|
--- |
|
license: llama2 |
|
language: |
|
- hu |
|
- en |
|
tags: |
|
- puli |
|
- text-generation-inference |
|
- transformers |
|
- unsloth |
|
- llama |
|
- trl |
|
- finetuned |
|
base_model: NYTK/PULI-LlumiX-32K |
|
datasets: |
|
- boapps/szurkemarha |
|
pipeline_tag: text-generation |
|
--- |
|
|
|
# PULI LlumiX 32K instruct (6.74B billion parameter) |
|
|
|
Intruct finetuned version of NYTK/PULI-LlumiX-32K. |
|
|
|
## Training platform |
|
[Lightning AI Studio](https://lightning.ai/studios) L4 GPU |
|
|
|
## Hyper parameters |
|
|
|
- Epoch: 3 |
|
- LoRA rank (r): 16 |
|
- LoRA alpha: 16 |
|
- Lr: 2e-4 |
|
- Lr scheduler: cosine |
|
- Optimizer: adamw_8bit |
|
- Weight decay: 0.01 |
|
|
|
## Dataset |
|
|
|
boapps/szurkemarha |
|
|
|
In total ~30k instructions were selected. |
|
|
|
## Prompt template: ChatML |
|
``` |
|
<|im_start|>system |
|
Az alábbiakban egy feladatot leíró utasítás található. Írjál olyan választ, amely megfelelően teljesíti a kérést.<|im_end|> |
|
<|im_start|>user |
|
Ki a legerősebb szuperhős?<|im_end|> |
|
<|im_start|>assistant |
|
A legerősebb szuperhős a Marvel univerzumában Hulk.<|im_end|> |
|
``` |
|
|
|
## Base model |
|
|
|
- Trained with OpenChatKit [github](https://github.com/togethercomputer/OpenChatKit) |
|
- The [LLaMA-2-7B-32K](https://huggingface.co/togethercomputer/LLaMA-2-7B-32K) model were continuously pretrained on Hungarian dataset |
|
- The model has been extended to a context length of 32K with position interpolation |
|
- Checkpoint: 100 000 steps |
|
|
|
## Dataset for continued pretraining |
|
|
|
- Hungarian: 7.9 billion words, documents (763K) that exceed 5000 words in length |
|
- English: Long Context QA (2 billion words), BookSum (78 million words) |
|
|
|
## Limitations |
|
|
|
- max_seq_length = 32 768 |
|
- float16 |
|
- vocab size: 32 000 |
