|
--- |
|
license: mit |
|
base_model: |
|
- SimianLuo/LCM_Dreamshaper_v7 |
|
base_model_relation: quantized |
|
--- |
|
|
|
# LCM_Dreamshaper_v7-int8-ov |
|
|
|
* Model creator: [SimianLuo](https://huggingface.co/SimianLuo) |
|
* Original model: [SimianLuo/LCM_Dreamshaper_v7](https://huggingface.co/SimianLuo/LCM_Dreamshaper_v7) |
|
|
|
## Description |
|
|
|
This is [SimianLuo/LCM_Dreamshaper_v7](https://huggingface.co/SimianLuo/LCM_Dreamshaper_v7) model converted to the [OpenVINO™ IR](https://docs.openvino.ai/2024/documentation/openvino-ir-format.html) (Intermediate Representation) format with weights compressed to INT8 by [NNCF](https://github.com/openvinotoolkit/nncf). |
|
|
|
## Quantization Parameters |
|
|
|
Weight compression was performed using `nncf.compress_weights` with the following parameters: |
|
|
|
|
|
* mode: **INT8_ASYM** |
|
* ratio: **1.0** |
|
|
|
For more information on quantization, check the [OpenVINO model optimization guide](https://docs.openvino.ai/2024/openvino-workflow/model-optimization-guide/weight-compression.html). |
|
|
|
## Compatibility |
|
|
|
The provided OpenVINO™ IR model is compatible with: |
|
|
|
* OpenVINO version 2024.5.0 and higher |
|
* Optimum Intel 1.21.0 and higher |
|
|
|
## Running Model Inference |
|
|
|
1. Install packages required for using [Optimum Intel](https://huggingface.co/docs/optimum/intel/index) integration with the OpenVINO backend: |
|
|
|
``` |
|
pip install optimum[openvino] |
|
``` |
|
|
|
2. Run model inference: |
|
|
|
``` |
|
from optimum.intel import OVLatentConsistencyModelPipeline |
|
|
|
model_id = "OpenVINO/LCM_Dreamshaper_v7-int8-ov" |
|
pipeline = OVLatentConsistencyModelPipeline.from_pretrained(model_id) |
|
|
|
prompt = "sailing ship in storm by Rembrandt" |
|
images = pipeline(prompt, num_inference_steps=4).images |
|
``` |
|
|
|
## Usage examples |
|
|
|
* [OpenVINO notebooks](https://github.com/openvinotoolkit/openvino_notebooks): |
|
- [Latent Consistency Model using Optimum-Intel OpenVINO](https://github.com/openvinotoolkit/openvino_notebooks/blob/latest/notebooks/latent-consistency-models-image-generation/latent-consistency-models-optimum-demo.ipynb) |
|
* [OpenVINO GenAI](https://github.com/openvinotoolkit/openvino.genai): |
|
- [C++ image generation pipeline](https://github.com/openvinotoolkit/openvino.genai/tree/master/image_generation/lcm_dreamshaper_v7/cpp) |
|
|
|
## Legal information |
|
|
|
The original model is distributed under [mit](https://choosealicense.com/licenses/mit/) license. More details can be found in [SimianLuo/LCM_Dreamshaper_v7](https://huggingface.co/SimianLuo/LCM_Dreamshaper_v7). |
|
|
|
## Disclaimer |
|
|
|
Intel is committed to respecting human rights and avoiding causing or contributing to adverse impacts on human rights. See [Intel’s Global Human Rights Principles](https://www.intel.com/content/dam/www/central-libraries/us/en/documents/policy-human-rights.pdf). Intel’s products and software are intended only to be used in applications that do not cause or contribute to adverse impacts on human rights. |
