llava-phi-3-mini-gguf

xtuner/llava-phi-3-mini-gguf

llava-phi-3-mini-gguf is a image-to-text model from xtuner. Use it when you need a caption or text from an image.

<div align="center" <img src="https://github.com/InternLM/lmdeploy/assets/36994684/0cf8d00f-e86b-40ba-9b54-dc8f1bc6c8d8" width="600"/

Downloads · 30 days

1.4K

1% of all-time downloads

All-time downloads

106K

Public

Repo size

10.6 GB

Likes

140

Public

Hugging Face

Repo makeup

Click a slice to open those files.

.gguf10.6 GB · 100%

At a glance

Task: Image-to-Text
Access: Public
Created: Apr 25, 2024
Updated: Apr 29, 2024
SHA: ab13dda9

Datasets

Lin-Chen/ShareGPT4V

Spaces

launch-calcium/Grabber-In-Tanstack-LlmDesk

Model card

From the Hugging Face model README

</div>

Model

llava-phi-3-mini is a LLaVA model fine-tuned from microsoft/Phi-3-mini-4k-instruct and CLIP-ViT-Large-patch14-336 with ShareGPT4V-PT and InternVL-SFT by XTuner.

Note: This model is in GGUF format.

Resources:

GitHub: xtuner
Official LLaVA format model: xtuner/llava-phi-3-mini
HuggingFace LLaVA format model: xtuner/llava-phi-3-mini-hf
XTuner LLaVA format model: xtuner/llava-phi-3-mini-xtuner

Details

Model	Visual Encoder	Projector	Resolution	Pretraining Strategy	Fine-tuning Strategy	Pretrain Dataset	Fine-tune Dataset	Pretrain Epoch	Fine-tune Epoch
LLaVA-v1.5-7B	CLIP-L	MLP	336	Frozen LLM, Frozen ViT	Full LLM, Frozen ViT	LLaVA-PT (558K)	LLaVA-Mix (665K)	1	1
LLaVA-Llama-3-8B	CLIP-L	MLP	336	Frozen LLM, Frozen ViT	Full LLM, LoRA ViT	LLaVA-PT (558K)	LLaVA-Mix (665K)	1	1
LLaVA-Llama-3-8B-v1.1	CLIP-L	MLP	336	Frozen LLM, Frozen ViT	Full LLM, LoRA ViT	ShareGPT4V-PT (1246K)	InternVL-SFT (1268K)	1	1
LLaVA-Phi-3-mini	CLIP-L	MLP	336	Frozen LLM, Frozen ViT	Full LLM, Full ViT	ShareGPT4V-PT (1246K)	InternVL-SFT (1268K)	1	2

Results

Model	MMBench Test (EN)	MMMU Val	SEED-IMG	AI2D Test	ScienceQA Test	HallusionBench aAcc	POPE	GQA	TextVQA	MME	MMStar
LLaVA-v1.5-7B	66.5	35.3	60.5	54.8	70.4	44.9	85.9	62.0	58.2	1511/348	30.3
LLaVA-Llama-3-8B	68.9	36.8	69.8	60.9	73.3	47.3	87.2	63.5	58.0	1506/295	38.2
LLaVA-Llama-3-8B-v1.1	72.3	37.1	70.1	70.0	72.9	47.7	86.4	62.6	59.0	1469/349	45.1
LLaVA-Phi-3-mini	69.2	41.4	70.0	69.3	73.7	49.8	87.3	61.5	57.8	1477/313	43.7

Quickstart

Download models

# mmproj
wget https://huggingface.co/xtuner/llava-phi-3-mini-gguf/resolve/main/llava-phi-3-mini-mmproj-f16.gguf

# fp16 llm
wget https://huggingface.co/xtuner/llava-phi-3-mini-gguf/resolve/main/llava-phi-3-mini-f16.gguf

# int4 llm
wget https://huggingface.co/xtuner/llava-phi-3-mini-gguf/resolve/main/llava-phi-3-mini-int4.gguf

# (optional) ollama fp16 modelfile
wget https://huggingface.co/xtuner/llava-phi-3-mini-gguf/resolve/main/OLLAMA_MODELFILE_F16

# (optional) ollama int4 modelfile
wget https://huggingface.co/xtuner/llava-phi-3-mini-gguf/resolve/main/OLLAMA_MODELFILE_INT4

Chat by `ollama`

Note: llava-phi-3-mini uses the Phi-3-instruct chat template.

# fp16
ollama create llava-phi3-f16 -f ./OLLAMA_MODELFILE_F16
ollama run llava-phi3-f16 "xx.png Describe this image"

# int4
ollama create llava-phi3-int4 -f ./OLLAMA_MODELFILE_INT4
ollama run llava-phi3-int4 "xx.png Describe this image"

Chat by `./llava-cli`

Build llama.cpp (docs) .
Build ./llava-cli (docs).