README.md

metadata

license: mit
tags:
  - unsloth
  - sahi-bukhari
  - islam

Inference

Without Sreaming

from unsloth.chat_templates import get_chat_template

tokenizer = get_chat_template(
    tokenizer,
    chat_template = "llama-3.1",
)
FastLanguageModel.for_inference(model) # Enable native 2x faster inference

messages = [
    {"role": "user", "content": "What did the Prophet say about the importance of not wishing for death?"},
]
inputs = tokenizer.apply_chat_template(
    messages,
    tokenize = True,
    add_generation_prompt = True, # Must add for generation
    return_tensors = "pt",
).to("cuda")

outputs = model.generate(input_ids = inputs, max_new_tokens = 64, use_cache = True,
                         temperature = 1.5, min_p = 0.1)
tokenizer.batch_decode(outputs, skip_special_tokens=True)

With Streaming

from unsloth import FastLanguageModel

model, tokenizer = FastLanguageModel.from_pretrained(
    model_name = "imranali291/sahi-ul-bukhari", # MODEL NAME HF MODEL REPO OR LOCAL PATH
    max_seq_length = max_seq_length,
    dtype = dtype,
    load_in_4bit = load_in_4bit,
)
FastLanguageModel.for_inference(model) # Enable native 2x faster inference

messages = [
    {"role": "user", "content": "What did the Prophet say about the importance of not wishing for death?"},
]
inputs = tokenizer.apply_chat_template(
    messages,
    tokenize = True,
    add_generation_prompt = True, # Must add for generation
    return_tensors = "pt",
).to("cuda")

from transformers import TextStreamer
text_streamer = TextStreamer(tokenizer, skip_prompt = True, skip_special_tokens=True)
_ = model.generate(input_ids = inputs, streamer = text_streamer, max_new_tokens = 128,
                   use_cache = True, temperature = 1.5, min_p = 0.1)

Sample questions

Question
What did the Prophet say about the importance of not wishing for death?
What did the Prophet say about the importance of patience in afflictions?
Who was Imam al-Bukhari?
When was Imam al-Bukhari born?