| language: | |
| - ru | |
| - en | |
| license: apache-2.0 | |
| base_model: igorktech/rugpt3-joker-150k | |
| tags: | |
| - not-for-all-audiences | |
| - art | |
| - humour | |
| - jokes | |
| - generated_from_trainer | |
| model-index: | |
| - name: zeio/wit | |
| results: [] | |
| datasets: | |
| - zeio/baneks | |
| metrics: | |
| - loss | |
| widget: | |
| - text: 'Купил мужик шляпу' | |
| example_title: hat | |
| - text: 'Пришла бабка к врачу' | |
| example_title: doctor | |
| - text: 'Нашел мужик подкову' | |
| example_title: horseshoe | |
| <p align="center"> | |
| <img src="https://i.ibb.co/zP7j7ng/wit-logo.png"/> | |
| </p> | |
| # wit | |
| This model is a fine-tuned version of [igorktech/rugpt3-joker-150k][base] on the [baneks][dataset] dataset for 10 epochs. It achieved `2.0391` overall loss during training. | |
| Model evaluation has not been performed. | |
| ## Model description | |
| The model is a fine-tuned variant of the [igorktech/rugpt3-joker-150k][base] architecture with causal language modeling head. | |
| ## Intended uses & limitations | |
| The model should be used for studying abilities of natural language models to generate jokes. | |
| ## Training and evaluation data | |
| The model is trained on a list of anecdotes pulled from a few vk communities (see [baneks][dataset] dataset for more details). | |
| ## Training procedure | |
| ### Training hyperparameters | |
| The following hyperparameters were used during training: | |
| - learning_rate: 0.0005 | |
| - train_batch_size: 8 | |
| - eval_batch_size: 16 | |
| - seed: 42 | |
| - gradient_accumulation_steps: 8 | |
| - total_train_batch_size: 64 | |
| - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 | |
| - lr_scheduler_type: cosine | |
| - lr_scheduler_warmup_steps: 1000 | |
| - num_epochs: 10 | |
| ### Training results | |
| | Train Loss | Epoch | | |
| |:----------:|:-----:| | |
| | 2.0391 | 10 | | |
| ### Framework versions | |
| - Transformers 4.34.0 | |
| - Pytorch 2.1.0 | |
| - Datasets 2.12.0 | |
| - Tokenizers 0.14.1 | |
| [base]: https://huggingface.co/igorktech/rugpt3-joker-150k | |
| [dataset]: https://huggingface.co/datasets/zeio/baneks | |