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Data Source Manager
This module provides the central manager for all data sources, implementing
the singleton pattern for thread-safe access across the application.
"""
import logging
import threading
from typing import Any, Dict, Iterator, List, Optional, Type, TYPE_CHECKING
from potato.data_sources.base import DataSource, SourceConfig, SourceType
from potato.data_sources.credentials import CredentialManager
from potato.data_sources.cache_manager import CacheManager
from potato.data_sources.partial_reader import PartialReader, PartialLoadingConfig
if TYPE_CHECKING:
from potato.item_state_management import ItemStateManager
logger = logging.getLogger(__name__)
# Singleton instance with thread-safe initialization
DATA_SOURCE_MANAGER: Optional["DataSourceManager"] = None
_MANAGER_LOCK = threading.Lock()
# Registry of source type implementations
_SOURCE_REGISTRY: Dict[SourceType, Type[DataSource]] = {}
def register_source_type(source_type: SourceType, source_class: Type[DataSource]) -> None:
"""
Register a data source implementation.
Args:
source_type: The SourceType enum value
source_class: The DataSource subclass
"""
_SOURCE_REGISTRY[source_type] = source_class
logger.debug(f"Registered source type: {source_type.value} -> {source_class.__name__}")
def get_source_class(source_type: SourceType) -> Optional[Type[DataSource]]:
"""
Get the source class for a given type.
Args:
source_type: The SourceType to look up
Returns:
The DataSource subclass, or None if not registered
"""
return _SOURCE_REGISTRY.get(source_type)
def get_registered_types() -> List[str]:
"""Get list of registered source type names."""
return [t.value for t in _SOURCE_REGISTRY.keys()]
class DataSourceManager:
"""
Central manager for all data sources.
This class provides:
- Registration and lifecycle management of data sources
- Credential management with environment variable substitution
- Caching for remote sources
- Partial/incremental loading coordination
- Thread-safe access to all sources
Attributes:
config: The application configuration
credential_manager: Handles credential resolution
cache_manager: Manages cached remote files
partial_reader: Coordinates incremental loading
"""
def __init__(
self,
config: Dict[str, Any],
item_state_manager: "ItemStateManager"
):
"""
Initialize the data source manager.
Args:
config: Application configuration dictionary
item_state_manager: The ItemStateManager for adding items
"""
self._config = config
self._item_state_manager = item_state_manager
self._sources: Dict[str, DataSource] = {}
self._lock = threading.RLock()
# Initialize sub-managers
self.credential_manager = CredentialManager.from_config(config)
# Set up cache manager if caching is enabled
cache_config = config.get("data_cache", {})
if cache_config.get("enabled", True):
cache_dir = cache_config.get(
"cache_dir",
".potato_cache/data_sources"
)
# Resolve relative to task_dir
task_dir = config.get("task_dir", ".")
if not cache_dir.startswith("/"):
import os
cache_dir = os.path.join(task_dir, cache_dir)
self.cache_manager = CacheManager(
cache_dir=cache_dir,
ttl_seconds=cache_config.get("ttl_seconds", 3600),
max_size_mb=cache_config.get("max_size_mb", 500)
)
else:
self.cache_manager = None
# Set up partial reader if incremental loading is configured
partial_config = PartialLoadingConfig.from_dict(config)
if partial_config.enabled:
output_dir = config.get("output_annotation_dir", ".")
self.partial_reader = PartialReader(partial_config, output_dir)
else:
self.partial_reader = None
# Get item property keys
item_props = config.get("item_properties", {})
self._id_key = item_props.get("id_key", "id")
self._text_key = item_props.get("text_key", "text")
# Initialize sources from configuration
self._init_sources()
logger.info(f"DataSourceManager initialized with {len(self._sources)} sources")
def _init_sources(self) -> None:
"""Initialize data sources from configuration."""
data_sources = self._config.get("data_sources", [])
for index, source_dict in enumerate(data_sources):
try:
# Process credentials in the source config
processed_config = self.credential_manager.process_config(source_dict)
# Parse source configuration
source_config = SourceConfig.from_dict(processed_config, index)
if not source_config.enabled:
logger.debug(f"Skipping disabled source: {source_config.source_id}")
continue
# Get the source class for this type
source_class = get_source_class(source_config.source_type)
if not source_class:
logger.warning(
f"No implementation for source type: {source_config.source_type.value}. "
f"Available types: {get_registered_types()}"
)
continue
# Create the source instance
source = source_class(source_config)
# Validate configuration
errors = source.validate_config()
if errors:
logger.error(
f"Invalid configuration for source {source_config.source_id}: "
f"{'; '.join(errors)}"
)
continue
# Check availability
if not source.is_available():
logger.warning(
f"Source {source_config.source_id} is not available. "
f"Check dependencies and credentials."
)
# Still register the source, but log the warning
# It may become available later
self._sources[source_config.source_id] = source
logger.info(
f"Initialized source: {source_config.source_id} "
f"(type={source_config.source_type.value})"
)
except Exception as e:
logger.error(f"Failed to initialize source at index {index}: {e}")
def get_source(self, source_id: str) -> Optional[DataSource]:
"""
Get a data source by ID.
Args:
source_id: The source identifier
Returns:
The DataSource instance, or None if not found
"""
with self._lock:
return self._sources.get(source_id)
def get_all_sources(self) -> Dict[str, DataSource]:
"""
Get all registered sources.
Returns:
Dictionary mapping source_id to DataSource
"""
with self._lock:
return dict(self._sources)
def list_sources(self) -> List[Dict[str, Any]]:
"""
List all sources with their status.
Returns:
List of source status dictionaries
"""
with self._lock:
statuses = []
for source in self._sources.values():
status = source.get_status()
# Add partial loading state if available
if self.partial_reader:
state = self.partial_reader.get_state(source.source_id)
if state:
status["items_loaded"] = state.items_loaded
status["is_complete"] = state.is_complete
status["last_loaded_at"] = state.last_loaded_at
statuses.append(status)
return statuses
def load_initial_data(self) -> int:
"""
Load initial data from all sources.
If partial loading is enabled, loads only the initial_count items
from each source. Otherwise, loads all data.
Returns:
Total number of items loaded
"""
total_loaded = 0
with self._lock:
for source_id, source in self._sources.items():
try:
count = self._load_from_source(source, is_initial=True)
total_loaded += count
logger.info(f"Loaded {count} items from {source_id}")
except Exception as e:
logger.error(f"Failed to load from {source_id}: {e}")
return total_loaded
def load_more(
self,
source_id: str,
count: Optional[int] = None
) -> int:
"""
Load more items from a specific source.
Args:
source_id: The source to load from
count: Number of items to load (uses batch_size if not specified)
Returns:
Number of items loaded
Raises:
ValueError: If source_id is not found
"""
with self._lock:
source = self._sources.get(source_id)
if not source:
raise ValueError(f"Unknown source: {source_id}")
return self._load_from_source(source, is_initial=False, count=count)
def _load_from_source(
self,
source: DataSource,
is_initial: bool = True,
count: Optional[int] = None
) -> int:
"""
Load items from a source into the ItemStateManager.
Args:
source: The data source
is_initial: Whether this is the initial load
count: Number of items to load (overrides config)
Returns:
Number of items loaded
"""
source_id = source.source_id
# Check if source is complete
if self.partial_reader:
state = self.partial_reader.get_state(source_id)
if state and state.is_complete:
logger.debug(f"Source {source_id} is already complete")
return 0
# Determine how many items to load and from what position
if self.partial_reader and self.partial_reader.config.enabled:
start = self.partial_reader.get_start_position(source_id)
if count is None:
count = self.partial_reader.get_load_count(source_id, is_initial)
else:
start = 0
count = None # Load all
# Check if source supports partial reading
if start > 0 and not source.supports_partial_reading():
logger.warning(
f"Source {source_id} does not support partial reading, "
f"cannot continue from position {start}"
)
return 0
# Load items
items_loaded = 0
is_complete = False
try:
for item in source.read_items(start=start, count=count):
# Validate ID key exists
if self._id_key not in item:
logger.warning(
f"Missing id_key '{self._id_key}' in item from {source_id}"
)
continue
instance_id = str(item[self._id_key])
# Check for duplicates
if self._item_state_manager.has_item(instance_id):
logger.debug(f"Skipping duplicate ID: {instance_id}")
continue
# Add item to state manager
try:
self._item_state_manager.add_item(instance_id, item)
items_loaded += 1
except ValueError as e:
logger.warning(f"Failed to add item {instance_id}: {e}")
# Check if we loaded fewer items than requested (source exhausted)
if count is not None and items_loaded < count:
is_complete = True
except StopIteration:
is_complete = True
# Update partial reader state
if self.partial_reader:
total_estimate = source.get_total_count()
self.partial_reader.update_state(
source_id=source_id,
items_added=items_loaded,
is_complete=is_complete,
total_estimate=total_estimate
)
return items_loaded
def refresh_source(self, source_id: str) -> bool:
"""
Refresh a data source (re-fetch from remote).
Args:
source_id: The source to refresh
Returns:
True if refresh was successful
Raises:
ValueError: If source_id is not found
"""
with self._lock:
source = self._sources.get(source_id)
if not source:
raise ValueError(f"Unknown source: {source_id}")
# Invalidate cache
if self.cache_manager:
self.cache_manager.invalidate(source_id)
# Reset partial reader state
if self.partial_reader:
self.partial_reader.reset_state(source_id)
return source.refresh()
def check_auto_load(
self,
annotated_count: int,
total_loaded: int
) -> Dict[str, int]:
"""
Check if any sources should auto-load more data.
Args:
annotated_count: Total number of annotated items
total_loaded: Total number of loaded items
Returns:
Dictionary mapping source_id to items loaded (for sources that triggered)
"""
if not self.partial_reader or not self.partial_reader.config.auto_load_enabled:
return {}
results = {}
with self._lock:
for source_id, source in self._sources.items():
if self.partial_reader.should_load_more(
source_id, annotated_count, total_loaded
):
try:
loaded = self._load_from_source(source, is_initial=False)
if loaded > 0:
results[source_id] = loaded
logger.info(
f"Auto-loaded {loaded} items from {source_id}"
)
except Exception as e:
logger.error(f"Auto-load failed for {source_id}: {e}")
return results
def clear_cache(self) -> int:
"""
Clear the download cache for all sources.
Returns:
Number of cache entries cleared
"""
if self.cache_manager:
return self.cache_manager.clear()
return 0
def get_stats(self) -> Dict[str, Any]:
"""
Get comprehensive statistics.
Returns:
Dictionary with source and manager statistics
"""
stats = {
"source_count": len(self._sources),
"sources": self.list_sources(),
}
if self.cache_manager:
stats["cache"] = self.cache_manager.get_stats()
if self.partial_reader:
stats["partial_loading"] = self.partial_reader.get_stats()
return stats
def close(self) -> None:
"""Close all sources and release resources."""
with self._lock:
for source in self._sources.values():
try:
source.close()
except Exception as e:
logger.warning(f"Error closing source {source.source_id}: {e}")
self._sources.clear()
def init_data_source_manager(config: Dict[str, Any]) -> Optional[DataSourceManager]:
"""
Initialize the global DataSourceManager singleton.
This function creates the manager if data_sources is configured in
the configuration. Thread-safe initialization using double-checked
locking pattern.
Args:
config: Application configuration dictionary
Returns:
The DataSourceManager instance, or None if not configured
"""
global DATA_SOURCE_MANAGER
# Check if data_sources is configured
if "data_sources" not in config or not config["data_sources"]:
return None
# Double-checked locking
if DATA_SOURCE_MANAGER is None:
with _MANAGER_LOCK:
if DATA_SOURCE_MANAGER is None:
from potato.item_state_management import get_item_state_manager
ism = get_item_state_manager()
DATA_SOURCE_MANAGER = DataSourceManager(config, ism)
return DATA_SOURCE_MANAGER
def get_data_source_manager() -> Optional[DataSourceManager]:
"""
Get the global DataSourceManager singleton.
Returns:
The DataSourceManager instance, or None if not initialized
"""
return DATA_SOURCE_MANAGER
def clear_data_source_manager() -> None:
"""
Clear the global DataSourceManager singleton.
This function closes all sources and clears the singleton instance.
Thread-safe. Used primarily for testing.
"""
global DATA_SOURCE_MANAGER
with _MANAGER_LOCK:
if DATA_SOURCE_MANAGER is not None:
DATA_SOURCE_MANAGER.close()
DATA_SOURCE_MANAGER = None
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