Experience the pinnacle of AI and endgame generation with our 2048 tablebase generator, the fastest and most space-efficient solution available. Outperforming its contemporaries, this AI boasts the highest success rates for 32k and 65k challenges, approaching theoretical limits.
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Highly Optimized Generator: A robust endgame generator that significantly outperforms other available tools in terms of speed and efficiency.
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Effective Training Interface: Includes a user-friendly GUI that aids players in training and enhancing their skills.
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Advanced Data Compression: Supports data storage in a compressed format, enabling efficient searching without compromising performance.
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Resource Requirements: Ensure 32-64GB of virtual memory is available for processing large tables such as 4431_2048, free9_256.
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Patience Required: All functions are highly optimized, yet require patience during initial use.
- Get started
- Open main.exe or run main.py (Make sure to use
numpy 2.0) - Wait for the program to start
- Take note of the help documentation
- Open main.exe or run main.py (Make sure to use
- Calculate your first table:
- Go to Settings
- Select a pattern, e.g. L3-512-0
- Specify a save path, e.g. F:/L3_512_0
- Choose whether to compress the data
- Click Build to initiate the calculation
- View your first table:
- Go to Practise
- From the upper left menu bar, select a pattern, e.g. L3-512-0
- Enter a file path where the table is saved, e.g. Q:/L3_512_0
- Check the Show checkbox to view success rates
- Click Default to display the initial positions
- Wait for the success rates to show
- Find the optimal moves:
- Try rotating the board with UD RL R90 L90
- Try to perform the optimal move with ONESTEP
- Try Demo for continuous moves
- Try to record a game demo (do not make your moves during this recording)
- Try setting up the board using the provided tiles
- Real-time Training:
- Go to Test
- Select a pattern from the upper left menu bar, e.g. L3-512-0
- Execute what you consider the best move within the formation (wasd or ↑↓←→)
- Utilize the real-time analytics on the right-hand side to imporve your skills
- Click Save Logs to keep a record of your game analysis
- Enjoy the AI：
- Calculate LL_4096_0 & 4432_512 in Settings
- Go to Game
- Click New Game to start a new game
- Enable the AI by clicking the AI: ON button and watch the AI play
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This AI reaches the 65536 tile 5.8% (±1.3%) of the time and the 32768 tile 78.5% (±2.5%) of the time without undos.
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The following table gives the AI performance statistics and success rates by stage
depth games score/game moves/s seconds/game adaptive 1200 720087 26 978 milestone success rate comparable score 8k 100% 97000 16k 99.3% 210000 32k 78.5% 453000 32k+16k 65.6% 663000 32k+16k+8k 53.4% 760000 32k+16k+8k+4k 43.0% 804000 final 1k 28.5% 833000 65k 5.8% 971000
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The tables used by the AI are LLs (mainly LL-4096), 4431-2048, 4441-512, 4432-512, free9w-256, free10w-1024.
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If you want to run the AI, it is recommended to just calculate LL-4096 and 4432-512. This will take 1-2 days without compression.
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The following table shows how often each table is used.
Search LL 4431 4441 4432 free9 free10 12.5% 40.4% 1.6% 3.1% 40.9% 1.1% 0.4%
- Search: Utilizes an Expectimax search with a specially designed evaluation function to handle simple situations and bridge different formations effectively.
- LL: The heart of the AI, enhancing T formations which are superior to DPDF and snake in 32k and 65k endgames.
- 4431: Operates during the transitional stages where the four large tiles are not arranged in LL formations.
- 4432(4441): Preventing simple mistakes that could lead to unnecessary terminations.
- free: Provide optimal strategies for 32k and 65k endgames. However, their actual boost to LL is minimal.
