Roofline Alternatives
Edge AI deployment stack: an MLIR/IREE compiler and device runtime for CPUs, GPUs and NPUs
Roofline builds AI deployment infrastructure for edge devices: a compiler, runtime and benchmarking tools for running models on the chips inside industrial, automotive, robotics and mobile products. .
Explore 36 alternatives to Roofline across 1 category. Each tool listed below shares at least one category with Roofline.
Top Roofline alternatives at a glance
- llama.cpp. LLM inference in C/C++ with broad hardware support and aggressive quantization
- vLLM. High-throughput LLM inference engine with PagedAttention for efficient GPU memory usage
- Modular. We rebuilt the modern AI software stack, from the ground up, to boost any AI pipeline, on any hardware.
- Ollama. Run large language models locally with a single command
- LangChain. LangChain gives developers a framework to construct LLM‑powered apps easily.
🏗️ Frameworks & Stacks
llama.cpp
LLM inference in C/C++ with broad hardware support and aggressive quantization
vLLM
High-throughput LLM inference engine with PagedAttention for efficient GPU memory usage
Ollama
Run large language models locally with a single command
LangChain
LangChain gives developers a framework to construct LLM‑powered apps easily.
GPT4All
Desktop app and Python SDK for running open-source LLMs locally on any device
Jan
Open-source desktop app for running LLMs locally with a clean GUI
Mastra
TypeScript-first AI framework for building agents, RAG pipelines, and workflows
Google ADK
Open-source agent development kit from Google for building multi-agent systems
Burr
Build stateful AI agents and applications as state machines, with a built-in tracing UI
llmkit
One LLM client API for 20+ providers, in Go, TypeScript, Python and Rust
CC Switch
Open-source desktop manager and local router for AI coding tools
phidata
Build an AI App in minutes using pre-built templates.
Frequently asked questions
What are the best alternatives to Roofline?
Based on category overlap and popularity, the top alternatives to Roofline include: llama.cpp (LLM inference in C/C++ with broad hardware support and aggressive quantization); vLLM (High-throughput LLM inference engine with PagedAttention for efficient GPU me...); Modular (We rebuilt the modern AI software stack, from the ground up, to boost any AI ...); Ollama (Run large language models locally with a single command); LangChain (LangChain gives developers a framework to construct LLM‑powered apps easily.). See all 36 alternatives compared on this page.
Is there a free alternative to Roofline?
Yes. 33 alternatives to Roofline offer a free tier or free trial: llama.cpp, vLLM, Modular, Ollama, LangChain, Dify, and more. Use the comparison above to find the best fit for your use case.
Are there open-source alternatives to Roofline?
Yes. 31 of the 36 alternatives to Roofline listed here are open source: llama.cpp, vLLM, Ollama, LangChain, Dify, GPT4All, and more. Open-source tools can be self-hosted for full control over data and infrastructure.
What is Roofline?
Roofline builds AI deployment infrastructure for edge devices: a compiler, runtime and benchmarking tools for running models on the chips inside industrial, automotive, robotics and mobile products. The compiler and runtime stack is built on MLIR and IREE, translating models from PyTorch and Ten... See 36 alternatives to Roofline across 1 category.
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