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10.3 kB
| import re | |
| from contextlib import contextmanager | |
| from typing import Any, Optional | |
| from .logging_utils import get_logger | |
| from .settings_utils import get_constants | |
| constants = get_constants() | |
| logger = get_logger() | |
| class Documentation: | |
| URL = "https://www.unitxt.ai/en/latest/" | |
| HUGGINGFACE_METRICS = "docs/adding_metric.html#adding-a-hugginface-metric" | |
| ADDING_TASK = "docs/adding_task.html" | |
| ADDING_TEMPLATE = "docs/adding_template.html" | |
| POST_PROCESSORS = "docs/adding_template.html#post-processors" | |
| MULTIPLE_METRICS_OUTPUTS = ( | |
| "docs/adding_metric.html#metric-outputs-with-multiple-metrics" | |
| ) | |
| EVALUATION = "docs/evaluating_datasets.html" | |
| BENCHMARKS = "docs/benchmark.html" | |
| DATA_CLASSIFICATION_POLICY = "docs/data_classification_policy.html" | |
| CATALOG = "docs/saving_and_loading_from_catalog.html" | |
| SETTINGS = "docs/settings.html" | |
| def additional_info(path: str) -> str: | |
| return f"\nFor more information: see {Documentation.URL}/{path} \n" | |
| class UnitxtError(Exception): | |
| """Exception raised for Unitxt errors. | |
| Args: | |
| message (str): explanation of the error | |
| additional_info_id (Optional[str]): relative path to additional documentation on web | |
| If set, should be one of the DOCUMENTATION_* constants in the error_utils.py file. | |
| """ | |
| def __init__(self, message: str, additional_info_id: Optional[str] = None): | |
| if additional_info_id is not None: | |
| message += additional_info(additional_info_id) | |
| super().__init__(message) | |
| class UnitxtWarning: | |
| """Object to format warning message to log. | |
| Args: | |
| message (str): explanation of the warning | |
| additional_info_id (Optional[str]): relative path to additional documentation on web | |
| If set, should be one of the DOCUMENTATION_* constants in the error_utils.py file. | |
| """ | |
| def __init__(self, message: str, additional_info_id: Optional[str] = None): | |
| if additional_info_id is not None: | |
| message += additional_info(additional_info_id) | |
| logger.warning(message) | |
| context_block_title = "๐ฆ Unitxt Error Context" | |
| def _visible_length(text: str) -> int: | |
| import unicodedata | |
| ansi_escape = re.compile(r"\x1b\[[0-9;]*[a-zA-Z]|\x1b\]8;;[^\x1b]*\x1b\\") | |
| clean_text = ansi_escape.sub("", text) | |
| width = 0 | |
| for char in clean_text: | |
| if ( | |
| unicodedata.east_asian_width(char) in ("F", "W") | |
| or 0x1F300 <= ord(char) <= 0x1F9FF | |
| ): | |
| width += 2 | |
| else: | |
| width += 1 | |
| return width | |
| def _make_object_clickable( | |
| full_obj_name: str, display_name: Optional[str] = None | |
| ) -> str: | |
| import os | |
| if display_name is None: | |
| display_name = full_obj_name.split(".")[-1] | |
| if full_obj_name.startswith("unitxt."): | |
| parts = full_obj_name.split(".") | |
| if len(parts) >= 2: | |
| module_path = ".".join(parts[:2]) | |
| doc_url = f"{Documentation.URL}{module_path}.html#{full_obj_name}" | |
| if ( | |
| os.environ.get("TERM_PROGRAM") in ["iTerm.app", "vscode"] | |
| or os.environ.get("TERMINAL_EMULATOR") == "JetBrains-JediTerm" | |
| ): | |
| return f"\033]8;;{doc_url}\033\\{display_name}\033]8;;\033\\" | |
| return f"{display_name} ({doc_url})" | |
| return display_name | |
| def _get_existing_context(error: Exception): | |
| """Extract existing context from an error if it exists.""" | |
| if hasattr(error, "__error_context__"): | |
| existing = error.__error_context__ | |
| return ( | |
| existing["original_message"], | |
| existing["context_object"], | |
| existing["context"], | |
| ) | |
| return str(error), None, {} | |
| def _format_object_context(obj: Any) -> Optional[str]: | |
| """Format an object for display in error context.""" | |
| if obj is None: | |
| return None | |
| if hasattr(obj, "__class__"): | |
| class_name = obj.__class__.__name__ | |
| module_name = getattr(obj.__class__, "__module__", "") | |
| else: | |
| obj_type = type(obj) | |
| class_name = obj_type.__name__ | |
| module_name = getattr(obj_type, "__module__", "") | |
| if module_name: | |
| full_name = f"{module_name}.{class_name}" | |
| clickable_object = _make_object_clickable(full_name, class_name) | |
| return f"Object: {clickable_object}" | |
| return f"Object: {class_name}" | |
| def _make_clickable_link(url: str) -> str: | |
| """Create a clickable terminal link.""" | |
| import os | |
| if ( | |
| os.environ.get("TERM_PROGRAM") in ["iTerm.app", "vscode"] | |
| or os.environ.get("TERMINAL_EMULATOR") == "JetBrains-JediTerm" | |
| ): | |
| return f"\033]8;;{url}\033\\link\033]8;;\033\\" | |
| return url | |
| def _format_help_context(help_docs) -> list: | |
| """Format help documentation into context parts.""" | |
| parts = [] | |
| if isinstance(help_docs, str): | |
| parts.append(f"Help: {_make_clickable_link(help_docs)}") | |
| elif isinstance(help_docs, dict): | |
| for label, url in help_docs.items(): | |
| parts.append(f"Help ({label}): {_make_clickable_link(url)}") | |
| elif isinstance(help_docs, list): | |
| for item in help_docs: | |
| if isinstance(item, dict) and len(item) == 1: | |
| label, url = next(iter(item.items())) | |
| parts.append(f"Help ({label}): {_make_clickable_link(url)}") | |
| elif isinstance(item, str): | |
| parts.append(f"Help: {_make_clickable_link(item)}") | |
| return parts | |
| def _build_context_parts(context_object: Any, context: dict) -> list: | |
| """Build the list of context information parts.""" | |
| parts = [] | |
| ordered_keys = [ | |
| "Python", | |
| "Unitxt", | |
| "Stage", | |
| "Stream", | |
| "Index", | |
| "Instance", | |
| "Object", | |
| "Action", | |
| ] | |
| processed_keys = set() | |
| for desired_key in ordered_keys: | |
| for actual_key in context.keys(): | |
| if actual_key.lower() == desired_key.lower(): | |
| value = ( | |
| "unknown" if context[actual_key] is None else context[actual_key] | |
| ) | |
| parts.append(f"{actual_key.replace('_', ' ').title()}: {value}") | |
| processed_keys.add(actual_key) | |
| break | |
| if not any(key.lower() == "object" for key in processed_keys): | |
| obj_context = _format_object_context(context_object) | |
| if obj_context: | |
| parts.append(obj_context) | |
| processed_keys.add("help") | |
| for key, value in context.items(): | |
| if key not in processed_keys: | |
| value = "unknown" if value is None else value | |
| parts.append(f"{key.replace('_', ' ').title()}: {value}") | |
| if "help" in context: | |
| parts.extend(_format_help_context(context["help"])) | |
| else: | |
| parts.append(f"Help: {_make_clickable_link(Documentation.URL)}") | |
| return parts | |
| def _create_context_box(parts: list) -> str: | |
| """Create a formatted box containing context information.""" | |
| if not parts: | |
| return "" | |
| max_width = ( | |
| max( | |
| _visible_length(context_block_title), | |
| max(_visible_length(part) for part in parts), | |
| ) | |
| + 4 | |
| ) | |
| top_line = "โ" + "โ" * max_width + "โ" | |
| bottom_line = "โ" + "โ" * max_width + "โ" | |
| lines = [top_line] | |
| lines.append( | |
| f"โ {context_block_title}{' ' * (max_width - _visible_length(context_block_title) - 1)}โ" | |
| ) | |
| lines.append(f"โ {'-' * (max_width - 2)} โ") | |
| for part in parts: | |
| padding = " " * (max_width - _visible_length(part) - 4) | |
| lines.append(f"โ - {part}{padding}โ") | |
| lines.append(bottom_line) | |
| return "\n".join(lines) | |
| def _store_context_attributes( | |
| error: Exception, context_object: Any, context: dict, original_message: str | |
| ): | |
| """Store context information in error attributes.""" | |
| error.__error_context__ = { | |
| "context_object": context_object, | |
| "context": context, | |
| "original_message": original_message, | |
| } | |
| try: | |
| error.original_error = type(error)(original_message) | |
| except (TypeError, ValueError): | |
| error.original_error = Exception(original_message) | |
| error.context_object = context_object | |
| error.context = context | |
| def _add_context_to_exception( | |
| original_error: Exception, context_object: Any = None, **context | |
| ): | |
| """Add context information to an exception by modifying its message.""" | |
| original_message, existing_object, existing_context = _get_existing_context( | |
| original_error | |
| ) | |
| final_context_object = existing_object or context_object | |
| final_context = { | |
| "Unitxt": constants.version, | |
| "Python": constants.python, | |
| **existing_context, | |
| **context, | |
| } | |
| context_parts = _build_context_parts(final_context_object, final_context) | |
| context_message = _create_context_box(context_parts) | |
| _store_context_attributes( | |
| original_error, final_context_object, final_context, original_message | |
| ) | |
| if context_parts: | |
| formatted_message = f"\n{context_message}\n\n{original_message}" | |
| original_error.args = (formatted_message,) | |
| else: | |
| original_error.args = (original_message,) | |
| def error_context(context_object: Any = None, **context): | |
| """Context manager that catches exceptions and re-raises them with additional context. | |
| Args: | |
| context_object: The object being processed (optional) | |
| **context: Any additional context to include in the error message. | |
| You can provide any key-value pairs that help identify where the error occurred. | |
| Special context keys: | |
| - help: Documentation links to help with the error. | |
| Can be a string (single URL), dict (label: URL), or list of URLs/dicts. | |
| Examples: | |
| with error_context(self, operation="validation", item_id=42): | |
| result = process_item(item) | |
| with error_context(operation="schema_validation", help="https://docs.example.com/schema"): | |
| validate_schema(data) | |
| with error_context(processor, step="preprocessing", batch_size=32): | |
| results = process_batch(batch) | |
| """ | |
| try: | |
| yield | |
| except Exception as e: | |
| _add_context_to_exception(e, context_object, **context) | |
| raise | |