expert-uspto

Multi-Domain-Expert-Learning/expert-uspto

expert-uspto is a text generation model from Multi-Domain-Expert-Learning. Use it when you need the model to write or continue text. It is set up for transformers. The card lists the license as apache-2.0.

should probably proofread and complete it, then remove this comment. --

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Hugging Face

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At a glance

Task: Text Generation
Library: transformers
License: apache-2.0
Model type: gpt_neox
Access: Public
Created: Apr 30, 2023
Updated: Apr 30, 2023
SHA: 8b1b4102

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Model card

From the Hugging Face model README

expert-uspto

This model is a fine-tuned version of EleutherAI/pythia-1b-deduped on the None dataset. It achieves the following results on the evaluation set:

Loss: 2.2220
Accuracy: 0.5362

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 0.0001
train_batch_size: 1
eval_batch_size: 8
seed: 42
distributed_type: multi-GPU
num_devices: 8
gradient_accumulation_steps: 8
total_train_batch_size: 64
total_eval_batch_size: 64
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
training_steps: 1000

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy
2.2735	0.01	200	2.2464	0.5325
2.2557	0.01	400	2.2417	0.5331
2.2342	0.02	600	2.2342	0.5344
2.2241	0.03	800	2.2267	0.5355
2.229	0.03	1000	2.2220	0.5362

Framework versions

Transformers 4.28.1
Pytorch 2.0.0+cu117
Datasets 2.11.0
Tokenizers 0.13.3

Task: Text Generation
Library: transformers
Type: gpt_neox
License: apache-2.0
Created: Apr 30, 2023
Updated: Apr 30, 2023