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modal endpoint

Create and manage LLM inference endpoints.

Modal Endpoints deploy production-ready LLM inference servers with minimal coding or configuration. Endpoints support pre-trained open models along with custom weights from a private Hugging Face repo or Modal Volume.

See https://modal.com/docs/guide/endpoints for more information.

Usage:

modal endpoint [OPTIONS] COMMAND [ARGS]...

Options:

  • --help: Show this message and exit.

Commands:

  • create: Deploy a new Endpoint.
  • info: Show details about an Endpoint, such as the model, URL, and status.
  • list: List Endpoints that are provisioning or running in an environment.
  • logs: Fetch or stream logs for a dedicated Endpoint.
  • stats: Show aggregate Server statistics for a dedicated Endpoint.
  • stop: Permanently stop an Endpoint and terminate any running containers.

Deploy a new Endpoint.

Examples:

Create an Endpoint from a base model:

modal endpoint create --model Qwen/Qwen3.6-27B-FP8

Create an Endpoint with an explicit name:

modal endpoint create --name qwen-chat --model Qwen/Qwen3.6-27B-FP8

Create an Endpoint with explicit routing and compute regions:

modal endpoint create --model Qwen/Qwen3.6-27B-FP8 \
  --routing-region us-east --compute-region us-west

Create an Endpoint from a private Hugging Face model:

modal endpoint create --name my-ft --model Qwen/Qwen3.6-27B-FP8 \
  --custom-hf-repo acme/qwen-ft --custom-hf-token $HF_TOKEN

Create an Endpoint from custom weights in a Modal Volume:

modal endpoint create --name my-ft --model Qwen/Qwen3.6-27B-FP8 \
  --custom-volume-name qwen-ft --custom-volume-path /models/qwen

Usage:

modal endpoint create [OPTIONS]

Options:

  • -e, --env TEXT: Environment to interact with. If unspecified, defers to MODAL_ENVIRONMENT, your active local profile, or your workspace default, in that order.
  • --name TEXT: Endpoint name. If not provided, a default will be derived from the model name.
  • --model TEXT: Hugging Face repo ID for the base model architecture (e.g., 'Qwen/Qwen3.6-27B-FP8'). [required]
  • --routing-region TEXT: Region to route inference requests through. Defaults to us-west.
  • --compute-region TEXT: Region to run Endpoint containers in. May be specified multiple times. This incurs a region selection price multiplier.
  • --colocate-compute: Run all containers within the routing region. This incurs a region selection price multiplier.
  • --unauthenticated: Allow unauthenticated HTTP requests to the endpoint.
  • --custom-hf-repo TEXT: Hugging Face repo ID for fine-tuned model weights.
  • --custom-hf-revision TEXT: Git revision for --custom-hf-repo.
  • --custom-hf-token TEXT: Hugging Face token for private --custom-hf-repo.
  • --custom-volume-name TEXT: Modal Volume name containing custom model weights.
  • --custom-volume-path TEXT: Path within Volume containing model weights.
  • --help: Show this message and exit.

Show details about an Endpoint, such as the model, URL, and status.

Examples:

Get information about an Endpoint by name:

modal endpoint info qwen-chat

Get information about an Endpoint by ID:

modal endpoint info ep-123456

Output the information as JSON:

modal endpoint info qwen-chat --json

Disable color output:

modal endpoint info qwen-chat --no-color

Usage:

modal endpoint info [OPTIONS] ENDPOINT_IDENTIFIER

Options:

  • -e, --env TEXT: Environment to interact with. If unspecified, defers to MODAL_ENVIRONMENT, your active local profile, or your workspace default, in that order.
  • --json
  • --no-color: Disable colors in the output.
  • --help: Show this message and exit.

List Endpoints that are provisioning or running in an environment.

Usage:

modal endpoint list [OPTIONS]

Options:

  • --json
  • -e, --env TEXT: Environment to interact with. If unspecified, defers to MODAL_ENVIRONMENT, your active local profile, or your workspace default, in that order.
  • --help: Show this message and exit.

Fetch or stream logs for a dedicated Endpoint.

By default, this command fetches the last 100 log entries and exits. Use -f to live-stream logs from a running Endpoint instead. Fetch and follow are mutually exclusive.

Examples:

Get recent logs by Endpoint name:

modal endpoint logs qwen-chat

Get recent logs by Endpoint ID:

modal endpoint logs ep-123456

Follow logs from a running Endpoint:

modal endpoint logs qwen-chat -f

Fetch the last 1000 entries:

modal endpoint logs qwen-chat --tail 1000

Fetch logs from the last two hours:

modal endpoint logs qwen-chat --since 2h

Fetch logs in a specific time range:

modal endpoint logs qwen-chat --since 2026-09-01T05:00:00 --until 2026-09-01T08:00:00

Filter logs and include timestamps:

modal endpoint logs qwen-chat --source stderr --search timeout --timestamps

Usage:

modal endpoint logs [OPTIONS] ENDPOINT_IDENTIFIER

Options:

  • -f, --follow: Stream log output until interrupted
  • --since TEXT: Start of time range. Accepts ISO 8601 datetime or relative time, e.g. '1d', '2h', or '30m'.
  • --until TEXT: End of time range; accepts the same argument types as --since
  • -n, --tail INTEGER: Show only the last N log entries
  • --search TEXT: Filter by search text
  • --container TEXT: Filter by Container ID (ta-*)
  • -s, --source TEXT: Filter by source: 'stdout', 'stderr', or 'system'
  • --timestamps: Prefix each line with its timestamp
  • --show-server-id: Prefix each line with its Server ID
  • --show-container-id: Prefix each line with its Container ID
  • -e, --env TEXT: Environment to interact with. If unspecified, defers to MODAL_ENVIRONMENT, your active local profile, or your workspace default, in that order.
  • --help: Show this message and exit.

Show aggregate Server statistics for a dedicated Endpoint.

The default time range is the most recent hour. Metrics are provided on a best-effort basis and may be delayed or incomplete.

Examples:

Show stats for the last hour by Endpoint name:

modal endpoint stats qwen-chat

Show stats by Endpoint ID:

modal endpoint stats ep-123456

Show stats for a relative time range:

modal endpoint stats qwen-chat --since 5h --until 2h

Show stats for the hour ending two hours ago:

modal endpoint stats qwen-chat --until 2h

Show stats for an explicit time range as JSON:

modal endpoint stats qwen-chat \
    --since 2026-09-01T05:00:00Z \
    --until 2026-09-01T08:00:00Z \
    --json

Show stats for a specific container:

modal endpoint stats qwen-chat --container-id ta-12345

Usage:

modal endpoint stats [OPTIONS] ENDPOINT_IDENTIFIER

Options:

  • --since TEXT: Start of time range. Treated as local time if a timezone is not supplied. Accepts an ISO 8601 datetime or relative time such as '2h' or '30m'.
  • --until TEXT: End of time range. Treated as local time if a timezone is not supplied.
  • --container-id CONTAINER_ID: Compute the stats only for this container.
  • --no-color: Disable colors in the output.
  • --json: Output stats as JSON.
  • -e, --env TEXT: Environment to interact with. If unspecified, defers to MODAL_ENVIRONMENT, your active local profile, or your workspace default, in that order.
  • --help: Show this message and exit.

Permanently stop an Endpoint and terminate any running containers.

Usage:

modal endpoint stop [OPTIONS] ENDPOINT_IDENTIFIER

Options:

  • -y, --yes: Run without pausing for confirmation.
  • -e, --env TEXT: Environment to interact with. If unspecified, defers to MODAL_ENVIRONMENT, your active local profile, or your workspace default, in that order.
  • --help: Show this message and exit.