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+python-versions = "*" +files = [ + {file = "types-urllib3-1.26.25.8.tar.gz", hash = "sha256:ecf43c42d8ee439d732a1110b4901e9017a79a38daca26f08e42c8460069392c"}, + {file = "types_urllib3-1.26.25.8-py3-none-any.whl", hash = "sha256:95ea847fbf0bf675f50c8ae19a665baedcf07e6b4641662c4c3c72e7b2edf1a9"}, +] + [[package]] name = "typing-extensions" version = "4.5.0" @@ -786,6 +1439,38 @@ files = [ {file = "typing_extensions-4.5.0.tar.gz", hash = "sha256:5cb5f4a79139d699607b3ef622a1dedafa84e115ab0024e0d9c044a9479ca7cb"}, ] +[[package]] +name = "tzdata" +version = "2022.7" +description = "Provider of IANA time zone data" +category = "main" +optional = false +python-versions = ">=2" +files = [ + {file = "tzdata-2022.7-py2.py3-none-any.whl", hash = "sha256:2b88858b0e3120792a3c0635c23daf36a7d7eeeca657c323da299d2094402a0d"}, + {file = "tzdata-2022.7.tar.gz", hash = "sha256:fe5f866eddd8b96e9fcba978f8e503c909b19ea7efda11e52e39494bad3a7bfa"}, +] + +[[package]] +name = "tzlocal" +version = "4.2" +description = "tzinfo object for the local timezone" +category = "main" +optional = false +python-versions = ">=3.6" +files = [ + {file = "tzlocal-4.2-py3-none-any.whl", hash = "sha256:89885494684c929d9191c57aa27502afc87a579be5cdd3225c77c463ea043745"}, + {file = "tzlocal-4.2.tar.gz", hash = "sha256:ee5842fa3a795f023514ac2d801c4a81d1743bbe642e3940143326b3a00addd7"}, +] + +[package.dependencies] +pytz-deprecation-shim = "*" +tzdata = {version = "*", markers = "platform_system == \"Windows\""} + +[package.extras] +devenv = ["black", "pyroma", "pytest-cov", "zest.releaser"] +test = ["pytest (>=4.3)", "pytest-mock (>=3.3)"] + [[package]] name = "urllib3" version = "1.26.14" @@ -823,4 +1508,4 @@ test = ["websockets"] [metadata] lock-version = "2.0" python-versions = "^3.11" -content-hash = "2798d052ae3f12079ee3e2ba2f2156d5b2a24494bf259a1c59bf450aac980b6d" +content-hash = "a719c9bf808522105453fda003f65693d00a0c2c056a6ee80fb8e78e988a8667" diff --git a/pyproject.toml b/pyproject.toml index 02d438b..5fdda2f 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -24,6 +24,7 @@ python = "^3.11" typer = {extras = ["all"], version = "^0.7.0"} pydantic = "^1.10.5" kubernetes = "^26.1.0" +prometheus-api-client = "^0.5.3" [tool.poetry.group.dev.dependencies] mypy = "^1.0.1" @@ -31,6 +32,8 @@ black = "^23.1.0" isort = "^5.12.0" flake8 = "^6.0.0" types-pyyaml = "^6.0.12.8" +types-cachetools = "^5.3.0.4" +types-requests = "^2.28.11.15" [build-system] requires = ["poetry-core"] diff --git a/robusta_krr/core/abstract/strategies.py b/robusta_krr/core/abstract/strategies.py index e5f6813..3cd7682 100644 --- a/robusta_krr/core/abstract/strategies.py +++ b/robusta_krr/core/abstract/strategies.py @@ -26,7 +26,7 @@ class StrategySettings(pd.BaseModel): _StrategySettings = TypeVar("_StrategySettings", bound=StrategySettings) -HistoryData = dict[ResourceType, list[int]] +HistoryData = dict[ResourceType, list[float]] RunResult = dict[ResourceType, ResourceRecommendation] diff --git a/robusta_krr/core/integrations/kubernetes.py b/robusta_krr/core/integrations/kubernetes.py index 10b0c2e..d027191 100644 --- a/robusta_krr/core/integrations/kubernetes.py +++ b/robusta_krr/core/integrations/kubernetes.py @@ -24,8 +24,9 @@ class ClusterLoader(Configurable): super().__init__(*args, **kwargs) self.cluster = cluster - self.apps = client.AppsV1Api(api_client=config.new_client_from_config(context=cluster)) - self.batch = client.BatchV1Api(api_client=config.new_client_from_config(context=cluster)) + self.api_client = config.new_client_from_config(context=cluster) + self.apps = client.AppsV1Api(api_client=self.api_client) + self.batch = client.BatchV1Api(api_client=self.api_client) async def list_scannable_objects(self) -> list[K8sObjectData]: """List all scannable objects. diff --git a/robusta_krr/core/integrations/prometheus.py b/robusta_krr/core/integrations/prometheus.py index 5c78838..1549e59 100644 --- a/robusta_krr/core/integrations/prometheus.py +++ b/robusta_krr/core/integrations/prometheus.py @@ -1,27 +1,126 @@ +import asyncio import datetime -import random +from kubernetes import config as k8s_config +from kubernetes.client import ApiClient +from prometheus_api_client import PrometheusConnect +from requests.exceptions import ConnectionError, HTTPError + +from robusta_krr.core.models.config import Config from robusta_krr.core.models.objects import K8sObjectData from robusta_krr.core.models.result import ResourceType from robusta_krr.utils.configurable import Configurable +from robusta_krr.utils.service_discovery import ServiceDiscovery + + +class PrometheusDiscovery(ServiceDiscovery): + def find_prometheus_url(self, *, api_client: ApiClient | None = None) -> str | None: + return super().find_url( + selectors=[ + "app=kube-prometheus-stack-prometheus", + "app=prometheus,component=server", + "app=prometheus-server", + "app=prometheus-operator-prometheus", + "app=prometheus-msteams", + "app=rancher-monitoring-prometheus", + "app=prometheus-prometheus", + ], + api_client=api_client, + ) + + +class PrometheusNotFound(Exception): + pass class PrometheusLoader(Configurable): + def __init__( + self, + config: Config, + *, + cluster: str | None = None, + ) -> None: + super().__init__(config=config) + + self.debug(f"Initializing PrometheusLoader for {cluster or 'default'} cluster") + + self.auth_header = self.config.prometheus_auth_header + self.ssl_enabled = self.config.prometheus_ssl_enabled + + self.api_client = k8s_config.new_client_from_config(context=cluster) + self.prometheus_discovery = PrometheusDiscovery(config=self.config) + + self.url = self.config.prometheus_url + self.url = self.url or self.prometheus_discovery.find_prometheus_url(api_client=self.api_client) + + if not self.url: + raise PrometheusNotFound( + f"Prometheus url could not be found while scanning in {cluster or 'default'} cluster" + ) + + headers = {} + + if self.auth_header: + headers = {"Authorization": self.auth_header} + elif not self.config.inside_cluster: + self.api_client.update_params_for_auth(headers, {}, ["BearerToken"]) + + self.prometheus = PrometheusConnect(url=self.url, disable_ssl=not self.ssl_enabled, headers=headers) + self._check_prometheus_connection() + + self.debug(f"PrometheusLoader initialized for {cluster or 'default'} cluster") + + def _check_prometheus_connection(self): + try: + response = self.prometheus._session.get( + f"{self.prometheus.url}/api/v1/query", + verify=self.prometheus.ssl_verification, + headers=self.prometheus.headers, + # This query should return empty results, but is correct + params={"query": "example"}, + ) + response.raise_for_status() + except (ConnectionError, HTTPError) as e: + raise PrometheusNotFound( + f"Couldn't connect to Prometheus found under {self.prometheus.url}\nCaused by {e.__class__.__name__}: {e})" + ) from e + async def gather_data( self, object: K8sObjectData, resource: ResourceType, period: datetime.timedelta, *, - timeframe: datetime.timedelta = datetime.timedelta(minutes=1), + timeframe: datetime.timedelta = datetime.timedelta(minutes=30), ) -> list[int]: - # TODO: This is mock function. Implement this later using the Prometheus API - self.debug(f"Gathering data for {object} and {resource} for the last {period}") - points = int(period / timeframe) + # TODO: Queries do not work properly + self.debug(f"Gathering data for {object} and {resource}") if resource == ResourceType.CPU: - return [random.randrange(1, 3000) for _ in range(points)] + return await asyncio.to_thread( + self.prometheus.custom_query_range, + query='sum(node_namespace_pod_container:container_cpu_usage_seconds_total:sum_irate{namespace="$namespace", pod=~"$pod", container=~"$container"})', + start_time=datetime.datetime.now() - period, + end_time=datetime.datetime.now(), + step="30m", + params={ + "namespace": object.namespace, + "pod": object.name, + "container": object.container, + }, + ) elif resource == ResourceType.Memory: - return [random.randrange(70_000_000, 5_000_000_000) for _ in range(points)] + return await asyncio.to_thread( + self.prometheus.custom_query_range, + query='sum(container_memory_working_set_bytes{job="kubelet", metrics_path="/metrics/cadvisor", pod=~"$pod", container=~"$container", image!=""})', + start_time=datetime.datetime.now() - period, + end_time=datetime.datetime.now(), + step="30m", + params={ + # "namespace": object.namespace, + "pod": object.name, + "container": object.container, + }, + ) else: raise ValueError(f"Unknown resource type: {resource}") diff --git a/robusta_krr/core/models/config.py b/robusta_krr/core/models/config.py index c5845d1..e090d1b 100644 --- a/robusta_krr/core/models/config.py +++ b/robusta_krr/core/models/config.py @@ -10,7 +10,13 @@ class Config(pd.BaseSettings): quiet: bool = pd.Field(False) verbose: bool = pd.Field(False) + # Make this True if you are running KRR inside the cluster + inside_cluster: bool = pd.Field(False) + prometheus_url: str | None = pd.Field(None) + prometheus_auth_header: str | None = pd.Field(None) + prometheus_ssl_enabled: bool = pd.Field(False) + format: str strategy: str diff --git a/robusta_krr/core/runner.py b/robusta_krr/core/runner.py index b96ba53..484f5d8 100644 --- a/robusta_krr/core/runner.py +++ b/robusta_krr/core/runner.py @@ -15,9 +15,22 @@ class Runner(Configurable): def __init__(self, config: Config) -> None: super().__init__(config) self._k8s_loader = KubernetesLoader(self.config) - self._prometheus_loader = PrometheusLoader(self.config) + self._prometheus_loaders: dict[str, PrometheusLoader | Exception] = {} self._strategy = self.config.create_strategy() + def _get_prometheus_loader(self, cluster: str) -> PrometheusLoader: + if cluster not in self._prometheus_loaders: + try: + self._prometheus_loaders[cluster] = PrometheusLoader(self.config, cluster=cluster) + except Exception as e: + self._prometheus_loaders[cluster] = e + + result = self._prometheus_loaders[cluster] + if isinstance(result, Exception): + raise result + + return result + def _greet(self) -> None: self.echo(ASCII_LOGO, no_prefix=True) self.echo(f"Running Robusta's KRR (Kubernetes Resource Recommender) {get_version()}", no_prefix=True) @@ -31,9 +44,11 @@ class Runner(Configurable): self.console.print(formatted) async def _calculate_object_recommendations(self, object: K8sObjectData) -> RunResult: + prometheus_loader = self._get_prometheus_loader(object.cluster) + data_tuple = await asyncio.gather( *[ - self._prometheus_loader.gather_data( + prometheus_loader.gather_data( object, resource, self._strategy.settings.history_timedelta, diff --git a/robusta_krr/formatters/table.py b/robusta_krr/formatters/table.py index 92711c4..9eda49e 100644 --- a/robusta_krr/formatters/table.py +++ b/robusta_krr/formatters/table.py @@ -10,6 +10,7 @@ from robusta_krr.core.models.result import ResourceScan, ResourceType, Result from robusta_krr.utils import resource_units NONE_LITERAL = "none" +NAN_LITERAL = "?" PRESCISION = 4 @@ -19,7 +20,12 @@ class TableFormatter(BaseFormatter): __display_name__ = "table" def _format_united_decimal(self, value: Decimal | None, prescision: int | None = None) -> str: - return resource_units.format(value, prescision=prescision) if value is not None else NONE_LITERAL + if value is None: + return NONE_LITERAL + elif value.is_nan(): + return NAN_LITERAL + else: + return resource_units.format(value, prescision=prescision) def _format_request_str(self, item: ResourceScan, resource: ResourceType, selector: str) -> str: return ( diff --git a/robusta_krr/main.py b/robusta_krr/main.py index 8d62668..ff252ac 100644 --- a/robusta_krr/main.py +++ b/robusta_krr/main.py @@ -7,7 +7,7 @@ from robusta_krr.core.models.config import Config from robusta_krr.core.runner import Runner from robusta_krr.utils.version import get_version -app = typer.Typer(pretty_exceptions_show_locals=False) +app = typer.Typer(pretty_exceptions_show_locals=False, pretty_exceptions_short=True) @app.command() diff --git a/robusta_krr/strategies/simple.py b/robusta_krr/strategies/simple.py index 3f1ad60..63fafef 100644 --- a/robusta_krr/strategies/simple.py +++ b/robusta_krr/strategies/simple.py @@ -31,15 +31,18 @@ class SimpleStrategy(BaseStrategy[SimpleStrategySettings]): return { ResourceType.CPU: ResourceRecommendation( - request=Decimal(cpu_usage) / 1000, + request=Decimal(cpu_usage) / 1000 if cpu_usage is not None else None, limit=None, ), ResourceType.Memory: ResourceRecommendation( - request=memory_usage, - limit=memory_usage, + request=Decimal(memory_usage), + limit=Decimal(memory_usage), ), } - def _calculate_percentile(self, data: list[int], percentile: float) -> int: + def _calculate_percentile(self, data: list[float], percentile: float) -> float: + if len(data) == 0: + return float("nan") + data = sorted(data) return data[int(len(data) * percentile)] diff --git a/robusta_krr/utils/configurable.py b/robusta_krr/utils/configurable.py index e4c80f6..d2f1442 100644 --- a/robusta_krr/utils/configurable.py +++ b/robusta_krr/utils/configurable.py @@ -1,3 +1,4 @@ +import abc from typing import Literal from rich.console import Console @@ -7,7 +8,7 @@ from robusta_krr.core.models.config import Config console = Console() -class Configurable: +class Configurable(abc.ABC): """ A class that can be configured with a Config object. Opens the possibility to use echo and debug methods diff --git a/robusta_krr/utils/service_discovery.py b/robusta_krr/utils/service_discovery.py new file mode 100644 index 0000000..8c498fe --- /dev/null +++ b/robusta_krr/utils/service_discovery.py @@ -0,0 +1,56 @@ +import logging + +from cachetools import TTLCache +from kubernetes import client +from kubernetes.client import V1ServiceList +from kubernetes.client.api_client import ApiClient +from kubernetes.client.models.v1_service import V1Service + +from robusta_krr.utils.configurable import Configurable + + +class ServiceDiscovery(Configurable): + SERVICE_CACHE_TTL_SEC = 900 + cache: TTLCache = TTLCache(maxsize=1, ttl=SERVICE_CACHE_TTL_SEC) + + def find_service_url(self, label_selector: str, *, api_client: ApiClient | None = None) -> str | None: + """ + Get the url of an in-cluster service with a specific label + """ + # we do it this way because there is a weird issue with hikaru's ServiceList.listServiceForAllNamespaces() + v1 = client.CoreV1Api(api_client=api_client) + svc_list: V1ServiceList = v1.list_service_for_all_namespaces(label_selector=label_selector) + if not svc_list.items: + return None + + svc: V1Service = svc_list.items[0] + name = svc.metadata.name + namespace = svc.metadata.namespace + port = svc.spec.ports[0].port + + if self.config.inside_cluster: + return f"http://{name}.{namespace}.svc.cluster.local:{port}" + + elif api_client is not None: + return f"{api_client.configuration.host}/api/v1/namespaces/{namespace}/services/{name}:{port}/proxy" + + return None + + def find_url(self, selectors: list[str], *, api_client: ApiClient | None = None) -> str | None: + """ + Try to autodiscover the url of an in-cluster service + """ + cache_key = ",".join(selectors) + cached_value = self.cache.get(cache_key) + if cached_value: + return cached_value + + for label_selector in selectors: + logging.debug(f"Trying to find service with label selector {label_selector}") + service_url = self.find_service_url(label_selector, api_client=api_client) + if service_url: + logging.debug(f"Found service with label selector {label_selector}") + self.cache[cache_key] = service_url + return service_url + + return None -- cgit v1.2.3