dijob-cartpole.yaml

apiVersion: diengine.opendilab.org/v1alpha1
kind: DIJob
metadata:
  name: cartpole-dqn
spec:
  group: xxx
  priorityClassName: ""
  cleanPodPolicy: "Running"
  volumes:
  - name: cache-volume
    emptyDir:
      medium: Memory
      sizeLimit: 128Mi
  - name: work-dir
    hostPath:
      path: /data/nfs/ding/cartpole
  coordinator:
    template:
      spec:
        containers:
        - name: di-container
          image: diorchestrator/ding:v0.1.0-df39b81c
          imagePullPolicy: Always
          env:
          - name: PYTHONUNBUFFERED
            value: "1"
          resources:
            requests:
              cpu: 3
              memory: "10Gi"
            limits:
              cpu: 3
              memory: "10Gi"
          command: ["/bin/bash", "-c",]
          args:
          - |
            cat <<EOF > cartpole_dqn_config_k8s.py
            from easydict import EasyDict

            cartpole_dqn_config = dict(
                env=dict(
                    collector_env_num=8,
                    collector_episode_num=2,
                    evaluator_env_num=5,
                    evaluator_episode_num=1,
                    stop_value=195,
                ),
                policy=dict(
                    cuda=False,
                    model=dict(
                        obs_shape=4,
                        action_shape=2,
                        encoder_hidden_size_list=[128, 128, 64],
                        dueling=True,
                    ),
                    nstep=3,
                    discount_factor=0.97,
                    learn=dict(
                        batch_size=32,
                        learning_rate=0.001,
                        learner=dict(
                            learner_num=1,
                            send_policy_freq=1,
                        ),
                    ),
                    collect=dict(
                        n_sample=16,
                        collector=dict(
                            collector_num=2,
                            update_policy_second=3,
                        ),
                    ),
                    eval=dict(evaluator=dict(eval_freq=50, )),
                    other=dict(
                        eps=dict(
                            type='exp',
                            start=0.95,
                            end=0.1,
                            decay=100000,
                        ),
                        replay_buffer=dict(
                            replay_buffer_size=100000,
                            enable_track_used_data=False,
                        ),
                        commander=dict(
                            # increase collector task space when get rs from server
                            collector_task_space=0,
                            learner_task_space=1,
                            eval_interval=5,
                        ),
                    ),
                ),
            )
            cartpole_dqn_config = EasyDict(cartpole_dqn_config)
            main_config = cartpole_dqn_config

            cartpole_dqn_create_config = dict(
                env=dict(
                    type='cartpole',
                    import_names=['dizoo.classic_control.cartpole.envs.cartpole_env'],
                ),
                env_manager=dict(type='base'),
                policy=dict(type='dqn_command'),
                learner=dict(type='base', import_names=['ding.worker.learner.base_learner']),
                collector=dict(
                    type='zergling',
                    import_names=['ding.worker.collector.zergling_collector'],
                ),
                commander=dict(
                    type='solo',
                    import_names=['ding.worker.coordinator.solo_parallel_commander'],
                ),
                comm_learner=dict(
                    type='flask_fs',
                    import_names=['ding.worker.learner.comm.flask_fs_learner'],
                ),
                comm_collector=dict(
                    type='flask_fs',
                    import_names=['ding.worker.collector.comm.flask_fs_collector'],
                ),
            )
            cartpole_dqn_create_config = EasyDict(cartpole_dqn_create_config)
            create_config = cartpole_dqn_create_config

            cartpole_dqn_system_config = dict(
                coordinator=dict(
                    operator_server=dict(
                        system_addr='di-server.di-system:8080',
                        api_version='/v1alpha1',
                        init_replicas_request=dict(
                            collectors={
                                "replicas": 2,
                            },
                            learners={
                                "gpus": "0",
                                "replicas": 1,
                            },
                        ),
                        collector_target_num=2,
                        learner_target_num=1,
                    ),
                ),
                path_data='./data',
                path_policy='./policy',
                communication_mode='auto',
                learner_gpu_num=1,
            )
            cartpole_dqn_system_config = EasyDict(cartpole_dqn_system_config)
            system_config = cartpole_dqn_system_config
            EOF

            ding -m dist --module config -P k8s -c ./cartpole_dqn_config_k8s.py -s 0;
            ding -m dist --module coordinator -c ./cartpole_dqn_config_k8s.py.pkl -s 0 -cdp $COORDINATOR_PORT
          ports:
          - name: di-port
            containerPort: 22270
          volumeMounts:
          - name: work-dir
            mountPath: /ding
  collector:
    template:
      spec:
        containers:
        - name: di-container
          image: diorchestrator/ding:v0.1.0-df39b81c
          imagePullPolicy: Always
          env:
          - name: PYTHONUNBUFFERED
            value: "1"
          resources:
            requests:
              cpu: 8
              memory: "10Gi"
            limits:
              cpu: 8
              memory: "10Gi"
          command: ["/bin/bash", "-c",]
          args:
          - |
            ding -m dist --module collector -c ./cartpole_dqn_config_k8s.py.pkl -s 0 -clp $COLLECTOR_PORT
          ports:
          - name: di-port
            containerPort: 22270
          volumeMounts:
          - name: work-dir
            mountPath: /ding
  learner:
    template:
      spec:
        containers:
        - name: di-container
          image: diorchestrator/ding:v0.1.0-df39b81c
          imagePullPolicy: Always
          env:
          - name: PYTHONUNBUFFERED
            value: "1"
          resources:
            requests:
              cpu: 8
              memory: "20Gi"
            limits:
              cpu: 8
              memory: "20Gi"
          command: ["/bin/bash", "-c",]
          args:
          - |
            ding -m dist --module learner -c ./cartpole_dqn_config_k8s.py.pkl -s 0 -lp $LEARNER_PORT
          ports:
          - name: di-port
            containerPort: 22270
          volumeMounts:
          - name: cache-volume
            mountPath: /dev/shm
          - name: work-dir
            mountPath: /ding