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auramind-90m
zail-ai/auramind-90m
auramind-90m is a text generation model from zail-ai. Use it when you need the model to write or continue text. It is set up for transformers. The card lists the license as mit.
Ultra-lightweight for budget smartphones and edge devices
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103
Public
Parameters
119M
4.3 GB on disk
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At a glance
- Task
- Text Generation
- Library
- transformers
- License
- mit
- Model type
- gemma3_text
- Access
- Public
- Created
- Aug 28, 2025
- Updated
- Aug 28, 2025
- SHA
- 67fafe85
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Base models
Model card
From the Hugging Face model README
Auramind-90M - 90M Parameters
Ultra-lightweight for budget smartphones and edge devices
Specifications
- Parameters: 90M
- Base Model: google/gemma-2-270m
- Memory Usage: ~225MB RAM
- Quantization: INT8 optimized
- Inference Speed: 50-150ms on modern smartphones
Mobile Deployment
This variant is specifically optimized for:
- Target Devices: Budget smartphones and edge devices
- Memory Requirements: ~225MB RAM
- Performance: 50-150ms on modern smartphones
Usage
from transformers import AutoTokenizer, AutoModelForCausalLM
# Load this specific variant
tokenizer = AutoTokenizer.from_pretrained("zail-ai/auramind-90m")
model = AutoModelForCausalLM.from_pretrained(
"zail-ai/auramind-90m",
torch_dtype=torch.float16,
device_map="auto",
low_cpu_mem_usage=True
)
Refer to the main AuraMind repository for complete documentation.
- Task
- Text Generation
- Library
- transformers
- Type
- gemma3_text
- License
- mit
- Created
- Aug 28, 2025
- Updated
- Aug 28, 2025