Feature Extraction
Transformers
Safetensors
qwen3_5
image-text-to-text
multimodal-embedding
retrieval
evaluation
custom_code
Instructions to use woooooz/WeMM-Embedding-9B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use woooooz/WeMM-Embedding-9B with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("feature-extraction", model="woooooz/WeMM-Embedding-9B", trust_remote_code=True)# pip install -U transformers accelerate # Load model directly from transformers import AutoProcessor, AutoModelForMultimodalLM processor = AutoProcessor.from_pretrained("woooooz/WeMM-Embedding-9B", trust_remote_code=True) model = AutoModelForMultimodalLM.from_pretrained("woooooz/WeMM-Embedding-9B", trust_remote_code=True, device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download evaluation/vendor/transformers/cli/transformers.py from woooooz/WeMM-Embedding-9B: direct link, hf CLI and curl.
- Browser
- Download file 1.25 kB
-
https://huggingface.co/woooooz/WeMM-Embedding-9B/resolve/main/evaluation/vendor/transformers/cli/transformers.py
- Command line
-
hf download hf://woooooz/WeMM-Embedding-9B/evaluation/vendor/transformers/cli/transformers.py
-
curl -L -o transformers.py https://huggingface.co/woooooz/WeMM-Embedding-9B/resolve/main/evaluation/vendor/transformers/cli/transformers.py
1.25 kB
| # Copyright 2025 The HuggingFace Team. All rights reserved. | |
| # | |
| # Licensed under the Apache License, Version 2.0 (the "License"); | |
| # you may not use this file except in compliance with the License. | |
| # You may obtain a copy of the License at | |
| # | |
| # http://www.apache.org/licenses/LICENSE-2.0 | |
| # | |
| # Unless required by applicable law or agreed to in writing, software | |
| # distributed under the License is distributed on an "AS IS" BASIS, | |
| # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |
| # See the License for the specific language governing permissions and | |
| # limitations under the License. | |
| """Transformers CLI.""" | |
| from huggingface_hub import check_cli_update, typer_factory | |
| from transformers.cli.add_new_model_like import add_new_model_like | |
| from transformers.cli.chat import Chat | |
| from transformers.cli.download import download | |
| from transformers.cli.serve import Serve | |
| from transformers.cli.system import env, version | |
| app = typer_factory(help="Transformers CLI") | |
| app.command()(add_new_model_like) | |
| app.command(name="chat")(Chat) | |
| app.command()(download) | |
| app.command()(env) | |
| app.command(name="serve")(Serve) | |
| app.command()(version) | |
| def main(): | |
| check_cli_update("transformers") | |
| app() | |
| if __name__ == "__main__": | |
| main() | |