Edit model card

TinyLlama-3T-1.1bee

image/png

A grand successor to the original. This one has the following improvements:

Model description

This model is a fine-tuned version of TinyLlama-1.1b-3T on the BEE-spoke-data/bees-internal dataset.

It achieves the following results on the evaluation set:

  • Loss: 2.1640
  • Accuracy: 0.5406

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 0.0001
  • train_batch_size: 4
  • eval_batch_size: 2
  • seed: 13707
  • gradient_accumulation_steps: 16
  • total_train_batch_size: 64
  • optimizer: Adam with betas=(0.9,0.95) and epsilon=1e-08
  • lr_scheduler_type: cosine
  • lr_scheduler_warmup_ratio: 0.05
  • num_epochs: 2.0

Training results

Training Loss Epoch Step Validation Loss Accuracy
2.4432 0.19 50 2.3850 0.5033
2.3655 0.39 100 2.3124 0.5129
2.374 0.58 150 2.2588 0.5215
2.3558 0.78 200 2.2132 0.5291
2.2677 0.97 250 2.1828 0.5348
2.0701 1.17 300 2.1788 0.5373
2.0766 1.36 350 2.1673 0.5398
2.0669 1.56 400 2.1651 0.5402
2.0314 1.75 450 2.1641 0.5406
2.0281 1.95 500 2.1639 0.5407

Framework versions

  • Transformers 4.36.2
  • Pytorch 2.1.0
  • Datasets 2.16.1
  • Tokenizers 0.15.0

Open LLM Leaderboard Evaluation Results

Detailed results can be found here

Metric Value
Avg. 36.46
AI2 Reasoning Challenge (25-Shot) 33.79
HellaSwag (10-Shot) 60.29
MMLU (5-Shot) 25.86
TruthfulQA (0-shot) 38.13
Winogrande (5-shot) 60.22
GSM8k (5-shot) 0.45
Downloads last month
510
Safetensors
Model size
1.1B params
Tensor type
BF16
·
Inference Examples
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.

Model tree for BEE-spoke-data/TinyLlama-3T-1.1bee

Finetuned
(84)
this model
Merges
1 model
Quantizations
1 model

Dataset used to train BEE-spoke-data/TinyLlama-3T-1.1bee

Space using BEE-spoke-data/TinyLlama-3T-1.1bee 1

Collection including BEE-spoke-data/TinyLlama-3T-1.1bee

Evaluation results