CLIKA is an advanced AI model compression platform designed to streamline the deployment of artificial intelligence across various hardware environments. By leveraging its proprietary Automatic Compression Engine (ACE), CLIKA enables users to significantly reduce the size and enhance the speed of their AI models without compromising performance. This optimization facilitates efficient on-device and cloud-based AI applications, making sophisticated AI solutions more accessible and cost-effective.
Key Features and Functionality:
- Automatic Compression Engine (ACE): Analyzes AI model architectures and applies tailored optimizations such as quantization, pruning, and layer fusion, generating unique compression plans without requiring access to the original data.
- Broad Model Support: Compatible with various AI models, including Vision, Audio, and Large Language Models (LLMs) up to 15 billion parameters, as well as custom and fine-tuned models.
- Multi-Hardware Compatibility: Supports deployment across major hardware platforms, including Nvidia (TRT, TRT-LLM), Intel & AMD GPUs and CPUs (OpenVINO), and upcoming support for Qualcomm (QNN, Genie).
- On-Premise Deployment: Offers an SDK that operates in on-premise or air-gapped environments, ensuring data privacy by keeping models and data within the user's infrastructure.
- Advanced Compression Techniques: Employs methods like quantization, pruning, layer fusion, layer replacement, layer simplification, and redundancy removal to optimize models effectively.
Primary Value and User Solutions:
CLIKA addresses the challenges of deploying large AI models by significantly reducing their memory footprint—up to 90% smaller size—and enhancing inference speed by up to 18 times. This optimization leads to improved user experiences, lower operational costs, and the feasibility of deploying complex AI models on resource-constrained devices. By maintaining model accuracy with minimal loss (typically ≤1%), CLIKA ensures that users can achieve high performance without sacrificing reliability. Ultimately, CLIKA empowers organizations to implement efficient, scalable, and cost-effective AI solutions across diverse hardware platforms.