triton-inference-server / triton-inference-server/local_cache
Local cache on sagemaker
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- Dominant language
- C++
- Stars
- 6
- Forks
- 6
- Avg merge
- 14h 24m
- Merged PRs (30d)
- 2
Description
Experiencing this error when starting a sagemaker endpoint with local-cache:
error: creating server: Invalid argument - unable to find 'libtritoncache_local.so' for cache. Searched: /opt/tritonserver/caches
endpoint image: 746233611703.dkr.ecr.eu-central-1.amazonaws.com/sagemaker-tritonserver:23.12-py3
environment variables:
"Environment": {
"SAGEMAKER_TRITON_DEFAULT_MODEL_NAME": "ensemble",
"SAGEMAKER_TRITON_THREAD_COUNT": "10",
"SAGEMAKER_TRITON_LOG_INFO": "true",
"SAGEMAKER_TRITON_LOG_VERBOSE": "true",
"SAGEMAKER_TRITON_ALLOW_METRICS": "true",
"SAGEMAKER_TRITON_PUBLISH_METRICS_TO_CLOUDWATCH": "true",
"SAGEMAKER_TRITON_CLOUDWATCH_LOG_GROUP": f"/aws/SageMaker/Endpoints/TritonMetrics/{EXPERIMENT}",
"SAGEMAKER_TRITON_CLOUDWATCH_METRIC_NAMESPACE": f"/aws/SageMaker/Endpoints/TritonMetrics/{EXPERIMENT}",
"SAGEMAKER_TRITON_METRICS_PORT": "22000",
"SAGEMAKER_TRITON_ADDITIONAL_ARGS": "--cache-config local,size=1000000",
},
Any idea ho to add libtritoncache_local to sagemaker image ?
Contributor guide
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First steps
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up — it saves two people doing the same work.
- Fork the repository and make your change on a branch.
- Open a pull request that references the issue number.
Research direction
Start by reproducing the endpoint startup with the sagemaker-tritonserver:23.12-py3 image and --cache-config local,size=1000000. Check how this repository builds and packages libtritoncache_local.so, then compare that output with the SageMaker image's /opt/tritonserver/caches path. Done means the endpoint starts with local caching enabled without the missing-library error.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- aws, cpp
- Domain
- cloud
- Issue type
- Bug
- Difficulty
- 4/5
- Estimated time
- 3-5 days
- Activity status
- Stale
- Clarity
- Mostly clear
- Newbie friendliness
- 35/100