From bfefa65094987635e2134326cb577ab0524067c6 Mon Sep 17 00:00:00 2001 From: Gautham Chandra Date: Thu, 29 Dec 2022 17:17:56 -0500 Subject: [PATCH] feat: Add anti-affinity labels to ensure 1 GPU-enabled pod per node Due to the lack of support for GPU virtualization by Weaviate (see https://github.com/semi-technologies/t2v-transformers-models/issues/39 for details), we need to ensure each pod that uses the GPU, utilizes the full pod without sharing it. The way to ensure this is to schedule each GPU enabled pod to its own dedicated node using Kubernetes's anti-affinity feature. This addresses this to make it easy to run clusters with GPU support. --- .gitignore | 2 +- weaviate/templates/contextionaryDeployment.yaml | 13 +++++++++++++ weaviate/templates/img2vecNeuralDeployment.yaml | 13 +++++++++++++ weaviate/templates/multi2vecClipDeployment.yaml | 13 +++++++++++++ .../templates/nerTransformersDeployment.yaml | 13 +++++++++++++ .../templates/qnaTransformersDeployment.yaml | 13 +++++++++++++ .../templates/sumTransformersDeployment.yaml | 13 +++++++++++++ .../transformersInferenceDeployment.yaml | 13 +++++++++++++ weaviate/weaviate-15.2.0.tgz | Bin 0 -> 54652 bytes 9 files changed, 92 insertions(+), 1 deletion(-) create mode 100644 weaviate/weaviate-15.2.0.tgz diff --git a/.gitignore b/.gitignore index 62df402..630e197 100644 --- a/.gitignore +++ b/.gitignore @@ -1,5 +1,5 @@ weaviate/charts -weaviate/weaviate-*.tgz +#weaviate/weaviate-*.tgz weaviate/weaviate.tgz weaviate/out.yml tmp/* diff --git a/weaviate/templates/contextionaryDeployment.yaml b/weaviate/templates/contextionaryDeployment.yaml index f20f359..176cc6b 100644 --- a/weaviate/templates/contextionaryDeployment.yaml +++ b/weaviate/templates/contextionaryDeployment.yaml @@ -6,6 +6,7 @@ metadata: labels: name: contextionary app: contextionary + requiresSoleAccessToGpu: 'true' spec: replicas: {{ index .Values "modules" "text2vec-contextionary" "replicas" }} selector: @@ -16,6 +17,18 @@ spec: labels: app: contextionary spec: + affinity: + podAntiAffinity: + preferredDuringSchedulingIgnoredDuringExecution: + - weight: 100 + podAffinityTerm: + labelSelector: + matchExpressions: + - key: requiresSoleAccessToGpu + operator: In + values: + - 'true' + topologyKey: kubernetes.io/hostname containers: - name: contextionary image: {{ index .Values "modules" "text2vec-contextionary" "registry" }}/{{ index .Values "modules" "text2vec-contextionary" "repo" }}:{{ index .Values "modules" "text2vec-contextionary" "tag" }} diff --git a/weaviate/templates/img2vecNeuralDeployment.yaml b/weaviate/templates/img2vecNeuralDeployment.yaml index c7b5e9e..2864f48 100644 --- a/weaviate/templates/img2vecNeuralDeployment.yaml +++ b/weaviate/templates/img2vecNeuralDeployment.yaml @@ -6,6 +6,7 @@ metadata: labels: name: {{ index .Values "modules" "img2vec-neural" "fullnameOverride" }} app: {{ index .Values "modules" "img2vec-neural" "fullnameOverride" }} + requiresSoleAccessToGpu: 'true' spec: replicas: {{ index .Values "modules" "img2vec-neural" "replicas" }} selector: @@ -16,6 +17,18 @@ spec: labels: app: {{ index .Values "modules" "img2vec-neural" "fullnameOverride" }} spec: + affinity: + podAntiAffinity: + preferredDuringSchedulingIgnoredDuringExecution: + - weight: 100 + podAffinityTerm: + labelSelector: + matchExpressions: + - key: requiresSoleAccessToGpu + operator: In + values: + - 'true' + topologyKey: kubernetes.io/hostname containers: - name: {{ index .Values "modules" "img2vec-neural" "fullnameOverride" }} image: {{ index .Values "modules" "img2vec-neural" "registry" }}/{{ index .Values "modules" "img2vec-neural" "repo" }}:{{ index .Values "modules" "img2vec-neural" "tag" }} diff --git a/weaviate/templates/multi2vecClipDeployment.yaml b/weaviate/templates/multi2vecClipDeployment.yaml index 02b4649..1083ec2 100644 --- a/weaviate/templates/multi2vecClipDeployment.yaml +++ b/weaviate/templates/multi2vecClipDeployment.yaml @@ -6,6 +6,7 @@ metadata: labels: name: {{ index .Values "modules" "multi2vec-clip" "fullnameOverride" }} app: {{ index .Values "modules" "multi2vec-clip" "fullnameOverride" }} + requiresSoleAccessToGpu: 'true' spec: replicas: {{ index .Values "modules" "multi2vec-clip" "replicas" }} selector: @@ -16,6 +17,18 @@ spec: labels: app: {{ index .Values "modules" "multi2vec-clip" "fullnameOverride" }} spec: + affinity: + podAntiAffinity: + preferredDuringSchedulingIgnoredDuringExecution: + - weight: 100 + podAffinityTerm: + labelSelector: + matchExpressions: + - key: requiresSoleAccessToGpu + operator: In + values: + - 'true' + topologyKey: kubernetes.io/hostname containers: - name: {{ index .Values "modules" "multi2vec-clip" "fullnameOverride" }} image: {{ index .Values "modules" "multi2vec-clip" "registry" }}/{{ index .Values "modules" "multi2vec-clip" "repo" }}:{{ index .Values "modules" "multi2vec-clip" "tag" }} diff --git a/weaviate/templates/nerTransformersDeployment.yaml b/weaviate/templates/nerTransformersDeployment.yaml index 848c490..cf8c554 100644 --- a/weaviate/templates/nerTransformersDeployment.yaml +++ b/weaviate/templates/nerTransformersDeployment.yaml @@ -6,6 +6,7 @@ metadata: labels: name: {{ index .Values "modules" "ner-transformers" "fullnameOverride" }} app: {{ index .Values "modules" "ner-transformers" "fullnameOverride" }} + requiresSoleAccessToGpu: 'true' spec: replicas: {{ index .Values "modules" "ner-transformers" "replicas" }} selector: @@ -16,6 +17,18 @@ spec: labels: app: {{ index .Values "modules" "ner-transformers" "fullnameOverride" }} spec: + affinity: + podAntiAffinity: + preferredDuringSchedulingIgnoredDuringExecution: + - weight: 100 + podAffinityTerm: + labelSelector: + matchExpressions: + - key: requiresSoleAccessToGpu + operator: In + values: + - 'true' + topologyKey: kubernetes.io/hostname containers: - name: {{ index .Values "modules" "ner-transformers" "fullnameOverride" }} image: {{ index .Values "modules" "ner-transformers" "registry" }}/{{ index .Values "modules" "ner-transformers" "repo" }}:{{ index .Values "modules" "ner-transformers" "tag" }} diff --git a/weaviate/templates/qnaTransformersDeployment.yaml b/weaviate/templates/qnaTransformersDeployment.yaml index ac415ab..40786f7 100644 --- a/weaviate/templates/qnaTransformersDeployment.yaml +++ b/weaviate/templates/qnaTransformersDeployment.yaml @@ -6,6 +6,7 @@ metadata: labels: name: {{ index .Values "modules" "qna-transformers" "fullnameOverride" }} app: {{ index .Values "modules" "qna-transformers" "fullnameOverride" }} + requiresSoleAccessToGpu: 'true' spec: replicas: {{ index .Values "modules" "qna-transformers" "replicas" }} selector: @@ -16,6 +17,18 @@ spec: labels: app: {{ index .Values "modules" "qna-transformers" "fullnameOverride" }} spec: + affinity: + podAntiAffinity: + preferredDuringSchedulingIgnoredDuringExecution: + - weight: 100 + podAffinityTerm: + labelSelector: + matchExpressions: + - key: requiresSoleAccessToGpu + operator: In + values: + - 'true' + topologyKey: kubernetes.io/hostname containers: - name: {{ index .Values "modules" "qna-transformers" "fullnameOverride" }} image: {{ index .Values "modules" "qna-transformers" "registry" }}/{{ index .Values "modules" "qna-transformers" "repo" }}:{{ index .Values "modules" "qna-transformers" "tag" }} diff --git a/weaviate/templates/sumTransformersDeployment.yaml b/weaviate/templates/sumTransformersDeployment.yaml index 0276466..22c27d5 100644 --- a/weaviate/templates/sumTransformersDeployment.yaml +++ b/weaviate/templates/sumTransformersDeployment.yaml @@ -6,6 +6,7 @@ metadata: labels: name: {{ index .Values "modules" "sum-transformers" "fullnameOverride" }} app: {{ index .Values "modules" "sum-transformers" "fullnameOverride" }} + requiresSoleAccessToGpu: 'true' spec: replicas: {{ index .Values "modules" "sum-transformers" "replicas" }} selector: @@ -16,6 +17,18 @@ spec: labels: app: {{ index .Values "modules" "sum-transformers" "fullnameOverride" }} spec: + affinity: + podAntiAffinity: + preferredDuringSchedulingIgnoredDuringExecution: + - weight: 100 + podAffinityTerm: + labelSelector: + matchExpressions: + - key: requiresSoleAccessToGpu + operator: In + values: + - 'true' + topologyKey: kubernetes.io/hostname containers: - name: {{ index .Values "modules" "sum-transformers" "fullnameOverride" }} image: {{ index .Values "modules" "sum-transformers" "registry" }}/{{ index .Values "modules" "sum-transformers" "repo" }}:{{ index .Values "modules" "sum-transformers" "tag" }} diff --git a/weaviate/templates/transformersInferenceDeployment.yaml b/weaviate/templates/transformersInferenceDeployment.yaml index c60465f..a072cab 100644 --- a/weaviate/templates/transformersInferenceDeployment.yaml +++ b/weaviate/templates/transformersInferenceDeployment.yaml @@ -6,6 +6,7 @@ metadata: labels: name: {{ index .Values "modules" "text2vec-transformers" "fullnameOverride" }} app: {{ index .Values "modules" "text2vec-transformers" "fullnameOverride" }} + requiresSoleAccessToGpu: 'true' spec: replicas: {{ index .Values "modules" "text2vec-transformers" "replicas" }} selector: @@ -16,6 +17,18 @@ spec: labels: app: {{ index .Values "modules" "text2vec-transformers" "fullnameOverride" }} spec: + affinity: + podAntiAffinity: + preferredDuringSchedulingIgnoredDuringExecution: + - weight: 100 + podAffinityTerm: + labelSelector: + matchExpressions: + - key: requiresSoleAccessToGpu + operator: In + values: + - 'true' + topologyKey: kubernetes.io/hostname containers: - name: {{ index .Values "modules" "text2vec-transformers" "fullnameOverride" }} 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