Text Generation
Transformers
Safetensors
qwen4_exp_text
qwen4-exp
mixture-of-experts
language-model
pretrained
pt
sft
conversational
Instructions to use Modujo-AI/ModujoMoE with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Modujo-AI/ModujoMoE with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="Modujo-AI/ModujoMoE") messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("Modujo-AI/ModujoMoE") model = AutoModelForCausalLM.from_pretrained("Modujo-AI/ModujoMoE", device_map="auto") messages = [ {"role": "user", "content": "Who are you?"}, ] inputs = tokenizer.apply_chat_template( messages, add_generation_prompt=True, tokenize=True, return_dict=True, return_tensors="pt", ).to(model.device) outputs = model.generate(**inputs, max_new_tokens=256) print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use Modujo-AI/ModujoMoE with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "Modujo-AI/ModujoMoE" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "Modujo-AI/ModujoMoE", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/Modujo-AI/ModujoMoE
- SGLang
How to use Modujo-AI/ModujoMoE 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 "Modujo-AI/ModujoMoE" \ --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": "Modujo-AI/ModujoMoE", "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 "Modujo-AI/ModujoMoE" \ --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": "Modujo-AI/ModujoMoE", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Docker Model Runner
How to use Modujo-AI/ModujoMoE with Docker Model Runner:
docker model run hf.co/Modujo-AI/ModujoMoE
Commit History
12 days ago
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Index separate Modujo 4B PT and SFT releases
Verified signaturea68462b -
Add Modujo 4B A0.66B PT weights and loading instructions
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Add experimental Modujo 4B A0.66B SFT weights and evaluation
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21 days ago
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Add SFT, QSA, and Looped Transformer experiment roadmap
HuVerified signatureb152483 -
Use concise model-size labels in public model card
HuVerified signaturePresent the model as 1B-A0.75B and keep exact counts only in machine-readable metadata.66bdf51 -
Document weight directories and correct pretrained model path
HuVerified signatureExplain the standalone 1B-A0.75B pretraining release, clarify that root weights were removed, and provide subfolder loading instructions.9ff40ec -
Package Modujo-1B-A0.75B cleanly and remove superseded root weights
HuVerified signatureMove the pretrained model into a checkpoint-free standalone folder, omit training-only args, and remove the old root model shards.d7e49e3 -
Add exact parameter-size metadata for pretrain checkpoint 78900
HuVerified signaturee02f1ee -
Upload pretrain checkpoint 78900 (1.0038B total, 0.7490B active)
HuVerified signatureStandard BF16 inference artifacts in an isolated folder; optimizer and trainer state intentionally excluded.7482748
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Upload folder using huggingface_hub
HuVerified signaturea18b154
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initial commit
HuVerified signature8909fd0