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    "info": {
        "author": "Lablup Inc.",
        "author_email": "joongi@lablup.com",
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        "classifiers": [
            "Development Status :: 4 - Beta",
            "Environment :: No Input/Output (Daemon)",
            "Intended Audience :: Developers",
            "License :: OSI Approved :: GNU Lesser General Public License v3 or later (LGPLv3+)",
            "Operating System :: MacOS :: MacOS X",
            "Operating System :: POSIX",
            "Programming Language :: Python",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.6",
            "Topic :: Scientific/Engineering",
            "Topic :: Software Development"
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        "description": "# Backend.AI Agent\n\nThe Backend.AI Agent is a small daemon that does:\n\n* Reports the status and available resource slots of a worker to the manager\n* Routes code execution requests to the designated kernel container\n* Manages the lifecycle of kernel containers (create/monitor/destroy them)\n\n## Package Structure\n\n* `ai.backend`\n  - `agent`: The agent package\n    - `server`: The agent daemon which communicates with the manager and the Docker daemon\n    - `watcher`: A side-by-side daemon which provides a separate HTTP endpoint for accessing the status\n      information of the agent daemon and manipulation of the agent's systemd service\n\n\n## Installation\n\nPlease visit [the installation guides](https://github.com/lablup/backend.ai/wiki).\n\n\n### Kernel/system configuration\n\n#### Recommended kernel parameters in the bootloader (e.g., Grub):\n\n```\ncgroup_enable=memory swapaccount=1\n```\n\n#### Recommended resource limits:\n\n**`/etc/security/limits.conf`**\n```\nroot hard nofile 512000\nroot soft nofile 512000\nroot hard nproc 65536\nroot soft nproc 65536\nuser hard nofile 512000\nuser soft nofile 512000\nuser hard nproc 65536\nuser soft nproc 65536\n```\n\n**sysctl**\n```\nfs.file-max=2048000\nnet.core.somaxconn=1024\nnet.ipv4.tcp_max_syn_backlog=1024\nnet.ipv4.tcp_slow_start_after_idle=0\nnet.ipv4.tcp_fin_timeout=10\nnet.ipv4.tcp_window_scaling=1\nnet.ipv4.tcp_tw_reuse=1\nnet.ipv4.tcp_early_retrans=1\nnet.ipv4.ip_local_port_range=\"40000 65000\"\nnet.core.rmem_max=16777216\nnet.core.wmem_max=16777216\nnet.ipv4.tcp_rmem=4096 12582912 16777216\nnet.ipv4.tcp_wmem=4096 12582912 16777216\nnet.netfilter.nf_conntrack_max=10485760\nnet.netfilter.nf_conntrack_tcp_timeout_established=432000\nnet.netfilter.nf_conntrack_tcp_timeout_close_wait=10\nnet.netfilter.nf_conntrack_tcp_timeout_fin_wait=10\nnet.netfilter.nf_conntrack_tcp_timeout_time_wait=10\n```\n\nThe `ip_local_port_range` should not overlap with the container port range pool\n(default: 30000 to 31000).\n\n\n### For development\n\n#### Prerequisites\n\n* `libsnappy-dev` or `snappy-devel` system package depending on your distro\n* Python 3.6 or higher with [pyenv](https://github.com/pyenv/pyenv)\nand [pyenv-virtualenv](https://github.com/pyenv/pyenv-virtualenv) (optional but recommneded)\n* Docker 18.03 or later with docker-compose (18.09 or later is recommended)\n\nFirst, you need **a working manager installation**.\nFor the detailed instructions on installing the manager, please refer\n[the manager's README](https://github.com/lablup/backend.ai-manager/blob/master/README.md)\nand come back here again.\n\n#### Preparing working copy\n\nInstall and activate [`git-lfs`](https://git-lfs.github.com/) to work with pre-built binaries in\n`src/ai/backend/runner`.\n\n```console\n$ git lfs install\n```\n\nNext, prepare the source clone of the agent and install from it as follows.\n`pyenv` is just a recommendation; you may use other virtualenv management tools.\n\n```console\n$ git clone https://github.com/lablup/backend.ai-agent agent\n$ cd agent\n$ pyenv virtualenv venv-agent\n$ pyenv local venv-agent\n$ pip install -U pip setuptools\n$ pip install -U -r requirements-dev.txt\n```\n\n### Linting\n\nWe use `flake8` and `mypy` to statically check our code styles and type consistency.\nEnable those linters in your favorite IDE or editor.\n\n### Halfstack (single-node development & testing)\n\nWith the halfstack, you can run the agent simply.\nNote that you need a working manager running with the halfstack already!\n\n#### Recommended directory structure\n\n* `backend.ai-dev`\n  - `manager` (git clone from [the manager repo](https://github.com/lablup/backend.ai-manager))\n  - `agent` (git clone from here)\n  - `common` (git clone from [the common repo](https://github.com/lablup/backend.ai-common))\n\nInstall `backend.ai-common` as an editable package in the agent (and the manager) virtualenvs\nto keep the codebase up-to-date.\n\n```console\n$ cd agent\n$ pip install -U -e ../common\n```\n\n#### Steps\n\n```console\n$ mkdir -p \"./scratches\"\n$ cp config/halfstack.toml ./agent.toml\n```\n\nThen, run it (for debugging, append a `--debug` flag):\n\n```console\n$ python -m ai.backend.agent.server\n```\n\nTo run the agent-watcher:\n\n```console\n$ python -m ai.backend.agent.watcher\n```\n\nThe watcher shares the same configuration TOML file with the agent.\nNote that the watcher is only meaningful if the agent is installed as a systemd service\nnamed `backendai-agent.service`.\n\nTo run tests:\n\n```console\n$ python -m flake8 src tests\n$ python -m pytest -m 'not integration' tests\n```\n\n\n## Deployment\n\n### Configuration\n\nPut a TOML-formatted agent configuration (see the sample in `config/sample.toml`)\nin one of the following locations:\n\n * `agent.toml` (current working directory)\n * `~/.config/backend.ai/agent.toml` (user-config directory)\n * `/etc/backend.ai/agent.toml` (system-config directory)\n\nOnly the first found one is used by the daemon.\n\nThe agent reads most other configurations from the etcd v3 server where the cluster\nadministrator or the Backend.AI manager stores all the necessary settings.\n\nThe etcd address and namespace must match with the manager to make the agent\npaired and activated.\nBy specifying distinguished namespaces, you may share a single etcd cluster with multiple\nseparate Backend.AI clusters.\n\nBy default the agent uses `/var/cache/scratches` directory for making temporary\nhome directories used by kernel containers (the `/home/work` volume mounted in\ncontainers).  Note that the directory must exist in prior and the agent-running\nuser must have ownership of it.  You can change the location by\n`scratch-root` option in `agent.toml`.\n\n### Running from a command line\n\nThe minimal command to execute:\n\n```sh\npython -m ai.backend.agent.server\npython -m ai.backend.agent.watcher\n```\n\nFor more arguments and options, run the command with `--help` option.\n\n### Example config for systemd\n\n`/etc/systemd/system/backendai-agent.service`:\n\n```dosini\n[Unit]\nDescription=Backend.AI Agent\nRequires=docker.service\nAfter=network.target remote-fs.target docker.service\n\n[Service]\nType=simple\nUser=root\nGroup=root\nEnvironment=HOME=/home/user\nExecStart=/home/user/backend.ai/agent/run-agent.sh\nWorkingDirectory=/home/user/backend.ai/agent\nKillMode=process\nKillSignal=SIGTERM\nPrivateTmp=false\nRestart=on-failure\nRestartSec=5\n\n[Install]\nWantedBy=multi-user.target\n```\n\n`/home/user/agent/run-agent.sh`:\n\n```sh\n#! /bin/sh\nif [ -z \"$PYENV_ROOT\" ]; then\n  export PYENV_ROOT=\"$HOME/.pyenv\"\n  export PATH=\"$PYENV_ROOT/bin:$PATH\"\nfi\neval \"$(pyenv init -)\"\neval \"$(pyenv virtualenv-init -)\"\n\ncd /home/user/backend.ai/agent\nif [ \"$#\" -eq 0 ]; then\n  exec python -m ai.backend.agent.server\nelse\n  exec \"$@\"\nfi\n```\n\n### Networking\n\nThe manager and agent should run in the same local network or different\nnetworks reachable via VPNs, whereas the manager's API service must be exposed to\nthe public network or another private network that users have access to.\n\nThe manager must be able to access TCP ports 6001, 6009, and 30000 to 31000 of the agents in default\nconfigurations.  You can of course change those port numbers and ranges in the configuration.\n\n| Manager-to-Agent TCP Ports | Usage |\n|:--------------------------:|-------|\n| 6001                       | ZeroMQ-based RPC calls from managers to agents |\n| 6009                       | HTTP watcher API |\n| 30000-31000                | Port pool for in-container services |\n\nThe operation of agent itself does not require both incoming/outgoing access to\nthe public Internet, but if the user's computation programs need the Internet, the docker containers\nshould be able to access the public Internet (maybe via some corporate firewalls).\n\n| Agent-to-X TCP Ports     | Usage |\n|:------------------------:|-------|\n| manager:5002             | ZeroMQ-based event push from agents to the manager |\n| etcd:2379                | etcd API access |\n| redis:6379               | Redis API access |\n| docker-registry:{80,443} | HTTP watcher API |\n| (Other hosts)            | Depending on user program requirements |\n\n\n",
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