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single-linear-INT4-v2-0.13-dev

torchao-testing / single-linear-INT4-v2-0.13-dev

Run on huggingface.co
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Total runs: 0
24-hour runs: 0
7-day runs: 0
30-day runs: 0
Model's Last Updated: August 19 2025

Introduction of single-linear-INT4-v2-0.13-dev

Model Details of single-linear-INT4-v2-0.13-dev

import torch
import io

model = torch.nn.Sequential(torch.nn.Linear(32, 256, dtype=torch.bfloat16, device="cuda"))

from torchao.quantization import Int4WeightOnlyConfig, quantize_
quant_config = Int4WeightOnlyConfig(group_size=128, packing_format="plain", version=2)
quantize_(model, quant_config)

buf = io.BytesIO()
torch.save(model.state_dict(), buf)

# Push to hub
USER_ID = "torchao-testing"
MODEL_NAME = "single-linear"
save_to = f"{USER_ID}/{MODEL_NAME}-INT4-v2-0.13-dev"
print("save to:", save_to)

# Manual Testing
from huggingface_hub import HfApi
api = HfApi()
api.create_repo(save_to, repo_type="model", exist_ok=True)
api.upload_file(
    path_or_fileobj=buf,
    path_in_repo="model.bin",
    repo_id=save_to,
)

Runs of torchao-testing single-linear-INT4-v2-0.13-dev on huggingface.co

0
Total runs
0
24-hour runs
0
3-day runs
0
7-day runs
0
30-day runs

More Information About single-linear-INT4-v2-0.13-dev huggingface.co Model

single-linear-INT4-v2-0.13-dev huggingface.co

single-linear-INT4-v2-0.13-dev huggingface.co is an AI model on huggingface.co that provides single-linear-INT4-v2-0.13-dev's model effect (), which can be used instantly with this torchao-testing single-linear-INT4-v2-0.13-dev model. huggingface.co supports a free trial of the single-linear-INT4-v2-0.13-dev model, and also provides paid use of the single-linear-INT4-v2-0.13-dev. Support call single-linear-INT4-v2-0.13-dev model through api, including Node.js, Python, http.

single-linear-INT4-v2-0.13-dev huggingface.co Url

https://huggingface.co/torchao-testing/single-linear-INT4-v2-0.13-dev

torchao-testing single-linear-INT4-v2-0.13-dev online free

single-linear-INT4-v2-0.13-dev huggingface.co is an online trial and call api platform, which integrates single-linear-INT4-v2-0.13-dev's modeling effects, including api services, and provides a free online trial of single-linear-INT4-v2-0.13-dev, you can try single-linear-INT4-v2-0.13-dev online for free by clicking the link below.

torchao-testing single-linear-INT4-v2-0.13-dev online free url in huggingface.co:

https://huggingface.co/torchao-testing/single-linear-INT4-v2-0.13-dev

single-linear-INT4-v2-0.13-dev install

single-linear-INT4-v2-0.13-dev is an open source model from GitHub that offers a free installation service, and any user can find single-linear-INT4-v2-0.13-dev on GitHub to install. At the same time, huggingface.co provides the effect of single-linear-INT4-v2-0.13-dev install, users can directly use single-linear-INT4-v2-0.13-dev installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

single-linear-INT4-v2-0.13-dev install url in huggingface.co:

https://huggingface.co/torchao-testing/single-linear-INT4-v2-0.13-dev

Url of single-linear-INT4-v2-0.13-dev

single-linear-INT4-v2-0.13-dev huggingface.co Url

Provider of single-linear-INT4-v2-0.13-dev huggingface.co

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