_dirs
ctx.obj['DOWNWIND'] = config.downwind
ctx.obj['OFFSHORE_COMPETE'] = config.offshore_compete
ctx.obj['MAX_WORKERS'] = config.max_workers
ctx.obj['OUT_DIR'] = config.dirout
ctx.obj['LOG_DIR'] = config.logdir
ctx.obj['SIMPLE'] = config.simple
ctx.obj['LINE_LIMITED'] = config.line_limited
ctx.obj['VERBOSE'] = verbose
ctx.invoke(slurm,
alloc=config.execution_control.allocation,
memory=config.execution_control.memory,
walltime=config.execution_control.walltime,
feature=config.execution_control.feature,
conda_env=config.execution_control.conda_env,
module=config.execution_control.module)
def from_config(ctx, config_file, verbose):
"""Run reV gen from a config file."""
name = ctx.obj['NAME']
verbose = any([verbose, ctx.obj['VERBOSE']])
# Instantiate the config object
config = GenConfig(config_file)
# take name from config if not default
if config.name.lower() != 'rev':
name = config.name
ctx.obj['NAME'] = name
# Enforce verbosity if logging level is specified in the config
if config.log_level == logging.DEBUG:
verbose = True
# make output directory if does not exist
if not os.path.exists(config.dirout):
os.makedirs(config.dirout)
# initialize loggers.
init_mult(name, config.logdir,
modules=[__name__, 'reV.generation.generation',
'reV.config', 'reV.utilities', 'reV.SAM',
'rex.utilities'],
verbose=verbose)
# Initial log statements
logger.info('Running reV Generation from config file: "{}"'
.format(config_file))
logger.info('Target output directory: "{}"'.format(config.dirout))
logger.info('Target logging directory: "{}"'.format(config.logdir))
logger.info('The following project points were specified: "{}"'
.format(config.get('project_points', None)))
logger.info('The following SAM configs are available to this run:\n{}'
.format(pprint.pformat(config.get('sam_files', None),
indent=4)))
logger.debug('The full configuration input is as follows:\n{}'
.format(pprint.pformat(config, indent=4)))
# set config objects to be passed through invoke to direct methods
ctx.obj['TECH'] = config.technology
ctx.obj['POINTS'] = config.project_points
ctx.obj['SAM_FILES'] = config.sam_files
ctx.obj['DIROUT'] = config.dirout
ctx.obj['LOGDIR'] = config.logdir
ctx.obj['OUTPUT_REQUEST'] = config.output_request
ctx.obj['TIMEOUT'] = config.timeout
ctx.obj['SITES_PER_WORKER'] = config.execution_control.sites_per_worker
ctx.obj['MAX_WORKERS'] = config.execution_control.max_workers
ctx.obj['MEM_UTIL_LIM'] = \
config.execution_control.mememory_utilization_limit
# get downscale request and raise exception if not NSRDB
ctx.obj['DOWNSCALE'] = config.downscale
if config.downscale is not None and 'pv' not in config.technology.lower():
raise ConfigError('User requested downscaling for a non-solar '
'technology. reV does not have this capability at '
'the current time. Please contact a developer for '
'more information on this feature.')
ctx.obj['CURTAILMENT'] = None
if config.curtailment is not None:
# pass through the curtailment file, not the curtailment object
ctx.obj['CURTAILMENT'] = config['curtailment']
for i, year in enumerate(config.years):
submit_from_config(ctx, name, year, config, i, verbose=verbose)
