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COMPOSE_PROJECT_NAME=dats-ray-worker | ||
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# Which user and group to use for running processes | ||
# inside containers. | ||
# Set this to the user and group you're using | ||
# outside the containers to be able to read | ||
# and write in folders mapped to volumes. | ||
UID=1004 | ||
GID=1004 | ||
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#The root path to repo_root inside docker containers | ||
SHARED_REPO_ROOT=/tmp/dats | ||
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# Docker tag to use for pulling the ray container | ||
DATS_RAY_DOCKER_VERSION=1.0.5 | ||
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# Which backend config file to use when running backend or celery | ||
DATS_BACKEND_CONFIG=configs/default.yaml | ||
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# LOG LEVEL ('critical', 'error', 'warning', 'info', 'debug', 'trace') | ||
LOG_LEVEL=debug | ||
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# Processing devices can be either "cuda" or "cpu" | ||
# Spacy only supports cpu at the moment | ||
RAY_PROCESSING_DEVICE_SPACY=cpu | ||
RAY_PROCESSING_DEVICE_WHISPER=cuda | ||
RAY_PROCESSING_DEVICE_DETR=cuda | ||
RAY_PROCESSING_DEVICE_VIT_GPT2=cuda | ||
RAY_PROCESSING_DEVICE_BLIP2=cuda | ||
RAY_PROCESSING_DEVICE_COTA=cuda | ||
# If operating blip2 on the cpu, this has to be 32 | ||
# Otherwise, you can choose between 8, 16 and 32 | ||
RAY_BLIP2_PRECISION_BIT=8 | ||
RAY_PROCESSING_DEVICE_CLIP=cuda | ||
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RAY_API_EXPOSED=43134 | ||
RAY_DASHBOARD_EXPOSED=43135 | ||
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RAY_GPU_DEVICE_IDS=0 |
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services: | ||
ray: | ||
env_file: ".env.ray-only" | ||
image: uhhlt/dats_ray:${DATS_RAY_DOCKER_VERSION} | ||
command: /dats_code_ray/ray_model_worker_entrypoint.sh | ||
user: ${UID:-1004}:${GID:-1004} | ||
environment: | ||
LOG_LEVEL: ${LOG_LEVEL:-info} | ||
DATS_BACKEND_CONFIG: ${DATS_BACKEND_CONFIG:-/dats_code/src/configs/default.yaml} | ||
HUGGINGFACE_HUB_CACHE: /models_cache | ||
TRANSFORMERS_CACHE: /models_cache | ||
TORCH_HOME: /models_cache | ||
RAY_PROCESSING_DEVICE_SPACY: ${RAY_PROCESSING_DEVICE_SPACY} | ||
RAY_PROCESSING_DEVICE_WHISPER: ${RAY_PROCESSING_DEVICE_WHISPER} | ||
RAY_PROCESSING_DEVICE_DETR: ${RAY_PROCESSING_DEVICE_DETR} | ||
RAY_PROCESSING_DEVICE_VIT_GPT2: ${RAY_PROCESSING_DEVICE_VIT_GPT2} | ||
RAY_PROCESSING_DEVICE_BLIP2: ${RAY_PROCESSING_DEVICE_BLIP2} | ||
RAY_PROCESSING_DEVICE_CLIP: ${RAY_PROCESSING_DEVICE_CLIP} | ||
RAY_PROCESSING_DEVICE_COTA: ${RAY_PROCESSING_DEVICE_COTA} | ||
RAY_BLIP2_PRECISION_BIT: ${RAY_BLIP2_PRECISION_BIT:-32} | ||
SHARED_REPO_ROOT: ${SHARED_REPO_ROOT:-/tmp/dats} | ||
NUMBA_CACHE_DIR: /numba_cache | ||
volumes: | ||
# - ../backend/src/app/preprocessing/ray_model_worker:/dats_code_ray | ||
- ./spacy_models:/spacy_models | ||
- ./backend_repo:${SHARED_REPO_ROOT:-/tmp/dats} | ||
- ./models_cache:/models_cache | ||
- ./numba_cache:/numba_cache | ||
ports: | ||
- "${RAY_API_EXPOSED:-8000}:8000" | ||
- "${RAY_DASHBOARD_EXPOSED:-8265}:8265" | ||
restart: always | ||
shm_size: 12gb | ||
networks: | ||
- dats_demo_network | ||
deploy: | ||
resources: | ||
reservations: | ||
devices: | ||
- driver: nvidia | ||
device_ids: ["${RAY_GPU_DEVICE_IDS:-0}"] | ||
capabilities: [gpu] | ||
networks: | ||
dats_demo_network: |