Datasets:

abhisu30
/

transformer-hackathon-leaderboard

entries list	last_updated string	version string	schema dict	competition dict
[ { "name": "Abhi", "team": "BlueBird", "perplexity": 2.0494, "loss": 0.717531, "tokens_per_sec": 0, "timestamp": "2026-02-07T07:43:45.979417", "model_config": null, "notes": null }, { "name": "Abhi_1", "team": "Redbird", "perplexity": 2.0494, "loss": 0.717531, ...	2026-02-07T23:59:38.537029	1.0	{ "name": "Participant name", "team": "Team name (optional)", "perplexity": "Model perplexity - lower is better", "loss": "Final validation cross-entropy loss", "tokens_per_sec": "Training throughput", "timestamp": "ISO 8601 submission timestamp", "model_config": "Optional model configuration details" }	{ "name": "Transformer Hackathon", "training_time_minutes": 45, "dataset": "TinyStories", "github": "https://github.com/abhishekadile/Transformer_Repo-" }

YAML Metadata Warning:empty or missing yaml metadata in repo card

Check out the documentation for more information.

🏆 Transformer Hackathon Leaderboard

Build Your Own GPT • Train • Compete • Win!

📊 Current Standings

Lower perplexity = better model performance

Rank	Name	Team	Perplexity ⬇️	Loss	Tokens/sec	Timestamp
🥇	Kay sep	kay	1.9439	0.6647	67774	2026-02-07 21:29
🥈	Praneeth	Solo	1.9832	0.6847	91551	2026-02-07 21:35
🥉	James Faul, Vatsala	BA	1.9970	0.6917	149140	2026-02-07 20:18
4	ImageBear	Solo	1.9983	0.6923	67189	2026-02-07 20:10
5	Matt O	Solo	2.0216	0.7039	64286	2026-02-07 21:05
6	weldon	Solo	2.0280	0.7070	65689	2026-02-07 21:12
7	Nick	Solo	2.0281	0.7071	63951	2026-02-07 21:38
8	Megumi	Solo	2.0304	0.7082	65614	2026-02-07 21:40
9	Jack G. Conrad	Solo	2.0476	0.7167	66417	2026-02-07 21:39
10	Abhi	BlueBird	2.0494	0.7175	0	2026-02-07 07:43
11	Abhi_1	Redbird	2.0494	0.7175	0	2026-02-07 07:51
12	Allen	Solo	2.0531	0.7193	65446	2026-02-07 21:35
13	Mark Pedigo	Solo	2.0546	0.7201	65582	2026-02-07 21:32
14	Abhi	Red Team	2.0571	0.7213	64682	2026-02-07 21:35
15	DSM	Solo	2.0661	0.7256	63707	2026-02-07 21:35
16	Maheshwari	Solo	2.0674	0.7263	66315	2026-02-07 21:08
17	DSM	Solo	2.0693	0.7272	67373	2026-02-07 19:46
18	H100 5min D1024	Solo	2.1888	0.7833	89296	2026-02-07 21:00
19	H100 5min	Solo	2.2233	0.7990	143639	2026-02-07 20:18
20	Kara	Conrads	2.3491	0.8540	66174	2026-02-07 20:57
21	Scott M	Solo	2.9152	1.0699	67890	2026-02-07 20:23
22	MacbookPro 5min 2layer	Solo	3.4363	1.2344	11940	2026-02-07 21:09
23	MacBookPro 5min	Solo	4.7225	1.5523	4055	2026-02-07 20:13
24	TestUser	TestTeam	99.9900	4.5000	1000	2026-02-07 08:02
25	TestUser	TestTeam	99.9900	4.5000	1000	2026-02-07 08:03
26	Hedgehog	Solo	1337.0000	2.3457	1875	2026-02-07 19:34

🎯 Competition Categories

Best Perplexity: Lowest perplexity score wins! 🏆
Best Efficiency: Highest tokens/second during training ⚡
Most Creative: Best generated text samples 🎨

🚀 How to Participate

# Clone the repository
git clone https://github.com/abhishekadile/Transformer_Repo-
cd Transformer_Repo-

# Install dependencies
pip install -r requirements.txt

# Run the hackathon pipeline
python run_hackathon.py

The script will:

Download the TinyStories dataset
Train your model for 45 minutes
Evaluate performance
Submit to this leaderboard!

📈 Leaderboard Schema

name: Participant name
team: Team name (optional)
perplexity: Model perplexity - lower is better
loss: Final validation cross-entropy loss
tokens_per_sec: Training throughput
timestamp: Submission time

🔧 Optimization Tips

🚀 Enable mixed precision: --use-amp
📦 Increase batch size if GPU allows
📈 Try different learning rates
🧠 Experiment with model size in config.py

📚 Resources

Good luck and have fun! 🎉

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Paper for abhisu30/transformer-hackathon-leaderboard

Attention Is All You Need

Paper • 1706.03762 • Published Jun 12, 2017 • 121