SkunkworksAI/Dense

BakLLaVA 7B

visionchat
7B
Parameters
4K
Context length
8
Benchmarks
4
Quantizations
45K
HF downloads
Architecture
Dense
Released
2023-10-15
Layers
32
KV Heads
8
Head Dim
128
Family
other
<p><h1> BakLLaVA-1 </h1></p>

Thank you to our compute sponsors Together Compute (www.together.ai). In collaboration with Ontocord (www.ontocord.ai) and LAION (www.laion.ai).

image/png

BakLLaVA 1 is a Mistral 7B base augmented with the LLaVA 1.5 architecture. In this first version, we showcase that a Mistral 7B base outperforms Llama 2 13B on several benchmarks. You can run BakLLaVA-1 on our repo. We are currently updating it to make it easier for you to finetune and inference. (https://github.com/SkunkworksAI/BakLLaVA).

Note: BakLLaVA-1 is fully open-source but was trained on certain data that includes LLaVA's corpus which is not commercially permissive. We will fix this in the upcoming release.

BakLLaVA 2 is cooking with a significantly larger (commercially viable) dataset and a novel architecture that expands beyond the current LLaVA method. BakLLaVA-2 will do away with the restrictions of BakLLaVA-1.

Evaluations

image/png

Training dataset

  • 558K filtered image-text pairs from LAION/CC/SBU, captioned by BLIP.
  • 158K GPT-generated multimodal instruction-following data.
  • 450K academic-task-oriented VQA data mixture.
  • 40K ShareGPT data.
  • Additional private data (permissive)

Quantizations & VRAM

Q4_K_M4.5 bpw
5.0 GB
VRAM required
94%
Quality
Q6_K6.5 bpw
6.4 GB
VRAM required
97%
Quality
Q8_08 bpw
7.8 GB
VRAM required
100%
Quality
FP1616 bpw
14.6 GB
VRAM required
100%
Quality

Benchmarks (8)

MMBench59.1
IFEval52.0
MMLU-PRO42.0
BBH38.0
MMMU30.0
GPQA25.0
MUSR10.0
MATH6.5

Run with Ollama

$ollama run bakllava:7b

GPUs that can run this model

At Q4_K_M quantization. Sorted by minimum VRAM.

NVIDIA Tesla K20c
5 GB VRAM • 208 GB/s
NVIDIA
NVIDIA Tesla K20m
5 GB VRAM • 208 GB/s
NVIDIA
NVIDIA Tesla K20s
5 GB VRAM • 208 GB/s
NVIDIA
NVIDIA GeForce GTX 1060 5 GB
5 GB VRAM • 160 GB/s
NVIDIA
NVIDIA P102-100
5 GB VRAM • 440 GB/s
NVIDIA
NVIDIA RTX 3050 6GB
6 GB VRAM • 168 GB/s
NVIDIA
$169
Intel Arc A380
6 GB VRAM • 186 GB/s
INTEL
$129
NVIDIA RTX 2060 6GB
6 GB VRAM • 336 GB/s
NVIDIA
$150
NVIDIA GTX 1660 SUPER
6 GB VRAM • 336 GB/s
NVIDIA
$150
NVIDIA GTX 1660 Ti
6 GB VRAM • 288 GB/s
NVIDIA
$140
NVIDIA GTX 1060 6GB
6 GB VRAM • 192 GB/s
NVIDIA
$80
NVIDIA Tesla C2070
6 GB VRAM • 143 GB/s
NVIDIA
NVIDIA Tesla C2075
6 GB VRAM • 150 GB/s
NVIDIA
NVIDIA Tesla C2090
6 GB VRAM • 177 GB/s
NVIDIA
NVIDIA Tesla M2070
6 GB VRAM • 150 GB/s
NVIDIA
NVIDIA Tesla M2070-Q
6 GB VRAM • 150 GB/s
NVIDIA
NVIDIA Tesla M2075
6 GB VRAM • 150 GB/s
NVIDIA
NVIDIA Tesla M2090
6 GB VRAM • 177 GB/s
NVIDIA
NVIDIA Tesla X2070
6 GB VRAM • 177 GB/s
NVIDIA
NVIDIA Tesla X2090
6 GB VRAM • 177 GB/s
NVIDIA
NVIDIA Tesla K20X
6 GB VRAM • 250 GB/s
NVIDIA
NVIDIA Tesla K20Xm
6 GB VRAM • 250 GB/s
NVIDIA
NVIDIA GeForce GTX 1060 6 GB
6 GB VRAM • 192 GB/s
NVIDIA
NVIDIA GeForce GTX 1060 6 GB 9Gbps
6 GB VRAM • 217 GB/s
NVIDIA
NVIDIA GeForce GTX 1060 6 GB GDDR5X
6 GB VRAM • 192 GB/s
NVIDIA
NVIDIA GeForce GTX 1060 6 GB GP104
6 GB VRAM • 192 GB/s
NVIDIA
NVIDIA GeForce GTX 1060 6 GB Rev. 2
6 GB VRAM • 192 GB/s
NVIDIA
NVIDIA GeForce GTX 1660
6 GB VRAM • 192 GB/s
NVIDIA
NVIDIA GeForce GTX 1660 SUPER
6 GB VRAM • 336 GB/s
NVIDIA
NVIDIA GeForce GTX 1660 Ti
6 GB VRAM • 288 GB/s
NVIDIA

Find the best GPU for BakLLaVA 7B

Build Hardware for BakLLaVA 7B