BaseHandler ImageNet RGB TorchServe archiver dataset github href https json li py pytorch segmenter torchvision ul usecase CUDA JDK NVIDIA WSL bashrc cd githubusercontent html microsoft ol openjdk OpenJDK pre psutil sentencepiece src sudo torchtext ubuntu wget APIs Eg MilliSeconds URI YAML dataflow func lt md params postprocess postprocessing preprocess preprocessing serializable tbody td th thead unregister url CONFIG MNIST README hotdogs ncs squeezenet vgg TorchServe's cfg configs runtime yyyyMMddHHmmssSSS AWS Benchmarking Captum Grafana HuggingFace JMeter KMS Kubeflow Kubernetes MMF contrib ddb gRPC ipynb mlflow nmt performant torschripted API's ASG Django Dockerfile ELB LoadBalancer OpenAPI PyPi SDK SageMaker blockquote cli cloudformation cmd dev dir io issuecomment lxning netty perf presigned tagname txt ConfigManager GPL NVSMI Powershell Redistributable env exe frontend msi nodejs npm prebuilt smi stackoverflow util AlexNet DeepLabV Densenet FCN RCNN ResNet Torchscripted fastrcnn 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embeddings fp ie isfile isinstance jit kwargs os param pred pth pyt serializedFile str tacotron utils vCPUs waveglowpyt DL LJO MiB cv dockerd entrypoint gpuId gpuUsage inferencing loadedAtStartup memoryUsage milli modelUrl modelVersion pid startTime Captum's InferenceAPIsService ModelServer br kf proto CPUUtilization DiskAvailable DiskUsage DiskUsed DiskUtilization DistanceInKM HostName InferenceTime JSONLayout LoopCount MemoryAvailable MemoryUsed MemoryUtilization MetricName SizeOfImage StatsD appender dimN etsy formatter idx img kB DescribeModel ListModels RegisterModel ScaleWorker SetDefault UnregisterModel gRPCs grpcio mkdir protobuf protoc repo BackendWorker ConversionPattern Dlog MaxBackupIndex MaxFileSize PatternLayout RollingFileAppender WorkerLifeCycle apache nnvm stderr stdout ConflictStatusException DownloadModelException InvalidSnapshotException ModelNotFoundException NoSuchMethodError ServiceUnavailableException lang mb ntl PrometheusServer globoff noopversioned systemctl uuid yml AWSS AmazonS IAM ManagementAPIsService ReadOnlyAccess UserGuide UsingKMSEncryption acknowledgement macOS sse fairseq libs mv pretrained publically ready-made tmp torchscript torchvision's handerl Bitte Bonjour Hallo Hause Ich Ihnen Ihren Je Namen Sie TransformerEn Und WMT Wie allez arxiv auf bien chez danke dataclasses dich du english erinnere et fb geht german komm kommst le leid läuft m'excuser merci mich mir monde möglich nFine nIt’s nPlease nach ne nicht nom prie quand rentrerez selbst sich sind souviens tôt va venir votre vous wann warte Ça BERTQA BERTSeqClassification BERTTokenClassification MFreidank RoBERTA XLM distilbert does't finetuning num tc tokenizer vidhya vocabs AutoConfig Huggingface's ScriptFunction transfomers BBM BaseDataset BaseDatasetBuilder BaseModel FNSio MMFTransformer MultiModal OmegaConfing Pyav REU TextCaps TextVQA Tochserve csv datasets facebook facebookresearch fbclid getitem lables len mc mmfartifacts EmbeddingBag TextHandler overriden DBUILD DCMAKE DSM EFFT FasterTransformer NGC Transfomer bytedance cmake cp geforce libpyt nvcr oauthtoken turing volta xlarge DeepLearningExamples SpeechSynthesis WaveGlow's librosa numpy rb scipy unidecode wav wb Interoperability Mtail Sart chmod cnn mtailtarget progs rc timeseries xvzf cuda jdk nvidia torchserve wsl yaml api config http mnist resnet Huggingface PyTorch benchmarking bert captum grpc kubeflow kubernetes Torchserve's asg aws elb readme sdk apis powershell alexnet deeplabv densenet fcn kfserving seldon excuted findbugs HTTPs cors openssl prometheus rsa ssl gpus init waveglow hostname statsd grafana kms userguide readymade torchscripted rcnn roberta xlm Basedataset mmf multimodal preprocessed batchsize download fastertransformer ngc deeplearningexamples mtail scarpe NVidia WaveGlow huggingface torchServe CProfile KSERVE apachelounge args jmeter kserve latencies snakeviz codec loadbalancer torchserves xml Conda autoscaling conda GPUMemoryUsed GPUMemoryUtilization GPUUtilization JSONPatternLayout MXNetModelServer QLog QLogLayout QLogsetupModelDependencies abc dda patternlayout qlog IPEX ORT PROFILER TensorRT ValueToSet kineto profiler pypi runtimes torchprep GPT KServe LMHeadModel Parallelize Textgeneration gpt kserve parallelize tx xl DCGAN DLRM GAN NN Recommender ScriptModule Scriptable TorchRec TorchScript Torchrec dcgan dlrm fashiongen FashionGen fashionGen gan nn scriptable torchrec AVX Allocator BLOCKTIME BertModel CONDA JeMalloc KMP LD NUMA Numa OMP OpenMP PRELOAD PTMalloc TCMalloc Xeon afeeb affinitized allocator args eval gif hyperthreaded hyperthreading inplace inputPath intel iomp ipex iter jemalloc libiomp libtcmalloc numa numactl pdt qconfig randint randn tcmalloc tunable unix unutilized usr CONTAINERD DaemonSet GKE Gcloud Gi GoogleCloudPlatform Ki NFS PV PersistentVolume RWX STORAGECLASS VPC allocatable auth autoupgrade bcc cidr clusterIP creationTimestamp daemonset drwx drwxr fsSL gcloud ggc gke googleapis ip ipv jsonpath kubeconfig kubectl lR mynfs namespaces nfs nodePools persistentvolume persistentvolumeclaim po preloaded provisioner pv pvc quickstart rw svc tesla tty unformatted AAAAAElFTkSuQmCC Autoscaler BUILDKIT GOR InferenceService Knative Rollout inferenceservice ingressgateway istio kfs knative loadBalancer mnt modelCount readmes rollout serverless recommender HandlerTime customizedMetadata environ ContentType kservev tobytes CustomHandler GH OSS PRs ctx onnx ClusterConfig EBS EFS EKS apiVersion desiredCapacity efs eks eksctl instanceTypes instancesDistribution maxSize minSize namespace ng nodeGroups onDemandBaseCapacity onDemandPercentageAboveBaseCapacity pvpod spotInstancePools storagehttps subnet subnets vpc MMS commandline filepath jmx rampup requestdefaults scaleup tearDown testplan JProfiler JProfiler's SqueezeNet TSBenchmark apos cProfile dockerhub filesystem filterresults gradle homebrew imageFilePath jpgc linuxbrew mergeresults modelN perfmon urlN Arg KFserving arg authn authz dicts dockerfiles enum eventloop hashmap lifecycles sagemaker startServer threadpool mGPU socio gridfs NLP TorchScript's Meta's criteo personalization NMTBackTranslate NMTDualTranslate nlp DogCatBreed DogCatBreedClassification CloudWatch LogGroup TorchServeInferenceURL TorchServeManagementURL cloudwatch keypair spinup ReactApp logdir tensorboard DenseNet pytorchbot Validator comparator validator validators Datafile UI buildspec cmds AKS PVCs DockerHub jq HPA HPG targetValue totensor KFServer TSModelRepository TorchserveModel Torchservemodel kfserve kfserver KFModel marfile AKS Balancer EFK Liveness autoscale datasource helmignore lookingup mountpath Az VM aks az ds eastus myAKSCluster myResourceGroup sc vm CODEBUILD CodeBuild Dockerfiles bt buildtype codebuild cudaversion cudnn memlock shm ulimit Cresta's DAGs Dynabench Dynaboard MLFlow MLOps MLflow Operationalize Sagemaker Streamlit Inferentia opensource operationalising Wadhwani modelarchive eagermode AttributeName AttributeType DDBEndPoint DDBSnapshotSerializer DefaultCredentialsProvider FS IndexName KeySchema KeyType PluginsManager ProjectionType ProvisionedThroughput ReadCapacityUnits SDKs WriteCapacityUnits createdOn createdOnMonth dynamodb impl serializer servingsdk snapshotName behaviour teardown tg udv dataN backendgroup sexualized ecbe grayscale bz marsgen efft envvar Roadmap fff pvd whl ss dn rn De ec VQA xxxx Affero MinIO fs fsspec minioadmin pythonic DeepSpeed MII deepspeed mii Diffusers diffusers AzureML Largemodels bigscience mem sharded NVfuser fuser ort sess dali BetterTransformer TransformerEncoder InferenceTimeInMS MetricTypes MetricsCache TIMM backends inductor Integrations integrations UseCases usecases Explainability TorchData px svg nvfuser noborder datapipes tensorrt vec torchdata CodeQL Dependabot Snyk pythonversion StreamPredictions LLMs MPS mps deviceIds rpc pippy MBS MicroBatching MicroBatchingHandler QPS PiPPy Microbatching Micro-batching microbatch microbatching DeviceId PredictionTime QueueTime WorkerLoadTime WorkerName WorkerThreadTime MicroSoft lmi torchrun nproc largemodels torchpippy InferenceSession maxRetryTimeoutInSec neuronx AMI DLAMI XLA inferentia ActionSLAM statins ci chatGPT Llama PEFT LORA FSDP AuditNLG finetune fsdp ineference lora peft samsum vLLM vllm TGI vLLM vLLM's OOM RTX SKU TPUs checkpointing enviroment fragmentations intra nightlies recenly uncomment BFloat DDP LLM Xformer accuracies activations anyprecision aplaca assembels boolean checkpoining defatults gradinets itermediate recommond scaler sharding slurm summarization theJfleg xA Jupyter LLM Xformer dataset's jupyter mutli summarization xA Sanitization tokenization hatchling setuptools BoolQ CausalLM Dyck GSM HellaSwag HumanEval MMLU NarrativeQA NaturalQuestions OpenbookQA PREPROC QuAC TruthfulQA WinoGender bAbI dataclass datafiles davinci GPU's HuggingFace's LoRA bitsandbytes CLA dialogs