ONNX Model Zoo

EmbeddedLLM/mistral-7b-instruct-v0.3-int4-onnx-directml

By EmbeddedLLM · ↓ 3 · ♥ 2 · Updated 2024-06-17

What's in this repo

This page lists the files in EmbeddedLLM/mistral-7b-instruct-v0.3-int4-onnx-directml, including model.onnx.

  • 1 ONNX models (.onnx files)
  • 10 files, including 5 .json, 1 .md, 1 .onnx, 1 .data, 1 .model
  • Last updated 2024-06-17

ONNX files

File Size Download
model.onnx — Download

How to use

These ONNX files can be loaded with ONNX Runtime. To inspect a model graph, upload the file to the Netron viewer. Download links point to the original files on Hugging Face.

README

Mistral-7B-Instruct-v0.3 ONNX models for DirectML

This repository hosts the optimized versions of Mistral-7B-Instruct-v0.3 to accelerate inference with ONNX Runtime for DirectML.

Usage on Windows (Intel / AMD / Nvidia / Qualcomm)

conda create -n onnx python=3.10
conda activate onnx
winget install -e --id GitHub.GitLFS
pip install huggingface-hub[cli]
huggingface-cli download EmbeddedLLM/mistral-7b-instruct-v0.3-int4-onnx-directml --local-dir .\mistral-7b-instruct-v0.3
pip install numpy==1.26.4
Invoke-WebRequest -Uri "https://raw.githubusercontent.com/microsoft/onnxruntime-genai/main/examples/python/phi3-qa.py" -OutFile "phi3-qa.py"
pip install onnxruntime-directml
pip install --pre onnxruntime-genai-directml
conda install conda-forge::vs2015_runtime
python phi3-qa.py -m .\mistral-7b-instruct-v0.3

What is DirectML

DirectML is a high-performance, hardware-accelerated DirectX 12 library for machine learning. DirectML provides GPU acceleration for common machine learning tasks across a broad range of supported hardware and drivers, including all DirectX 12-capable GPUs from vendors such as AMD, Intel, NVIDIA, and Qualcomm.

Model info

text-generation transformers
transformers onnx mistral text-generation ONNX DML DirectML ONNXRuntime conversational custom_code en license:apache-2.0
↓ 3 ♥ 2

Created: 2024-06-17

Updated: 2024-06-17

View on Hugging Face

Files (10)

.gitattributes
README.md
config.json
genai_config.json
model.onnx ONNX
model.onnx.data
special_tokens_map.json
tokenizer.json
tokenizer.model
tokenizer_config.json

Related models