LLM Compiler-13b-ftd

Advanced compiler optimization large language model

CommonProductProgrammingCompiler OptimizationDeep Learning

Meta Large Language Model Compiler (LLM Compiler-13b-ftd) is an advanced large language model based on Code Llama, focused on compiler optimization and code reasoning. It exhibits exceptional performance in predicting LLVM optimization effects and assembly code decompilation, enabling significant improvements in code efficiency and size reduction.

Predict the impact of LLVM optimizations on code size
Generate an optimization pass list that minimizes code size
Generate LLVM IR from x86_64 or ARM assembly code
Achieve near-perfect output duplication in compiler optimization tasks
Offer 7B and 13B parameter models to cater to diverse service and latency requirements
Adhere to Meta's license and acceptable use policies

LLM Compiler is primarily geared towards compilers researchers and engineers
as well as developers looking to optimize their code. It is designed for professionals seeking to enhance code efficiency and reduce application size through deep learning techniques.

Optimize the size of code generated by the compiler in the intermediate representation (IR).
Predict the optimal sequence of optimization passes when developing new compiler technologies.
Decompile assembly code into LLVM IR for further code analysis and optimization.

Install necessary libraries
such as transformers.
Load the tokenizer from the pre-trained model using AutoTokenizer.
Create a transformers.pipeline to set up the text generation pipeline.
Pass code snippets through the pipeline and configure generation parameters like do_sample and top_k.

Visit

LLM Compiler-13b-ftd Visit Over Time

Monthly Visits

20899836

Bounce Rate

46.04%

Page per Visit

5.2

Visit Duration

00:04:57

LLM Compiler-13b-ftd Visit Trend

LLM Compiler-13b-ftd Visit Geography

LLM Compiler-13b-ftd Traffic Sources

LLM Compiler-13b-ftd Alternatives

LLM Compiler-13b — Advanced Compiler Optimization Large Language Model

Programming•Compiler Optimization•Deep Learning

102

LLM Compiler-7b-ftd — Advanced Compiler Optimization Large Language Model

Programming•Compiler Optimization•Deep Learning

Ruyi — A large model that generates videos from images, specifically designed for anime and game scenes.

Video•AIGC•Video Generation

Infini-Megrez — Multimodal understanding model for edge applications, enabling intelligent edge solutions through hardware-software collaboration.

Productivity•Artificial Intelligence•Deep Learning

ProcessBench — Designed for identifying errors in mathematical reasoning processes.

Others•Math Education•Error Detection

CausVid — A fast causal video generator that enables instant video generation.

Video•Video Generation•Artificial Intelligence

150

StableAnimator — A high-quality portrait animation synthesis tool with identity preservation.

Video•Video Synthesis•Portrait Animation

198

Tattooer — An AI-driven tattoo design generator that quickly creates personalized tattoo designs.

Design•tattoo design•personalization

ApiHug — A new paradigm for API design and development

Programming•API Design•API Development

OpenGVLab InternVL — An AI visual language model providing image analysis and description services.

chatting•Image Recognition•Deep Learning

mwp_ReFT — A deep reinforcement learning-based model fine-tuning framework

Programming•Natural Language Processing•Deep Learning

Florence-VL — Enhancement tool for visual language models, combining generative visual encoders and deep breadth fusion technology.

Programming•Visual Language Models•Multimodal Learning

One Shot, One Talk — Create full-body dynamic speaking avatars from a single image

Image•Full-body dynamic avatars•Single image generation

PaliGemma 2 — PaliGemma 2 is a powerful visual language model that is easy to fine-tune.

Productivity•Visual Language Model•Machine Learning

GraphCast — Deep Learning Weather Prediction Model

Others•Deep Learning•Weather Forecasting

Genie 2 — A large-scale foundational world model that generates diverse 3D operable environments.

Others•Artificial Intelligence•Deep Learning

324

O1-CODER — A programming assistant tool aiming to replicate OpenAI's O1 model.

Programming•Programming Assistance•Code Generation

BooW-VTON — A code repository for training models to enhance outdoor virtual try-on effects.

Image•Virtual Try-On•Image Generation

126

Sana-1.6B — Linear diffusion transformer for high-resolution image synthesis

Image•Image Synthesis•Deep Learning

Sana — High-efficiency high-resolution image synthesis framework

Image•Image Synthesis•Text to Image

UICloner Extension — A browser extension for one-click cloning of webpage UI components and code generation.

Programming•Browser Extension•UI Cloning

330

Qwen2.5-Coder-0.5B-Instruct-GPTQ-Int8 — A 0.5B parameter instruction-tuned model within the Qwen2.5-Coder series.

Programming•Code Generation•Code Reasoning

Qwen2.5-Coder-0.5B-Instruct-GPTQ-Int4 — 0.5B parameter code generation model from the Qwen2.5-Coder series

Programming•Code Generation•Code Inference

CHIEF — A foundational model for clinical histopathology imaging evaluation.

Others•Pathology•Cancer Diagnosis

186

ControlNets for Stable Diffusion 3.5 Large — Three ControlNet models for Stable Diffusion 3.5 Large

Image•Image Generation•Machine Learning

246

Lune AI — A community-driven marketplace for expert-level LLMs, specifically designed for technical topics.

InternationalSelection•Programming•Code Generation

222

OminiControl — The minimal and universal controller for FLUX.1

Image•Image Generation•Deep Learning

168

Qwen2vl-Flux — An advanced multimodal image generation model that produces high-quality images by combining text prompts and visual references.

Image•Image Generation•Multimodal

336

Sudoku-RWKV — A specialized RWKV model for solving Sudoku puzzles.

Programming•Sudoku•RWKV Model

Best AI Websites & Tools