README.md

---
library_name: transformers
datasets:
- pksx01/alpaca_bhojpuri_instruction
language:
- bh
base_model:
- sarvamai/sarvam-1
---

This model has been instruction tuned from [sarvamai/sarvam-1](https://huggingface.co/sarvamai/sarvam-1). This is an early checkpoint trained for one complete epoch. Checkpoints with further training will be released in future.
## Uses

<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
This model can be used to chat in Bhojpuri language.


## How to Get Started with the Model

Use the code below to get started with the model.
```
import torch

# Load the tokenizer
tokenizer = AutoTokenizer.from_pretrained("pksx01/sarvam-1-it-bhojpuri")

# Load base model
model = AutoModelForCausalLM.from_pretrained(
    "sarvamai/sarvam-1",
    torch_dtype=torch.bfloat16,
    device_map="auto"
)
model.resize_token_embeddings(len(tokenizer))

# Load the PEFT model
peft_model = PeftModel.from_pretrained(
    model,
    "pksx01/sarvam-1-it-bhojpuri",
    is_trainable=False
)

message = [{"role": "user", "content": "भारत के पहिला प्रधानमंत्री के रहे?"}]
model_ip = tokenizer.apply_chat_template(message, tokenize=False)
tokenized_ip = tokenizer(model_ip, return_tensors="pt").to("cuda")

peft_model.eval()
with torch.no_grad():
    op_tokens = peft_model.generate(
        **tokenized_ip,
        max_new_tokens=250,
        temperature=0.01,
        top_k=50,
        top_p=0.95,
        eos_token_id=tokenizer.eos_token_id,
        pad_token_id=tokenizer.pad_token_id
    )

op = tokenizer.decode(op_tokens[0], skip_special_tokens=True)
print(op)
```

## Training Details

### Training Data

<!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
This model has be trained on an instruction dataset - [pksx01/alpaca_bhojpuri_instruction](https://huggingface.co/datasets/pksx01/alpaca_bhojpuri_instruction).