Edit model card

mega-ar-small-4096: MWE

mega-ar on wikitext-103-raw-v1 (document level)

This model is a fine-tuned version of pszemraj/random-mega-ar-small-4096 on the EleutherAI/wikitext_document_level dataset (wikitext-103-raw-v1). This model has ~ 65M params.

It achieves the following results on the evaluation set:

  • Loss: 4.0338
  • Accuracy: 0.3243

Training procedure

This was tuned with bf16, while the authors recommend tuning with fp32. Will try fp32 later.

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 0.0005
  • train_batch_size: 4
  • eval_batch_size: 1
  • seed: 80085
  • gradient_accumulation_steps: 32
  • total_train_batch_size: 128
  • optimizer: Adam with betas=(0.9,0.98) and epsilon=1e-07
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_ratio: 0.05
  • num_epochs: 3.0

Training results

Training Loss Epoch Step Validation Loss Accuracy
7.3662 0.11 100 7.2782 0.0935
6.3064 0.22 200 6.2066 0.1634
5.8203 0.33 300 5.7299 0.1931
5.55 0.44 400 5.4173 0.2117
5.3194 0.55 500 5.1937 0.2278
5.1678 0.66 600 5.0206 0.2406
5.0375 0.77 700 4.8891 0.2508
4.9194 0.88 800 4.7592 0.2605
4.8272 0.99 900 4.6653 0.2681
4.7571 1.1 1000 4.5817 0.2754
4.6345 1.21 1100 4.5066 0.2820
4.6218 1.32 1200 4.4472 0.2867
4.5585 1.43 1300 4.3827 0.2923
4.5047 1.54 1400 4.3328 0.2963
4.4726 1.65 1500 4.2860 0.3002
4.4094 1.76 1600 4.2452 0.3038
4.3705 1.87 1700 4.2168 0.3062
4.3739 1.98 1800 4.1852 0.3095
4.2836 2.09 1900 4.1599 0.3112
4.302 2.2 2000 4.1307 0.3149
4.2847 2.31 2100 4.1113 0.3165
4.2348 2.42 2200 4.0925 0.3184
4.2837 2.53 2300 4.0743 0.3207
4.2058 2.64 2400 4.0612 0.3217
4.22 2.75 2500 4.0494 0.3224
4.1827 2.86 2600 4.0397 0.3237
4.1967 2.97 2700 4.0338 0.3243

Framework versions

  • Transformers 4.32.1
  • Pytorch 2.1.0.dev20230727+cu118
  • Datasets 2.13.1
  • Tokenizers 0.13.3
Downloads last month
21
Safetensors
Model size
64.8M params
Tensor type
F32
·
Inference API
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.

Dataset used to train pszemraj/mega-ar-small-4096-wikitext-103-raw-v1