Source code for meta

"""Utility functions for merging metadata for multiple files."""

import os
import sys
import logging
import collections

from merge_utils import config, io_utils

logger = logging.getLogger(__name__)

[docs] class MetaNameDict: """Wrapper class to access metadata dictionary.""" def __init__(self, meta: dict): """ Initialize the MetaNameDict with a metadata dictionary. """ self._dict = meta
[docs] class MetaNameReader: """Class to read metadata values.""" def __init__(self, meta: dict, key: str): self._dict = meta self._key = key def __getattr__(self, name): return MetaNameDict.MetaNameReader(self._dict, self._key + '.' + name) def __str__(self): val = self._dict.get(self._key) if val is None: logger.warning("Metadata key '%s' not found", self._key) return self._key val = str(val) return config.metadata['abbreviations'].get(self._key, {}).get(val, val) def __getitem__(self, name): val = self._dict.get(self._key) if val is None: logger.warning("Metadata key '%s' not found", self._key) return self._key if not hasattr(val, '__getitem__'): logger.warning("Metadata key '%s' is not subscriptable", self._key) return f"{self._key}[{name}]" val2 = val.get(eval(name)) #pylint: disable=eval-used if val2 is None: logger.warning("Metadata key '%s[%s]' not found", self._key, name) return f"{self._key}[{name}]" val2 = str(val2) return config.metadata['abbreviations'].get(f"{self._key}[{name}]", {}).get(val2, val2)
def __getitem__(self, name): return MetaNameDict.MetaNameReader(self._dict, name)
[docs] def format(self, template: str) -> str: """ Format a string using the metadata dictionary. :param template: template string :return: formatted string """ return template.format_map(self)
[docs] def eval(self, condition: str) -> bool: """ Evaluate a condition using the metadata dictionary. :param condition: condition string to evaluate :return: evaluated value """ expr = condition.format_map(self) try: val = eval(expr) #pylint: disable=eval-used except Exception as exc: raise ValueError(f"Error evaluating condition ({condition})") from exc return val
[docs] def fix(name: str, metadata: dict) -> None: """ Fix the metadata dictionary. :param name: name of the file (for logging) :param metadata: metadata dictionary """ fixes = [] # Fix misspelled keys for bad_key, good_key in config.metadata['fixes']['keys'].items(): if bad_key in metadata: fixes.append(f"Key '{bad_key}' -> '{good_key}'") metadata[good_key] = metadata.pop(bad_key) # Fix missing keys for key, value in config.metadata['fixes']['missing'].items(): if key not in metadata: fixes.append(f"Key '{key}' value None -> '{value}'") metadata[key] = value # Fix misspelled values for key in config.metadata['fixes']: if key in ['keys', 'missing'] or key not in metadata: continue value = metadata[key] if value in config.metadata['fixes'][key]: new_value = config.metadata['fixes'][key][value] fixes.append(f"Key '{key}' value '{value}' -> '{new_value}'") metadata[key] = new_value if fixes: io_utils.log_list("Applying {n} metadata fix{es} to file %s:" % name, fixes, logging.DEBUG)
[docs] def check_required(metadata: dict) -> list: """ Check if the metadata dictionary contains all required keys. :param metadata: metadata dictionary :return: List of any missing required keys """ errs = [] # Check for required keys required = set() for key in config.metadata['required']: required.add(key) if key not in metadata: if key in config.metadata['optional']: continue errs.append(f"Missing required key: {key}") # Check for conditionally required keys name_dict = MetaNameDict(metadata) for condition, keys in config.metadata['conditional'].items(): if not name_dict.eval(condition): logger.debug("Skipping condition: %s", condition) continue logger.debug("Matched condition: %s", condition) for key in keys: if key in required: continue required.add(key) if key not in metadata and key not in config.metadata['optional']: errs.append(f"Missing conditionally required key: {key} (from {condition})") return errs
[docs] def validate(name: str, metadata: dict, requirements: bool = True) -> bool: """ Validate the metadata dictionary. :param name: name of the file (for logging) :param metadata: metadata dictionary :param requirements: whether to check for required keys :return: True if metadata is valid, False otherwise """ # Fix metadata fix(name, metadata) errs = [] # Check for required keys if requirements: errs.extend(check_required(metadata)) # Check for restricted keys for key, options in config.metadata['restricted'].items(): if key not in metadata: continue value = metadata[key] if value not in options: errs.append(f"Invalid value for {key}: {value}") # Check value types for key, expected_type in config.metadata['types'].items(): if key not in metadata or key in config.metadata['restricted']: continue value = metadata[key] type_name = type(value).__name__ if (type_name == expected_type) or (expected_type == 'float' and type_name == 'int'): continue errs.append(f"Invalid type for {key}: {value} (expected {expected_type})") if errs: lvl = logging.ERROR if config.validation['skip']['invalid'] else logging.CRITICAL io_utils.log_list("File %s has {n} invalid metadata key{s}:" % name, errs, lvl) return False return True
[docs] class MergeMetaMin: """Merge metadata by taking the minimum value.""" warn = False def __init__(self): self.value = float('inf')
[docs] def add(self, value): """Add a new value to the metadata.""" self.value = min(self.value, value)
@property def valid(self): """Check if the value is valid.""" return self.value != float('inf')
[docs] class MergeMetaMax: """Merge metadata by taking the maximum value.""" warn = False def __init__(self): self.value = -float('inf')
[docs] def add(self, value): """Add a new value to the metadata.""" self.value = max(self.value, value)
@property def valid(self): """Check if the value is valid.""" return self.value != -float('inf')
[docs] class MergeMetaSum: """Merge metadata by adding the values.""" warn = False def __init__(self): self.value = 0
[docs] def add(self, value): """Add a new value to the metadata.""" self.value += value
@property def valid(self): """Check if the value is valid.""" return self.value != 0
[docs] class MergeMetaUnion: """Merge metadata by taking the union.""" warn = False def __init__(self): self._value = set()
[docs] def add(self, value): """Add a new value to the metadata.""" self._value.update(value)
@property def value(self): """Get the merged value.""" return list(self._value) @property def valid(self): """Check if the value is valid.""" return len(self._value) > 0
[docs] class MergeMetaUnique: """Merge metadata by taking the unique values.""" def __init__(self, value=None): self.value = value self._valid = True self.warn = False
[docs] def add(self, value): """Add a new value to the metadata.""" if self.value is None: self.value = value elif self.value != value: self._valid = False self.warn = True
@property def valid(self): """Check if the value is valid.""" return self._valid and self.value is not None
[docs] class MergeMetaAll: """Merge metadata by taking the set of values.""" warn = False def __init__(self): self._value = set()
[docs] def add(self, value): """Add a new value to the metadata.""" self._value.update(value)
@property def value(self): """Get the merged value.""" if len(self._value) == 1: return next(iter(self._value)) return list(self._value) @property def valid(self): """Check if the value is valid.""" return len(self._value) > 0
[docs] class MergeMetaSubset: """Merge metadata by taking the subset of consistent values.""" def __init__(self, value=None): self.value = value
[docs] def add(self, value): """Add a new value to the metadata.""" if self.value is None: self.value = value else: for k, v in value.items(): if k in self.value and self.value[k] != v: logger.debug("Removing inconsistent key '%s': %s != %s", k, self.value[k], v) del self.value[k]
@property def valid(self): """Check if the value is valid.""" return self.value is not None and len(self.value) > 0 @property def warn(self): """Whether to warn about inconsistent metadata.""" return self.value is not None and len(self.value) == 0
[docs] class MergeMetaOverride: """Merge metadata by overriding the value.""" warn = False def __init__(self, value=None): self.value = value
[docs] def add(self, value): """Add a new value to the metadata."""
@property def valid(self): """Check if the value is valid.""" return self.value is not None
MERGE_META_CLASSES = { 'unique': MergeMetaUnique, 'all': MergeMetaAll, 'min': MergeMetaMin, 'max': MergeMetaMax, 'sum': MergeMetaSum, 'union': MergeMetaUnion, 'subset': MergeMetaSubset, #'skip': MergeMetaOverride, }
[docs] def merged_keys(files: dict, warn: bool = False) -> dict: """ Merge metadata from multiple files into a single dictionary. :param files: set of files to merge :param warn: whether to warn about inconsistent metadata :return: merged metadata """ metadata = collections.defaultdict( MERGE_META_CLASSES[config.metadata['merging']['default']] ) for key, mode in config.metadata['merging'].items(): if key in ['default', 'overrides']: continue if mode in MERGE_META_CLASSES: metadata[key] = MERGE_META_CLASSES[mode]() else: metadata[key] = MergeMetaOverride() for key, value in config.metadata['overrides'].items(): metadata[key] = MergeMetaOverride(value) metadata['merge.method'] = MergeMetaOverride(config.merging['method']['name']) for key in ['cmd', 'script', 'cfg']: val = config.merging['method'][key] if val is not None: if key in ['script', 'cfg']: val = os.path.basename(val) metadata[f'merge.{key}'] = MergeMetaOverride(val) for file in files.values(): for key, value in file.metadata.items(): metadata[key].add(value) if warn: io_utils.log_list("Omitting {n} inconsistent metadata key{s} from output:", [k for k, v in metadata.items() if v.warn] ) metadata = {k: v.value for k, v in metadata.items() if v.valid} if not validate("output", metadata, requirements=False): logger.critical("Merged metadata is invalid, cannot continue!") raise ValueError("Merged metadata is invalid") return metadata
[docs] def parents(files: dict) -> list[str]: """ Retrieve all the parents from a set of files. :param files: set of files to merge :return: set of parents """ if not config.output['grandparents']: logger.info("Listing direct parents") output = [] for file in files.values(): output.append({ "fid": file.fid, "name": file.name, "namespace": file.namespace }) return output logger.info("Listing grandparents instead of direct parents") grandparents = set() for file in files.values(): for grandparent in file.parents: grandparents.add(tuple(sorted(grandparent.items()))) return [dict(t) for t in grandparents]
[docs] def set_method_auto(metadata: dict) -> None: """ Auto-select merging method based on metadata conditions. :param metadata: metadata dictionary """ # Find the first matching merging method (in reverse order) method = {} name_dict = MetaNameDict(metadata) for mtd in reversed(config.merging['methods']): condition = mtd.get('cond', 'True') if name_dict.eval(condition): if condition == 'True': condition = "unconditional" logger.info("Auto-selected merging method '%s' (%s)", mtd['name'], condition) method = mtd break if not method: logger.critical("Failed to auto-select merging method!") sys.exit(1) # Set merging method parameters config.merging['method']['name'] = method['name'] explicit = False for key in ['script', 'cmd', 'ext', 'cfg']: if key in config.merging['method'] and config.merging['method'][key] is not None: logger.warning("Explicit value for merge.%s overrides %s default", key, method['name']) explicit = True else: config.merging['method'][key] = method.get(key, None) if config.merging['method']['dependencies']: logger.warning("Explicity adding merge.dependencies:\n %s", "\n ".join(config.merging['method']['dependencies'])) explicit = True config.merging['method']['dependencies'].extend(method.get('dependencies', [])) if config.merging['method']['metadata']: logger.warning("Explicitly setting merge.metadata:\n %s", config.merging['method']['metadata']) explicit = True config.merging['method']['metadata'].update(method.get('metadata', {})) if explicit: logger.warning("Consider specifying an explicity merging method instead of using 'auto'!")
[docs] def set_method(method: dict) -> None: """ Set merging method parameters. :param method: merging method dictionary """ logger.info("Using built-in merging method '%s'", method['name']) for key in ['script', 'cmd', 'ext', 'cfg']: if key in config.merging['method'] and config.merging['method'][key] is not None: logger.info("Explicit value for merge.%s overrides %s default", key, method['name']) else: config.merging['method'][key] = method.get(key, None) if config.merging['method']['dependencies']: logger.info("Explicity adding merge.dependencies:\n %s", "\n ".join(config.merging['method']['dependencies'])) config.merging['method']['dependencies'].extend(method.get('dependencies', [])) if config.merging['method']['metadata']: logger.warning("Explicitly setting merge.metadata:\n %s", config.merging['method']['metadata']) config.merging['method']['metadata'].update(method.get('metadata', {}))
[docs] def set_method_custom() -> None: """ Set merging method parameters for a custom script. """ name = config.merging['method']['name'] cmd = config.merging['method'].setdefault('cmd') script = config.merging['method'].setdefault('script') if not script and (not cmd or '{script}' in cmd): # Assume the name is a script config.merging['method']['script'] = name config.merging['method']['name'] = os.path.basename(name) logger.info("Using custom merging method: %s", name) config.merging['method'].setdefault('ext', None) config.merging['method'].setdefault('cfg', None) config.merging['method'].setdefault('dependencies', []) config.merging['method'].setdefault('metadata', {})
[docs] def set_extension(files: dict) -> None: """ Get the file extension for the merged file. :param files: set of files to merge :return: file extension """ if config.merging['method']['ext']: return extensions = set() for file in files: extensions.add(os.path.splitext(file.name)[-1]) if len(extensions) != 1: logger.critical("Cannot determine extension for merged files!") sys.exit(1) ext = extensions.pop() config.merging['method']['ext'] = ext logger.info("Auto-detected file extension '%s' from input files", ext)
[docs] def check_method(files: dict) -> None: """ Check and set the merging method based on the input file metadata. :param files: set of files to merge """ # Figure out merging method name = config.merging['method']['name'] if name == 'auto': set_method_auto(merged_keys(files, warn=False)) else: # Check if we're using a built-in merging method methods = [m for m in config.merging['methods'] if m['name'] == name] if methods: set_method(methods[-1]) else: set_method_custom() # Convert dependencies to a unique set of full paths dependencies = set() if config.merging['method']['script']: dependencies.add(io_utils.find_runner(config.merging['method']['script'])) if config.merging['method']['cfg']: dependencies.add(io_utils.find_cfg(config.merging['method']['cfg'])) for dep in config.merging['method']['dependencies']: dependencies.add(io_utils.find_file(dep, ["config", "src"], recursive=True)) config.merging['method']['dependencies'] = list(dependencies) # Move metadata overrides to the metadata configuration dictionary config.metadata['overrides'].update(config.merging.pop('metadata', {})) # Check for issues with the merging command cmd = config.merging['method']['cmd'] if cmd: if config.merging['method']['script'] and '{script}' not in cmd: logger.warning("Merging command does not call provided '{script}'") if config.merging['method']['cfg'] and '{cfg}' not in cmd: logger.warning("Merging command does not use provided '{cfg}'") if '{output}' not in cmd: logger.critical("Merging command does not use required '{output}'") sys.exit(1) if '{inputs}' not in cmd: logger.critical("Merging command does not use required '{inputs}'") sys.exit(1) # Figure out file extension if not provided set_extension(files) # Log final merging method configuration msg = [f"Final settings for merging method '{config.merging['method']['name']}':"] for key in ['cmd', 'script', 'cfg', 'ext']: msg.append(f"{key}: {config.merging['method'][key]}") msg.append("dependencies:") msg.extend([f" {dep}" for dep in config.merging['method']['dependencies']]) logger.info("\n ".join(msg))
[docs] def make_name(files: dict) -> str: """ Update merging method and create a name for the merged files. :param files: set of files to merge :return: merged file name """ check_method(files) metadata = merged_keys(files, warn=True) # recalculate with correct method settings name = MetaNameDict(metadata).format(config.output['name']) return f"{name}_merged_{io_utils.get_timestamp()}"