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methods.py
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"""ExampleMethod."""
import os
from datetime import datetime, timedelta
from dateutil import parser
import pandas as pd
import yaml
import pyproj
import glob
import subprocess
from deode.toolbox import Platform
import re
class ConfigHarpaggregate(object):
"""description"""
def __init__(self, config):
"""Construct base task.
Args:
config (deode.ParsedConfig): Configuration
"""
self.config = config
self.home = os.environ.get("VERIF_HOME")
self.huser = os.environ.get("HUSER")
self.duser= os.environ.get("DUSER")
self.harpscripts_home=os.environ.get("HARPSCRIPTS_HOME")
self.platform = Platform(config)
self.cnmexp = self.config["general.cnmexp"]
self.csc = self.config["general.csc"]
self.cscs = self.config["general.cscs"]
self.cycle = self.config["general.cycle"]
self.domain_name = self.config["domain.name"]
self.start = self.platform.get_value("general.times.start")
self.end = self.platform.get_value("general.times.end")
self.aggregate_start=self.platform.get_value("submission.harpaggregate_group.ENV.AGGREGATE_START")
self.aggregate_end=self.platform.get_value("submission.harpaggregate_group.ENV.AGGREGATE_END")
self.startyyyymmddhh=datetime.strptime(self.start, "%Y-%m-%dT%H:%M:%SZ").strftime("%Y%m%d%H")
self.startyyyy=datetime.strptime(self.start, "%Y-%m-%dT%H:%M:%SZ").strftime("%Y")
self.startmm=datetime.strptime(self.start, "%Y-%m-%dT%H:%M:%SZ").strftime("%m")
self.endyyyymmddhh=datetime.strptime(self.end, "%Y-%m-%dT%H:%M:%SZ").strftime("%Y%m%d%H")
self.cycle_length = self.platform.get_value("general.times.cycle_length")
self.forecast_range = self.platform.get_value("general.times.forecast_range")
self.exp = self._set_exp()
self.case = self.platform.get_value("general.case")
self.sqlites_exp_path=self.platform.get_value("extractsqlite.sqlite_path")
self.sqlites_ref_path=os.environ.get("REF_SQLITES")
self.rds_path=os.environ.get("RDS_PATH")
self.sqlites_obs_path=os.environ.get("OBSTABLES_PATH")
self.ref_name=os.environ.get("REF_NAME")
self.harp_aggregation_plugin=os.environ.get("HARP_AGGREGATION_PLUGIN")
self._case_args = None
self._exp_args = None
self.config_yaml = None
self.config_yaml_filename = None
self.ecfs_archive_relpath = os.environ.get("ECFS_ARCHIVE_RELPATH")
print("aggregate_start es")
print(self.aggregate_start)
print("REF_SQLITES es")
print(self.sqlites_ref_path)
def write_config_yml(self,csc,write=True):
"""descrp.
Args:
csc (str): Context string used to locate and name configuration files.
write (bool): Whether to write the configuration to a file (default is True).
"""
rds_path = os.path.join(self.rds_path,csc)
config_template = os.path.join(self.home, "config_files/aggregate_conf.yml")
self.config_yaml_filename = os.path.join(self.home, f"config_files/aggregate_conf_{csc}_"+self.aggregate_start+f"_"+self.aggregate_end+f".yml")
if os.path.isfile(config_template):
# Load the template YAML configuration
self._exp_args = ConfigHarpaggregate.load_yaml(config_template)
# Populate fields in the aggregate section
self._exp_args["aggregate"]["csc"] = csc
self._exp_args["aggregate"]["ref_model"] = "Global_DT"
self._exp_args["aggregate"]["rds_path"] = os.path.join(self.rds_path)
self._exp_args["aggregate"]["start"]= self.aggregate_start
self._exp_args["aggregate"]["end"]= self.aggregate_end
# Regular expression to match YYYYMMDD pattern
date_pattern = re.compile(r"\d{4}(0[1-9]|1[0-2])(0[1-9]|[12]\d|3[01])")
# Read folders in rds_path and set to deode_runs
# Read folders in rds_path and filter for valid deode_runs
try:
deode_runs = []
print(os.path.join(self.rds_path))
print(self.rds_path)
for root, dirs, files in os.walk(self._exp_args["aggregate"]["rds_path"]):
depth = len(root.split(os.sep)) - len(self._exp_args["aggregate"]["rds_path"].split(os.sep))
print('start_date es')
print(self.aggregate_start)
print('root es')
print(root)
print(dirs)
if depth == 6:
print('depth is 6')
last_component = os.path.basename(root)
print(last_component)
print('csc to find is')
print(self._exp_args["aggregate"]["csc"])
# Check if last component starts with the specified prefix
if last_component.startswith(self._exp_args["aggregate"]["csc"]):
print('processing for list')
match = date_pattern.search(last_component)
if match:
try:
print('match done')
date_str = match.group(0)
date = datetime.strptime(date_str, "%Y%m%d")
# Check if the date is in the specified range
start_date = datetime.strptime(self._exp_args["aggregate"]["start"], "%Y%m%d")
end_date = datetime.strptime(self._exp_args["aggregate"]["end"], "%Y%m%d")
if start_date <= date <= end_date:
print('appending')
sanitized_root = root.replace(self._exp_args["aggregate"]["rds_path"], "", 1) # Replace only the first occurrence
deode_runs.append(sanitized_root)
except ValueError:
# Skip folders with invalid date formats
continue
self._exp_args["aggregate"]["deode_runs"] = deode_runs
except FileNotFoundError:
print(f"The directory {self._exp_args['aggregate']['rds_path']} does not exist.")
self._exp_args["aggregate"]["deode_runs"] = []
# Set aggregation path
self._exp_args["aggregate"]["aggregation_path"] = os.path.join(self.rds_path, 'AGGREGATED_SCORES', csc)
# Write to the YAML file if specified
if write:
ConfigHarpaggregate.save_yaml(self.config_yaml_filename, self._exp_args)
print("Wrote YAML file at " + self.config_yaml_filename)
else:
print("Template config file not found")
return self.config_yaml_filename, self._exp_args
def _set_exp(self):
"""
"""
return "_".join([self.cnmexp, self.csc, self.cycle, self.domain_name])
@staticmethod
def link_files(source_dir, destination_dir):
# Get all files in the source directory
files = glob.glob(os.path.join(source_dir, "*"))
# Ensure the destination directory exists
if not os.path.exists(destination_dir):
os.makedirs(destination_dir)
# Link each file individually
for file in files:
# Get the basename of the file (i.e., the file name without the path)
filename = os.path.basename(file)
destination_file = os.path.join(destination_dir, filename)
# Create a hard link for the file
# Check if the file already exists in the destination directory
if not os.path.exists(destination_file):
# Create a hard link for the file if it doesn't already exist
os.symlink(file, destination_file)
else:
print(f"File {destination_file} already exists, skipping.")
@staticmethod
def load_yaml(config_file):
with open(config_file, 'r') as stream:
data_loaded = yaml.load(stream, Loader=yaml.SafeLoader)
return data_loaded
@staticmethod
def save_yaml(config_file, data):
with open(config_file, "w") as stream:
yaml.dump(data, stream, default_flow_style=False, sort_keys=False)
@staticmethod
def replicate_structure_to_ec(origin_path, ec_base_path):
print('start replicate function')
print(origin_path)
print(ec_base_path)
# Walk through all directories and files in the origin path
for dirpath, dirnames, filenames in os.walk(origin_path):
print(dirpath)
print(dirnames)
print(filenames)
# Compute relative path from the origin path
rel_dir = os.path.relpath(dirpath, origin_path)
print('rel_dir')
print(rel_dir)
# Construct the target directory path on the HPC (ec:../username/)
ec_target_dir = os.path.join(ec_base_path, rel_dir)
# Replace local file path separators with '/' for the HPC system (if necessary)
ec_target_dir = ec_target_dir.replace("\\", "/") # Ensure proper path format
print('ec_target_dir')
print(ec_target_dir)
# Check if the target directory already exists on the HPC
if ( subprocess.run(["els", ec_target_dir], capture_output=True, text=True).returncode == 1 ): #check_ec_directory_exists(ec_target_dir):
# Create the target directory on the HPC using 'emkdir'
try:
subprocess.run(["emkdir", ec_target_dir], check=True)
print(f"Created directory: {ec_target_dir}")
except subprocess.CalledProcessError as e:
print(f"Error creating directory {ec_target_dir}: {e}")
else:
print(f"Directory {ec_target_dir} already exists, skipping creation.")
# Copy each file in the current directory
for filename in filenames:
local_file = os.path.join(dirpath, filename)
ec_target_file = os.path.join(ec_target_dir, filename)
# Use 'ecp' to copy files to the HPC
try:
subprocess.run(["ecp", local_file, ec_target_file], check=True)
print(f"Copied file: {local_file} to {ec_target_file}")
except subprocess.CalledProcessError as e:
print(f"Error copying file {local_file} to {ec_target_file}: {e}")