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GitHub / aws-samples / aws-lambda-docker-serverless-inference

Serve scikit-learn, XGBoost, TensorFlow, and PyTorch models with AWS Lambda container images support.

JSON API: http://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/aws-samples%2Faws-lambda-docker-serverless-inference
PURL: pkg:github/aws-samples/aws-lambda-docker-serverless-inference

Stars: 100
Forks: 19
Open issues: 5

License: mit-0
Language: Jupyter Notebook
Size: 77.1 MB
Dependencies parsed at: 58

Created at: over 4 years ago
Updated at: 2 months ago
Pushed at: 11 months ago
Last synced at: 10 days ago

Topics: aws, aws-lambda, deep-java-library, djl, docker, huggingface, huggingface-transformers, inference, java, machine-learning, pytorch, pytorch-models, sagemaker, scikit-learn, serverless, serverless-application-model, tensor-flow, tensorflow, tensorflow-java, xgboost

djl-object-detection-inference-docker-lambda/build.gradle maven

ai.djl.tensorflow:tensorflow-engine * implementation
ai.djl.tensorflow:tensorflow-model-zoo * implementation
ai.djl.tensorflow:tensorflow-native-auto * implementation
com.amazonaws:aws-lambda-java-core 1.2.1 implementation
com.amazonaws:aws-lambda-java-events 3.1.0 implementation
org.testng:testng 6.14.3 testImplementation

djl-tensorflow-lite-inference-docker-lambda/build.gradle maven

ai.djl.tflite:tflite-engine 0.10.0 implementation
ai.djl.tflite:tflite-native-auto 2.4.1 implementation
ai.djl:api 0.10.0 implementation
ai.djl:model-zoo 0.10.0 implementation
com.amazonaws:aws-lambda-java-core 1.2.1 implementation
com.amazonaws:aws-lambda-java-events 3.1.0 implementation
net.java.dev.jna:jna 5.3.0 implementation
org.slf4j:slf4j-api 1.7.26 implementation
org.slf4j:slf4j-simple 1.7.26 implementation
org.testng:testng 6.14.3 testImplementation

hebert-sentiment-analysis-inference-docker-lambda/requirements.txt pypi

torch ==1.7.1
transformers ==4.7.0

online-machine-learning-aws-lambda/app/lambda_inference/requirements.txt pypi

aws-lambda-powertools ==1.18.1
scikit-learn ==0.24.2

online-machine-learning-aws-lambda/app/lambda_training/requirements.txt pypi

aws-lambda-powertools ==1.18.1
scikit-learn ==0.24.2

pytorch-inference-docker-lambda/requirements.txt pypi

torch ==1.7.1
torchvision ==0.8.2

scikit-learn-inference-docker-lambda/requirements.txt pypi

joblib *
scikit-learn *

tensorflow-inference-docker-lambda/requirements.txt pypi

tensorflow *

tensorflow-train-in-sagemaker-deploy-with-lambda/container/requirements.txt pypi

boto3 *
tensorflow *

xgboost-built-in-algo-train-in-sagemaker-deploy-with-lambda/requirements.txt pypi

boto3 *
pandas *
sklearn *
xgboost ==1.2.1

xgboost-inference-arm64-docker-lambda/requirements.txt pypi

xgboost-inference-docker-lambda/requirements.txt pypi

joblib *
pandas *
requests *
sklearn *
xgboost ==1.1.1

blazingtext-text-classification-train-in-sagemaker-deploy-with-lambda/container/Dockerfile docker

public.ecr.aws/lambda/python 3.7 build

djl-object-detection-inference-docker-lambda/Dockerfile docker

openjdk 8 build
public.ecr.aws/lambda/java 8 build

djl-tensorflow-lite-inference-docker-lambda/Dockerfile docker

openjdk 8 build
public.ecr.aws/lambda/java 8 build

hebert-sentiment-analysis-inference-docker-lambda/Dockerfile docker

public.ecr.aws/lambda/python 3.7 build

online-machine-learning-aws-lambda/app/lambda_inference/Dockerfile docker

public.ecr.aws/lambda/python 3.8 build

online-machine-learning-aws-lambda/app/lambda_training/Dockerfile docker

public.ecr.aws/lambda/python 3.8 build

pytorch-inference-docker-lambda/Dockerfile docker

public.ecr.aws/lambda/python 3.8 build

scikit-learn-inference-docker-lambda/Dockerfile docker

public.ecr.aws/lambda/python 3.7 build

tensorflow-inference-docker-lambda/Dockerfile docker

public.ecr.aws/lambda/python 3.8 build

tensorflow-train-in-sagemaker-deploy-with-lambda/container/Dockerfile docker

public.ecr.aws/lambda/python 3.7 build

xgboost-built-in-algo-train-in-sagemaker-deploy-with-lambda/Dockerfile docker

public.ecr.aws/lambda/python 3.7 build

xgboost-inference-arm64-docker-lambda/Dockerfile docker

public.ecr.aws/lambda/python 3.8-arm64 build

xgboost-inference-docker-lambda/Dockerfile docker

public.ecr.aws/lambda/python 3.7 build