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Add separate cpu-values.yaml for CPU timings & resources
Signed-off-by: Eero Tamminen <[email protected]>
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# Copyright (C) 2024 Intel Corporation | ||
# SPDX-License-Identifier: Apache-2.0 | ||
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# Override CPU resource request and probe timing values in specific subcharts | ||
# | ||
# RESOURCES | ||
# | ||
# Resource request matching actual resource usage (with enough slack) | ||
# is important when service is scaled up, so that right amount of pods | ||
# get scheduled to right nodes. | ||
# | ||
# Because resource usage depends on the used devices, model, data type | ||
# and SW versions, and this top-level chart has overrides for them, | ||
# resource requests need to be specified here too. | ||
# | ||
# To test service without resource request, use "resources: {}". | ||
# | ||
# PROBES | ||
# | ||
# Inferencing pods startup / warmup takes *much* longer on CPUs than | ||
# with acceleration devices, and their responses are also slower, | ||
# especially when node is running several instances of these services. | ||
# | ||
# Kubernetes restarting pod before its startup finishes, or not | ||
# sending it queries because it's not in ready state due to slow | ||
# readiness responses, does really NOT help in getting faster responses. | ||
# | ||
# => probe timings need to be increased when running on CPU. | ||
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tgi: | ||
# TODO: add Helm value also for TGI data type option: | ||
# https://github.com/opea-project/GenAIExamples/issues/330 | ||
LLM_MODEL_ID: Intel/neural-chat-7b-v3-3 | ||
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# Potentially suitable values for scaling CPU TGI 2.2 with Intel/neural-chat-7b-v3-3 @ 32-bit: | ||
resources: | ||
limits: | ||
cpu: 8 | ||
memory: 70Gi | ||
requests: | ||
cpu: 6 | ||
memory: 65Gi | ||
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livenessProbe: | ||
initialDelaySeconds: 8 | ||
periodSeconds: 8 | ||
failureThreshold: 24 | ||
timeoutSeconds: 4 | ||
readinessProbe: | ||
initialDelaySeconds: 16 | ||
periodSeconds: 8 | ||
timeoutSeconds: 4 | ||
startupProbe: | ||
initialDelaySeconds: 10 | ||
periodSeconds: 5 | ||
failureThreshold: 180 | ||
timeoutSeconds: 2 | ||
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teirerank: | ||
RERANK_MODEL_ID: "BAAI/bge-reranker-base" | ||
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# Potentially suitable values for scaling CPU TEI v1.5 with BAAI/bge-reranker-base model: | ||
resources: | ||
limits: | ||
cpu: 4 | ||
memory: 30Gi | ||
requests: | ||
cpu: 2 | ||
memory: 25Gi | ||
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livenessProbe: | ||
initialDelaySeconds: 8 | ||
periodSeconds: 8 | ||
failureThreshold: 24 | ||
timeoutSeconds: 4 | ||
readinessProbe: | ||
initialDelaySeconds: 8 | ||
periodSeconds: 8 | ||
timeoutSeconds: 4 | ||
startupProbe: | ||
initialDelaySeconds: 5 | ||
periodSeconds: 5 | ||
failureThreshold: 120 | ||
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tei: | ||
EMBEDDING_MODEL_ID: "BAAI/bge-base-en-v1.5" | ||
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# Potentially suitable values for scaling CPU TEI 1.5 with BAAI/bge-base-en-v1.5 model: | ||
resources: | ||
limits: | ||
cpu: 4 | ||
memory: 4Gi | ||
requests: | ||
cpu: 2 | ||
memory: 3Gi | ||
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livenessProbe: | ||
initialDelaySeconds: 5 | ||
periodSeconds: 5 | ||
failureThreshold: 24 | ||
timeoutSeconds: 2 | ||
readinessProbe: | ||
initialDelaySeconds: 5 | ||
periodSeconds: 5 | ||
timeoutSeconds: 2 | ||
startupProbe: | ||
initialDelaySeconds: 5 | ||
periodSeconds: 5 | ||
failureThreshold: 120 |