# NVIDIA AIStore ## Instructions for AI Agents - For clean Markdown of any page, append `.md` to the page URL - For section-specific indexes, append `/llms.txt` to any section URL - For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.nvidia.com/aistore/_mcp/server ## Docs - [AIStore](https://docs.nvidia.com/aistore.md) - [Documentation](https://docs.nvidia.com/aistore/docs.md) - [In-depth overview](https://docs.nvidia.com/aistore/overview.md) - [Terminology and core abstractions](https://docs.nvidia.com/aistore/terminology.md) - [Networking model](https://docs.nvidia.com/aistore/networking.md) - [Traffic patterns](https://docs.nvidia.com/aistore/traffic_patterns.md) - [Backend providers](https://docs.nvidia.com/aistore/providers.md) - [Storage services](https://docs.nvidia.com/aistore/storage_svcs.md) - [Buckets: design, operations, namespaces, and system buckets](https://docs.nvidia.com/aistore/bucket.md) - [On-disk layout](https://docs.nvidia.com/aistore/on_disk_layout.md) - [Highly available control plane](https://docs.nvidia.com/aistore/ha.md) - [Getting Started](https://docs.nvidia.com/aistore/getting_started.md) - [Docker](https://docs.nvidia.com/aistore/docker_main.md) - [AIS in containerized environments](https://docs.nvidia.com/aistore/containerized.md) - [Configuration](https://docs.nvidia.com/aistore/configuration.md) - [Environment variables](https://docs.nvidia.com/aistore/environment-vars.md) - [HTTPS and certificates](https://docs.nvidia.com/aistore/https.md) - [Switching a cluster to HTTPS](https://docs.nvidia.com/aistore/switch_https.md) - [CLI overview](https://docs.nvidia.com/aistore/cli.md) - [ais help](https://docs.nvidia.com/aistore/cli/help.md) - [Bucket operations](https://docs.nvidia.com/aistore/cli/bucket.md) - [Show cluster, bucket, and object details](https://docs.nvidia.com/aistore/cli/show.md) - [Cluster and remote-cluster management](https://docs.nvidia.com/aistore/cli/cluster.md) - [Storage and mountpath management](https://docs.nvidia.com/aistore/cli/storage.md) - [Downloads](https://docs.nvidia.com/aistore/cli/download.md) - [Evict buckets or cached data](https://docs.nvidia.com/aistore/cli/evicting_buckets_andor_data.md) - [Jobs](https://docs.nvidia.com/aistore/cli/job.md) - [ETL overview](https://docs.nvidia.com/aistore/etl.md) - [ETL CLI docs](https://docs.nvidia.com/aistore/cli/etl.md) - [Archives: read, write, and list](https://docs.nvidia.com/aistore/archive.md) - [Downloader](https://docs.nvidia.com/aistore/downloader.md) - [Blob Downloader](https://docs.nvidia.com/aistore/blob_downloader.md) - [Batch object retrieval (get-batch)](https://docs.nvidia.com/aistore/get_batch.md) - [Batch operations](https://docs.nvidia.com/aistore/batch.md) - [Virtual directories](https://docs.nvidia.com/aistore/howto_virt_dirs.md) - [Machine learning workloads](https://docs.nvidia.com/aistore/cli/ml.md) - [CLI authentication and access control](https://docs.nvidia.com/aistore/cli/auth.md) - [Configuration via CLI](https://docs.nvidia.com/aistore/cli/config.md) - [GCP credentials via CLI](https://docs.nvidia.com/aistore/cli/gcp_creds.md) - [TLS certificate management via CLI](https://docs.nvidia.com/aistore/cli/x509.md) - [Node lifecycle: maintenance, shutdown, decommission](https://docs.nvidia.com/aistore/lifecycle_node.md) - [Global rebalance](https://docs.nvidia.com/aistore/rebalance.md) - [Resilver](https://docs.nvidia.com/aistore/resilver.md) - [Information Center (IC)](https://docs.nvidia.com/aistore/ic.md) - [Out-of-band updates](https://docs.nvidia.com/aistore/out_of_band.md) - [Native Bucket Inventory (NBI)](https://docs.nvidia.com/aistore/nbi.md) - [System files](https://docs.nvidia.com/aistore/sysfiles.md) - [Observability overview](https://docs.nvidia.com/aistore/monitoring-overview.md) - [Monitoring with CLI](https://docs.nvidia.com/aistore/monitoring-cli.md) - [Logs](https://docs.nvidia.com/aistore/monitoring-logs.md) - [Prometheus integration](https://docs.nvidia.com/aistore/monitoring-prometheus.md) - [Metrics reference](https://docs.nvidia.com/aistore/monitoring-metrics.md) - [Grafana dashboards](https://docs.nvidia.com/aistore/monitoring-grafana.md) - [Kubernetes monitoring](https://docs.nvidia.com/aistore/monitoring-kubernetes.md) - [Distributed tracing](https://docs.nvidia.com/aistore/distributed-tracing.md) - [Monitoring get-batch](https://docs.nvidia.com/aistore/monitoring-get-batch.md) - [AIS load generator (aisloader)](https://docs.nvidia.com/aistore/aisloader.md) - [Benchmarking AIStore](https://docs.nvidia.com/aistore/howto_benchmark.md) - [Performance tuning and testing](https://docs.nvidia.com/aistore/performance.md) - [Performance monitoring via CLI](https://docs.nvidia.com/aistore/cli/performance.md) - [Rate limiting](https://docs.nvidia.com/aistore/rate_limit.md) - [Checksumming](https://docs.nvidia.com/aistore/checksum.md) - [TensorFlow integration](https://docs.nvidia.com/aistore/tensorflow.md) - [curl examples](https://docs.nvidia.com/aistore/http_api.md) - [Easy URL](https://docs.nvidia.com/aistore/easy_url.md) - [S3 compatibility](https://docs.nvidia.com/aistore/s3compat.md) - [Feature flags](https://docs.nvidia.com/aistore/feature_flags.md) - [AuthN service and access control](https://docs.nvidia.com/aistore/authn.md) - [Authentication validation](https://docs.nvidia.com/aistore/auth_validation.md) - [MessagePack protocol](https://docs.nvidia.com/aistore/msgp.md) - [Idle connections](https://docs.nvidia.com/aistore/idle_connections.md) - [Shard Index](https://docs.nvidia.com/aistore/shard_index.md) - [Unicode and special symbols in object and bucket names](https://docs.nvidia.com/aistore/unicode.md) - [Extremely long object names](https://docs.nvidia.com/aistore/long_names.md) - [Build tags](https://docs.nvidia.com/aistore/build_tags.md) - [aisnode command line](https://docs.nvidia.com/aistore/command_line.md) - [Troubleshooting](https://docs.nvidia.com/aistore/troubleshooting.md) - [Development guide](https://docs.nvidia.com/aistore/development.md) - [aistore](https://docs.nvidia.com/aistore/python/aistore.md) - [aistore.botocore_patch](https://docs.nvidia.com/aistore/python/aistore/botocore_patch.md) - [aistore.botocore_patch.botocore](https://docs.nvidia.com/aistore/python/aistore/botocore_patch/botocore.md) - [aistore.mcp](https://docs.nvidia.com/aistore/python/aistore/mcp.md) - [aistore.mcp.server](https://docs.nvidia.com/aistore/python/aistore/mcp/server.md) - [aistore.mcp.tools](https://docs.nvidia.com/aistore/python/aistore/mcp/tools.md) - [aistore.mcp.tools.buckets](https://docs.nvidia.com/aistore/python/aistore/mcp/tools/buckets.md) - [aistore.mcp.tools.cluster](https://docs.nvidia.com/aistore/python/aistore/mcp/tools/cluster.md) - [aistore.mcp.tools.jobs](https://docs.nvidia.com/aistore/python/aistore/mcp/tools/jobs.md) - [aistore.pytorch](https://docs.nvidia.com/aistore/python/aistore/pytorch.md) - [aistore.pytorch.base_iter_dataset](https://docs.nvidia.com/aistore/python/aistore/pytorch/base_iter_dataset.md) - [aistore.pytorch.base_map_dataset](https://docs.nvidia.com/aistore/python/aistore/pytorch/base_map_dataset.md) - [aistore.pytorch.batch_iter_dataset](https://docs.nvidia.com/aistore/python/aistore/pytorch/batch_iter_dataset.md) - [aistore.pytorch.dynamic_sampler](https://docs.nvidia.com/aistore/python/aistore/pytorch/dynamic_sampler.md) - [aistore.pytorch.iter_dataset](https://docs.nvidia.com/aistore/python/aistore/pytorch/iter_dataset.md) - [aistore.pytorch.map_dataset](https://docs.nvidia.com/aistore/python/aistore/pytorch/map_dataset.md) - [aistore.pytorch.multishard_dataset](https://docs.nvidia.com/aistore/python/aistore/pytorch/multishard_dataset.md) - [aistore.pytorch.parallel_map_dataset](https://docs.nvidia.com/aistore/python/aistore/pytorch/parallel_map_dataset.md) - [aistore.pytorch.shard_reader](https://docs.nvidia.com/aistore/python/aistore/pytorch/shard_reader.md) - [aistore.pytorch.utils](https://docs.nvidia.com/aistore/python/aistore/pytorch/utils.md) - [aistore.sdk](https://docs.nvidia.com/aistore/python/aistore/sdk.md) - [aistore.sdk.ais_source](https://docs.nvidia.com/aistore/python/aistore/sdk/ais_source.md) - [aistore.sdk.archive_config](https://docs.nvidia.com/aistore/python/aistore/sdk/archive_config.md) - [aistore.sdk.authn](https://docs.nvidia.com/aistore/python/aistore/sdk/authn.md) - [aistore.sdk.authn.access_attr](https://docs.nvidia.com/aistore/python/aistore/sdk/authn/access_attr.md) - [aistore.sdk.authn.authn_client](https://docs.nvidia.com/aistore/python/aistore/sdk/authn/authn_client.md) - [aistore.sdk.authn.cluster_manager](https://docs.nvidia.com/aistore/python/aistore/sdk/authn/cluster_manager.md) - [aistore.sdk.authn.errors](https://docs.nvidia.com/aistore/python/aistore/sdk/authn/errors.md) - [aistore.sdk.authn.response_handler](https://docs.nvidia.com/aistore/python/aistore/sdk/authn/response_handler.md) - [aistore.sdk.authn.role_manager](https://docs.nvidia.com/aistore/python/aistore/sdk/authn/role_manager.md) - [aistore.sdk.authn.token_manager](https://docs.nvidia.com/aistore/python/aistore/sdk/authn/token_manager.md) - [aistore.sdk.authn.types](https://docs.nvidia.com/aistore/python/aistore/sdk/authn/types.md) - [aistore.sdk.authn.user_manager](https://docs.nvidia.com/aistore/python/aistore/sdk/authn/user_manager.md) - [aistore.sdk.batch](https://docs.nvidia.com/aistore/python/aistore/sdk/batch.md) - [aistore.sdk.batch.batch](https://docs.nvidia.com/aistore/python/aistore/sdk/batch/batch.md) - [aistore.sdk.batch.errors](https://docs.nvidia.com/aistore/python/aistore/sdk/batch/errors.md) - [aistore.sdk.batch.extractor](https://docs.nvidia.com/aistore/python/aistore/sdk/batch/extractor.md) - [aistore.sdk.batch.extractor.archive_stream_extractor](https://docs.nvidia.com/aistore/python/aistore/sdk/batch/extractor/archive_stream_extractor.md) - [aistore.sdk.batch.extractor.extractor_registry](https://docs.nvidia.com/aistore/python/aistore/sdk/batch/extractor/extractor_registry.md) - [aistore.sdk.batch.extractor.tar_stream_extractor](https://docs.nvidia.com/aistore/python/aistore/sdk/batch/extractor/tar_stream_extractor.md) - [aistore.sdk.batch.extractor.zip_stream_extractor](https://docs.nvidia.com/aistore/python/aistore/sdk/batch/extractor/zip_stream_extractor.md) - [aistore.sdk.batch.multipart](https://docs.nvidia.com/aistore/python/aistore/sdk/batch/multipart.md) - [aistore.sdk.batch.multipart.body_stream_reader](https://docs.nvidia.com/aistore/python/aistore/sdk/batch/multipart/body_stream_reader.md) - [aistore.sdk.batch.multipart.multipart_decoder](https://docs.nvidia.com/aistore/python/aistore/sdk/batch/multipart/multipart_decoder.md) - [aistore.sdk.batch.multipart.multipart_stream_buffer](https://docs.nvidia.com/aistore/python/aistore/sdk/batch/multipart/multipart_stream_buffer.md) - [aistore.sdk.batch.multipart.sliding_window_buffer](https://docs.nvidia.com/aistore/python/aistore/sdk/batch/multipart/sliding_window_buffer.md) - [aistore.sdk.batch.multipart.stateful_streaming_parser](https://docs.nvidia.com/aistore/python/aistore/sdk/batch/multipart/stateful_streaming_parser.md) - [aistore.sdk.batch.types](https://docs.nvidia.com/aistore/python/aistore/sdk/batch/types.md) - [aistore.sdk.blob_download_config](https://docs.nvidia.com/aistore/python/aistore/sdk/blob_download_config.md) - [aistore.sdk.bucket](https://docs.nvidia.com/aistore/python/aistore/sdk/bucket.md) - [aistore.sdk.client](https://docs.nvidia.com/aistore/python/aistore/sdk/client.md) - [aistore.sdk.cluster](https://docs.nvidia.com/aistore/python/aistore/sdk/cluster.md) - [aistore.sdk.const](https://docs.nvidia.com/aistore/python/aistore/sdk/const.md) - [aistore.sdk.dataset](https://docs.nvidia.com/aistore/python/aistore/sdk/dataset.md) - [aistore.sdk.dataset.config_attribute](https://docs.nvidia.com/aistore/python/aistore/sdk/dataset/config_attribute.md) - [aistore.sdk.dataset.data_attribute](https://docs.nvidia.com/aistore/python/aistore/sdk/dataset/data_attribute.md) - [aistore.sdk.dataset.data_shard](https://docs.nvidia.com/aistore/python/aistore/sdk/dataset/data_shard.md) - [aistore.sdk.dataset.dataset_config](https://docs.nvidia.com/aistore/python/aistore/sdk/dataset/dataset_config.md) - [aistore.sdk.dataset.label_attribute](https://docs.nvidia.com/aistore/python/aistore/sdk/dataset/label_attribute.md) - [aistore.sdk.dsort](https://docs.nvidia.com/aistore/python/aistore/sdk/dsort.md) - [aistore.sdk.dsort.core](https://docs.nvidia.com/aistore/python/aistore/sdk/dsort/core.md) - [aistore.sdk.dsort.ekm](https://docs.nvidia.com/aistore/python/aistore/sdk/dsort/ekm.md) - [aistore.sdk.dsort.framework](https://docs.nvidia.com/aistore/python/aistore/sdk/dsort/framework.md) - [aistore.sdk.dsort.types](https://docs.nvidia.com/aistore/python/aistore/sdk/dsort/types.md) - [aistore.sdk.enums](https://docs.nvidia.com/aistore/python/aistore/sdk/enums.md) - [aistore.sdk.errors](https://docs.nvidia.com/aistore/python/aistore/sdk/errors.md) - [aistore.sdk.etl](https://docs.nvidia.com/aistore/python/aistore/sdk/etl.md) - [aistore.sdk.etl.etl](https://docs.nvidia.com/aistore/python/aistore/sdk/etl/etl.md) - [aistore.sdk.etl.etl_config](https://docs.nvidia.com/aistore/python/aistore/sdk/etl/etl_config.md) - [aistore.sdk.etl.etl_const](https://docs.nvidia.com/aistore/python/aistore/sdk/etl/etl_const.md) - [aistore.sdk.etl.webserver](https://docs.nvidia.com/aistore/python/aistore/sdk/etl/webserver.md) - [aistore.sdk.etl.webserver.base_etl_server](https://docs.nvidia.com/aistore/python/aistore/sdk/etl/webserver/base_etl_server.md) - [aistore.sdk.etl.webserver.fastapi_server](https://docs.nvidia.com/aistore/python/aistore/sdk/etl/webserver/fastapi_server.md) - [aistore.sdk.etl.webserver.fastapi_streaming](https://docs.nvidia.com/aistore/python/aistore/sdk/etl/webserver/fastapi_streaming.md) - [aistore.sdk.etl.webserver.flask_server](https://docs.nvidia.com/aistore/python/aistore/sdk/etl/webserver/flask_server.md) - [aistore.sdk.etl.webserver.http_multi_threaded_server](https://docs.nvidia.com/aistore/python/aistore/sdk/etl/webserver/http_multi_threaded_server.md) - [aistore.sdk.etl.webserver.utils](https://docs.nvidia.com/aistore/python/aistore/sdk/etl/webserver/utils.md) - [aistore.sdk.job](https://docs.nvidia.com/aistore/python/aistore/sdk/job.md) - [aistore.sdk.list_object_flag](https://docs.nvidia.com/aistore/python/aistore/sdk/list_object_flag.md) - [aistore.sdk.lock_poller](https://docs.nvidia.com/aistore/python/aistore/sdk/lock_poller.md) - [aistore.sdk.multiobj](https://docs.nvidia.com/aistore/python/aistore/sdk/multiobj.md) - [aistore.sdk.multiobj.object_collection](https://docs.nvidia.com/aistore/python/aistore/sdk/multiobj/object_collection.md) - [aistore.sdk.multiobj.object_group](https://docs.nvidia.com/aistore/python/aistore/sdk/multiobj/object_group.md) - [aistore.sdk.multiobj.object_names](https://docs.nvidia.com/aistore/python/aistore/sdk/multiobj/object_names.md) - [aistore.sdk.multiobj.object_range](https://docs.nvidia.com/aistore/python/aistore/sdk/multiobj/object_range.md) - [aistore.sdk.multiobj.object_template](https://docs.nvidia.com/aistore/python/aistore/sdk/multiobj/object_template.md) - [aistore.sdk.namespace](https://docs.nvidia.com/aistore/python/aistore/sdk/namespace.md) - [aistore.sdk.obj](https://docs.nvidia.com/aistore/python/aistore/sdk/obj.md) - [aistore.sdk.obj.content_iterator](https://docs.nvidia.com/aistore/python/aistore/sdk/obj/content_iterator.md) - [aistore.sdk.obj.content_iterator.base](https://docs.nvidia.com/aistore/python/aistore/sdk/obj/content_iterator/base.md) - [aistore.sdk.obj.content_iterator.buffer](https://docs.nvidia.com/aistore/python/aistore/sdk/obj/content_iterator/buffer.md) - [aistore.sdk.obj.content_iterator.parallel](https://docs.nvidia.com/aistore/python/aistore/sdk/obj/content_iterator/parallel.md) - [aistore.sdk.obj.content_iterator.sequential](https://docs.nvidia.com/aistore/python/aistore/sdk/obj/content_iterator/sequential.md) - [aistore.sdk.obj.multipart_upload](https://docs.nvidia.com/aistore/python/aistore/sdk/obj/multipart_upload.md) - [aistore.sdk.obj.obj_file](https://docs.nvidia.com/aistore/python/aistore/sdk/obj/obj_file.md) - [aistore.sdk.obj.obj_file.errors](https://docs.nvidia.com/aistore/python/aistore/sdk/obj/obj_file/errors.md) - [aistore.sdk.obj.obj_file.object_file](https://docs.nvidia.com/aistore/python/aistore/sdk/obj/obj_file/object_file.md) - [aistore.sdk.obj.obj_file.stream](https://docs.nvidia.com/aistore/python/aistore/sdk/obj/obj_file/stream.md) - [aistore.sdk.obj.object](https://docs.nvidia.com/aistore/python/aistore/sdk/obj/object.md) - [aistore.sdk.obj.object_attributes](https://docs.nvidia.com/aistore/python/aistore/sdk/obj/object_attributes.md) - [aistore.sdk.obj.object_client](https://docs.nvidia.com/aistore/python/aistore/sdk/obj/object_client.md) - [aistore.sdk.obj.object_iterator](https://docs.nvidia.com/aistore/python/aistore/sdk/obj/object_iterator.md) - [aistore.sdk.obj.object_props](https://docs.nvidia.com/aistore/python/aistore/sdk/obj/object_props.md) - [aistore.sdk.obj.object_reader](https://docs.nvidia.com/aistore/python/aistore/sdk/obj/object_reader.md) - [aistore.sdk.obj.object_writer](https://docs.nvidia.com/aistore/python/aistore/sdk/obj/object_writer.md) - [aistore.sdk.provider](https://docs.nvidia.com/aistore/python/aistore/sdk/provider.md) - [aistore.sdk.request_client](https://docs.nvidia.com/aistore/python/aistore/sdk/request_client.md) - [aistore.sdk.request_executor](https://docs.nvidia.com/aistore/python/aistore/sdk/request_executor.md) - [aistore.sdk.response_handler](https://docs.nvidia.com/aistore/python/aistore/sdk/response_handler.md) - [aistore.sdk.retry_config](https://docs.nvidia.com/aistore/python/aistore/sdk/retry_config.md) - [aistore.sdk.retry_manager](https://docs.nvidia.com/aistore/python/aistore/sdk/retry_manager.md) - [aistore.sdk.session_manager](https://docs.nvidia.com/aistore/python/aistore/sdk/session_manager.md) - [aistore.sdk.types](https://docs.nvidia.com/aistore/python/aistore/sdk/types.md) - [aistore.sdk.utils](https://docs.nvidia.com/aistore/python/aistore/sdk/utils.md) - [aistore.sdk.wait_result](https://docs.nvidia.com/aistore/python/aistore/sdk/wait_result.md) - [aistore.sdk.xact_const](https://docs.nvidia.com/aistore/python/aistore/sdk/xact_const.md) - [aistore.version](https://docs.nvidia.com/aistore/python/aistore/version.md)