Best AI tools for< Export Model >

llm-export is a tool for exporting llm models to onnx and mnn formats. It has features such as passing onnxruntime correctness tests, optimizing the original code to support dynamic shapes, reducing constant parts, optimizing onnx models using OnnxSlim for performance improvement, and exporting lora weights to onnx and mnn formats. Users can clone the project locally, clone the desired LLM project locally, and use LLMExporter to export the model. The tool supports various export options like exporting the entire model as one onnx model, exporting model segments as multiple models, exporting model vocabulary to a text file, exporting specific model layers like Embedding and lm_head, testing the model with queries, validating onnx model consistency with onnxruntime, converting onnx models to mnn models, and more. Users can specify export paths, skip optimization steps, and merge lora weights before exporting.

Export LLM like llama to ONNX files without modifying transformers modeling_xx_model.py. Supported models include llama (Hugging Face format), Baichuan, Alibaba Qwen 1.5/2, ChatGlm2/ChatGlm3, and Gemma. Usage examples provided for exporting different models to ONNX files. Various arguments can be used to configure the export process. Note on uninstalling/disabling FlashAttention and xformers before model conversion. Recommendations for handling kv_cache format and simplifying large ONNX models. Disclaimer regarding correctness of exported models and consequences of usage.

Fastc is a tool focused on CPU execution, using efficient models for embedding generation and cosine similarity classification. It allows for efficient multi-classifier execution without extra overhead. Users can easily train text classifiers, export models, publish to HuggingFace, load existing models, make class predictions, use instruct templates, and launch an inference server. The tool provides an HTTP API for text classification with JSON payloads and supports multiple languages for language identification.

uzu is a high-performance inference engine for AI models on Apple Silicon. It features a simple, high-level API, hybrid architecture for GPU kernel computation, unified model configurations, traceable computations, and utilizes unified memory on Apple devices. The tool provides a CLI mode for running models, supports its own model format, and offers prebuilt Swift and TypeScript frameworks for bindings. Users can quickly start by adding the uzu dependency to their Cargo.toml and creating an inference Session with a specific model and configuration. Performance benchmarks show metrics for various models on Apple M2, highlighting the tokens/s speed for each model compared to llama.cpp with bf16/f16 precision.

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