def _create_job(self,
                    task_type,
                    task_idx,
                    add_service,
                    command=None,
                    args=None,
                    env_vars=None,
                    resources=None,
                    annotations=None,
                    node_selector=None,
                    affinity=None,
                    tolerations=None,
                    max_restarts=None):
        ephemeral_token = None
        if self.token_scope:
            ephemeral_token = RedisEphemeralTokens.generate_header_token(
                scope=self.token_scope)
        resource_name = self.resource_manager.get_resource_name(
            task_type=task_type, task_idx=task_idx)
        job_uuid = self.get_job_uuids(task_type=task_type, task_idx=task_idx)
        reconcile_url = get_experiment_reconcile_url(self.experiment_name,
                                                     job_uuid)
        labels = self.get_labels(task_type=task_type,
                                 task_idx=task_idx,
                                 job_uuid=job_uuid)

        # Set and validate volumes
        volumes, volume_mounts = get_pod_volumes(
            persistence_outputs=self.persistence_config.outputs,
            persistence_data=self.persistence_config.data)
        refs_volumes, refs_volume_mounts = get_pod_refs_outputs_volumes(
            outputs_refs=self.outputs_refs_jobs,
            persistence_outputs=self.persistence_config.outputs)
        volumes += refs_volumes
        volume_mounts += refs_volume_mounts
        refs_volumes, refs_volume_mounts = get_pod_refs_outputs_volumes(
            outputs_refs=self.outputs_refs_experiments,
            persistence_outputs=self.persistence_config.outputs)
        volumes += refs_volumes
        volume_mounts += refs_volume_mounts
        shm_volumes, shm_volume_mounts = get_shm_volumes()
        volumes += shm_volumes
        volume_mounts += shm_volume_mounts

        context_volumes, context_mounts = get_auth_context_volumes()
        volumes += context_volumes
        volume_mounts += context_mounts

        pod = self.resource_manager.get_task_pod(
            task_type=task_type,
            task_idx=task_idx,
            volume_mounts=volume_mounts,
            volumes=volumes,
            labels=labels,
            env_vars=env_vars,
            command=command,
            args=args,
            ports=self.ports,
            init_env_vars=self.get_init_env_vars(),
            persistence_outputs=self.persistence_config.outputs,
            persistence_data=self.persistence_config.data,
            outputs_refs_jobs=self.outputs_refs_jobs,
            outputs_refs_experiments=self.outputs_refs_experiments,
            secret_refs=self.spec.secret_refs,
            config_map_refs=self.spec.config_map_refs,
            resources=resources,
            ephemeral_token=ephemeral_token,
            node_selector=node_selector,
            affinity=affinity,
            tolerations=tolerations,
            init_context_mounts=context_mounts,
            reconcile_url=reconcile_url,
            max_restarts=max_restarts,
            restart_policy=get_pod_restart_policy(max_restarts))
        pod_resp, _ = self.create_or_update_pod(name=resource_name,
                                                body=pod,
                                                reraise=True)
        results = {'pod': pod_resp.to_dict()}
        if add_service:
            service = services.get_service(namespace=self.namespace,
                                           name=resource_name,
                                           labels=labels,
                                           ports=self.ports,
                                           target_ports=self.ports)
            service_resp, _ = self.create_or_update_service(name=resource_name,
                                                            body=service,
                                                            reraise=True)
            results['service'] = service_resp.to_dict()
        return results
    def _create_job(
            self,  # pylint:disable=arguments-differ
            task_type,
            command=None,
            args=None,
            env_vars=None,
            resources=None,
            node_selector=None,
            affinity=None,
            tolerations=None,
            replicas=1,
            restart_policy='Never'):
        ephemeral_token = None
        if self.token_scope:
            ephemeral_token = RedisEphemeralTokens.generate_header_token(
                scope=self.token_scope)
        resource_name = self.resource_manager.get_kf_resource_name(
            task_type=task_type)
        labels = self.resource_manager.get_labels(task_type=task_type)

        # Set and validate volumes
        volumes, volume_mounts = get_pod_volumes(
            persistence_outputs=self.persistence_config.outputs,
            persistence_data=self.persistence_config.data)
        refs_volumes, refs_volume_mounts = get_pod_refs_outputs_volumes(
            outputs_refs=self.outputs_refs_jobs,
            persistence_outputs=self.persistence_config.outputs)
        volumes += refs_volumes
        volume_mounts += refs_volume_mounts
        refs_volumes, refs_volume_mounts = get_pod_refs_outputs_volumes(
            outputs_refs=self.outputs_refs_experiments,
            persistence_outputs=self.persistence_config.outputs)
        volumes += refs_volumes
        volume_mounts += refs_volume_mounts
        shm_volumes, shm_volume_mounts = get_shm_volumes()
        volumes += shm_volumes
        volume_mounts += shm_volume_mounts

        context_volumes, context_mounts = get_auth_context_volumes()
        volumes += context_volumes
        volume_mounts += context_mounts

        # Validate secret and configmap refs
        secret_refs = validate_secret_refs(self.spec.secret_refs)
        configmap_refs = validate_configmap_refs(self.spec.configmap_refs)

        pod_template_spec = self.resource_manager.get_pod_template_spec(
            resource_name=resource_name,
            volume_mounts=volume_mounts,
            volumes=volumes,
            labels=labels,
            env_vars=env_vars,
            command=command,
            args=args,
            ports=self.ports,
            init_env_vars=self.get_init_env_vars(),
            persistence_outputs=self.persistence_config.outputs,
            persistence_data=self.persistence_config.data,
            outputs_refs_jobs=self.outputs_refs_jobs,
            outputs_refs_experiments=self.outputs_refs_experiments,
            secret_refs=secret_refs,
            configmap_refs=configmap_refs,
            resources=resources,
            ephemeral_token=ephemeral_token,
            node_selector=node_selector,
            affinity=affinity,
            tolerations=tolerations,
            init_context_mounts=context_mounts,
            restart_policy=restart_policy)
        return {
            'replicas': replicas,
            'restartPolicy': restart_policy,
            'template': pod_template_spec
        }
    def _create_job(self,
                    task_type,
                    task_idx,
                    add_service,
                    command=None,
                    args=None,
                    env_vars=None,
                    resources=None,
                    node_selector=None,
                    affinity=None,
                    tolerations=None,
                    restart_policy='Never'):
        ephemeral_token = RedisEphemeralTokens.generate_header_token(
            scope=self.token_scope)
        job_name = self.pod_manager.get_job_name(task_type=task_type,
                                                 task_idx=task_idx)
        sidecar_args = get_sidecar_args(pod_id=job_name)
        labels = self.pod_manager.get_labels(task_type=task_type,
                                             task_idx=task_idx)

        # Set and validate volumes
        volumes, volume_mounts = get_pod_volumes(
            persistence_outputs=self.persistence_config.outputs,
            persistence_data=self.persistence_config.data)
        refs_volumes, refs_volume_mounts = get_pod_refs_outputs_volumes(
            outputs_refs=self.outputs_refs_jobs,
            persistence_outputs=self.persistence_config.outputs)
        volumes += refs_volumes
        volume_mounts += refs_volume_mounts
        refs_volumes, refs_volume_mounts = get_pod_refs_outputs_volumes(
            outputs_refs=self.outputs_refs_experiments,
            persistence_outputs=self.persistence_config.outputs)
        volumes += refs_volumes
        volume_mounts += refs_volume_mounts
        shm_volumes, shm_volume_mounts = get_shm_volumes()
        volumes += shm_volumes
        volume_mounts += shm_volume_mounts

        # Validate secret and configmap refs
        secret_refs = validate_secret_refs(self.spec.secret_refs)
        configmap_refs = validate_configmap_refs(self.spec.configmap_refs)

        pod = self.pod_manager.get_pod(
            task_type=task_type,
            task_idx=task_idx,
            volume_mounts=volume_mounts,
            volumes=volumes,
            labels=labels,
            env_vars=env_vars,
            command=command,
            args=args,
            sidecar_args=sidecar_args,
            persistence_outputs=self.persistence_config.outputs,
            persistence_data=self.persistence_config.data,
            outputs_refs_jobs=self.outputs_refs_jobs,
            outputs_refs_experiments=self.outputs_refs_experiments,
            secret_refs=secret_refs,
            configmap_refs=configmap_refs,
            resources=resources,
            ephemeral_token=ephemeral_token,
            node_selector=node_selector,
            affinity=affinity,
            tolerations=tolerations,
            restart_policy=restart_policy)
        pod_resp, _ = self.create_or_update_pod(name=job_name, data=pod)
        results = {'pod': pod_resp.to_dict()}
        if add_service:
            service = services.get_service(namespace=self.namespace,
                                           name=job_name,
                                           labels=labels,
                                           ports=self.pod_manager.ports,
                                           target_ports=self.pod_manager.ports)
            service_resp, _ = self.create_or_update_service(name=job_name,
                                                            data=service)
            results['service'] = service_resp.to_dict()
        return results