Text Generation
Transformers
Safetensors
Korean
English
aether_v2_7way
foundation-model
sovereign-ai
fully-open
open-source
mixture-of-experts
Mixture of Experts
heterogeneous-attention
latin-square
from-scratch
reproducible
pretrained
korean
vidraft
aether
conversational
custom_code
Instructions to use FINAL-Bench/Aether-7B-5Attn with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use FINAL-Bench/Aether-7B-5Attn with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="FINAL-Bench/Aether-7B-5Attn", trust_remote_code=True) messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# pip install -U transformers accelerate # Load model directly from transformers import AutoModelForCausalLM model = AutoModelForCausalLM.from_pretrained("FINAL-Bench/Aether-7B-5Attn", trust_remote_code=True, device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use FINAL-Bench/Aether-7B-5Attn with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "FINAL-Bench/Aether-7B-5Attn" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "FINAL-Bench/Aether-7B-5Attn", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/FINAL-Bench/Aether-7B-5Attn
- SGLang
How to use FINAL-Bench/Aether-7B-5Attn with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "FINAL-Bench/Aether-7B-5Attn" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "FINAL-Bench/Aether-7B-5Attn", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "FINAL-Bench/Aether-7B-5Attn" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "FINAL-Bench/Aether-7B-5Attn", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Docker Model Runner
How to use FINAL-Bench/Aether-7B-5Attn with Docker Model Runner:
docker model run hf.co/FINAL-Bench/Aether-7B-5Attn
Commit History
-
Upload README.md with huggingface_hub
Verified signatureda711bd -
Upload README.md with huggingface_hub
Verified signature73f014a
-
remove oheng/오행 references
Verified signature7deaf70 -
remove oheng/오행 references
Verified signature0abb940 -
remove oheng/오행 references
Verified signaturecfa090a -
remove oheng/오행 references
Verified signatured9f7a55 -
fix: restore YAML frontmatter (CRLF double-conversion broke metadata)
Verified signature613b24f -
docs: add 'which Aether model should I use?' comparison across the family
Verified signature3bb6109
-
docs: loading now works with AutoModelForCausalLM + trust_remote_code
Verified signaturefd30c6d -
fix: make model loadable via AutoModelForCausalLM (add auto_map, flatten module files to repo root, inherit GenerationMixin)
Verified signatured2471b4 -
fix: make model loadable via AutoModelForCausalLM (add auto_map, flatten module files to repo root, inherit GenerationMixin)
Verified signatureed2d80b -
fix: make model loadable via AutoModelForCausalLM (add auto_map, flatten module files to repo root, inherit GenerationMixin)
Verified signature1e67d89 -
fix: make model loadable via AutoModelForCausalLM (add auto_map, flatten module files to repo root, inherit GenerationMixin)
Verified signature4d073e1 -
fix: make model loadable via AutoModelForCausalLM (add auto_map, flatten module files to repo root, inherit GenerationMixin)
Verified signatureeea4d0f
-
Docs: attention_mask must be dropped at inference (generate()'s auto-mask degenerates output)
Verified signature613f399 -
Model card: document the actual loading path, use_cache=False, measured throughput, and quality caveats
Verified signatureae8bcfd -
Upload README.md with huggingface_hub
Verified signature335ff76 -
count wording: attention types, not mechanisms
Verified signatureb5f20c3 -
high-resolution comparison chart (vector PDF + 300dpi PNG)
Verified signature3ea0b7f -
high-resolution comparison chart (vector PDF + 300dpi PNG)
Verified signature5ebd9e8 -
sync Aether family cross-links
Verified signature7196c5d -
sync Aether family cross-links
Verified signature34d5902 -
Upload README.md with huggingface_hub
Verified signature5d7e562
-
add blog article badge
Verified signature4516405 -
add blog article badge
Verified signatureb267687 -
Rename 영어-에테르-오픈소스 모델 비교.png to 6list.png
Verified signature2d0b782 -
Rename latin_square_7x7.png to latin.png
Verified signature2ac10ac -
Upload 3 files
Verified signature6ec0086 -
link intermediate-checkpoints dataset
Verified signaturec9e2d23 -
link intermediate-checkpoints dataset
Verified signature72a4998 -
revert broken 3-part auto_map (transformers only 2-part-splits)
Verified signature5ec374d -
add auto_map for trust_remote_code loading
Verified signature441c967 -
add search-friendly discovery tags (foundation-model, sovereign-ai, ...)
Verified signaturebb81dff -
add Aether Foundation Model collection link
Verified signature183e442 -
add Aether Foundation Model collection link
Verified signature9c7d06e -
comparison table: English version
Verified signature1f72248 -
card: add hero image + comparison table image
Verified signature7636fdf -
card: add hero image + comparison table image
Verified signature0242953 -
hero image: drawn-dot bullets (font-safe)
Verified signature289e66b -
add Aether architecture hero image
Verified signature335abcd -
add open-source LLM comparison table image
Verified signature99094a9 -
card: add 7x7 Latin-square structure section + diagram + batch_size=1 note
Verified signatureef5e149 -
card: add 7x7 Latin-square structure section + diagram + batch_size=1 note
Verified signatureee8ba14 -
add 7x7 Latin-square attention placement diagram
Verified signature9c3cb0e -
clean placeholder wording
Verified signature515aae2 -
clean placeholder wording
Verified signature7ac97ad -
clean placeholder wording
Verified signaturec5996ef -
Delete aether_pkg/v2_attentions/mla.py with huggingface_hub
Verified signature41898b9 -
Delete aether_pkg/v2_attentions/mamba2.py with huggingface_hub
Verified signature6c9c595 -
Delete aether_pkg/v2_attentions/hyena.py with huggingface_hub
Verified signature1826532