Lichess games

6,863,015,449 standard rated games, played on lichess.org, in PGN format. Each file contains the games for one month only; they are not cumulative.

Use case
Real-time move suggestion for an online chess-training platform

Example observationsFEN encoded board (64 × 12 binary planes or 8 × 8 × 12)
Side to move
Castling rights
Move number & ply clock
Clocks: white/black remaining time (sec)
PGN tags
Player Elo (white & black)
Example actionsOne of the ≤ 218 legal moves in standard chess, represented by UCI (e2e4, g1f3…)
Example rewardTerminal: +1 for win, 0 for draw, –1 for loss
Optional shaping: Stockfish Δeval after each move or small negative step penalty to encourage faster wins