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Copy pathsct_sizing.py
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591 lines (529 loc) · 25 KB
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# This program is free software; you can redistribute it and/or modify
# it under the terms of the GNU Affero General Public License as published by
# the Free Software Foundation; either version 3 of the License, or
# (at your option) any later version.
#
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
#
# See LICENSE for more details.
#
# Copyright (c) 2025 ScyllaDB
import os
import re
from dataclasses import replace as dc_replace
from pathlib import Path
import click
import yaml
_SSD_SUFFIX_RE = re.compile(r"-(\d+)ssd$")
def _display_name(inst) -> str:
"""Return display name: strip synthetic -Nssd suffix for GCE n2-highmem variants."""
return _SSD_SUFFIX_RE.sub("", inst.instance_type)
def _disk_str(inst) -> str:
"""Format disk display: show disk count when >1, e.g. '6000 (16d)'."""
if not inst.local_disk_gb:
return "0"
total = f"{inst.local_disk_gb:.0f}"
if inst.local_disk_count > 1:
return f"{total} ({inst.local_disk_count}d)"
return total
@click.group("sizing", help="Instance sizing tools: browse catalog, resolve constraints, preview configs")
def sizing_group():
pass
@sizing_group.command("catalog", help="Browse instance catalog with pricing for a cloud provider")
@click.option("--cloud", type=click.Choice(["aws", "gce", "azure", "oci"]), required=True, help="Cloud provider")
@click.option(
"--role",
type=click.Choice(["db", "loader", "monitor"]),
default=None,
help="Filter by role (shows preferred families)",
)
@click.option("--family", type=str, default=None, help="Filter by instance family")
@click.pass_context
def sizing_catalog(ctx, cloud, role, family):
# lazy: sdcm imports pull boto3/google-cloud/azure-mgmt — too heavy for CLI startup
from sdcm.utils.cloud_catalog.instance_catalog import InstanceCatalog # noqa: PLC0415
catalog_dir = Path(__file__).parent / "data" / "instance_catalog"
try:
catalog = InstanceCatalog.from_directory(catalog_dir)
except Exception as exc: # noqa: BLE001
click.echo(f"Error loading catalog from {catalog_dir}: {exc}", err=True)
ctx.exit(1)
return
instances = catalog.get_instances(cloud)
if family:
instances = [i for i in instances if i.family == family]
if not instances:
click.echo(f"No instances found for cloud={cloud}" + (f", family={family}" if family else ""))
return
preferred_families: list[str] = []
if role:
preferred_families = catalog.preferred_families.get(role, {}).get(cloud, [])
family_rank: dict[str, int] = {fam: idx for idx, fam in enumerate(preferred_families)}
instances = sorted(instances, key=lambda i: (family_rank.get(i.family, len(preferred_families)), i.vcpus))
header = f"{'Instance Type':<25} {'vCPUs':>5} {'Memory(GB)':>10} {'Disk(GB)':>8} {'Arch':<8} {'Price/hr':>8}"
separator = f"{'─' * 25} {'─' * 5} {'─' * 10} {'─' * 8} {'─' * 8} {'─' * 8}"
click.echo(header)
click.echo(separator)
for inst in instances:
price_str = f"${inst.price_per_hour:.4f}" if inst.price_per_hour is not None else "N/A"
click.echo(
f"{_display_name(inst):<25} {inst.vcpus:>5} {inst.memory_gb:>10.2f} "
f"{_disk_str(inst):>8} {inst.arch:<8} {price_str:>8}"
)
@sizing_group.command("update-catalog", help="Refresh instance catalog from cloud provider APIs")
@click.option(
"--cloud",
type=click.Choice(["aws", "gce", "azure", "oci", "all"]),
default="all",
help="Cloud to update",
)
@click.pass_context
def sizing_update_catalog(ctx, cloud):
# lazy: sdcm imports pull boto3/google-cloud/azure-mgmt — too heavy for CLI startup
from sdcm.utils.cloud_catalog.catalog_generator import update_catalog # noqa: PLC0415
output_dir = Path(__file__).parent / "data" / "instance_catalog"
cloud_arg = None if cloud == "all" else cloud
clouds_label = cloud if cloud != "all" else "all clouds"
click.echo(f"Updating instance catalog for {clouds_label} → {output_dir}")
try:
update_catalog(cloud=cloud_arg, output_dir=output_dir)
click.echo("Catalog update complete.")
except Exception as exc: # noqa: BLE001
click.echo(f"Error updating catalog: {exc}", err=True)
ctx.exit(1)
@sizing_group.command("resolve", help="Resolve hardware constraints to instance types across all clouds")
@click.option("--vcpu", type=str, required=True, help="vCPU constraint (e.g. 8, 8-16, >=32, <64)")
@click.option("--memory", type=str, default=None, help="Memory constraint (e.g. 32, >16gb)")
@click.option("--disk", type=str, default=None, help="Disk constraint")
@click.option("--arch", type=str, default=None, help="Architecture (arm64, x86_64, arm, x86)")
@click.option("--role", type=click.Choice(["db", "loader", "monitor"]), default="db", help="Role for family preference")
@click.option("--region", type=str, default=None, help="Region for pricing (e.g. us-east-1, eu-west-1)")
@click.pass_context
def sizing_resolve(ctx, vcpu, memory, disk, arch, role, region):
# lazy: sdcm imports pull boto3/google-cloud/azure-mgmt — too heavy for CLI startup
from sdcm.utils.cloud_catalog.instance_catalog import InstanceCatalog # noqa: PLC0415
from sdcm.utils.cloud_catalog.instance_matcher import select_instance, NoMatchingInstanceError # noqa: PLC0415
catalog_dir = Path(__file__).parent / "data" / "instance_catalog"
try:
catalog = InstanceCatalog.from_directory(catalog_dir)
except Exception as exc: # noqa: BLE001
click.echo(f"Error loading catalog from {catalog_dir}: {exc}", err=True)
ctx.exit(1)
return
constraints: dict = {"vcpu": vcpu}
if memory:
constraints["memory"] = memory
if disk:
constraints["disk"] = disk
if arch:
constraints["arch"] = arch
clouds = ["aws", "gce", "azure", "oci"]
header = f"{'Cloud':<8} {'Resolved Instance':<25} {'vCPUs':>5} {'Memory(GB)':>10} {'Disk(GB)':>8} {'Arch':<8} {'Price/hr':>8}"
separator = f"{'─' * 8} {'─' * 25} {'─' * 5} {'─' * 10} {'─' * 8} {'─' * 8} {'─' * 8}"
click.echo(header)
click.echo(separator)
for cloud_name in clouds:
try:
inst = select_instance(
catalog=catalog, role=role, cloud=cloud_name, constraints=constraints, arch=arch, region=region
)
price = inst.get_price(region)
price_str = f"${price:.4f}" if price is not None else "N/A"
disk_str = _disk_str(inst)
click.echo(
f"{cloud_name:<8} {_display_name(inst):<25} {inst.vcpus:>5} {inst.memory_gb:>10.2f} {disk_str:>8} {inst.arch:<8} {price_str:>8}"
)
except NoMatchingInstanceError:
click.echo(
f"{cloud_name:<8} {click.style('No match', fg='red'):<34} {'':>5} {'':>10} {'':>8} {'':>8} {'':>8}"
)
except Exception as exc: # noqa: BLE001
click.echo(f"{cloud_name:<8} Error: {exc}")
def _resolve_config_files(config_files: tuple[str, ...]) -> list[str]:
# lazy: pulls groovy parser dependencies not needed unless Jenkinsfiles are passed
from sdcm.utils.lint.jenkins_parser import parse_jenkinsfile # noqa: PLC0415
resolved = []
for path_str in config_files:
path = Path(path_str)
if path.suffix in {".jenkinsfile", ".groovy"} or path.name == "Jenkinsfile":
pipeline_config = parse_jenkinsfile(path)
if pipeline_config and pipeline_config.test_config:
resolved.extend(pipeline_config.test_config)
else:
click.echo(f"Warning: no test_config found in {path}", err=True)
else:
resolved.append(path_str)
return resolved
@sizing_group.command("preview", help="Preview how a config file resolves instance types across all clouds")
@click.argument("config_files", nargs=-1, required=True, type=click.Path(exists=True))
@click.option(
"--sizing-db", type=str, default=None, help="Override db sizing constraints, e.g. 'vcpu=32,memory=128,arch=x86_64'"
)
@click.option(
"--sizing-loader", type=str, default=None, help="Override loader sizing constraints, e.g. 'vcpu=8,memory=16'"
)
@click.option(
"--sizing-monitor", type=str, default=None, help="Override monitor sizing constraints, e.g. 'vcpu=4,memory=16'"
)
@click.option(
"--instance-type-db", type=str, default=None, help="Override AWS db instance type (literal), e.g. 'i3en.2xlarge'"
)
@click.option("--instance-type-loader", type=str, default=None, help="Override AWS loader instance type (literal)")
@click.option("--instance-type-monitor", type=str, default=None, help="Override AWS monitor instance type (literal)")
@click.option("--duration", type=int, default=None, help="Override test duration in minutes (for cost calculation)")
@click.pass_context
def sizing_preview( # noqa: PLR0912, PLR0914, PLR0915
ctx,
config_files,
sizing_db,
sizing_loader,
sizing_monitor,
instance_type_db,
instance_type_loader,
instance_type_monitor,
duration,
):
# lazy: sdcm imports pull boto3/google-cloud/azure-mgmt — too heavy for CLI startup
from sdcm.utils.cloud_catalog.instance_catalog import InstanceCatalog # noqa: PLC0415
from sdcm.utils.cloud_catalog.instance_matcher import ( # noqa: PLC0415
is_literal_instance_type,
select_instance,
NoMatchingInstanceError,
)
config_files = _resolve_config_files(config_files)
if not config_files:
click.echo("Error: no config files found (Jenkinsfile had no test_config?)", err=True)
ctx.exit(1)
return
catalog_dir = Path(__file__).parent / "data" / "instance_catalog"
try:
catalog = InstanceCatalog.from_directory(catalog_dir)
except Exception as exc: # noqa: BLE001
click.echo(f"Error loading catalog from {catalog_dir}: {exc}", err=True)
ctx.exit(1)
return
defaults_dir = Path(__file__).parent / "defaults"
default_configs: dict = {}
for defaults_file in sorted(defaults_dir.glob("*.yaml")):
if defaults_file.stem.startswith("k8s_"):
continue
with open(defaults_file) as fh:
data = yaml.safe_load(fh)
if data:
default_configs.update(data)
merged_config: dict = {}
merged_config.update(default_configs)
user_config: dict = {}
for config_file in config_files:
with open(config_file) as fh:
data = yaml.safe_load(fh)
if data:
user_config.update(data)
merged_config.update(data)
env_overrides: dict = {}
for key, val in os.environ.items():
if not key.startswith("SCT_"):
continue
base_key = key[4:].lower()
dot_pos = base_key.find(".")
if dot_pos != -1:
param_name = base_key[:dot_pos]
sub_key = base_key[dot_pos + 1 :]
env_overrides.setdefault(param_name, {})
if isinstance(env_overrides[param_name], dict):
env_overrides[param_name][sub_key] = val.strip()
else:
stripped = val.strip()
try:
parsed = yaml.safe_load(stripped)
except Exception: # noqa: BLE001
parsed = stripped
env_overrides[base_key] = parsed
merged_config.update(env_overrides)
def _parse_constraints(raw: str) -> dict:
result = {}
for part in raw.split(","):
k, _, v = part.partition("=")
k, v = k.strip(), v.strip()
if k:
result[k] = v
return result
cli_overrides: dict = {}
if sizing_db:
cli_overrides["sizing_db"] = _parse_constraints(sizing_db)
if sizing_loader:
cli_overrides["sizing_loader"] = _parse_constraints(sizing_loader)
if sizing_monitor:
cli_overrides["sizing_monitor"] = _parse_constraints(sizing_monitor)
if instance_type_db:
cli_overrides["instance_type_db"] = instance_type_db
if instance_type_loader:
cli_overrides["instance_type_loader"] = instance_type_loader
if instance_type_monitor:
cli_overrides["instance_type_monitor"] = instance_type_monitor
if duration is not None:
cli_overrides["test_duration"] = duration
merged_config.update(cli_overrides)
CLOUD_PARAM = {
"aws": {
"db": "instance_type_db",
"db_oracle": "instance_type_db_oracle",
"zero_token": "zero_token_instance_type_db",
"loader": "instance_type_loader",
"monitor": "instance_type_monitor",
},
"gce": {
"db": "gce_instance_type_db",
"loader": "gce_instance_type_loader",
"monitor": "gce_instance_type_monitor",
},
"azure": {
"db": "azure_instance_type_db",
"db_oracle": "azure_instance_type_db_oracle",
"loader": "azure_instance_type_loader",
"monitor": "azure_instance_type_monitor",
},
"oci": {
"db": "oci_instance_type_db",
"db_oracle": "oci_instance_type_db_oracle",
"loader": "oci_instance_type_loader",
"monitor": "oci_instance_type_monitor",
},
}
NODE_COUNT_PARAMS = {
"db": "n_db_nodes",
"db_oracle": "n_test_oracle_db_nodes",
"zero_token": "n_db_zero_token_nodes",
"loader": "n_loaders",
"monitor": "n_monitor_nodes",
}
CLOUD_REGION_PARAM = {
"aws": "region_name",
"gce": "gce_datacenter",
"azure": "azure_region_name",
"oci": "oci_region_name",
}
clouds = ["aws", "gce", "azure", "oci"]
roles = ["db", "db_oracle", "zero_token", "loader", "monitor"]
cloud_regions: dict[str, str | None] = {}
for cloud_name in clouds:
raw = merged_config.get(CLOUD_REGION_PARAM.get(cloud_name, ""))
if isinstance(raw, list):
cloud_regions[cloud_name] = raw[0] if raw else None
elif isinstance(raw, str) and raw:
cloud_regions[cloud_name] = raw
else:
cloud_regions[cloud_name] = None
test_duration_min = merged_config.get("test_duration", 0)
test_duration_hr = test_duration_min / 60.0 if test_duration_min else 0
click.echo(f"Config files: {', '.join(config_files)}")
if test_duration_min:
click.echo(f"Test duration: {test_duration_min} min ({test_duration_hr:.1f} hr)")
click.echo()
def _derive_constraints(inst_info):
constraints = {"vcpu": f">={inst_info.vcpus}"}
if inst_info.memory_gb:
constraints["memory"] = f">={inst_info.memory_gb}"
if inst_info.local_disk_gb:
constraints["disk"] = f">={inst_info.local_disk_gb}"
return constraints
def _find_literal(value, cloud_name):
instances = catalog.get_instances(cloud_name)
match = next((i for i in instances if i.instance_type == value), None)
if match:
return match
parts = value.split(":")
if len(parts) == 3:
base_type = f"{parts[0]}:{parts[1]}"
base_match = next((i for i in instances if i.instance_type == base_type), None)
if base_match:
mem_gb = float(parts[2])
return dc_replace(base_match, instance_type=value, memory_gb=mem_gb)
return None
def _format_row(cloud_name, inst, source, node_count):
region = cloud_regions.get(cloud_name)
price = inst.get_price(region)
price_str = f"${price:.4f}" if price is not None else "N/A"
disk_str = _disk_str(inst)
cost_str = ""
if price is not None and test_duration_hr and node_count:
cost = price * test_duration_hr * node_count
cost_str = f"${cost:.2f}"
return (
f" {cloud_name:<8} {_display_name(inst):<25} {inst.vcpus:>5} "
f"{inst.memory_gb:>10.2f} {disk_str:>8} {inst.arch:<8} {price_str:>8} "
f"{cost_str:>10} {source}"
)
total_cost_by_cloud: dict[str, float] = {c: 0.0 for c in clouds}
has_no_match: dict[str, bool] = {c: False for c in clouds}
AGNOSTIC_PARAMS = {
"db": "sizing_db",
"db_oracle": "sizing_db_oracle",
"zero_token": "sizing_db",
"loader": "sizing_loader",
"monitor": "sizing_monitor",
}
for role in roles:
role_values: dict[str, object] = {}
role_sources: dict[str, str] = {}
agnostic_param = AGNOSTIC_PARAMS[role]
agnostic_value = merged_config.get(agnostic_param)
for cloud_name in clouds:
param_name = CLOUD_PARAM[cloud_name].get(role)
if not param_name:
continue
if param_name in cli_overrides and cli_overrides[param_name]:
role_values[cloud_name] = cli_overrides[param_name]
role_sources[cloud_name] = (param_name, "cli")
elif agnostic_param in cli_overrides and cli_overrides[agnostic_param]:
role_values[cloud_name] = cli_overrides[agnostic_param]
role_sources[cloud_name] = (agnostic_param, "cli")
elif param_name in env_overrides and env_overrides[param_name]:
role_values[cloud_name] = env_overrides[param_name]
role_sources[cloud_name] = (param_name, "env-var")
elif agnostic_param in env_overrides and env_overrides[agnostic_param]:
role_values[cloud_name] = env_overrides[agnostic_param]
role_sources[cloud_name] = (agnostic_param, "env-var")
elif param_name in user_config and user_config[param_name]:
role_values[cloud_name] = user_config[param_name]
role_sources[cloud_name] = (param_name, "test-config")
elif agnostic_param in user_config and isinstance(user_config.get(agnostic_param), dict):
role_values[cloud_name] = user_config[agnostic_param]
role_sources[cloud_name] = (agnostic_param, "test-config")
elif isinstance(agnostic_value, dict) and param_name != agnostic_param:
role_values[cloud_name] = agnostic_value
role_sources[cloud_name] = (agnostic_param, "defaults")
elif param_name in merged_config and merged_config[param_name]:
role_values[cloud_name] = merged_config[param_name]
role_sources[cloud_name] = (param_name, "defaults")
aws_param = CLOUD_PARAM["aws"].get(role)
default_value = merged_config.get(aws_param) if aws_param else None
if not role_values and not default_value:
continue
node_count_raw = str(merged_config.get(NODE_COUNT_PARAMS.get(role, ""), 0))
node_count = sum(int(x) for x in node_count_raw.split())
if node_count == 0:
continue
if role == "db_oracle" and merged_config.get("db_type") not in ("mixed_scylla", "mixed_cassandra"):
continue
click.echo(f"Role: {role} (× {node_count} nodes)")
click.echo()
header = (
f" {'Cloud':<8} {'Resolved Instance':<25} {'vCPUs':>5} {'Memory(GB)':>10} "
f"{'Disk(GB)':>8} {'Arch':<8} {'Price/hr':>8} {'Est. Cost':>10} {'Source'}"
)
separator = (
f" {'─' * 8} {'─' * 25} {'─' * 5} {'─' * 10} {'─' * 8} {'─' * 8} {'─' * 8} {'─' * 10} {'─' * 20}"
)
click.echo(header)
click.echo(separator)
reference_inst = None
for cloud_name in clouds:
value = role_values.get(cloud_name, default_value)
if not value:
click.echo(
f" {cloud_name:<8} {'N/A':<25} {'':>5} {'':>10} {'':>8} {'':>8} {'':>8} {'':>10} no config"
)
continue
param_name = CLOUD_PARAM[cloud_name].get(role)
if not param_name:
click.echo(
f" {cloud_name:<8} {'N/A':<25} {'':>5} {'':>10} {'':>8} {'':>8} {'':>8} {'':>10} no config"
)
continue
if cloud_name in role_values:
src_key, src_origin = role_sources.get(cloud_name, (param_name, "defaults"))
source_param = f"{src_key} ({src_origin})"
else:
source_param = f"{param_name} (defaults)"
if isinstance(value, str) and is_literal_instance_type(value):
match = _find_literal(value, cloud_name)
if match:
click.echo(_format_row(cloud_name, match, f"{source_param} (literal)", node_count))
match_price = match.get_price(cloud_regions.get(cloud_name))
if match_price is not None and test_duration_hr and node_count:
total_cost_by_cloud[cloud_name] += match_price * test_duration_hr * node_count
if reference_inst is None:
reference_inst = match
else:
cross_match = None
for other_cloud in clouds:
if other_cloud == cloud_name:
continue
cross_match = _find_literal(value, other_cloud)
if cross_match:
break
if cross_match:
constraints = _derive_constraints(cross_match)
if reference_inst is None:
reference_inst = cross_match
try:
inst = select_instance(
catalog=catalog,
role=role,
cloud=cloud_name,
constraints=constraints,
arch=cross_match.arch,
region=cloud_regions.get(cloud_name),
)
click.echo(
_format_row(
cloud_name,
inst,
f"≈ {value} → {constraints} (estimated)",
node_count,
)
)
inst_price = inst.get_price(cloud_regions.get(cloud_name))
if inst_price is not None and test_duration_hr and node_count:
total_cost_by_cloud[cloud_name] += inst_price * test_duration_hr * node_count
except NoMatchingInstanceError:
has_no_match[cloud_name] = True
click.echo(
f" {cloud_name:<8} {click.style('No match', fg='red'):<34} {'':>5} {'':>10} "
f"{'':>8} {'':>8} {'':>8} {'':>10} ≈ {value} (no equivalent)"
)
else:
click.echo(
f" {cloud_name:<8} {value:<25} {'?':>5} {'?':>10} "
f"{'?':>8} {'?':<8} {'?':>8} {'':>10} {source_param} (not in catalog)"
)
elif isinstance(value, dict):
try:
inst = select_instance(
catalog=catalog,
role=role,
cloud=cloud_name,
constraints=value,
region=cloud_regions.get(cloud_name),
)
click.echo(_format_row(cloud_name, inst, f"{source_param} (resolved)", node_count))
inst_price = inst.get_price(cloud_regions.get(cloud_name))
if inst_price is not None and test_duration_hr and node_count:
total_cost_by_cloud[cloud_name] += inst_price * test_duration_hr * node_count
except NoMatchingInstanceError:
has_no_match[cloud_name] = True
click.echo(
f" {cloud_name:<8} {click.style('No match', fg='red'):<34} {'':>5} {'':>10} "
f"{'':>8} {'':>8} {'':>8} {'':>10} {source_param}"
)
except Exception as exc: # noqa: BLE001
click.echo(f" {cloud_name:<8} Error: {exc}")
else:
click.echo(
f" {cloud_name:<8} {'N/A':<25} {'':>5} {'':>10} {'':>8} {'':>8} {'':>8} {'':>10} no config"
)
click.echo()
if test_duration_hr and any(v > 0 for v in total_cost_by_cloud.values()):
click.echo("Estimated Total Cost")
click.echo(f" {'Cloud':<8} {'Total':>10}")
click.echo(f" {'─' * 8} {'─' * 10}")
for cloud_name in clouds:
if has_no_match[cloud_name]:
continue
cost = total_cost_by_cloud[cloud_name]
if cost > 0:
click.echo(f" {cloud_name:<8} ${cost:>9.2f}")
click.echo()