import duckdb
import torch

from node2vec_model import load_graph

from paths import DB_PATH

data = load_graph()
print(data)
print("validate():", data.validate())
print("x rows == num_nodes:", data.x.size(0) == data.num_nodes)

con = duckdb.connect(DB_PATH, read_only=True)
for i in (0, 9247, 18493):
    active = [data.feature_names[j] for j in data.x[i].nonzero().flatten().tolist()]
    row = con.execute("""SELECT Study, Analytics, species, factor1_org, factor2_org,
                                color_group, color_group_upper1,
                                split_part(trim(factor1,'()'),'|',2),
                                split_part(trim(factor2,'()'),'|',2)
                         FROM nodes_ML WHERE id = ?""", [data.node_id[i]]).fetchone()
    print(f"\nnode {i} = {data.node_id[i]}")
    print(f"  one-hot : {active}")
    print(f"  table   : {list(row)}")