README.md

---
language:
- en
- hi
license: apache-2.0
tags:
- text-generation-inference
- transformers
- unsloth
- llama
- trl
- Hinglish
base_model: unsloth/llama-3-8b-Instruct-bnb-4bit
datasets:
- cmu_hinglish_dog
- suyash2739/Hinglish
---
# Better model

I have just deployed a better model than this on [https://huggingface.co/suyash2739/English_to_Hinglish_fintuned_lamma_3_8b_instruct ]

# Loss Curve

![image/png](https://cdn-uploads.huggingface.co/production/uploads/65187b234965add2b08b2990/f-qJHUQGxN9yaXym_5u4V.png)

# Evaluation Loss

![image/png](https://cdn-uploads.huggingface.co/production/uploads/65187b234965add2b08b2990/6VsNF_rgDjXlubd4x8dMk.png)


# Colab Files:
- Model_Use.ipynb file to use the model
- Hinglish_train_lamma_3_8b_instruct_.ipynb to see how the model is trained

# Inference:

```
!pip install "unsloth[colab-new] @ git+https://github.com/unslothai/unsloth.git"
!pip install --no-deps xformers trl peft accelerate bitsandbytes
```

```python
from unsloth import FastLanguageModel
import torch
max_seq_length = 2048
dtype = None # None for auto detection. Float16 for Tesla T4, V100, Bfloat16 for Ampere+
load_in_4bit = True # Use 4bit quantization to reduce memory usage. Can be False.

model, tokenizer = FastLanguageModel.from_pretrained(
    model_name = "suyash2739/English_to_Hinglish_cmu_hinglish_dog",
    max_seq_length = max_seq_length,
    dtype = dtype,
    load_in_4bit = load_in_4bit,
)
```

```python
prompt = """Translate the input from English to Hinglish to give the response.

### Input:
{}

### Response:
{}"""

```

```python

inputs = tokenizer(
[
  prompt.format(
        """This is a fine-tuned Hinglish translation model using Llama 3.""", # input
        "", # output - leave this blank for generation!
    )
], return_tensors = "pt").to("cuda")

from transformers import TextStreamer
text_streamer = TextStreamer(tokenizer)
```

```python
_ = model.generate(**inputs, streamer = text_streamer, max_new_tokens = 2048)
## ye ek fine-tuned Hinglish translation model hai jisme Llama 3 use kiya gaya hai

```



# Uploaded  model

- **Developed by:** suyash2739
- **License:** apache-2.0
- **Finetuned from model :** unsloth/llama-3-8b-Instruct-bnb-4bit

This llama model was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library.

[<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>](https://github.com/unslothai/unsloth)