From a08a7ec7757716c0a3781d973c23c6f560c7dfb2 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Daniele=20Trifir=C3=B2?= Date: Tue, 3 Oct 2023 12:58:11 +0200 Subject: [PATCH 1/5] add caikit-only dockerfile - create caikit image using UBI as base - use poetry to lock deps instead of pipenv --- .dockerignore | 9 + .gitattributes | 1 + Dockerfile | 53 +- Makefile | 41 +- caikit/Pipfile | 19 - caikit/Pipfile.lock | 2291 ----------------- caikit/config/caikit-tgis.template.yml | 32 - caikit/start-serving.sh | 15 - poetry.lock | 3201 ++++++++++++++++++++++++ pyproject.toml | 30 + test/Dockerfile | 17 + test/smoke-test.sh | 21 +- 12 files changed, 3305 insertions(+), 2425 deletions(-) create mode 100644 .dockerignore create mode 100644 .gitattributes delete mode 100644 caikit/Pipfile delete mode 100644 caikit/Pipfile.lock delete mode 100644 caikit/config/caikit-tgis.template.yml delete mode 100755 caikit/start-serving.sh create mode 100644 poetry.lock create mode 100644 pyproject.toml create mode 100644 test/Dockerfile diff --git a/.dockerignore b/.dockerignore new file mode 100644 index 00000000..2a872925 --- /dev/null +++ b/.dockerignore @@ -0,0 +1,9 @@ +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +.mypy_cache/ diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 00000000..8cc444d7 --- /dev/null +++ b/.gitattributes @@ -0,0 +1 @@ +poetry.lock -diff diff --git a/Dockerfile b/Dockerfile index 10675c82..a37ac709 100644 --- a/Dockerfile +++ b/Dockerfile @@ -1,31 +1,40 @@ -FROM quay.io/opendatahub/text-generation-inference:stable-bafd218 +FROM registry.access.redhat.com/ubi8/ubi-minimal:latest as poetry-builder -USER root +RUN microdnf -y update && \ + microdnf -y install \ + shadow-utils python39-pip python39-wheel && \ + pip3 install --no-cache-dir --upgrade pip wheel && \ + microdnf clean all -# Add grpc-ecosystem health probe -ARG GRPC_HEALTH_PROBE_VERSION=v0.4.20 +ENV POETRY_VIRTUALENVS_IN_PROJECT=1 + +WORKDIR /tmp/poetry +COPY pyproject.toml . +COPY poetry.lock . +RUN pip3 install poetry && poetry install + + +FROM registry.access.redhat.com/ubi8/ubi-minimal:latest as deploy +RUN microdnf -y update && \ + microdnf -y install \ + shadow-utils python39 && \ + microdnf clean all WORKDIR /caikit -COPY caikit /caikit -RUN yum -y update && yum -y install git git-lfs && yum clean all && \ - git lfs install && \ - pip install 'micropipenv[toml]' && \ - micropipenv install && \ - rm -rf ~/.cache && \ - mkdir -p /opt/models && \ - adduser -g 0 -u 1001 caikit --home-dir /caikit && \ - chown -R 1001:0 /caikit /opt/models && \ - chmod -R g=u /caikit /opt/models +COPY --from=poetry-builder /tmp/poetry/.venv /caikit/ + +ENV VIRTUAL_ENV=/caikit +ENV PATH="$VIRTUAL_ENV/bin:$PATH" -# This is for the use-cases without kserve -RUN curl -Lo /usr/local/bin/grpc_health_probe https://github.com/grpc-ecosystem/grpc-health-probe/releases/download/${GRPC_HEALTH_PROBE_VERSION}/grpc_health_probe-linux-amd64 && \ - chmod +x /usr/local/bin/grpc_health_probe +RUN groupadd --system caikit --gid 1001 && \ + adduser --system --uid 1001 --gid 0 --groups caikit \ + --create-home --home-dir /caikit --shell /sbin/nologin \ + --comment "Caikit User" caikit -USER 1001 +USER caikit -ENV TRANSFORMERS_CACHE="/tmp/transformers_cache" \ - RUNTIME_LIBRARY='caikit_nlp' \ - RUNTIME_LOCAL_MODELS_DIR='/opt/models' +ENV CONFIG_FILES=/caikit/config/caikit.yml +VOLUME ["/caikit/config/"] -CMD [ "./start-serving.sh" ] +CMD ["python", "-m", "caikit.runtime.grpc_server"] diff --git a/Makefile b/Makefile index 4504bee4..60a1f13b 100644 --- a/Makefile +++ b/Makefile @@ -1,39 +1,24 @@ -TGIS_IMAGE=quay.io/opendatahub/text-generation-inference:stable-bafd218 - -.PHONY: default +.PHONY: default refresh-poetry-lock-files default: - podman build -t caikit-tgis-serving:$$(git rev-parse --short HEAD) . - + podman build \ + -t opendatahub/caikit:latest \ + -t opendatahub/caikit:$$(git rev-parse --short HEAD) \ + . -.PHONY: refresh-piplock-files -refresh-piplock-files: - podman run --user root -it \ - --rm -v $$(pwd)/caikit:/app/caikit:z \ - $(TGIS_IMAGE) \ +refresh-poetry-lock-files: default + podman run --user root -it --rm \ + --volume $$(pwd):/app:z \ + --workdir /app \ + opendatahub/caikit:latest \ /bin/bash -c " \ - cd caikit && \ - yum -y install git && pip install pipenv && \ - pipenv lock --pre \ + pip install poetry && \ + poetry update \ " - - -.PHONY: docker-test - -docker-test: default - podman run -it --rm \ - --name caikit-tgis-serving-test-$$(git rev-parse --short HEAD) \ - --volume $$(pwd)/test:/tmp/test:z --volume $$(pwd)/utils:/tmp/utils:z \ - caikit-tgis-serving:$$(git rev-parse --short HEAD) \ - /tmp/test/smoke-test.sh - - -.PHONY: shell shell: default podman run -it --rm \ --name caikit-tgis-serving-test-$$(git rev-parse --short HEAD) \ - --volume $$(pwd)/test:/tmp/test:z --volume $$(pwd)/utils:/tmp/utils:z \ - caikit-tgis-serving:$$(git rev-parse --short HEAD) \ + opendatahub/caikit:$$(git rev-parse --short HEAD) \ /bin/bash diff --git a/caikit/Pipfile b/caikit/Pipfile deleted file mode 100644 index 37aea7b1..00000000 --- a/caikit/Pipfile +++ /dev/null @@ -1,19 +0,0 @@ -[[source]] -url = "https://pypi.org/simple" -verify_ssl = true -name = "pypi" - -[[source]] -url = "https://download.pytorch.org/whl/nightly/cu118" -verify_ssl = true -name = "pytorch_nightly" - -[packages] -caikit-nlp = {editable = true, ref = "6f099312d65a15dc20952abfe77d3990a83669a3", git = "https://github.com/opendatahub-io/caikit-nlp.git"} -torch = {version = "==2.1.0.dev20230904+cu118", index = "pytorch_nightly" } -pytorch-triton = {version = "==2.1.0+e6216047b8", index = "pytorch_nightly"} - -[dev-packages] - -[requires] -python_version = "3.9" diff --git a/caikit/Pipfile.lock b/caikit/Pipfile.lock deleted file mode 100644 index c006ca1a..00000000 --- a/caikit/Pipfile.lock +++ /dev/null @@ -1,2291 +0,0 @@ -{ - "_meta": { - "hash": { - "sha256": 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= "0.0.1" +description = "" +authors = ["Daniele Trifirò "] +readme = "README.md" + +[tool.poetry.dependencies] +python = "~3.9" +caikit-nlp = { git = "https://github.com/opendatahub-io/caikit-nlp", rev = "0.2.1" } +# pytorch 2.0.1 release's metadata is missing the cublas/cuda dependencies, which breaks +# poetry. Below are all the missing dependencies while waiting for a new torch release +# See https://github.com/pytorch/pytorch/issues/100974 for more information for more information. +nvidia-cublas-cu11 = "11.10.3.66" +nvidia-cuda-cupti-cu11 = "11.7.101" +nvidia-cuda-nvrtc-cu11 = "11.7.99" +nvidia-cuda-runtime-cu11 = "11.7.99" +nvidia-cudnn-cu11 = "8.5.0.96" +nvidia-cufft-cu11 = "10.9.0.58" +nvidia-curand-cu11 = "10.2.10.91" +nvidia-cusolver-cu11 = "11.4.0.1" +nvidia-cusparse-cu11 = "11.7.4.91" +nvidia-nccl-cu11 = "2.14.3" +nvidia-nvtx-cu11 = "11.7.91" + + + +[build-system] +requires = ["poetry-core"] +build-backend = "poetry.core.masonry.api" diff --git a/test/Dockerfile b/test/Dockerfile new file mode 100644 index 00000000..252d1f7f --- /dev/null +++ b/test/Dockerfile @@ -0,0 +1,17 @@ +FROM caikit-standalone:latest + +WORKDIR /tmp + +USER root +RUN curl -sL https://github.com/fullstorydev/grpcurl/releases/download/v1.8.7/grpcurl_1.8.7_linux_x86_64.tar.gz | tar zxvf - grpcurl && mv grpcurl /usr/bin/ + +USER caikit + +RUN git clone https://huggingface.co/google/flan-t5-small && python -c 'import caikit_nlp; \ +model = caikit_nlp.text_generation.TextGeneration.bootstrap("flan-t5-small"); \ +model.save("flan-t5-small-caikit")' + +RUN mv flan-t5-small-caikit /opt/models/ +COPY smoke-test.sh /tmp + +CMD ["bash", "/tmp/smoke-test.sh"] diff --git a/test/smoke-test.sh b/test/smoke-test.sh index ea6173c0..8394bc09 100755 --- a/test/smoke-test.sh +++ b/test/smoke-test.sh @@ -1,30 +1,15 @@ #!/bin/sh - -tempdir="$(mktemp -d)" - -cd ${tempdir} - -curl -sL https://github.com/fullstorydev/grpcurl/releases/download/v1.8.7/grpcurl_1.8.7_linux_x86_64.tar.gz | tar zxvf - grpcurl && \ - -grpcurl="${tempdir}/grpcurl" - -git clone https://huggingface.co/google/flan-t5-small - -/tmp/utils/convert.py --model-path flan-t5-small --model-save-path flan-t5-small-caikit - -mv flan-t5-small-caikit /opt/models/ +set -euxo pipefail CAIKIT_LOG_FILE=$(mktemp) cd /caikit ./start-serving.sh &>$CAIKIT_LOG_FILE & -# timeout --signal=SIGINT 30 bash -c "tail -f -n0 $CAIKIT_LOG_FILE | grep 'Caikit Runtime is serving on port'" timeout --signal=SIGINT 30 bash -c "grep -m1 'Caikit Runtime is serving on port' <(tail -f $CAIKIT_LOG_FILE)" cat $CAIKIT_LOG_FILE -${grpcurl} -plaintext -d '{"text": "At what temperature does liquid Nitrogen boil?"}' -H "mm-model-id: flan-t5-small-caikit" localhost:8085 caikit.runtime.Nlp.NlpService/TextGenerationTaskPredict +grpcurl -plaintext -d '{"text": "At what temperature does liquid Nitrogen boil?"}' -H "mm-model-id: flan-t5-small-caikit" localhost:8085 caikit.runtime.Nlp.NlpService/TextGenerationTaskPredict rc=$? kill %1 - -exit $rc \ No newline at end of file +exit $rc From 4d59bb16d772bca0c10e6953065a6ec465bb12ec Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Daniele=20Trifir=C3=B2?= Date: Mon, 16 Oct 2023 14:09:34 +0200 Subject: [PATCH 2/5] docs: update caikit-tgis example --- docs/caikit-isvc.yaml | 5 +- docs/caikit-servingruntime.yaml | 85 +++++++++++++++++++++++++-------- 2 files changed, 70 insertions(+), 20 deletions(-) diff --git a/docs/caikit-isvc.yaml b/docs/caikit-isvc.yaml index 03e00480..83d8d75a 100644 --- a/docs/caikit-isvc.yaml +++ b/docs/caikit-isvc.yaml @@ -9,7 +9,10 @@ metadata: spec: predictor: model: + apiVersion: serving.kserve.io/v1alpha2 modelFormat: name: caikit runtime: caikit-runtime - storageUri: \ No newline at end of file + storageUri: proto://path/to/model # single model here + # Example, using a pvc: + # storageUri: pvc://caikit-pvc/flan-t5-small-caikit/ diff --git a/docs/caikit-servingruntime.yaml b/docs/caikit-servingruntime.yaml index b3bddba2..62d4e5e6 100644 --- a/docs/caikit-servingruntime.yaml +++ b/docs/caikit-servingruntime.yaml @@ -1,26 +1,73 @@ +--- +apiVersion: v1 +kind: ConfigMap +metadata: + name: caikit-tgis-config +data: + caikit.yml: | + runtime: + library: caikit_nlp + local_models_dir: /mnt/models/ + lazy_load_local_models: true + + model_management: + finders: + default: + type: MULTI + config: + finder_priority: + - tgis-auto + tgis-auto: + type: TGIS-AUTO + config: + test_connection: true + initializers: + default: + type: LOCAL + config: + backend_priority: + - type: TGIS + config: + connection: + hostname: localhost:8033 +--- apiVersion: serving.kserve.io/v1alpha1 kind: ServingRuntime metadata: name: caikit-runtime spec: - containers: - - env: - - name: RUNTIME_LOCAL_MODELS_DIR - value: /mnt/models - # TODO: This will eventually point to the official image - image: quay.io/opendatahub/caikit-tgis-serving@sha256:20cbc7b312e0dc63903d4a2c7d70b741135ffea31113af63dd8691da4baae0f9 - name: kserve-container - ports: - # Note, KServe only allows a single port, this is the gRPC port. Subject to change in the future - - containerPort: 8085 - name: h2c - protocol: TCP - resources: - requests: - cpu: 8 - memory: 16Gi multiModel: false supportedModelFormats: - # Note: this currently *only* supports caikit format models - - autoSelect: true - name: caikit \ No newline at end of file + # Note: this currently *only* supports caikit format models + - autoSelect: true + name: caikit + containers: + - name: kserve-container + image: quay.io/opendatahub/text-generation-inference:stable-bafd218 + command: ["text-generation-launcher"] + args: ["--model-name=/mnt/models/artifacts/"] + env: + - name: TRANSFORMERS_CACHE + value: /tmp/transformers_cache + # resources: # configure as required + # requests: + # cpu: 8 + # memory: 16Gi + - name: transformer-container + image: quay.io/opendatahub/caikit:latest + volumeMounts: + - name: config-volume + mountPath: /caikit/config/ + readOnly: true + ports: + - containerPort: 8085 + name: h2c + protocol: TCP + # resources: # configure as required + # requests: + # cpu: 8 + # memory: 16Gi + volumes: + - name: config-volume + configMap: + name: caikit-tgis-config From 1c12ac0bb97bc2c154f3689c8373b02c9b0772bc Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Daniele=20Trifir=C3=B2?= Date: Tue, 17 Oct 2023 11:19:16 +0200 Subject: [PATCH 3/5] remove smoketest --- test/Dockerfile | 17 ----------------- test/smoke-test.sh | 15 --------------- 2 files changed, 32 deletions(-) delete mode 100644 test/Dockerfile delete mode 100755 test/smoke-test.sh diff --git a/test/Dockerfile b/test/Dockerfile deleted file mode 100644 index 252d1f7f..00000000 --- a/test/Dockerfile +++ /dev/null @@ -1,17 +0,0 @@ -FROM caikit-standalone:latest - -WORKDIR /tmp - -USER root -RUN curl -sL https://github.com/fullstorydev/grpcurl/releases/download/v1.8.7/grpcurl_1.8.7_linux_x86_64.tar.gz | tar zxvf - grpcurl && mv grpcurl /usr/bin/ - -USER caikit - -RUN git clone https://huggingface.co/google/flan-t5-small && python -c 'import caikit_nlp; \ -model = caikit_nlp.text_generation.TextGeneration.bootstrap("flan-t5-small"); \ -model.save("flan-t5-small-caikit")' - -RUN mv flan-t5-small-caikit /opt/models/ -COPY smoke-test.sh /tmp - -CMD ["bash", "/tmp/smoke-test.sh"] diff --git a/test/smoke-test.sh b/test/smoke-test.sh deleted file mode 100755 index 8394bc09..00000000 --- a/test/smoke-test.sh +++ /dev/null @@ -1,15 +0,0 @@ -#!/bin/sh -set -euxo pipefail - -CAIKIT_LOG_FILE=$(mktemp) -cd /caikit -./start-serving.sh &>$CAIKIT_LOG_FILE & -timeout --signal=SIGINT 30 bash -c "grep -m1 'Caikit Runtime is serving on port' <(tail -f $CAIKIT_LOG_FILE)" - -cat $CAIKIT_LOG_FILE - -grpcurl -plaintext -d '{"text": "At what temperature does liquid Nitrogen boil?"}' -H "mm-model-id: flan-t5-small-caikit" localhost:8085 caikit.runtime.Nlp.NlpService/TextGenerationTaskPredict -rc=$? - -kill %1 -exit $rc From b69f9f4d50387124060afcaa6f6683d91c6a7722 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Daniele=20Trifir=C3=B2?= Date: Tue, 17 Oct 2023 11:29:25 +0200 Subject: [PATCH 4/5] cleanup kserve docs --- demo/kserve/built-tip.md | 47 ++++++++++++++++++++-------------------- 1 file changed, 23 insertions(+), 24 deletions(-) diff --git a/demo/kserve/built-tip.md b/demo/kserve/built-tip.md index 3312e565..a010ac4e 100644 --- a/demo/kserve/built-tip.md +++ b/demo/kserve/built-tip.md @@ -1,39 +1,38 @@ # Bootstrap process (optional) -Caikit-TGIS image always requires a Caikit-formatted model. Below are the instructions from converting a model to a Caikit-formatted one. +Caikit requires equires a Caikit-formatted model. Below are the instructions from converting a model to a Caikit-formatted one. 1. Clone the model repository (or have the model folder in a directory). In the below example, Bloom-560m model repo is cloned. -~~~ + +```bash yum -y install git git-lfs git lfs install git clone https://huggingface.co/bigscience/bloom-560m -~~~ +``` -2. Clone the caikit-nlp repo: -~~~ -git clone https://github.com/caikit/caikit-nlp.git -~~~ +2. Create a virtual environment with Python 3.9 and install `caikit-nlp` -3. Create a virtual environment with Python 3.9 and install the caikit-nlp -~~~ -python3 -m virtualenv -p python3.9 venv +```bash +python3 -m venv -p python3.9 venv source venv/bin/activate -python3.9 -m pip install ./caikit-nlp -~~~ +python3.9 -m pip install git+https://github.com/caikit/caikit-nlp.git +``` + +3. (Optional) Clone the `caikit-tgis-serving` repo, if not already available. -4. (Optional) Clone the caikit-tgis-serving repo, if not already available. -~~~ +```bash git clone https://github.com/opendatahub-io/caikit-tgis-serving.git -~~~ +``` + +4. Invoke the conversion script located in /utils of caikit-tgis-serving repo. + +```bash +caikit-tgis-serving/utils/convert.py --model-path ./bloom-560m/ --model-save-path ./bloom-560m-caikit +``` -5. Invoke the conversion script located in /utils of caikit-tgis-serving repo. -~~~ -cp caikit-tgis-serving/utils/convert.py . -./convert.py --model-path ./bloom-560m/ --model-save-path ./bloom-560m-caikit -~~~ +5. Move the model folder (ie. `/bloom-560m-caikit`) into desired storage (ie. S3, MinIO, PVC or other) +6. Do **not** include the model folder name/directory directly in `InferenceService`, but rather point to the directory where the model folder is located. Let's say the `bloom-560m-caikit` directory is located at: `example-models/llm/models/bloom-560m-caikit/`, then `storageUri` value in the InferenceService CR should look like: -6. Move the model folder (ie. `/bloom-560m-caikit`) into desired storage (ie. S3, MinIO, PVC or other) -7. Do *not* include the model folder name/directory directly in InferenceService, but rather point to the directory where the model folder is located. Let's say the `bloom-560m-caikit` directory is located at: `example-models/llm/models/bloom-560m-caikit/`, then `storageUri` value in the InferenceService CR should look like: -~~~ +```bash storageUri: s3://example-models/llm/models -~~~ \ No newline at end of file +``` From b887690e92e02ec75528a3d9338ab14818f7ec4f Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Daniele=20Trifir=C3=B2?= Date: Fri, 20 Oct 2023 16:33:48 +0200 Subject: [PATCH 5/5] update image names/tags --- Makefile | 10 ++++++---- docs/caikit-servingruntime.yaml | 4 ++-- 2 files changed, 8 insertions(+), 6 deletions(-) diff --git a/Makefile b/Makefile index 60a1f13b..4505d40a 100644 --- a/Makefile +++ b/Makefile @@ -1,9 +1,11 @@ +CAIKIT_IMAGE=quay.io/opendatahub/caikit-tgis-serving + .PHONY: default refresh-poetry-lock-files default: podman build \ - -t opendatahub/caikit:latest \ - -t opendatahub/caikit:$$(git rev-parse --short HEAD) \ + -t $(CAIKIT_IMAGE):dev \ + -t $(CAIKIT_IMAGE):$$(git rev-parse --short HEAD) \ . @@ -11,7 +13,7 @@ refresh-poetry-lock-files: default podman run --user root -it --rm \ --volume $$(pwd):/app:z \ --workdir /app \ - opendatahub/caikit:latest \ + $(CAIKIT_IMAGE):dev \ /bin/bash -c " \ pip install poetry && \ poetry update \ @@ -20,5 +22,5 @@ refresh-poetry-lock-files: default shell: default podman run -it --rm \ --name caikit-tgis-serving-test-$$(git rev-parse --short HEAD) \ - opendatahub/caikit:$$(git rev-parse --short HEAD) \ + $(CAIKIT_IMAGE):dev \ /bin/bash diff --git a/docs/caikit-servingruntime.yaml b/docs/caikit-servingruntime.yaml index 62d4e5e6..2aecbd8a 100644 --- a/docs/caikit-servingruntime.yaml +++ b/docs/caikit-servingruntime.yaml @@ -43,7 +43,7 @@ spec: name: caikit containers: - name: kserve-container - image: quay.io/opendatahub/text-generation-inference:stable-bafd218 + image: quay.io/opendatahub/text-generation-inference:stable command: ["text-generation-launcher"] args: ["--model-name=/mnt/models/artifacts/"] env: @@ -54,7 +54,7 @@ spec: # cpu: 8 # memory: 16Gi - name: transformer-container - image: quay.io/opendatahub/caikit:latest + image: quay.io/opendatahub/caikit-tgis-serving:stable volumeMounts: - name: config-volume mountPath: /caikit/config/