dstack

Monthly downloads

78.6K

Weekly downloads

23.6K

GitHub stars *

2.3K

Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.

Package Information

Latest Version

0.22.4

Requires Python

>=3.10

Licence

Mozilla Public License 2.0 (MPL 2.0)

Last Release

Yesterday

First Release

February 27, 2020

Total Releases

363

Python Versions

No reported malware or high/critical advisories · Details

The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.

Package Insights

What's this?

Downloads by OS

Linux 171

macOS 3

Windows 2

Python Versions

3.12

65.9% 116

3.14

24.4% 43

3.11

6.2% 11

3.13

2.3% 4

3.10

1.1% 2

Top Countries

3.0K

634

10.

Weekly Downloads

Last 7 days

23,595

Last 30 days

78,581

Peak week (to 2026-10-10)

23,595

2026-09-25 – 2026-10-10. Enable JavaScript for the interactive chart.

GitHub Stars *

Current

2,277

Earliest (2026-09-26)

2,260

Change

+17

2026-09-26 – 2026-10-11. Enable JavaScript for the interactive chart.

Dependencies

388 optional dependencies

aiocache[server]
extra == "server"
aiocache[all]
extra == "all"
aiocache[otel]
extra == "otel"
aiocache[aws]
extra == "aws"
aiocache[azure]
extra == "azure"
aiocache[crusoe]
extra == "crusoe"
aiocache[datacrunch]
extra == "datacrunch"
aiocache[fluentbit]
extra == "fluentbit"
aiocache[gateway]
extra == "gateway"
aiocache[gcp]
extra == "gcp"
aiocache[kubernetes]
extra == "kubernetes"
aiocache[lambda]
extra == "lambda"
aiocache[nebius]
extra == "nebius"
aiocache[oci]
extra == "oci"
aiocache[verda]
extra == "verda"
aiorwlock[aws]
extra == "aws"
aiorwlock[all]
extra == "all"
aiorwlock[azure]
extra == "azure"
aiorwlock[crusoe]
extra == "crusoe"
aiorwlock[datacrunch]
extra == "datacrunch"
aiorwlock[fluentbit]
extra == "fluentbit"
aiorwlock[gateway]
extra == "gateway"
aiorwlock[gcp]
extra == "gcp"
aiorwlock[kubernetes]
extra == "kubernetes"
aiorwlock[lambda]
extra == "lambda"
aiorwlock[nebius]
extra == "nebius"
aiorwlock[oci]
extra == "oci"
aiorwlock[otel]
extra == "otel"
aiorwlock[server]
extra == "server"
aiorwlock[verda]
extra == "verda"
aiosqlite[oci]
extra == "oci"
aiosqlite[otel]
extra == "otel"
aiosqlite[server]
extra == "server"
aiosqlite[verda]
extra == "verda"
aiosqlite[all]
extra == "all"
aiosqlite[aws]
extra == "aws"
aiosqlite[azure]
extra == "azure"
aiosqlite[crusoe]
extra == "crusoe"
aiosqlite[datacrunch]
extra == "datacrunch"
aiosqlite[fluentbit]
extra == "fluentbit"
aiosqlite[gcp]
extra == "gcp"
aiosqlite[kubernetes]
extra == "kubernetes"
aiosqlite[lambda]
extra == "lambda"
aiosqlite[nebius]
extra == "nebius"
alembic>=1.16.0[verda]
extra == "verda"
alembic>=1.16.0[server]
extra == "server"
alembic>=1.16.0[otel]
extra == "otel"
alembic>=1.16.0[oci]
extra == "oci"
alembic>=1.16.0[all]
extra == "all"
alembic>=1.16.0[aws]
extra == "aws"
alembic>=1.16.0[azure]
extra == "azure"
alembic>=1.16.0[crusoe]
extra == "crusoe"
alembic>=1.16.0[datacrunch]
extra == "datacrunch"
alembic>=1.16.0[fluentbit]
extra == "fluentbit"
alembic>=1.16.0[gcp]
extra == "gcp"
alembic>=1.16.0[kubernetes]
extra == "kubernetes"
alembic>=1.16.0[lambda]
extra == "lambda"
alembic>=1.16.0[nebius]
extra == "nebius"
alembic-postgresql-enum[kubernetes]
extra == "kubernetes"
alembic-postgresql-enum[all]
extra == "all"
alembic-postgresql-enum[aws]
extra == "aws"
alembic-postgresql-enum[azure]
extra == "azure"
alembic-postgresql-enum[crusoe]
extra == "crusoe"
alembic-postgresql-enum[datacrunch]
extra == "datacrunch"
alembic-postgresql-enum[fluentbit]
extra == "fluentbit"
alembic-postgresql-enum[gcp]
extra == "gcp"
alembic-postgresql-enum[lambda]
extra == "lambda"
alembic-postgresql-enum[nebius]
extra == "nebius"
alembic-postgresql-enum[oci]
extra == "oci"
alembic-postgresql-enum[otel]
extra == "otel"
alembic-postgresql-enum[server]
extra == "server"
alembic-postgresql-enum[verda]
extra == "verda"
asyncpg[verda]
extra == "verda"
asyncpg[all]
extra == "all"
asyncpg[aws]
extra == "aws"
asyncpg[azure]
extra == "azure"
asyncpg[crusoe]
extra == "crusoe"
asyncpg[datacrunch]
extra == "datacrunch"
asyncpg[fluentbit]
extra == "fluentbit"
asyncpg[gcp]
extra == "gcp"
asyncpg[kubernetes]
extra == "kubernetes"
asyncpg[lambda]
extra == "lambda"
asyncpg[nebius]
extra == "nebius"
asyncpg[oci]
extra == "oci"
asyncpg[otel]
extra == "otel"
asyncpg[server]
extra == "server"
azure-identity>=1.12.0[azure]
extra == "azure"
azure-identity>=1.12.0[all]
extra == "all"
azure-mgmt-authorization>=3.0.0[all]
extra == "all"
azure-mgmt-authorization>=3.0.0[azure]
extra == "azure"
azure-mgmt-compute>=29.1.0[all]
extra == "all"
azure-mgmt-compute>=29.1.0[azure]
extra == "azure"
azure-mgmt-msi>=7.0.0[azure]
extra == "azure"
azure-mgmt-msi>=7.0.0[all]
extra == "all"
azure-mgmt-network<28.0.0,>=23.0.0[all]
extra == "all"
azure-mgmt-network<28.0.0,>=23.0.0[azure]
extra == "azure"
azure-mgmt-resource>=22.0.0[all]
extra == "all"
azure-mgmt-resource>=22.0.0[azure]
extra == "azure"
azure-mgmt-subscription>=3.1.1[azure]
extra == "azure"
azure-mgmt-subscription>=3.1.1[all]
extra == "all"
boto3>=1.38.13[aws]
extra == "aws"
boto3>=1.38.13[all]
extra == "all"
boto3>=1.38.13[lambda]
extra == "lambda"
botocore[aws]
extra == "aws"
botocore[all]
extra == "all"
botocore[lambda]
extra == "lambda"
cryptography>=44.0.3[oci]
extra == "oci"
cryptography>=44.0.3[all]
extra == "all"
docker>=6.0.0[datacrunch]
extra == "datacrunch"
docker>=6.0.0[fluentbit]
extra == "fluentbit"
docker>=6.0.0[gcp]
extra == "gcp"
docker>=6.0.0[kubernetes]
extra == "kubernetes"
docker>=6.0.0[lambda]
extra == "lambda"
docker>=6.0.0[nebius]
extra == "nebius"
docker>=6.0.0[oci]
extra == "oci"
docker>=6.0.0[otel]
extra == "otel"
docker>=6.0.0[server]
extra == "server"
docker>=6.0.0[verda]
extra == "verda"
docker>=6.0.0[aws]
extra == "aws"
docker>=6.0.0[crusoe]
extra == "crusoe"
docker>=6.0.0[all]
extra == "all"
docker>=6.0.0[azure]
extra == "azure"
elasticsearch>=8.0.0[fluentbit]
extra == "fluentbit"
elasticsearch>=8.0.0[all]
extra == "all"
fastapi[crusoe]
extra == "crusoe"
fastapi[datacrunch]
extra == "datacrunch"
fastapi[fluentbit]
extra == "fluentbit"
fastapi[gateway]
extra == "gateway"
fastapi[gcp]
extra == "gcp"
fastapi[kubernetes]
extra == "kubernetes"
fastapi[lambda]
extra == "lambda"
fastapi[nebius]
extra == "nebius"
fastapi[oci]
extra == "oci"
fastapi[otel]
extra == "otel"
fastapi[server]
extra == "server"
fastapi[verda]
extra == "verda"
fastapi[azure]
extra == "azure"
fastapi[aws]
extra == "aws"
fastapi[all]
extra == "all"
fluent-logger>=0.10.0[fluentbit]
extra == "fluentbit"
fluent-logger>=0.10.0[all]
extra == "all"
google-api-python-client>=2.80.0[gcp]
extra == "gcp"
google-api-python-client>=2.80.0[all]
extra == "all"
google-auth>=2.3.0[all]
extra == "all"
google-auth>=2.3.0[gcp]
extra == "gcp"
google-cloud-billing>=1.11.0[all]
extra == "all"
google-cloud-billing>=1.11.0[gcp]
extra == "gcp"
google-cloud-compute>=1.5.0[all]
extra == "all"
google-cloud-compute>=1.5.0[gcp]
extra == "gcp"
google-cloud-logging>=2.0.0[all]
extra == "all"
google-cloud-logging>=2.0.0[gcp]
extra == "gcp"
google-cloud-storage>=2.0.0[gcp]
extra == "gcp"
google-cloud-storage>=2.0.0[all]
extra == "all"
google-cloud-tpu>=1.18.3[gcp]
extra == "gcp"
google-cloud-tpu>=1.18.3[all]
extra == "all"
grpcio>=1.81.0[server]
extra == "server"
grpcio>=1.81.0[crusoe]
extra == "crusoe"
grpcio>=1.81.0[datacrunch]
extra == "datacrunch"
grpcio>=1.81.0[fluentbit]
extra == "fluentbit"
grpcio>=1.81.0[gcp]
extra == "gcp"
grpcio>=1.81.0[kubernetes]
extra == "kubernetes"
grpcio>=1.81.0[lambda]
extra == "lambda"
grpcio>=1.81.0[nebius]
extra == "nebius"
grpcio>=1.81.0[oci]
extra == "oci"
grpcio>=1.81.0[otel]
extra == "otel"
grpcio>=1.81.0[azure]
extra == "azure"
grpcio>=1.81.0[verda]
extra == "verda"
grpcio>=1.81.0[aws]
extra == "aws"
grpcio>=1.81.0[all]
extra == "all"
httpx>=0.28.0[aws]
extra == "aws"
httpx>=0.28.0[azure]
extra == "azure"
httpx>=0.28.0[all]
extra == "all"
httpx>=0.28.0[verda]
extra == "verda"
httpx>=0.28.0[server]
extra == "server"
httpx>=0.28.0[otel]
extra == "otel"
httpx>=0.28.0[oci]
extra == "oci"
httpx>=0.28.0[nebius]
extra == "nebius"
httpx>=0.28.0[lambda]
extra == "lambda"
httpx>=0.28.0[kubernetes]
extra == "kubernetes"
httpx>=0.28.0[gcp]
extra == "gcp"
httpx>=0.28.0[gateway]
extra == "gateway"
httpx>=0.28.0[fluentbit]
extra == "fluentbit"
httpx>=0.28.0[datacrunch]
extra == "datacrunch"
httpx>=0.28.0[crusoe]
extra == "crusoe"
httpx2>=2.13.1[all]
extra == "all"
httpx2>=2.13.1[gateway]
extra == "gateway"
jinja2[otel]
extra == "otel"
jinja2[all]
extra == "all"
jinja2[aws]
extra == "aws"
jinja2[azure]
extra == "azure"
jinja2[crusoe]
extra == "crusoe"
jinja2[datacrunch]
extra == "datacrunch"
jinja2[fluentbit]
extra == "fluentbit"
jinja2[gateway]
extra == "gateway"
jinja2[gcp]
extra == "gcp"
jinja2[kubernetes]
extra == "kubernetes"
jinja2[lambda]
extra == "lambda"
jinja2[nebius]
extra == "nebius"
jinja2[oci]
extra == "oci"
jinja2[server]
extra == "server"
jinja2[verda]
extra == "verda"
kubernetes[all]
extra == "all"
kubernetes[kubernetes]
extra == "kubernetes"
nebius<0.7,>=0.6.13[nebius]
extra == "nebius"
nebius<0.7,>=0.6.13[all]
extra == "all"
oci>=2.150.0[oci]
extra == "oci"
oci>=2.150.0[all]
extra == "all"
opentelemetry-exporter-otlp-proto-http>=1.30.0[all]
extra == "all"
opentelemetry-exporter-otlp-proto-http>=1.30.0[otel]
extra == "otel"
opentelemetry-exporter-prometheus>=0.51b0[all]
extra == "all"
opentelemetry-exporter-prometheus>=0.51b0[otel]
extra == "otel"
opentelemetry-instrumentation-fastapi>=0.51b0[otel]
extra == "otel"
opentelemetry-instrumentation-fastapi>=0.51b0[all]
extra == "all"
opentelemetry-instrumentation-httpx>=0.51b0[otel]
extra == "otel"
opentelemetry-instrumentation-httpx>=0.51b0[all]
extra == "all"
opentelemetry-instrumentation-logging>=0.61b0[all]
extra == "all"
opentelemetry-instrumentation-logging>=0.61b0[otel]
extra == "otel"
opentelemetry-instrumentation-requests>=0.51b0[all]
extra == "all"
opentelemetry-instrumentation-requests>=0.51b0[otel]
extra == "otel"
opentelemetry-instrumentation-sqlalchemy>=0.51b0[all]
extra == "all"
opentelemetry-instrumentation-sqlalchemy>=0.51b0[otel]
extra == "otel"
opentelemetry-instrumentation-system-metrics>=0.51b0[all]
extra == "all"
opentelemetry-instrumentation-system-metrics>=0.51b0[otel]
extra == "otel"
opentelemetry-sdk>=1.30.0[all]
extra == "all"
opentelemetry-sdk>=1.30.0[otel]
extra == "otel"
prometheus-client[nebius]
extra == "nebius"
prometheus-client[all]
extra == "all"
prometheus-client[aws]
extra == "aws"
prometheus-client[azure]
extra == "azure"
prometheus-client[crusoe]
extra == "crusoe"
prometheus-client[datacrunch]
extra == "datacrunch"
prometheus-client[fluentbit]
extra == "fluentbit"
prometheus-client[gcp]
extra == "gcp"
prometheus-client[kubernetes]
extra == "kubernetes"
prometheus-client[lambda]
extra == "lambda"
prometheus-client[verda]
extra == "verda"
prometheus-client[otel]
extra == "otel"
prometheus-client[server]
extra == "server"
prometheus-client[oci]
extra == "oci"
protobuf>=6.33.5[kubernetes]
extra == "kubernetes"
protobuf>=6.33.5[all]
extra == "all"
protobuf>=6.33.5[aws]
extra == "aws"
protobuf>=6.33.5[azure]
extra == "azure"
protobuf>=6.33.5[crusoe]
extra == "crusoe"
protobuf>=6.33.5[datacrunch]
extra == "datacrunch"
protobuf>=6.33.5[fluentbit]
extra == "fluentbit"
protobuf>=6.33.5[gcp]
extra == "gcp"
protobuf>=6.33.5[lambda]
extra == "lambda"
protobuf>=6.33.5[nebius]
extra == "nebius"
protobuf>=6.33.5[oci]
extra == "oci"
protobuf>=6.33.5[otel]
extra == "otel"
protobuf>=6.33.5[server]
extra == "server"
protobuf>=6.33.5[verda]
extra == "verda"
pyopenssl>=23.2.0[all]
extra == "all"
pyopenssl>=23.2.0[oci]
extra == "oci"
python-dxf>=12.1.1[verda]
extra == "verda"
python-dxf>=12.1.1[lambda]
extra == "lambda"
python-dxf>=12.1.1[kubernetes]
extra == "kubernetes"
python-dxf>=12.1.1[gcp]
extra == "gcp"
python-dxf>=12.1.1[fluentbit]
extra == "fluentbit"
python-dxf>=12.1.1[datacrunch]
extra == "datacrunch"
python-dxf>=12.1.1[crusoe]
extra == "crusoe"
python-dxf>=12.1.1[azure]
extra == "azure"
python-dxf>=12.1.1[all]
extra == "all"
python-dxf>=12.1.1[aws]
extra == "aws"
python-dxf>=12.1.1[oci]
extra == "oci"
python-dxf>=12.1.1[otel]
extra == "otel"
python-dxf>=12.1.1[nebius]
extra == "nebius"
python-dxf>=12.1.1[server]
extra == "server"
python-json-logger>=3.1.0[fluentbit]
extra == "fluentbit"
python-json-logger>=3.1.0[all]
extra == "all"
python-json-logger>=3.1.0[aws]
extra == "aws"
python-json-logger>=3.1.0[azure]
extra == "azure"
python-json-logger>=3.1.0[crusoe]
extra == "crusoe"
python-json-logger>=3.1.0[datacrunch]
extra == "datacrunch"
python-json-logger>=3.1.0[gcp]
extra == "gcp"
python-json-logger>=3.1.0[kubernetes]
extra == "kubernetes"
python-json-logger>=3.1.0[lambda]
extra == "lambda"
python-json-logger>=3.1.0[nebius]
extra == "nebius"
python-json-logger>=3.1.0[oci]
extra == "oci"
python-json-logger>=3.1.0[otel]
extra == "otel"
python-json-logger>=3.1.0[server]
extra == "server"
python-json-logger>=3.1.0[verda]
extra == "verda"
sentry-sdk>=2.27.0[datacrunch]
extra == "datacrunch"
sentry-sdk>=2.27.0[fluentbit]
extra == "fluentbit"
sentry-sdk>=2.27.0[gcp]
extra == "gcp"
sentry-sdk>=2.27.0[kubernetes]
extra == "kubernetes"
sentry-sdk>=2.27.0[lambda]
extra == "lambda"
sentry-sdk>=2.27.0[nebius]
extra == "nebius"
sentry-sdk>=2.27.0[oci]
extra == "oci"
sentry-sdk>=2.27.0[otel]
extra == "otel"
sentry-sdk>=2.27.0[server]
extra == "server"
sentry-sdk>=2.27.0[verda]
extra == "verda"
sentry-sdk>=2.27.0[crusoe]
extra == "crusoe"
sentry-sdk>=2.27.0[azure]
extra == "azure"
sentry-sdk>=2.27.0[aws]
extra == "aws"
sentry-sdk>=2.27.0[all]
extra == "all"
smg-grpc-proto==0.4.9[aws]
extra == "aws"
smg-grpc-proto==0.4.9[all]
extra == "all"
smg-grpc-proto==0.4.9[azure]
extra == "azure"
smg-grpc-proto==0.4.9[crusoe]
extra == "crusoe"
smg-grpc-proto==0.4.9[datacrunch]
extra == "datacrunch"
smg-grpc-proto==0.4.9[fluentbit]
extra == "fluentbit"
smg-grpc-proto==0.4.9[gcp]
extra == "gcp"
smg-grpc-proto==0.4.9[kubernetes]
extra == "kubernetes"
smg-grpc-proto==0.4.9[lambda]
extra == "lambda"
smg-grpc-proto==0.4.9[nebius]
extra == "nebius"
smg-grpc-proto==0.4.9[oci]
extra == "oci"
smg-grpc-proto==0.4.9[otel]
extra == "otel"
smg-grpc-proto==0.4.9[server]
extra == "server"
smg-grpc-proto==0.4.9[verda]
extra == "verda"
sqlalchemy<2.1,>=2.0.0[lambda]
extra == "lambda"
sqlalchemy<2.1,>=2.0.0[datacrunch]
extra == "datacrunch"
sqlalchemy<2.1,>=2.0.0[oci]
extra == "oci"
sqlalchemy<2.1,>=2.0.0[otel]
extra == "otel"
sqlalchemy<2.1,>=2.0.0[server]
extra == "server"
sqlalchemy<2.1,>=2.0.0[verda]
extra == "verda"
sqlalchemy<2.1,>=2.0.0[crusoe]
extra == "crusoe"
sqlalchemy<2.1,>=2.0.0[azure]
extra == "azure"
sqlalchemy<2.1,>=2.0.0[aws]
extra == "aws"
sqlalchemy<2.1,>=2.0.0[all]
extra == "all"
sqlalchemy<2.1,>=2.0.0[fluentbit]
extra == "fluentbit"
sqlalchemy<2.1,>=2.0.0[gcp]
extra == "gcp"
sqlalchemy<2.1,>=2.0.0[kubernetes]
extra == "kubernetes"
sqlalchemy<2.1,>=2.0.0[nebius]
extra == "nebius"
sqlalchemy-utils>=0.40.0[verda]
extra == "verda"
sqlalchemy-utils>=0.40.0[fluentbit]
extra == "fluentbit"
sqlalchemy-utils>=0.40.0[gcp]
extra == "gcp"
sqlalchemy-utils>=0.40.0[kubernetes]
extra == "kubernetes"
sqlalchemy-utils>=0.40.0[lambda]
extra == "lambda"
sqlalchemy-utils>=0.40.0[nebius]
extra == "nebius"
sqlalchemy-utils>=0.40.0[all]
extra == "all"
sqlalchemy-utils>=0.40.0[aws]
extra == "aws"
sqlalchemy-utils>=0.40.0[azure]
extra == "azure"
sqlalchemy-utils>=0.40.0[crusoe]
extra == "crusoe"
sqlalchemy-utils>=0.40.0[datacrunch]
extra == "datacrunch"
sqlalchemy-utils>=0.40.0[oci]
extra == "oci"
sqlalchemy-utils>=0.40.0[otel]
extra == "otel"
sqlalchemy-utils>=0.40.0[server]
extra == "server"
starlette>=0.26.0[fluentbit]
extra == "fluentbit"
starlette>=0.26.0[all]
extra == "all"
starlette>=0.26.0[aws]
extra == "aws"
starlette>=0.26.0[azure]
extra == "azure"
starlette>=0.26.0[crusoe]
extra == "crusoe"
starlette>=0.26.0[datacrunch]
extra == "datacrunch"
starlette>=0.26.0[gateway]
extra == "gateway"
starlette>=0.26.0[gcp]
extra == "gcp"
starlette>=0.26.0[kubernetes]
extra == "kubernetes"
starlette>=0.26.0[lambda]
extra == "lambda"
starlette>=0.26.0[nebius]
extra == "nebius"
starlette>=0.26.0[oci]
extra == "oci"
starlette>=0.26.0[otel]
extra == "otel"
starlette>=0.26.0[server]
extra == "server"
starlette>=0.26.0[verda]
extra == "verda"
uvicorn[aws]
extra == "aws"
uvicorn[azure]
extra == "azure"
uvicorn[crusoe]
extra == "crusoe"
uvicorn[datacrunch]
extra == "datacrunch"
uvicorn[fluentbit]
extra == "fluentbit"
uvicorn[gateway]
extra == "gateway"
uvicorn[gcp]
extra == "gcp"
uvicorn[kubernetes]
extra == "kubernetes"
uvicorn[lambda]
extra == "lambda"
uvicorn[nebius]
extra == "nebius"
uvicorn[oci]
extra == "oci"
uvicorn[otel]
extra == "otel"
uvicorn[server]
extra == "server"
uvicorn[verda]
extra == "verda"
uvicorn[all]
extra == "all"
uvloop>=0.18.0[gateway]
(sys_platform != "win32" and platform_python_implementation != "PyPy") and extra == "gateway"
uvloop>=0.18.0[all]
(sys_platform != "win32" and platform_python_implementation != "PyPy") and extra == "all"
verda>=1.23.0[datacrunch]
extra == "datacrunch"
verda>=1.23.0[verda]
extra == "verda"
verda>=1.23.0[all]
extra == "all"
watchfiles[aws]
extra == "aws"
watchfiles[azure]
extra == "azure"
watchfiles[crusoe]
extra == "crusoe"
watchfiles[datacrunch]
extra == "datacrunch"
watchfiles[fluentbit]
extra == "fluentbit"
watchfiles[gcp]
extra == "gcp"
watchfiles[kubernetes]
extra == "kubernetes"
watchfiles[lambda]
extra == "lambda"
watchfiles[nebius]
extra == "nebius"
watchfiles[oci]
extra == "oci"
watchfiles[otel]
extra == "otel"
watchfiles[server]
extra == "server"
watchfiles[verda]
extra == "verda"
watchfiles[all]
extra == "all"

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paralleliq-dstack-plugin 86/mo

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Machine Learning Python Gpu Llms Cloud Orchestration Fine Tuning Training Kubernetes K8s Amd Docker Inference Nvidia Slurm Containers Agent Skills Agentic Orchestration

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