Llava V1.6 Vicuna 7B By liuhaotian: Benchmarks, Features and Detailed Analysis. Insights on Llava V1.6 Vicuna 7B.

Autotrain compatible Image-text-to-text Llava Region:us Safetensors Sharded Tensorflow

Model Card on HF 🤗: https://huggingface.co/liuhaotian/llava-v1.6-vicuna-7b

Llava V1.6 Vicuna 7B Benchmarks

^nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").

What is the LLM Explorer Rank (Score)

Llava V1.6 Vicuna 7B (liuhaotian/llava-v1.6-vicuna-7b)

Llava V1.6 Vicuna 7B Parameters and Internals

Model Type

multimodal, chatbot, auto-regressive, language model

Use Cases

Areas:

research on large multimodal models and chatbots

Primary Use Cases:

research on large multimodal models and chatbots

Training Details

Data Sources:

558K filtered image-text pairs from LAION/CC/SBU, captioned by BLIP, 158K GPT-generated multimodal instruction-following data, 500K academic-task-oriented VQA data mixture, 50K GPT-4V data mixture, 40K ShareGPT data

Methodology:

fine-tuning LLM on multimodal instruction-following data

Model Architecture:

transformer architecture

LLM Name	Llava V1.6 Vicuna 7B
Repository 🤗	https://huggingface.co/liuhaotian/llava-v1.6-vicuna-7b
Model Size	7b
Required VRAM	14.1 GB
Updated	2025-02-05
Maintainer	liuhaotian
Model Type	llava
Model Files	4.9 GB: 1-of-3 5.0 GB: 2-of-3 4.2 GB: 3-of-3 0.0 GB
Model Architecture	LlavaLlamaForCausalLM
Context Length	4096
Model Max Length	4096
Transformers Version	4.36.2
Tokenizer Class	LlamaTokenizer
Padding Token	<unk>
Vocabulary Size	32000
Torch Data Type	bfloat16

Quantized Models of the Llava V1.6 Vicuna 7B

Model	Likes	Downloads	VRAM
Llava V1.6 Vicuna 7B GGUF	2	134	0 GB

Best Alternatives to Llava V1.6 Vicuna 7B

Best Alternatives	Context / RAM	Downloads	Likes
Llava Merged Finetuned 7b	32K / 15.1 GB	6	1
Llava V1.6 Mistral 7B PATCHED	32K / 15.1 GB	19	8
KoLLaVA V1.5 Synatra 7B	32K / 15.1 GB	189	8
Llava V1.5 7B	4K / 13.5 GB	679552	406
LLaVA NeXT Video 7B DPO	4K / 14.2 GB	4853	25
Video LLaVA 7B	4K / 15 GB	18702	82
Table Llava V1.5 7B	4K / 14.2 GB	147	11
Vlm Rlaif Video Llava 7b	4K / 14.2 GB	29	0
LLaVA NeXT Video 7B	4K / 14.1 GB	396	42
Open Llava Next Vicuna 7B	4K / 14.7 GB	174	3

Note: green Score (e.g. "73.2") means that the model is better than liuhaotian/llava-v1.6-vicuna-7b.

Rank the Llava V1.6 Vicuna 7B Capabilities

🆘 Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! 🌟

Instruction Following and Task Automation
Factuality and Completeness of Knowledge
Censorship and Alignment
Data Analysis and Insight Generation
Text Generation
Text Summarization and Feature Extraction
Code Generation
Multi-Language Support and Translation

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Original data from HuggingFace, OpenCompass and various public git repos.

Release v20241227

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