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checkpoint-sqlite: new library for sqlite checkpointer implementation (#1203)
* checkpoint-sqlite: new library for sqlite checkpointer implementation
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import json
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from typing import Any, Dict, Optional, Sequence, Tuple
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from langchain_core.runnables import RunnableConfig
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from langgraph.checkpoint.base import get_checkpoint_id
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def _metadata_predicate(
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metadata_filter: Dict[str, Any],
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) -> Tuple[Sequence[str], Sequence[Any]]:
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"""Return WHERE clause predicates for (a)search() given metadata filter.
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This method returns a tuple of a string and a tuple of values. The string
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is the parametered WHERE clause predicate (excluding the WHERE keyword):
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"column1 = ? AND column2 IS ?". The tuple of values contains the values
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for each of the corresponding parameters.
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"""
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def _where_value(query_value: Any) -> Tuple[str, Any]:
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"""Return tuple of operator and value for WHERE clause predicate."""
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if query_value is None:
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return ("IS ?", None)
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elif (
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isinstance(query_value, str)
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or isinstance(query_value, int)
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or isinstance(query_value, float)
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):
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return ("= ?", query_value)
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elif isinstance(query_value, bool):
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return ("= ?", 1 if query_value else 0)
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elif isinstance(query_value, dict) or isinstance(query_value, list):
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# query value for JSON object cannot have trailing space after separators (, :)
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# SQLite json_extract() returns JSON string without whitespace
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return ("= ?", json.dumps(query_value, separators=(",", ":")))
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else:
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return ("= ?", str(query_value))
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predicates = []
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param_values = []
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# process metadata query
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for query_key, query_value in metadata_filter.items():
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operator, param_value = _where_value(query_value)
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predicates.append(
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f"json_extract(CAST(metadata AS TEXT), '$.{query_key}') {operator}"
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)
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param_values.append(param_value)
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return (predicates, param_values)
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def search_where(
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config: Optional[RunnableConfig],
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filter: Optional[Dict[str, Any]],
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before: Optional[RunnableConfig] = None,
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) -> Tuple[str, Sequence[Any]]:
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"""Return WHERE clause predicates for (a)search() given metadata filter
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and `before` config.
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This method returns a tuple of a string and a tuple of values. The string
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is the parametered WHERE clause predicate (including the WHERE keyword):
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"WHERE column1 = ? AND column2 IS ?". The tuple of values contains the
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values for each of the corresponding parameters.
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"""
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wheres = []
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param_values = []
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# construct predicate for config filter
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if config is not None:
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wheres.append("thread_id = ?")
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param_values.append(config["configurable"]["thread_id"])
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checkpoint_ns = config["configurable"].get("checkpoint_ns", "")
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wheres.append("checkpoint_ns = ?")
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param_values.append(checkpoint_ns)
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# construct predicate for metadata filter
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if filter:
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metadata_predicates, metadata_values = _metadata_predicate(filter)
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wheres.extend(metadata_predicates)
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param_values.extend(metadata_values)
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# construct predicate for `before`
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if before is not None:
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wheres.append("checkpoint_id < ?")
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param_values.append(get_checkpoint_id(before))
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return ("WHERE " + " AND ".join(wheres) if wheres else "", param_values)
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