|
| 1 | +from typing import List, Optional |
| 2 | + |
| 3 | +import gpuhunt |
| 4 | +from gpuhunt.providers.digitalocean import DigitalOceanProvider |
| 5 | + |
| 6 | +from dstack._internal.core.backends.base.backend import Compute |
| 7 | +from dstack._internal.core.backends.base.compute import ( |
| 8 | + ComputeWithCreateInstanceSupport, |
| 9 | + generate_unique_instance_name, |
| 10 | + get_user_data, |
| 11 | +) |
| 12 | +from dstack._internal.core.backends.base.offers import get_catalog_offers |
| 13 | +from dstack._internal.core.backends.digitalocean.api_client import DigitalOceanAPIClient |
| 14 | +from dstack._internal.core.backends.digitalocean.models import DigitalOceanConfig |
| 15 | +from dstack._internal.core.models.backends.base import BackendType |
| 16 | +from dstack._internal.core.models.instances import ( |
| 17 | + InstanceAvailability, |
| 18 | + InstanceConfiguration, |
| 19 | + InstanceOfferWithAvailability, |
| 20 | +) |
| 21 | +from dstack._internal.core.models.placement import PlacementGroup |
| 22 | +from dstack._internal.core.models.runs import JobProvisioningData, Requirements |
| 23 | +from dstack._internal.utils.logging import get_logger |
| 24 | + |
| 25 | +logger = get_logger(__name__) |
| 26 | + |
| 27 | +MAX_INSTANCE_NAME_LEN = 60 |
| 28 | + |
| 29 | +# Setup commands for DigitalOcean instances |
| 30 | +SETUP_COMMANDS = [ |
| 31 | + "sudo ufw delete limit ssh", |
| 32 | + "sudo ufw allow ssh", |
| 33 | +] |
| 34 | + |
| 35 | +DOCKER_INSTALL_COMMANDS = [ |
| 36 | + "export DEBIAN_FRONTEND=noninteractive", |
| 37 | + "mkdir -p /etc/apt/keyrings", |
| 38 | + "curl --max-time 60 -fsSL https://download.docker.com/linux/ubuntu/gpg | gpg --dearmor -o /etc/apt/keyrings/docker.gpg", |
| 39 | + 'echo "deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/docker.gpg] https://download.docker.com/linux/ubuntu $(lsb_release -cs) stable" | tee /etc/apt/sources.list.d/docker.list > /dev/null', |
| 40 | + "apt-get update", |
| 41 | + "apt-get --assume-yes install docker-ce docker-ce-cli containerd.io docker-compose-plugin", |
| 42 | +] |
| 43 | + |
| 44 | + |
| 45 | +class DigitalOceanCompute( |
| 46 | + ComputeWithCreateInstanceSupport, |
| 47 | + Compute, |
| 48 | +): |
| 49 | + def __init__(self, config: DigitalOceanConfig): |
| 50 | + super().__init__() |
| 51 | + self.config = config |
| 52 | + self.api_client = DigitalOceanAPIClient(config.creds.api_key, config.flavor or "standard") |
| 53 | + self.catalog = gpuhunt.Catalog(balance_resources=False, auto_reload=False) |
| 54 | + self.catalog.add_provider( |
| 55 | + DigitalOceanProvider(token=config.creds.api_key, flavor=config.flavor or "standard") |
| 56 | + ) |
| 57 | + # self.catalog.add_provider( |
| 58 | + # DigitalOceanProvider(token=config.creds.api_key, flavor="standard") |
| 59 | + # ) |
| 60 | + |
| 61 | + def get_offers( |
| 62 | + self, requirements: Optional[Requirements] = None |
| 63 | + ) -> List[InstanceOfferWithAvailability]: |
| 64 | + offers = get_catalog_offers( |
| 65 | + backend=BackendType.DIGITALOCEAN, |
| 66 | + locations=self.config.regions, |
| 67 | + requirements=requirements, |
| 68 | + catalog=self.catalog, |
| 69 | + ) |
| 70 | + return [ |
| 71 | + InstanceOfferWithAvailability( |
| 72 | + **offer.dict(), |
| 73 | + availability=InstanceAvailability.AVAILABLE, |
| 74 | + ) |
| 75 | + for offer in offers |
| 76 | + ] |
| 77 | + |
| 78 | + def create_instance( |
| 79 | + self, |
| 80 | + instance_offer: InstanceOfferWithAvailability, |
| 81 | + instance_config: InstanceConfiguration, |
| 82 | + placement_group: Optional[PlacementGroup], |
| 83 | + ) -> JobProvisioningData: |
| 84 | + instance_name = generate_unique_instance_name( |
| 85 | + instance_config, max_length=MAX_INSTANCE_NAME_LEN |
| 86 | + ) |
| 87 | + |
| 88 | + project_ssh_key = instance_config.ssh_keys[0] |
| 89 | + ssh_key_id = self.api_client.get_or_create_ssh_key( |
| 90 | + name=f"dstack-{instance_config.project_name}", |
| 91 | + public_key=project_ssh_key.public, |
| 92 | + ) |
| 93 | + |
| 94 | + # Use the instance name directly from the offer (gpuhunt handles flavor-specific naming) |
| 95 | + size_slug = instance_offer.instance.name |
| 96 | + |
| 97 | + if not instance_offer.instance.resources.gpus: |
| 98 | + backend_specific_commands = SETUP_COMMANDS + DOCKER_INSTALL_COMMANDS |
| 99 | + else: |
| 100 | + backend_specific_commands = SETUP_COMMANDS |
| 101 | + |
| 102 | + # Prepare droplet configuration |
| 103 | + droplet_config = { |
| 104 | + "name": instance_name, |
| 105 | + "region": instance_offer.region, |
| 106 | + "size": size_slug, |
| 107 | + "image": self._get_image_for_instance(instance_offer), |
| 108 | + "ssh_keys": [ssh_key_id], |
| 109 | + "backups": False, |
| 110 | + "ipv6": False, |
| 111 | + "monitoring": False, |
| 112 | + "tags": [], |
| 113 | + "user_data": get_user_data( |
| 114 | + authorized_keys=instance_config.get_public_keys(), |
| 115 | + backend_specific_commands=backend_specific_commands, |
| 116 | + ), |
| 117 | + } |
| 118 | + |
| 119 | + droplet = self.api_client.create_droplet(droplet_config) |
| 120 | + |
| 121 | + return JobProvisioningData( |
| 122 | + backend=instance_offer.backend, |
| 123 | + instance_type=instance_offer.instance, |
| 124 | + instance_id=str(droplet["id"]), |
| 125 | + hostname=None, # Will be set when droplet is active |
| 126 | + internal_ip=None, |
| 127 | + region=instance_offer.region, |
| 128 | + price=instance_offer.price, |
| 129 | + username="root", |
| 130 | + ssh_port=22, |
| 131 | + dockerized=True, |
| 132 | + ssh_proxy=None, |
| 133 | + backend_data=None, |
| 134 | + ) |
| 135 | + |
| 136 | + def update_provisioning_data( |
| 137 | + self, |
| 138 | + provisioning_data: JobProvisioningData, |
| 139 | + project_ssh_public_key: str, |
| 140 | + project_ssh_private_key: str, |
| 141 | + ): |
| 142 | + droplet = self.api_client.get_droplet(provisioning_data.instance_id) |
| 143 | + if droplet["status"] == "active": |
| 144 | + for network in droplet["networks"]["v4"]: |
| 145 | + if network["type"] == "public": |
| 146 | + provisioning_data.hostname = network["ip_address"] |
| 147 | + break |
| 148 | + |
| 149 | + def terminate_instance( |
| 150 | + self, instance_id: str, region: str, backend_data: Optional[str] = None |
| 151 | + ): |
| 152 | + self.api_client.delete_droplet(instance_id) |
| 153 | + |
| 154 | + def _get_image_for_instance(self, instance_offer: InstanceOfferWithAvailability) -> str: |
| 155 | + if not instance_offer.instance.resources.gpus: |
| 156 | + # No GPUs, use CPU image |
| 157 | + return "ubuntu-24-04-x64" |
| 158 | + |
| 159 | + gpu_count = len(instance_offer.instance.resources.gpus) |
| 160 | + gpu_name = instance_offer.instance.resources.gpus[0].name |
| 161 | + |
| 162 | + if gpu_name == "MI300X": |
| 163 | + # AMD GPU |
| 164 | + return "digitaloceanai-rocmjupyter" |
| 165 | + else: |
| 166 | + # NVIDIA GPUs - DO only supports 1 and 8 GPU configurations. |
| 167 | + # DO says for single GPU plans using GPUs other than H100s use "gpu-h100x1-base". But for x8 assuming same. |
| 168 | + # See (https://docs.digitalocean.com/products/droplets/getting-started/recommended-gpu-setup/#aiml-ready-image) |
| 169 | + if gpu_count == 8: |
| 170 | + return "gpu-h100x8-base" |
| 171 | + elif gpu_count == 1: |
| 172 | + return "gpu-h100x1-base" |
| 173 | + else: |
| 174 | + # For Unsupported GPU count - use single GPU image and log warning |
| 175 | + logger.warning( |
| 176 | + f"Unsupported NVIDIA GPU count: {gpu_count}, using single GPU image" |
| 177 | + ) |
| 178 | + return "gpu-h100x1-base" |
0 commit comments