Instructions to use bigscience/bloom-1b7 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use bigscience/bloom-1b7 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="bigscience/bloom-1b7")# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("bigscience/bloom-1b7") model = AutoModelForCausalLM.from_pretrained("bigscience/bloom-1b7") - Notebooks
- Google Colab
- Kaggle
- Local Apps
- vLLM
How to use bigscience/bloom-1b7 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "bigscience/bloom-1b7" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "bigscience/bloom-1b7", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/bigscience/bloom-1b7
- SGLang
How to use bigscience/bloom-1b7 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 "bigscience/bloom-1b7" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "bigscience/bloom-1b7", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'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 "bigscience/bloom-1b7" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "bigscience/bloom-1b7", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use bigscience/bloom-1b7 with Docker Model Runner:
docker model run hf.co/bigscience/bloom-1b7
Fix seq_length to align with the BLOOM paper
#46 opened almost 2 years ago
by
PierreLepagnol
Adding Evaluation Results
#45 opened over 2 years ago
by
leaderboard-pr-bot
Is it possible to finetune 1b7 or 3b variation of bloom with 8x GPU with 12G*8 VRAM?
#37 opened over 3 years ago
by
eeyrw
bloom-1b7 versus bloom-3b
1
#15 opened over 3 years ago
by
JoseGris
Training languages in the model card
👍 1
1
#9 opened almost 4 years ago
by
fyvo
ERROR root CUDA out of memory
7
#6 opened almost 4 years ago
by
edmond
KeyError: "bloom"
3
#4 opened almost 4 years ago
by
yongzx
Update VRAM memory for the V100s
#2 opened almost 4 years ago
by
christopher