

# TinyLlama-v2ray

This model is a fine-tuned version of [TinyLlama/TinyLlama-1.1B-Chat-v0.6](https://huggingface.co/TinyLlama/TinyLlama-1.1B-Chat-v0.6) on the [TheBossLevel123/v2ray](https://huggingface.co/datasets/TheBossLevel123/v2ray) dataset.

## Model description
Prompt format is as follows:
```py
<|im_start|>user
{prompt}<|im_end|>
<|im_start|>assistant
```

The model is intended to mimic the behavior of v2ray, so results will most likely be nonsensical or gibberish.

## Example Usage
```py
import torch
from transformers import pipeline, AutoTokenizer
import re
tokenizer = AutoTokenizer.from_pretrained("TheBossLevel123/TinyLlama-v2ray")
pipe = pipeline("text-generation", model="TheBossLevel123/TinyLlama-v2ray", torch_dtype=torch.bfloat16, device_map="auto")

def formatted_prompt(prompt)-> str:
    return f"<|im_start|>user\n{prompt}<|im_end|>\n<|im_start|>assistant"

def extract_text(text):
    pattern = r'v2ray\n(.*?)(?=<\|im_end\|>)'
    match = re.search(pattern, text, re.DOTALL)
    if match:
        return f"Output: {match.group(1)}"
    else:
        return "No match found"
prompt = 'what are your thoughts on ccp'
outputs = pipe(formatted_prompt(prompt), max_new_tokens=50, do_sample=True, temperature=0.9)
if outputs and "generated_text" in outputs[0]:
    text = extract_text(outputs[0]["generated_text"])
    print(f"Prompt: {prompt}")
    print("")
    print(text)
else:
    print("No output or unexpected structure")

#Prompt: what are ur thoughts on ccp
#
#Output: <Re: insaneness> you are a ccp
```

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 0.002
- train_batch_size: 1
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 32
- total_train_batch_size: 32
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- training_steps: 1000
- mixed_precision_training: Native AMP

### Framework versions

- Transformers 4.35.2
- Pytorch 2.1.0+cu121
- Datasets 2.16.0
- Tokenizers 0.15.0
{"license": "apache-2.0", "library_name": "transformers", "tags": ["trl", "sft", "generated_from_trainer"], "datasets": ["TheBossLevel123/v2ray"], "base_model": "TinyLlama/TinyLlama-1.1B-Chat-v0.6", "widget": [{"text": "<|im_start|>user\nWho are you?<|im_end|>\n<|im_start|>assistant", "example_title": "First Example"}, {"text": "<|im_start|>user\nhow much do you goon?<|im_end|>\n<|im_start|>assistant", "example_title": "Second Example"}], "model-index": [{"name": "TinyLlama-v2ray", "results": []}]}
transformers tensorboard safetensors llama text-generation trl sft generated_from_trainer conversational dataset:TheBossLevel123/v2ray base_model:TinyLlama/TinyLlama-1.1B-Chat-v0.6 license:apache-2.0 autotrain_compatible endpoints_compatible text-generation-inference region:us