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        "description": "# singer-runner\n\nSinger Runner manages tap and target processes, as well as metrics, state, and configuration.\n\n## Features\n- Run a tap or target\n- Pass run options via CLI paramters or JSON/YAML config file.\n- Use local file system or S3 for piping the singer stream, storing state, and storing metrics.\n- Metric storage, piping, and state storage can be extended / customized by inheriting from the base classes.\n\n## Usage\n\nRequires python 3, tested with python 3.7\n\n### Install\n\n```sh\npip install singer-runner\n```\n\n### Run\n\n```sh\n$ singer-runner \nUsage: singer-runner [OPTIONS] COMMAND [ARGS]...\n\nOptions:\n  --help  Show this message and exit.\n\nCommands:\n  run-tap\n  run-target\n```\n\n## Concepts\n\n- Pipes\n   - Pipes move a stream of [Singer messages](https://github.com/singer-io/getting-started/blob/master/docs/SPEC.md#output) from tap to target. A pipe could be as simple as a local file, a file in S3, or Kafka.\n- State Storage\n\t- Loads/saves the [state JSON](https://github.com/singer-io/getting-started/blob/master/docs/CONFIG_AND_STATE.md#state-file).\n- Metrics Storage\n   - Accepts a stream of [Singer Metrics](https://github.com/singer-io/getting-started/blob/master/docs/SYNC_MODE.md#metric-messages)\n\n\n## Programmatic Usage\n\nSinger runner can be used within any python application. The primary functions are in `singer_runner.runner` including:\n- `run_tap` runs a tap\n- `run_target` runs a target\n\nClasses in the `singer_runner.metrics`, `singer_runner.pipes`, and `singer_runner.state` can be used as arguemnts, along with catalog/config.\n\n",
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