ryanwang-trt commited on
Commit
0ecd959
·
1 Parent(s): 7493570

Add missing schema.py

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Files changed (1) hide show
  1. schema.py +80 -0
schema.py ADDED
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+ import json
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+ import logging
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+ from collections import defaultdict
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+
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+ log = logging.getLogger(__name__)
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+
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+ # download tables.json from spider via hf_hub_download
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+ # builds a db id to schema string dictionary
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+ def load_spider_schemas():
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+ try:
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+ from huggingface_hub import hf_hub_download
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+ path = hf_hub_download(
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+ repo_id="xlangai/spider",
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+ filename="tables.json",
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+ repo_type="dataset",
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+ )
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+ # fallback if download fails
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+ except Exception as e:
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+ log.warning(f"Could not download tables.json: {e}. Schema-aware prompting disabled.")
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+ return {}
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+
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+ with open(path) as f:
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+ tables_data = json.load(f)
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+
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+ lookup = {}
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+ for db in tables_data:
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+ lookup[db["db_id"]] = _format_schema(
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+ db["table_names_original"],
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+ db["column_names_original"],
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+ db.get("column_types", []),
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+ db.get("foreign_keys", []),
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+ )
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+ log.info(f"Loaded schemas for {len(lookup)} databases")
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+ return lookup
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+
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+ # convert tables, columns, and foreign keys into concise
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+ # "t1(c1:type, c2:type), t2(c3:type); FK: t1.c2=t2.c3" format
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+ def _format_schema(table_names, column_names_original, column_types, foreign_keys):
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+ table_columns = defaultdict(list)
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+ for col_idx, (table_idx, col_name) in enumerate(column_names_original):
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+ if table_idx < 0:
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+ continue
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+ col_type = column_types[col_idx] if col_idx < len(column_types) else ""
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+ if col_type:
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+ table_columns[table_idx].append(f"{col_name}:{col_type}")
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+ else:
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+ table_columns[table_idx].append(col_name)
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+
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+ parts = []
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+ for i, name in enumerate(table_names):
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+ cols = ", ".join(table_columns.get(i, []))
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+ parts.append(f"{name}({cols})")
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+ tables_str = ", ".join(parts)
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+
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+ fk_parts = []
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+ for src_idx, dst_idx in foreign_keys:
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+ src_table_idx, src_col = column_names_original[src_idx]
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+ dst_table_idx, dst_col = column_names_original[dst_idx]
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+ if src_table_idx < 0 or dst_table_idx < 0:
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+ continue
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+ fk_parts.append(f"{table_names[src_table_idx]}.{src_col}={table_names[dst_table_idx]}.{dst_col}")
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+ if not fk_parts:
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+ return tables_str
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+ return f"{tables_str}; FK: {', '.join(fk_parts)}"
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+
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+ #trims long schemas, preferring to cut at a complete FK entry or table boundary
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+ def truncate_schema(schema_str, max_length):
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+ if len(schema_str) <= max_length:
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+ return schema_str
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+ truncated = schema_str[:max_length]
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+ fk_marker_idx = truncated.find("; FK:")
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+ if fk_marker_idx > 0:
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+ # In the FK section: cut at the last complete FK entry
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+ last_comma = truncated.rfind(",")
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+ if last_comma > fk_marker_idx:
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+ return truncated[:last_comma]
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+ last_close = truncated.rfind(")")
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+ if last_close > 0:
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+ return truncated[:last_close + 1]
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+ return truncated