adding feast
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6 changed files with 51 additions and 13 deletions
1
.gitignore
vendored
1
.gitignore
vendored
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@ -1,3 +1,4 @@
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notebooks
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.*.sw*
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cuda.deb
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feast/repo
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30
Makefile
30
Makefile
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@ -4,29 +4,39 @@ default: up
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up: run
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run: build
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run: build setup
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docker compose up
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build: jupyter/Dockerfile
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build: jupyter/Dockerfile feast/Dockerfile
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docker compose build --progress plain
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down:
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docker compose down
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# all of this assumes there's a single Nvidia GPU
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precheck:
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echo hihi
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lspci | grep -i nvidia | head | awk '{ print $1 }'
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DEVICE := $(shell lspci | grep -i nvidia | head | awk '{ print $1 }')
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FILE := /sys/bus/pci/devices/0000:${DEVICE}/numa_node
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NUMA_STATE := $(shell cat ${FILE})
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if [[ ${NUMA_STATE} -ne 0 ]]; then \
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check_numa:
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@lspci | grep -i nvidia | head | awk '{ print $1 }'
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@DEVICE := $(shell lspci | grep -i nvidia | head | awk '{ print $1 }')
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@FILE := /sys/bus/pci/devices/0000:${DEVICE}/numa_node
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@NUMA_STATE := $(shell cat ${FILE})
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@if [[ ${NUMA_STATE} -ne 0 ]]; then \
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echo "NUMA is not connected to your GPU. Try:"; \
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echo " echo 0 | sudo tee ${FILE}"; \
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exit 1; \
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fi
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setup: build feast/repo/feature_store.yaml feast/repo/data
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.PHONY: default up run down build precheck
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feast/repo/data:
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docker compose run --rm -t feast bash -c 'cd /repo && feast apply'
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feast/repo/feature_store.yaml: feast/repo
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docker compose run --rm -t feast feast init repo
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cp feast/feature_store.yaml feast/repo
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feast/repo:
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mkdir -p feast/repo
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.PHONY: default up run down build check_numa setup
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@ -34,5 +34,13 @@ services:
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count: all
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capabilities: [gpu]
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feast:
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container_name: feast
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build:
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context: ./feast
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dockerfile: Dockerfile
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ports:
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- 0.0.0.0:8086:8086
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volumes:
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- ./feast/repo:/repo
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15
feast/Dockerfile
Normal file
15
feast/Dockerfile
Normal file
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@ -0,0 +1,15 @@
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FROM ubuntu:23.10
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RUN apt-get update \
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&& apt-get -y --no-install-recommends install \
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python3-pip \
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&& pip3 install --break-system-packages \
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feast \
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&& apt-get -y autoremove \
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&& apt-get -y clean \
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&& rm -rf /var/lib/apt/lists/*
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WORKDIR /repo
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CMD feast serve -p 8086 -h 0.0.0.0
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6
feast/feature_store.yaml
Normal file
6
feast/feature_store.yaml
Normal file
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@ -0,0 +1,6 @@
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project: repo
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registry: data/registry.db
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provider: local
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online_store:
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type: sqlite
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path: data/online_store.db
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@ -21,8 +21,6 @@ RUN pip3 install \
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keras-tuner \
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&& /bin/true # as above
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#RUN find / -name jupyter && echo $PATH && /bin/false
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ENV LD_LIBRARY_PATH /usr/local/cuda-12.0/compat:/usr/local/cuda-12.0/targets/x86_64-linux/lib/:$LD_LIBRARY_PATH
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CMD ["/usr/local/bin/jupyter", "lab", "--ip", "0.0.0.0", "--port", "9001", "--no-browser", "--allow-root", "--LabApp.token=''", "--notebook-dir=/notebooks", "--ResourceUseDisplay.track_cpu_percent=True" ]
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