Model Card for gpt2-124M-edu-fineweb-10B
A 124M parameter GPT2 model trained with the 10B fineweb-edu dataset using https://github.com/karpathy/llm.c
Training took 20 hours on a single 4090 GPU (limited to 350W), giving the following graphs:
Training
The training parameters where:
./train_gpt2cu \
-i "dev/data/edu_fineweb10B/edu_fineweb_train_*.bin" \
-j "dev/data/edu_fineweb10B/edu_fineweb_val_*.bin" \
-o log124M \
-e "d12" \
-b 56 -t 1024 \
-d 458752 \
-r 1 \
-z 1 \
-c 0.1 \
-l 0.002 \
-q 0.0 \
-u 700 \
-n 5000 \
-v 250 -s 20000 \
-h 1
The model has had no further finetuning.
Evaluation
Evals using Eleuther AI Harness as described in the open_llm_leaderboard and comparing with those published for openai-community/gpt2
| Eval Test | Score |
|---|---|
| arc_challenge (25 shot) | 24.49 |
| gsm8k (5 shot) | 0.08 |
| hellaswag (10 shot) | 32.64 |
| mmlu (5 shot) | 26.06 |
| truthfulqa (0 shot) | 42.45 |
| winogrande (5 shot) | 52.17 |
| Overall Score | 29.65 |
- Downloads last month
- 295
This model does not have enough activity to be deployed to Inference API (serverless) yet. Increase its social
visibility and check back later, or deploy to Inference Endpoints (dedicated)
instead.