
side project, not final working good product

see [this repo](https://huggingface.co/crumb/gpt-j-6b-shakespeare) for more information, finetuned with [8-bit Adam](https://arxiv.org/abs/2110.02861) on custom transformed super glue tasks, transformed somewhat like the [T0 paper](https://arxiv.org/abs/2110.08207)

```python
from IPython import display 
!pip install transformers==4.14.1 -q
!pip install bitsandbytes-cuda111==0.26.0 -q
!pip install git+https://github.com/aicrumb/transformers-8bit -q

import transformers_8bit

model, tokenizer, config = transformers_8bit.gptj("crumb/gpt-j-6b-finetune-super-glue", device='cuda')

prompt = tokenizer("<QUERY> If birds are in group B, and snakes are in group A, what group are pythons in? <RESPONSE>", return_tensors='pt')
prompt = {key: value.to('cuda') for key, value in prompt.items()}
length = len(prompt['input_ids'][0])
out = model.generate(**prompt, min_length=length+2, max_length=length+2, do_sample=False, pad_token_id=tokenizer.eos_token_id)
print(tokenizer.decode(out[0]))

"""output
<QUERY> If birds are in group B, and snakes are in group A, what group are pythons in? <RESPONSE> Group A
"""
```
{"language": ["en"], "tags": ["pytorch", "causal-lm", "8bit"], "datasets": ["The Pile", "super_glue"], "inference": false}
transformers pytorch tensorboard gptj text-generation causal-lm 8bit en arxiv:2110.02861 arxiv:2110.08207 autotrain_compatible region:us
TAGS
#transformers #pytorch #tensorboard #gptj #text-generation #causal-lm #8bit #en #arxiv-2110.02861 #arxiv-2110.08207 #autotrain_compatible #region-us 


side project, not final working good product

see this repo for more information, finetuned with 8-bit Adam on custom transformed super glue tasks, transformed somewhat like the T0 paper


TAGS
#transformers #pytorch #tensorboard #gptj #text-generation #causal-lm #8bit #en #arxiv-2110.02861 #arxiv-2110.08207 #autotrain_compatible #region-us 

passage: TAGS
#transformers #pytorch #tensorboard #gptj #text-generation #causal-lm #8bit #en #arxiv-2110.02861 #arxiv-2110.08207 #autotrain_compatible #region-us 
