| Name | inferless-cli JSON |
| Version |
2.0.6
JSON |
| download |
| home_page | None |
| Summary | Inferless - Deploy Machine Learning Models in Minutes. |
| upload_time | 2025-01-18 04:12:12 |
| maintainer | None |
| docs_url | None |
| author | Naveen |
| requires_python | <4.0,>=3.9 |
| license | None |
| keywords |
|
| VCS |
|
| bugtrack_url |
|
| requirements |
No requirements were recorded.
|
| Travis-CI |
No Travis.
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| coveralls test coverage |
No coveralls.
|
# `inferless`
Inferless - Deploy Machine Learning Models in Minutes.
See the website at https://inferless.com/ for documentation and more information
about running code on Inferless.
**Usage**:
```console
$ inferless [OPTIONS] COMMAND [ARGS]...
```
**Options**:
* `-v, --version`
* `--install-completion`: Install completion for the current shell.
* `--show-completion`: Show completion for the current shell, to copy it or customize the installation.
* `--help`: Show this message and exit.
**Commands**:
* `deploy`: Deploy a model to Inferless
* `export`: Export the runtime configuration of...
* `init`: Initialize a new Inferless model
* `integration`: Manage Inferless integrations
* `log`: Inferless models logs (view build logs or...
* `login`: Login to Inferless
* `mode`: Change mode
* `model`: Manage Inferless models (list , delete ,...
* `region`: Manage Inferless regions
* `remote-run`: Remotely run code on inferless
* `run`: Run a model locally
* `runtime`: Manage Inferless runtimes (can be used to...
* `scaffold`: Scaffold a demo Inferless project
* `secret`: Manage Inferless secrets (list secrets)
* `token`: Manage Inferless tokens
* `volume`: Manage Inferless volumes (can be used to...
* `workspace`: Manage Inferless workspaces (can be used...
## `inferless deploy`
Deploy a model to Inferless
**Usage**:
```console
$ inferless deploy [OPTIONS]
```
**Options**:
* `--gpu TEXT`: Denotes the machine type (A10/A100/T4). [required]
* `--region TEXT`: Inferless region. Defaults to Inferless default region.
* `--beta`: Deploys the model with v2 endpoints.
* `--fractional`: Use fractional machine type (default: dedicated).
* `--runtime TEXT`: Runtime name or file location. if not provided default Inferless runtime will be used.
* `--volume TEXT`: Volume name.
* `--volume-mount-path TEXT`: Custom volume mount path.
* `--env TEXT`: Key-value pairs for model environment variables.
* `--inference-timeout INTEGER`: Inference timeout in seconds. [default: 180]
* `--scale-down-timeout INTEGER`: Scale down timeout in seconds. [default: 600]
* `--container-concurrency INTEGER`: Container concurrency level. [default: 1]
* `--secret TEXT`: Secret names to attach to the deployment.
* `--runtimeversion TEXT`: Runtime version (default: latest version of runtime).
* `--max-replica INTEGER`: Maximum number of replicas. [default: 1]
* `--min-replica INTEGER`: Minimum number of replicas. [default: 0]
* `-c, --config TEXT`: Inferless config file path to override from inferless.yaml [default: inferless.yaml]
* `--help`: Show this message and exit.
## `inferless export`
Export the runtime configuration of another provider to Inferless runtime config
**Usage**:
```console
$ inferless export [OPTIONS]
```
**Options**:
* `-r, --runtime TEXT`: The runtime configuration file of another provider [default: cog.yaml]
* `-d, --destination TEXT`: The destination file for the Inferless runtime configuration [default: inferless-runtime-config.yaml]
* `-f, --from TEXT`: The provider from which to export the runtime configuration [default: replicate]
* `--help`: Show this message and exit.
## `inferless init`
Initialize a new Inferless model
**Usage**:
```console
$ inferless init [OPTIONS] COMMAND [ARGS]...
```
**Options**:
* `-n, --name TEXT`: Denotes the name of the model.
* `-s, --source TEXT`: Not needed if local, else provide Github/Gitlab. [default: local]
* `-u, --url TEXT`: Denotes the URL of the repo. required if source is not local.
* `-b, --branch TEXT`: Denotes the branch where the model is located. required if source is not local.
* `-a, --autobuild`: Enable autobuild for the model. will be False for local source.
* `--help`: Show this message and exit.
**Commands**:
* `docker`: Initialize with Docker.
* `file`: Import a PyTorch, ONNX, or TensorFlow file...
* `hf`: Load a model from Hugging Face.
* `pythonic`: (Default) Deploy a Python workflow.
### `inferless init docker`
Initialize with Docker.
**Usage**:
```console
$ inferless init docker [OPTIONS]
```
**Options**:
* `-n, --name TEXT`: Denotes the name of the model. [required]
* `-t, --type TEXT`: Type for import: dockerimage/dockerfile. [required]
* `-p, --provider TEXT`: Provider for the model dockerimage = (dockerhub/ecr) dockerfile = (github/gitlab). [required]
* `-u, --url TEXT`: Docker image URL or GitHub/GitLab URL. [required]
* `-b, --branch TEXT`: Branch for Dockerfile import (GitHub/GitLab). required if type is dockerfile.
* `-d, --dockerfilepath TEXT`: Path to the Dockerfile. required if type is dockerfile.
* `-h, --healthapi TEXT`: Health check API endpoint. [required]
* `-i, --inferapi TEXT`: Inference API endpoint. [required]
* `-s, --serverport INTEGER`: Server port. [required]
* `-a, --autobuild`: Enable autobuild for the model.
* `--help`: Show this message and exit.
### `inferless init file`
Import a PyTorch, ONNX, or TensorFlow file for inference with Triton server.
The folder structure for the zip file should be as follows:
┌───────────────────────────────────────────────┐
│ . │
│ ├── config.pbtxt (optional) │
│ ├── input.json │
│ ├── output.json │
│ ├── 1/ │
│ │ ├── model.xxx (pt/onnx/savedmodel) │
└───────────────────────────────────────────────┘
**Usage**:
```console
$ inferless init file [OPTIONS]
```
**Options**:
* `-n, --name TEXT`: Denotes the name of the model. [required]
* `-f, --framework TEXT`: Framework of the model. [pytorch, onnx, tensorflow] [default: pytorch]
* `-p, --provider TEXT`: Provider for the model (local/gcs/s3). [default: local]
* `--url TEXT`: Provider URL. required if provider is not local.
* `--help`: Show this message and exit.
### `inferless init hf`
Load a model from Hugging Face.
We will create new files called app.py, inferless_runtime_config.yaml and input_schema.py at your current directory.
Transformers options: audio-classification, automatic-speech-recognition, conversational, depth-estimation, document-question-answering, feature-extraction, fill-mask, image-classification, image-segmentation, image-to-text, object-detection, question-answering, summarization, table-question-answering, text-classification, text-generation, text2text-generation, token-classification, translation, video-classification, visual-question-answering, zero-shot-classification, zero-shot-image-classification, zero-shot-object-detection
Diffusers options: Depth-to-Image, Image-Variation, Image-to-Image, Inpaint, InstructPix2Pix,Stable-Diffusion-Latent-Upscaler
**Usage**:
```console
$ inferless init hf [OPTIONS]
```
**Options**:
* `-n, --name TEXT`: Denotes the name of the model. [required]
* `-m, --hfmodelname TEXT`: Name of the Hugging Face repo. [required]
* `-t, --modeltype TEXT`: Type of the model (transformer/diffuser). [required]
* `-k, --tasktype TEXT`: Task type of the model (text-generation). [required]
* `--help`: Show this message and exit.
### `inferless init pythonic`
(Default) Deploy a Python workflow.
**Usage**:
```console
$ inferless init pythonic [OPTIONS]
```
**Options**:
* `-n, --name TEXT`: Denotes the name of the model. [required]
* `-s, --source TEXT`: Not needed if local, else provide Github/Gitlab. [default: local]
* `-u, --url TEXT`: Denotes the URL of the repo. required if source is not local.
* `-b, --branch TEXT`: Denotes the branch where the model is located. required if source is not local.
* `-a, --autobuild`: Enable autobuild for the model. will be False for local source.
* `--help`: Show this message and exit.
## `inferless integration`
Manage Inferless integrations
**Usage**:
```console
$ inferless integration [OPTIONS] COMMAND [ARGS]...
```
**Options**:
* `--help`: Show this message and exit.
**Commands**:
* `add`: Add an integration to your workspace
* `list`: List all integrations
### `inferless integration add`
Add an integration to your workspace
**Usage**:
```console
$ inferless integration add [OPTIONS] COMMAND [ARGS]...
```
**Options**:
* `--help`: Show this message and exit.
**Commands**:
* `DOCKERHUB`: Add Dockerhub integration to your workspace
* `ECR`: Add ECR integration to your workspace
* `GCS`: Add Google cloud storage integration to...
* `HF`: Add Huggingface integration to your workspace
* `S3`: Add S3/ECR Integration to your workspace
#### `inferless integration add DOCKERHUB`
Add Dockerhub integration to your workspace
**Usage**:
```console
$ inferless integration add DOCKERHUB [OPTIONS]
```
**Options**:
* `-n, --name TEXT`: Integration name [required]
* `--username TEXT`: Username for dockerhub integration [required]
* `--access-token TEXT`: Access token for dockerhub integration [required]
* `--help`: Show this message and exit.
#### `inferless integration add ECR`
Add ECR integration to your workspace
**Usage**:
```console
$ inferless integration add ECR [OPTIONS]
```
**Options**:
* `-n, --name TEXT`: Integration name [required]
* `--access-key TEXT`: Access key for aws integration. [required]
* `--secret-key TEXT`: Access key for aws integration. [required]
* `--help`: Show this message and exit.
#### `inferless integration add GCS`
Add Google cloud storage integration to your workspace
**Usage**:
```console
$ inferless integration add GCS [OPTIONS]
```
**Options**:
* `-n, --name TEXT`: Integration name [required]
* `--gcp-json-path TEXT`: Path to the GCP JSON key file [required]
* `--help`: Show this message and exit.
#### `inferless integration add HF`
Add Huggingface integration to your workspace
**Usage**:
```console
$ inferless integration add HF [OPTIONS]
```
**Options**:
* `-n, --name TEXT`: Integration name [required]
* `--api-key TEXT`: API key for huggingface integration [required]
* `--help`: Show this message and exit.
#### `inferless integration add S3`
Add S3/ECR Integration to your workspace
**Usage**:
```console
$ inferless integration add S3 [OPTIONS]
```
**Options**:
* `-n, --name TEXT`: Integration name [required]
* `--access-key TEXT`: Access key for aws integration. [required]
* `--secret-key TEXT`: Access key for aws integration. [required]
* `--help`: Show this message and exit.
### `inferless integration list`
List all integrations
**Usage**:
```console
$ inferless integration list [OPTIONS]
```
**Options**:
* `--help`: Show this message and exit.
## `inferless log`
Inferless models logs (view build logs or call logs)
**Usage**:
```console
$ inferless log [OPTIONS] [MODEL_ID]
```
**Arguments**:
* `[MODEL_ID]`: Model id or model import id
**Options**:
* `-i, --import-logs`: Import logs
* `-t, --type TEXT`: Logs type [BUILD, CALL]] [default: BUILD]
* `--help`: Show this message and exit.
## `inferless login`
Login to Inferless
**Usage**:
```console
$ inferless login [OPTIONS]
```
**Options**:
* `--help`: Show this message and exit.
## `inferless mode`
Change mode
**Usage**:
```console
$ inferless mode [OPTIONS] MODE
```
**Arguments**:
* `MODE`: The mode to run the application in, either 'DEV' or 'PROD'. [required]
**Options**:
* `--help`: Show this message and exit.
## `inferless model`
Manage Inferless models (list , delete , activate , deactivate , rebuild the models)
**Usage**:
```console
$ inferless model [OPTIONS] COMMAND [ARGS]...
```
**Options**:
* `--help`: Show this message and exit.
**Commands**:
* `activate`: activate a model.
* `deactivate`: deactivate a model.
* `delete`: delete a model.
* `info`: Get model details.
* `list`: List all models.
* `patch`: patch model configuration.
* `rebuild`: rebuild a model.
### `inferless model activate`
activate a model.
**Usage**:
```console
$ inferless model activate [OPTIONS]
```
**Options**:
* `--model-id TEXT`: Model ID
* `--help`: Show this message and exit.
### `inferless model deactivate`
deactivate a model.
**Usage**:
```console
$ inferless model deactivate [OPTIONS]
```
**Options**:
* `--model-id TEXT`: Model ID
* `--help`: Show this message and exit.
### `inferless model delete`
delete a model.
**Usage**:
```console
$ inferless model delete [OPTIONS]
```
**Options**:
* `--model-id TEXT`: Model ID
* `--help`: Show this message and exit.
### `inferless model info`
Get model details.
**Usage**:
```console
$ inferless model info [OPTIONS]
```
**Options**:
* `--model-id TEXT`: Model ID
* `--help`: Show this message and exit.
### `inferless model list`
List all models.
**Usage**:
```console
$ inferless model list [OPTIONS]
```
**Options**:
* `--help`: Show this message and exit.
### `inferless model patch`
patch model configuration.
**Usage**:
```console
$ inferless model patch [OPTIONS]
```
**Options**:
* `--model-id TEXT`: Model ID
* `--gpu TEXT`: Denotes the machine type (A10/A100/T4).
* `--fractional`: Use fractional machine type (default: dedicated).
* `--volume TEXT`: Volume name.
* `--mount-path TEXT`: Volume Mount path for the volume.
* `--env TEXT`: Key-value pairs for model environment variables.
* `--inference-timeout INTEGER`: Inference timeout in seconds.
* `--scale-down-timeout INTEGER`: Scale down timeout in seconds.
* `--container-concurrency INTEGER`: Container concurrency level.
* `--secret TEXT`: Secret names to attach to the deployment.
* `--runtimeversion TEXT`: Runtime version (default: latest).
* `--max-replica INTEGER`: Maximum number of replicas.
* `--min-replica INTEGER`: Minimum number of replicas.
* `--help`: Show this message and exit.
### `inferless model rebuild`
rebuild a model. (If you have a inferless.yaml file in your current directory, you can use the --local or -l flag to redeploy the model locally.)
**Usage**:
```console
$ inferless model rebuild [OPTIONS]
```
**Options**:
* `--model-id TEXT`: Model ID [required]
* `-l, --local`: Local rebuild
* `-r, --runtime-path TEXT`: runtime file path.
* `-rv, --runtime-version TEXT`: runtime version.
* `--help`: Show this message and exit.
## `inferless region`
Manage Inferless regions
**Usage**:
```console
$ inferless region [OPTIONS] COMMAND [ARGS]...
```
**Options**:
* `--help`: Show this message and exit.
**Commands**:
* `list`: List available regions
### `inferless region list`
List available regions
**Usage**:
```console
$ inferless region list [OPTIONS]
```
**Options**:
* `--help`: Show this message and exit.
## `inferless remote-run`
Remotely run code on inferless
**Usage**:
```console
$ inferless remote-run [OPTIONS] [FILE_PATH]
```
**Arguments**:
* `[FILE_PATH]`: The path to the file to run on Inferless
**Options**:
* `-c, --config TEXT`: The path to the Inferless config file
* `-e, --exclude TEXT`: The path to the file to exclude from the run, use .gitignore format. If not provided, .gitignore will be used if present in the directory.
* `--help`: Show this message and exit.
## `inferless run`
Run a model locally
**Usage**:
```console
$ inferless run [OPTIONS]
```
**Options**:
* `-r, --runtime TEXT`: custom runtime name or file location. if not provided default Inferless runtime will be used.
* `-t, --type TEXT`: Type of runtime to run [inferless, replicate]
* `-n, --name TEXT`: Name of the model to deploy on inferless [default: inferless-model]
* `-f, --env-file TEXT`: Path to an env file containing environment variables (one per line in KEY=VALUE format)
* `-e, --env TEXT`: Environment variables to set for the runtime (e.g. 'KEY=VALUE'). If the env variable contains special chars please escape them.
* `-u, --docker-base-url TEXT`: Docker base url. Defaults to system default, feteched from env
* `--volume TEXT`: Volume name.
* `-f, --framework TEXT`: Framework type. (PYTORCH, ONNX, TENSORFLOW) [default: PYTORCH]
* `-i, --input-schema TEXT`: Input schema path. (Default: input_schema.json) [default: input_schema.py]
* `-i, --input TEXT`: Input json path
* `-o, --output TEXT`: Output json path
* `--runtimeversion TEXT`: Runtime version (default: latest).
* `--help`: Show this message and exit.
## `inferless runtime`
Manage Inferless runtimes (can be used to list runtimes and upload new runtimes)
**Usage**:
```console
$ inferless runtime [OPTIONS] COMMAND [ARGS]...
```
**Options**:
* `--help`: Show this message and exit.
**Commands**:
* `create`: Create a runtime.
* `generate`: use to generate a new runtime from your...
* `list`: List all runtimes.
* `patch`: Update the runtime with the config file.
* `version-list`: use to list the runtime versions
### `inferless runtime create`
Create a runtime.
**Usage**:
```console
$ inferless runtime create [OPTIONS]
```
**Options**:
* `-p, --path TEXT`: Path to the runtime
* `-n, --name TEXT`: Name of the runtime
* `--help`: Show this message and exit.
### `inferless runtime generate`
use to generate a new runtime from your local environment
**Usage**:
```console
$ inferless runtime generate [OPTIONS]
```
**Options**:
* `--help`: Show this message and exit.
### `inferless runtime list`
List all runtimes.
**Usage**:
```console
$ inferless runtime list [OPTIONS]
```
**Options**:
* `--help`: Show this message and exit.
### `inferless runtime patch`
Update the runtime with the config file.
**Usage**:
```console
$ inferless runtime patch [OPTIONS]
```
**Options**:
* `-p, --path TEXT`: Path to the runtime
* `-i, --name TEXT`: ID of the runtime
* `--help`: Show this message and exit.
### `inferless runtime version-list`
use to list the runtime versions
**Usage**:
```console
$ inferless runtime version-list [OPTIONS]
```
**Options**:
* `-n, --name TEXT`: runtime name
* `--help`: Show this message and exit.
## `inferless scaffold`
Scaffold a demo Inferless project
**Usage**:
```console
$ inferless scaffold [OPTIONS]
```
**Options**:
* `-d, --demo`: Demo name [required]
* `--help`: Show this message and exit.
## `inferless secret`
Manage Inferless secrets (list secrets)
**Usage**:
```console
$ inferless secret [OPTIONS] COMMAND [ARGS]...
```
**Options**:
* `--help`: Show this message and exit.
**Commands**:
* `list`: List all secrets.
### `inferless secret list`
List all secrets.
**Usage**:
```console
$ inferless secret list [OPTIONS]
```
**Options**:
* `--help`: Show this message and exit.
## `inferless token`
Manage Inferless tokens
**Usage**:
```console
$ inferless token [OPTIONS] COMMAND [ARGS]...
```
**Options**:
* `--help`: Show this message and exit.
**Commands**:
* `set`: Set account credentials for connecting to...
### `inferless token set`
Set account credentials for connecting to Inferless. If not provided with the command, you will be prompted to enter your credentials.
**Usage**:
```console
$ inferless token set [OPTIONS]
```
**Options**:
* `--token-key TEXT`: Account CLI key [required]
* `--token-secret TEXT`: Account CLI secret [required]
* `--help`: Show this message and exit.
## `inferless volume`
Manage Inferless volumes (can be used to list volumes and create new volumes)
**Usage**:
```console
$ inferless volume [OPTIONS] COMMAND [ARGS]...
```
**Options**:
* `--help`: Show this message and exit.
**Commands**:
* `cp`: Add a file or directory to a volume.
* `create`: Create a new volume
* `list`: List all existing volumes
* `ls`: List files and directories within a volume
* `rm`: Specify the Inferless path to the file or...
### `inferless volume cp`
Add a file or directory to a volume.
**Usage**:
```console
$ inferless volume cp [OPTIONS]
```
**Options**:
* `-s, --source TEXT`: Specify the source path (either a local directory/file path or an Inferless path)
* `-d, --destination TEXT`: Specify the destination path (either a local directory/file path or an Inferless path)
* `-r, --recursive`: Recursively copy the contents of a directory to the destination.
* `--help`: Show this message and exit.
### `inferless volume create`
Create a new volume
**Usage**:
```console
$ inferless volume create [OPTIONS]
```
**Options**:
* `-n, --name TEXT`: Assign a name to the new volume.
* `--help`: Show this message and exit.
### `inferless volume list`
List all existing volumes
**Usage**:
```console
$ inferless volume list [OPTIONS]
```
**Options**:
* `--help`: Show this message and exit.
### `inferless volume ls`
List files and directories within a volume
**Usage**:
```console
$ inferless volume ls [OPTIONS] PATH
```
**Arguments**:
* `PATH`: Specify the infer path to the directory [required]
**Options**:
* `-d, --directory`: List only directories.
* `-f, --files`: List only files.
* `-r, --recursive`: Recursively list contents of directories.
* `--help`: Show this message and exit.
### `inferless volume rm`
Specify the Inferless path to the file or directory you want to delete.
**Usage**:
```console
$ inferless volume rm [OPTIONS]
```
**Options**:
* `-p, --path TEXT`: Infer Path to the file/dir your want to delete
* `--help`: Show this message and exit.
## `inferless workspace`
Manage Inferless workspaces (can be used to switch between workspaces)
**Usage**:
```console
$ inferless workspace [OPTIONS] COMMAND [ARGS]...
```
**Options**:
* `--help`: Show this message and exit.
**Commands**:
* `use`
### `inferless workspace use`
**Usage**:
```console
$ inferless workspace use [OPTIONS]
```
**Options**:
* `--help`: Show this message and exit.
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"description": "# `inferless`\n\nInferless - Deploy Machine Learning Models in Minutes.\n\nSee the website at https://inferless.com/ for documentation and more information\nabout running code on Inferless.\n\n**Usage**:\n\n```console\n$ inferless [OPTIONS] COMMAND [ARGS]...\n```\n\n**Options**:\n\n* `-v, --version`\n* `--install-completion`: Install completion for the current shell.\n* `--show-completion`: Show completion for the current shell, to copy it or customize the installation.\n* `--help`: Show this message and exit.\n\n**Commands**:\n\n* `deploy`: Deploy a model to Inferless\n* `export`: Export the runtime configuration of...\n* `init`: Initialize a new Inferless model\n* `integration`: Manage Inferless integrations\n* `log`: Inferless models logs (view build logs or...\n* `login`: Login to Inferless\n* `mode`: Change mode\n* `model`: Manage Inferless models (list , delete ,...\n* `region`: Manage Inferless regions\n* `remote-run`: Remotely run code on inferless\n* `run`: Run a model locally\n* `runtime`: Manage Inferless runtimes (can be used to...\n* `scaffold`: Scaffold a demo Inferless project\n* `secret`: Manage Inferless secrets (list secrets)\n* `token`: Manage Inferless tokens\n* `volume`: Manage Inferless volumes (can be used to...\n* `workspace`: Manage Inferless workspaces (can be used...\n\n## `inferless deploy`\n\nDeploy a model to Inferless\n\n**Usage**:\n\n```console\n$ inferless deploy [OPTIONS]\n```\n\n**Options**:\n\n* `--gpu TEXT`: Denotes the machine type (A10/A100/T4). [required]\n* `--region TEXT`: Inferless region. Defaults to Inferless default region.\n* `--beta`: Deploys the model with v2 endpoints.\n* `--fractional`: Use fractional machine type (default: dedicated).\n* `--runtime TEXT`: Runtime name or file location. if not provided default Inferless runtime will be used.\n* `--volume TEXT`: Volume name.\n* `--volume-mount-path TEXT`: Custom volume mount path.\n* `--env TEXT`: Key-value pairs for model environment variables.\n* `--inference-timeout INTEGER`: Inference timeout in seconds. [default: 180]\n* `--scale-down-timeout INTEGER`: Scale down timeout in seconds. [default: 600]\n* `--container-concurrency INTEGER`: Container concurrency level. [default: 1]\n* `--secret TEXT`: Secret names to attach to the deployment.\n* `--runtimeversion TEXT`: Runtime version (default: latest version of runtime).\n* `--max-replica INTEGER`: Maximum number of replicas. [default: 1]\n* `--min-replica INTEGER`: Minimum number of replicas. [default: 0]\n* `-c, --config TEXT`: Inferless config file path to override from inferless.yaml [default: inferless.yaml]\n* `--help`: Show this message and exit.\n\n## `inferless export`\n\nExport the runtime configuration of another provider to Inferless runtime config\n\n**Usage**:\n\n```console\n$ inferless export [OPTIONS]\n```\n\n**Options**:\n\n* `-r, --runtime TEXT`: The runtime configuration file of another provider [default: cog.yaml]\n* `-d, --destination TEXT`: The destination file for the Inferless runtime configuration [default: inferless-runtime-config.yaml]\n* `-f, --from TEXT`: The provider from which to export the runtime configuration [default: replicate]\n* `--help`: Show this message and exit.\n\n## `inferless init`\n\nInitialize a new Inferless model\n\n**Usage**:\n\n```console\n$ inferless init [OPTIONS] COMMAND [ARGS]...\n```\n\n**Options**:\n\n* `-n, --name TEXT`: Denotes the name of the model.\n* `-s, --source TEXT`: Not needed if local, else provide Github/Gitlab. [default: local]\n* `-u, --url TEXT`: Denotes the URL of the repo. required if source is not local.\n* `-b, --branch TEXT`: Denotes the branch where the model is located. required if source is not local.\n* `-a, --autobuild`: Enable autobuild for the model. will be False for local source.\n* `--help`: Show this message and exit.\n\n**Commands**:\n\n* `docker`: Initialize with Docker.\n* `file`: Import a PyTorch, ONNX, or TensorFlow file...\n* `hf`: Load a model from Hugging Face.\n* `pythonic`: (Default) Deploy a Python workflow.\n\n### `inferless init docker`\n\nInitialize with Docker.\n\n**Usage**:\n\n```console\n$ inferless init docker [OPTIONS]\n```\n\n**Options**:\n\n* `-n, --name TEXT`: Denotes the name of the model. [required]\n* `-t, --type TEXT`: Type for import: dockerimage/dockerfile. [required]\n* `-p, --provider TEXT`: Provider for the model dockerimage = (dockerhub/ecr) dockerfile = (github/gitlab). [required]\n* `-u, --url TEXT`: Docker image URL or GitHub/GitLab URL. [required]\n* `-b, --branch TEXT`: Branch for Dockerfile import (GitHub/GitLab). required if type is dockerfile.\n* `-d, --dockerfilepath TEXT`: Path to the Dockerfile. required if type is dockerfile.\n* `-h, --healthapi TEXT`: Health check API endpoint. [required]\n* `-i, --inferapi TEXT`: Inference API endpoint. [required]\n* `-s, --serverport INTEGER`: Server port. [required]\n* `-a, --autobuild`: Enable autobuild for the model.\n* `--help`: Show this message and exit.\n\n### `inferless init file`\n\n \nImport a PyTorch, ONNX, or TensorFlow file for inference with Triton server.\n\n\n \n\nThe folder structure for the zip file should be as follows:\n\n\n\n\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\n\n\n\u2502 . \u2502\n\n\n\n\u2502 \u251c\u2500\u2500 config.pbtxt (optional) \u2502\n\n\n\n\u2502 \u251c\u2500\u2500 input.json \u2502\n\n\n\n\u2502 \u251c\u2500\u2500 output.json \u2502\n\n\n\n\u2502 \u251c\u2500\u2500 1/ \u2502\n\n\n\n\u2502 \u2502 \u251c\u2500\u2500 model.xxx (pt/onnx/savedmodel) \u2502\n\n\n\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n\n\n\n \n\n**Usage**:\n\n```console\n$ inferless init file [OPTIONS]\n```\n\n**Options**:\n\n* `-n, --name TEXT`: Denotes the name of the model. [required]\n* `-f, --framework TEXT`: Framework of the model. [pytorch, onnx, tensorflow] [default: pytorch]\n* `-p, --provider TEXT`: Provider for the model (local/gcs/s3). [default: local]\n* `--url TEXT`: Provider URL. required if provider is not local.\n* `--help`: Show this message and exit.\n\n### `inferless init hf`\n\n Load a model from Hugging Face. \n\n \n\n We will create new files called app.py, inferless_runtime_config.yaml and input_schema.py at your current directory.\n\n \n\nTransformers options: audio-classification, automatic-speech-recognition, conversational, depth-estimation, document-question-answering, feature-extraction, fill-mask, image-classification, image-segmentation, image-to-text, object-detection, question-answering, summarization, table-question-answering, text-classification, text-generation, text2text-generation, token-classification, translation, video-classification, visual-question-answering, zero-shot-classification, zero-shot-image-classification, zero-shot-object-detection\n \n\n \n\nDiffusers options: Depth-to-Image, Image-Variation, Image-to-Image, Inpaint, InstructPix2Pix,Stable-Diffusion-Latent-Upscaler\n\n \n\n**Usage**:\n\n```console\n$ inferless init hf [OPTIONS]\n```\n\n**Options**:\n\n* `-n, --name TEXT`: Denotes the name of the model. [required]\n* `-m, --hfmodelname TEXT`: Name of the Hugging Face repo. [required]\n* `-t, --modeltype TEXT`: Type of the model (transformer/diffuser). [required]\n* `-k, --tasktype TEXT`: Task type of the model (text-generation). [required]\n* `--help`: Show this message and exit.\n\n### `inferless init pythonic`\n\n(Default) Deploy a Python workflow.\n\n**Usage**:\n\n```console\n$ inferless init pythonic [OPTIONS]\n```\n\n**Options**:\n\n* `-n, --name TEXT`: Denotes the name of the model. [required]\n* `-s, --source TEXT`: Not needed if local, else provide Github/Gitlab. [default: local]\n* `-u, --url TEXT`: Denotes the URL of the repo. required if source is not local.\n* `-b, --branch TEXT`: Denotes the branch where the model is located. required if source is not local.\n* `-a, --autobuild`: Enable autobuild for the model. will be False for local source.\n* `--help`: Show this message and exit.\n\n## `inferless integration`\n\nManage Inferless integrations\n\n**Usage**:\n\n```console\n$ inferless integration [OPTIONS] COMMAND [ARGS]...\n```\n\n**Options**:\n\n* `--help`: Show this message and exit.\n\n**Commands**:\n\n* `add`: Add an integration to your workspace\n* `list`: List all integrations\n\n### `inferless integration add`\n\nAdd an integration to your workspace\n\n**Usage**:\n\n```console\n$ inferless integration add [OPTIONS] COMMAND [ARGS]...\n```\n\n**Options**:\n\n* `--help`: Show this message and exit.\n\n**Commands**:\n\n* `DOCKERHUB`: Add Dockerhub integration to your workspace\n* `ECR`: Add ECR integration to your workspace\n* `GCS`: Add Google cloud storage integration to...\n* `HF`: Add Huggingface integration to your workspace\n* `S3`: Add S3/ECR Integration to your workspace\n\n#### `inferless integration add DOCKERHUB`\n\nAdd Dockerhub integration to your workspace\n\n**Usage**:\n\n```console\n$ inferless integration add DOCKERHUB [OPTIONS]\n```\n\n**Options**:\n\n* `-n, --name TEXT`: Integration name [required]\n* `--username TEXT`: Username for dockerhub integration [required]\n* `--access-token TEXT`: Access token for dockerhub integration [required]\n* `--help`: Show this message and exit.\n\n#### `inferless integration add ECR`\n\nAdd ECR integration to your workspace\n\n**Usage**:\n\n```console\n$ inferless integration add ECR [OPTIONS]\n```\n\n**Options**:\n\n* `-n, --name TEXT`: Integration name [required]\n* `--access-key TEXT`: Access key for aws integration. [required]\n* `--secret-key TEXT`: Access key for aws integration. [required]\n* `--help`: Show this message and exit.\n\n#### `inferless integration add GCS`\n\nAdd Google cloud storage integration to your workspace\n\n**Usage**:\n\n```console\n$ inferless integration add GCS [OPTIONS]\n```\n\n**Options**:\n\n* `-n, --name TEXT`: Integration name [required]\n* `--gcp-json-path TEXT`: Path to the GCP JSON key file [required]\n* `--help`: Show this message and exit.\n\n#### `inferless integration add HF`\n\nAdd Huggingface integration to your workspace\n\n**Usage**:\n\n```console\n$ inferless integration add HF [OPTIONS]\n```\n\n**Options**:\n\n* `-n, --name TEXT`: Integration name [required]\n* `--api-key TEXT`: API key for huggingface integration [required]\n* `--help`: Show this message and exit.\n\n#### `inferless integration add S3`\n\nAdd S3/ECR Integration to your workspace\n\n**Usage**:\n\n```console\n$ inferless integration add S3 [OPTIONS]\n```\n\n**Options**:\n\n* `-n, --name TEXT`: Integration name [required]\n* `--access-key TEXT`: Access key for aws integration. [required]\n* `--secret-key TEXT`: Access key for aws integration. [required]\n* `--help`: Show this message and exit.\n\n### `inferless integration list`\n\nList all integrations\n\n**Usage**:\n\n```console\n$ inferless integration list [OPTIONS]\n```\n\n**Options**:\n\n* `--help`: Show this message and exit.\n\n## `inferless log`\n\nInferless models logs (view build logs or call logs)\n\n**Usage**:\n\n```console\n$ inferless log [OPTIONS] [MODEL_ID]\n```\n\n**Arguments**:\n\n* `[MODEL_ID]`: Model id or model import id\n\n**Options**:\n\n* `-i, --import-logs`: Import logs\n* `-t, --type TEXT`: Logs type [BUILD, CALL]] [default: BUILD]\n* `--help`: Show this message and exit.\n\n## `inferless login`\n\nLogin to Inferless\n\n**Usage**:\n\n```console\n$ inferless login [OPTIONS]\n```\n\n**Options**:\n\n* `--help`: Show this message and exit.\n\n## `inferless mode`\n\nChange mode\n\n**Usage**:\n\n```console\n$ inferless mode [OPTIONS] MODE\n```\n\n**Arguments**:\n\n* `MODE`: The mode to run the application in, either 'DEV' or 'PROD'. [required]\n\n**Options**:\n\n* `--help`: Show this message and exit.\n\n## `inferless model`\n\nManage Inferless models (list , delete , activate , deactivate , rebuild the models)\n\n**Usage**:\n\n```console\n$ inferless model [OPTIONS] COMMAND [ARGS]...\n```\n\n**Options**:\n\n* `--help`: Show this message and exit.\n\n**Commands**:\n\n* `activate`: activate a model.\n* `deactivate`: deactivate a model.\n* `delete`: delete a model.\n* `info`: Get model details.\n* `list`: List all models.\n* `patch`: patch model configuration.\n* `rebuild`: rebuild a model.\n\n### `inferless model activate`\n\nactivate a model. \n\n**Usage**:\n\n```console\n$ inferless model activate [OPTIONS]\n```\n\n**Options**:\n\n* `--model-id TEXT`: Model ID\n* `--help`: Show this message and exit.\n\n### `inferless model deactivate`\n\ndeactivate a model. \n\n**Usage**:\n\n```console\n$ inferless model deactivate [OPTIONS]\n```\n\n**Options**:\n\n* `--model-id TEXT`: Model ID\n* `--help`: Show this message and exit.\n\n### `inferless model delete`\n\ndelete a model.\n\n**Usage**:\n\n```console\n$ inferless model delete [OPTIONS]\n```\n\n**Options**:\n\n* `--model-id TEXT`: Model ID\n* `--help`: Show this message and exit.\n\n### `inferless model info`\n\nGet model details.\n\n**Usage**:\n\n```console\n$ inferless model info [OPTIONS]\n```\n\n**Options**:\n\n* `--model-id TEXT`: Model ID\n* `--help`: Show this message and exit.\n\n### `inferless model list`\n\nList all models.\n\n**Usage**:\n\n```console\n$ inferless model list [OPTIONS]\n```\n\n**Options**:\n\n* `--help`: Show this message and exit.\n\n### `inferless model patch`\n\npatch model configuration.\n\n**Usage**:\n\n```console\n$ inferless model patch [OPTIONS]\n```\n\n**Options**:\n\n* `--model-id TEXT`: Model ID\n* `--gpu TEXT`: Denotes the machine type (A10/A100/T4).\n* `--fractional`: Use fractional machine type (default: dedicated).\n* `--volume TEXT`: Volume name.\n* `--mount-path TEXT`: Volume Mount path for the volume.\n* `--env TEXT`: Key-value pairs for model environment variables.\n* `--inference-timeout INTEGER`: Inference timeout in seconds.\n* `--scale-down-timeout INTEGER`: Scale down timeout in seconds.\n* `--container-concurrency INTEGER`: Container concurrency level.\n* `--secret TEXT`: Secret names to attach to the deployment.\n* `--runtimeversion TEXT`: Runtime version (default: latest).\n* `--max-replica INTEGER`: Maximum number of replicas.\n* `--min-replica INTEGER`: Minimum number of replicas.\n* `--help`: Show this message and exit.\n\n### `inferless model rebuild`\n\nrebuild a model. (If you have a inferless.yaml file in your current directory, you can use the --local or -l flag to redeploy the model locally.)\n\n**Usage**:\n\n```console\n$ inferless model rebuild [OPTIONS]\n```\n\n**Options**:\n\n* `--model-id TEXT`: Model ID [required]\n* `-l, --local`: Local rebuild\n* `-r, --runtime-path TEXT`: runtime file path.\n* `-rv, --runtime-version TEXT`: runtime version.\n* `--help`: Show this message and exit.\n\n## `inferless region`\n\nManage Inferless regions\n\n**Usage**:\n\n```console\n$ inferless region [OPTIONS] COMMAND [ARGS]...\n```\n\n**Options**:\n\n* `--help`: Show this message and exit.\n\n**Commands**:\n\n* `list`: List available regions\n\n### `inferless region list`\n\nList available regions\n\n**Usage**:\n\n```console\n$ inferless region list [OPTIONS]\n```\n\n**Options**:\n\n* `--help`: Show this message and exit.\n\n## `inferless remote-run`\n\nRemotely run code on inferless\n\n**Usage**:\n\n```console\n$ inferless remote-run [OPTIONS] [FILE_PATH]\n```\n\n**Arguments**:\n\n* `[FILE_PATH]`: The path to the file to run on Inferless\n\n**Options**:\n\n* `-c, --config TEXT`: The path to the Inferless config file\n* `-e, --exclude TEXT`: The path to the file to exclude from the run, use .gitignore format. If not provided, .gitignore will be used if present in the directory.\n* `--help`: Show this message and exit.\n\n## `inferless run`\n\nRun a model locally\n\n**Usage**:\n\n```console\n$ inferless run [OPTIONS]\n```\n\n**Options**:\n\n* `-r, --runtime TEXT`: custom runtime name or file location. if not provided default Inferless runtime will be used.\n* `-t, --type TEXT`: Type of runtime to run [inferless, replicate]\n* `-n, --name TEXT`: Name of the model to deploy on inferless [default: inferless-model]\n* `-f, --env-file TEXT`: Path to an env file containing environment variables (one per line in KEY=VALUE format)\n* `-e, --env TEXT`: Environment variables to set for the runtime (e.g. 'KEY=VALUE'). If the env variable contains special chars please escape them.\n* `-u, --docker-base-url TEXT`: Docker base url. Defaults to system default, feteched from env\n* `--volume TEXT`: Volume name.\n* `-f, --framework TEXT`: Framework type. (PYTORCH, ONNX, TENSORFLOW) [default: PYTORCH]\n* `-i, --input-schema TEXT`: Input schema path. (Default: input_schema.json) [default: input_schema.py]\n* `-i, --input TEXT`: Input json path\n* `-o, --output TEXT`: Output json path\n* `--runtimeversion TEXT`: Runtime version (default: latest).\n* `--help`: Show this message and exit.\n\n## `inferless runtime`\n\nManage Inferless runtimes (can be used to list runtimes and upload new runtimes)\n\n**Usage**:\n\n```console\n$ inferless runtime [OPTIONS] COMMAND [ARGS]...\n```\n\n**Options**:\n\n* `--help`: Show this message and exit.\n\n**Commands**:\n\n* `create`: Create a runtime.\n* `generate`: use to generate a new runtime from your...\n* `list`: List all runtimes.\n* `patch`: Update the runtime with the config file.\n* `version-list`: use to list the runtime versions\n\n### `inferless runtime create`\n\nCreate a runtime.\n\n**Usage**:\n\n```console\n$ inferless runtime create [OPTIONS]\n```\n\n**Options**:\n\n* `-p, --path TEXT`: Path to the runtime\n* `-n, --name TEXT`: Name of the runtime\n* `--help`: Show this message and exit.\n\n### `inferless runtime generate`\n\nuse to generate a new runtime from your local environment\n\n**Usage**:\n\n```console\n$ inferless runtime generate [OPTIONS]\n```\n\n**Options**:\n\n* `--help`: Show this message and exit.\n\n### `inferless runtime list`\n\nList all runtimes.\n\n**Usage**:\n\n```console\n$ inferless runtime list [OPTIONS]\n```\n\n**Options**:\n\n* `--help`: Show this message and exit.\n\n### `inferless runtime patch`\n\nUpdate the runtime with the config file.\n\n**Usage**:\n\n```console\n$ inferless runtime patch [OPTIONS]\n```\n\n**Options**:\n\n* `-p, --path TEXT`: Path to the runtime\n* `-i, --name TEXT`: ID of the runtime\n* `--help`: Show this message and exit.\n\n### `inferless runtime version-list`\n\nuse to list the runtime versions\n\n**Usage**:\n\n```console\n$ inferless runtime version-list [OPTIONS]\n```\n\n**Options**:\n\n* `-n, --name TEXT`: runtime name\n* `--help`: Show this message and exit.\n\n## `inferless scaffold`\n\nScaffold a demo Inferless project\n\n**Usage**:\n\n```console\n$ inferless scaffold [OPTIONS]\n```\n\n**Options**:\n\n* `-d, --demo`: Demo name [required]\n* `--help`: Show this message and exit.\n\n## `inferless secret`\n\nManage Inferless secrets (list secrets)\n\n**Usage**:\n\n```console\n$ inferless secret [OPTIONS] COMMAND [ARGS]...\n```\n\n**Options**:\n\n* `--help`: Show this message and exit.\n\n**Commands**:\n\n* `list`: List all secrets.\n\n### `inferless secret list`\n\nList all secrets.\n\n**Usage**:\n\n```console\n$ inferless secret list [OPTIONS]\n```\n\n**Options**:\n\n* `--help`: Show this message and exit.\n\n## `inferless token`\n\nManage Inferless tokens\n\n**Usage**:\n\n```console\n$ inferless token [OPTIONS] COMMAND [ARGS]...\n```\n\n**Options**:\n\n* `--help`: Show this message and exit.\n\n**Commands**:\n\n* `set`: Set account credentials for connecting to...\n\n### `inferless token set`\n\nSet account credentials for connecting to Inferless. If not provided with the command, you will be prompted to enter your credentials.\n\n**Usage**:\n\n```console\n$ inferless token set [OPTIONS]\n```\n\n**Options**:\n\n* `--token-key TEXT`: Account CLI key [required]\n* `--token-secret TEXT`: Account CLI secret [required]\n* `--help`: Show this message and exit.\n\n## `inferless volume`\n\nManage Inferless volumes (can be used to list volumes and create new volumes)\n\n**Usage**:\n\n```console\n$ inferless volume [OPTIONS] COMMAND [ARGS]...\n```\n\n**Options**:\n\n* `--help`: Show this message and exit.\n\n**Commands**:\n\n* `cp`: Add a file or directory to a volume.\n* `create`: Create a new volume\n* `list`: List all existing volumes\n* `ls`: List files and directories within a volume\n* `rm`: Specify the Inferless path to the file or...\n\n### `inferless volume cp`\n\nAdd a file or directory to a volume.\n\n**Usage**:\n\n```console\n$ inferless volume cp [OPTIONS]\n```\n\n**Options**:\n\n* `-s, --source TEXT`: Specify the source path (either a local directory/file path or an Inferless path)\n* `-d, --destination TEXT`: Specify the destination path (either a local directory/file path or an Inferless path)\n* `-r, --recursive`: Recursively copy the contents of a directory to the destination.\n* `--help`: Show this message and exit.\n\n### `inferless volume create`\n\nCreate a new volume\n\n**Usage**:\n\n```console\n$ inferless volume create [OPTIONS]\n```\n\n**Options**:\n\n* `-n, --name TEXT`: Assign a name to the new volume.\n* `--help`: Show this message and exit.\n\n### `inferless volume list`\n\nList all existing volumes\n\n**Usage**:\n\n```console\n$ inferless volume list [OPTIONS]\n```\n\n**Options**:\n\n* `--help`: Show this message and exit.\n\n### `inferless volume ls`\n\nList files and directories within a volume\n\n**Usage**:\n\n```console\n$ inferless volume ls [OPTIONS] PATH\n```\n\n**Arguments**:\n\n* `PATH`: Specify the infer path to the directory [required]\n\n**Options**:\n\n* `-d, --directory`: List only directories.\n* `-f, --files`: List only files.\n* `-r, --recursive`: Recursively list contents of directories.\n* `--help`: Show this message and exit.\n\n### `inferless volume rm`\n\nSpecify the Inferless path to the file or directory you want to delete.\n\n**Usage**:\n\n```console\n$ inferless volume rm [OPTIONS]\n```\n\n**Options**:\n\n* `-p, --path TEXT`: Infer Path to the file/dir your want to delete\n* `--help`: Show this message and exit.\n\n## `inferless workspace`\n\nManage Inferless workspaces (can be used to switch between workspaces)\n\n**Usage**:\n\n```console\n$ inferless workspace [OPTIONS] COMMAND [ARGS]...\n```\n\n**Options**:\n\n* `--help`: Show this message and exit.\n\n**Commands**:\n\n* `use`\n\n### `inferless workspace use`\n\n**Usage**:\n\n```console\n$ inferless workspace use [OPTIONS]\n```\n\n**Options**:\n\n* `--help`: Show this message and exit.\n",
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