isola-tropicale/

Impish_Bloodmoon_12B-AWQ-4bit

from transformers import AutoModelForCausalLM, AutoTokenizer
from llmcompressor import oneshot
from llmcompressor.modifiers.awq import AWQModifier

dataset = "gsm8k"
model_id = "/path/to/model/"
SAVE_DIR = "/save/dir/"
MAX_SEQUENCE_LENGTH = 1024
NUM_CALIBRATION_SAMPLES = 128

tokenizer = AutoTokenizer.from_pretrained(
    model_id,
)

recipe = [
    AWQModifier(
        targets=["Linear"], 
        scheme="W4A16_ASYM", 
        ignore=["lm_head"],
    )
]

oneshot(
    model=model_id,
    dataset=dataset,
    dataset_config_name="main",
    recipe=recipe,
    output_dir=SAVE_DIR,
    max_seq_length=MAX_SEQUENCE_LENGTH,
    num_calibration_samples=NUM_CALIBRATION_SAMPLES,
)