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import base64
import datetime
import functools
import http.client
import json
import logging
import os
import re
import socket
import sys
import threading
from copy import deepcopy
from pathlib import Path
from typing import (
IO,
TYPE_CHECKING,
Any,
Callable,
Dict,
Iterable,
List,
Literal,
Mapping,
MutableMapping,
NamedTuple,
Optional,
Sequence,
TextIO,
Tuple,
Union,
)
import click
import requests
import yaml
from wandb_gql import Client, gql
from wandb_gql.client import RetryError
from wandb_graphql.language.ast import Document
import wandb
from wandb import env, util
from wandb.apis.normalize import normalize_exceptions, parse_backend_error_messages
from wandb.errors import AuthenticationError, CommError, UnsupportedError, UsageError
from wandb.integration.sagemaker import parse_sm_secrets
from wandb.old.settings import Settings
from wandb.proto.wandb_internal_pb2 import ServerFeature
from wandb.sdk.artifacts._validators import is_artifact_registry_project
from wandb.sdk.internal._generated import SERVER_FEATURES_QUERY_GQL, ServerFeaturesQuery
from wandb.sdk.internal.thread_local_settings import _thread_local_api_settings
from wandb.sdk.lib.gql_request import GraphQLSession
from wandb.sdk.lib.hashutil import B64MD5, md5_file_b64
from ..lib import credentials, retry
from ..lib.filenames import DIFF_FNAME, METADATA_FNAME
from ..lib.gitlib import GitRepo
from . import context
from .progress import Progress
logger = logging.getLogger(__name__)
LAUNCH_DEFAULT_PROJECT = "model-registry"
if TYPE_CHECKING:
from typing import Literal, TypedDict
from .progress import ProgressFn
class CreateArtifactFileSpecInput(TypedDict, total=False):
"""Corresponds to `type CreateArtifactFileSpecInput` in schema.graphql."""
artifactID: str
name: str
md5: str
mimetype: Optional[str]
artifactManifestID: Optional[str]
uploadPartsInput: Optional[List[Dict[str, object]]]
class CreateArtifactFilesResponseFile(TypedDict):
id: str
name: str
displayName: str
uploadUrl: Optional[str]
uploadHeaders: Sequence[str]
uploadMultipartUrls: "UploadPartsResponse"
storagePath: str
artifact: "CreateArtifactFilesResponseFileNode"
class CreateArtifactFilesResponseFileNode(TypedDict):
id: str
class UploadPartsResponse(TypedDict):
uploadUrlParts: List["UploadUrlParts"]
uploadID: str
class UploadUrlParts(TypedDict):
partNumber: int
uploadUrl: str
class CompleteMultipartUploadArtifactInput(TypedDict):
"""Corresponds to `type CompleteMultipartUploadArtifactInput` in schema.graphql."""
completeMultipartAction: str
completedParts: Dict[int, str]
artifactID: str
storagePath: str
uploadID: str
md5: str
class CompleteMultipartUploadArtifactResponse(TypedDict):
digest: str
class DefaultSettings(TypedDict):
section: str
git_remote: str
ignore_globs: Optional[List[str]]
base_url: Optional[str]
root_dir: Optional[str]
api_key: Optional[str]
entity: Optional[str]
organization: Optional[str]
project: Optional[str]
_extra_http_headers: Optional[Mapping[str, str]]
_proxies: Optional[Mapping[str, str]]
_Response = MutableMapping
SweepState = Literal["RUNNING", "PAUSED", "CANCELED", "FINISHED"]
Number = Union[int, float]
# class _MappingSupportsCopy(Protocol):
# def copy(self) -> "_MappingSupportsCopy": ...
# def keys(self) -> Iterable: ...
# def __getitem__(self, name: str) -> Any: ...
httpclient_logger = logging.getLogger("http.client")
if os.environ.get("WANDB_DEBUG"):
httpclient_logger.setLevel(logging.DEBUG)
def check_httpclient_logger_handler() -> None:
# Only enable http.client logging if WANDB_DEBUG is set
if not os.environ.get("WANDB_DEBUG"):
return
if httpclient_logger.handlers:
return
# Enable HTTPConnection debug logging to the logging framework
level = logging.DEBUG
def httpclient_log(*args: Any) -> None:
httpclient_logger.log(level, " ".join(args))
# mask the print() built-in in the http.client module to use logging instead
http.client.print = httpclient_log # type: ignore[attr-defined]
# enable debugging
http.client.HTTPConnection.debuglevel = 1
root_logger = logging.getLogger("wandb")
if root_logger.handlers:
httpclient_logger.addHandler(root_logger.handlers[0])
class _ThreadLocalData(threading.local):
context: Optional[context.Context]
def __init__(self) -> None:
self.context = None
class _OrgNames(NamedTuple):
entity_name: str
display_name: str
def _match_org_with_fetched_org_entities(
organization: str, orgs: Sequence[_OrgNames]
) -> str:
"""Match the organization provided in the path with the org entity or org name of the input entity.
Args:
organization: The organization name to match
orgs: List of tuples containing (org_entity_name, org_display_name)
Returns:
str: The matched org entity name
Raises:
ValueError: If no matching organization is found or if multiple orgs exist without a match
"""
for org_names in orgs:
if organization in org_names:
return org_names.entity_name
if len(orgs) == 1:
raise ValueError(
f"Expecting the organization name or entity name to match {orgs[0].display_name!r} "
f"and cannot be linked/fetched with {organization!r}. "
"Please update the target path with the correct organization name."
)
raise ValueError(
"Personal entity belongs to multiple organizations "
f"and cannot be linked/fetched with {organization!r}. "
"Please update the target path with the correct organization name "
"or use a team entity in the entity settings."
)
class Api:
"""W&B Internal Api wrapper.
Note:
Settings are automatically overridden by looking for
a `wandb/settings` file in the current working directory or its parent
directory. If none can be found, we look in the current user's home
directory.
Args:
default_settings(dict, optional): If you aren't using a settings
file, or you wish to override the section to use in the settings file
Override the settings here.
"""
HTTP_TIMEOUT = env.get_http_timeout(20)
FILE_PUSHER_TIMEOUT = env.get_file_pusher_timeout()
_global_context: context.Context
_local_data: _ThreadLocalData
def __init__(
self,
default_settings: Optional[
Union[
"wandb.sdk.wandb_settings.Settings",
"wandb.sdk.internal.settings_static.SettingsStatic",
Settings,
dict,
]
] = None,
load_settings: bool = True,
retry_timedelta: datetime.timedelta = datetime.timedelta( # okay because it's immutable
days=7
),
environ: MutableMapping = os.environ,
retry_callback: Optional[Callable[[int, str], Any]] = None,
api_key: Optional[str] = None,
) -> None:
self._environ = environ
self._global_context = context.Context()
self._local_data = _ThreadLocalData()
self.default_settings: DefaultSettings = {
"section": "default",
"git_remote": "origin",
"ignore_globs": [],
"base_url": "https://api.wandb.ai",
"root_dir": None,
"api_key": None,
"entity": None,
"organization": None,
"project": None,
"_extra_http_headers": None,
"_proxies": None,
}
self.retry_timedelta = retry_timedelta
# todo: Old Settings do not follow the SupportsKeysAndGetItem Protocol
default_settings = default_settings or {}
self.default_settings.update(default_settings) # type: ignore
self.retry_uploads = 10
self._settings = Settings(
load_settings=load_settings,
root_dir=self.default_settings.get("root_dir"),
)
self.git = GitRepo(remote=self.settings("git_remote"))
# Mutable settings set by the _file_stream_api
self.dynamic_settings = {
"system_sample_seconds": 2,
"system_samples": 15,
"heartbeat_seconds": 30,
}
# todo: remove these hacky hacks after settings refactor is complete
# keeping this code here to limit scope and so that it is easy to remove later
self._extra_http_headers = self.settings("_extra_http_headers") or json.loads(
self._environ.get("WANDB__EXTRA_HTTP_HEADERS", "{}")
)
self._extra_http_headers.update(_thread_local_api_settings.headers or {})
auth = None
if api_key:
auth = ("api", api_key)
elif self.access_token is not None:
self._extra_http_headers["Authorization"] = f"Bearer {self.access_token}"
elif _thread_local_api_settings.cookies is None:
auth = ("api", self.api_key or "")
proxies = self.settings("_proxies") or json.loads(
self._environ.get("WANDB__PROXIES", "{}")
)
self.client = Client(
transport=GraphQLSession(
headers={
"User-Agent": self.user_agent,
"X-WANDB-USERNAME": env.get_username(env=self._environ),
"X-WANDB-USER-EMAIL": env.get_user_email(env=self._environ),
**self._extra_http_headers,
},
use_json=True,
# this timeout won't apply when the DNS lookup fails. in that case, it will be 60s
# https://bugs.python.org/issue22889
timeout=self.HTTP_TIMEOUT,
auth=auth,
url=f"{self.settings('base_url')}/graphql",
cookies=_thread_local_api_settings.cookies,
proxies=proxies,
)
)
self.retry_callback = retry_callback
self._retry_gql = retry.Retry(
self.execute,
retry_timedelta=retry_timedelta,
check_retry_fn=util.no_retry_auth,
retryable_exceptions=(RetryError, requests.RequestException),
retry_callback=retry_callback,
)
self._current_run_id: Optional[str] = None
self._file_stream_api = None
self._upload_file_session = requests.Session()
if self.FILE_PUSHER_TIMEOUT:
self._upload_file_session.put = functools.partial( # type: ignore
self._upload_file_session.put,
timeout=self.FILE_PUSHER_TIMEOUT,
)
if proxies:
self._upload_file_session.proxies.update(proxies)
# This Retry class is initialized once for each Api instance, so this
# defaults to retrying 1 million times per process or 7 days
self.upload_file_retry = normalize_exceptions(
retry.retriable(retry_timedelta=retry_timedelta)(self.upload_file)
)
self.upload_multipart_file_chunk_retry = normalize_exceptions(
retry.retriable(retry_timedelta=retry_timedelta)(
self.upload_multipart_file_chunk
)
)
self._client_id_mapping: Dict[str, str] = {}
# Large file uploads to azure can optionally use their SDK
self._azure_blob_module = util.get_module("azure.storage.blob")
self.query_types: Optional[List[str]] = None
self.mutation_types: Optional[List[str]] = None
self.server_info_types: Optional[List[str]] = None
self.server_use_artifact_input_info: Optional[List[str]] = None
self.server_create_artifact_input_info: Optional[List[str]] = None
self.server_artifact_fields_info: Optional[List[str]] = None
self.server_organization_type_fields_info: Optional[List[str]] = None
self.server_supports_enabling_artifact_usage_tracking: Optional[bool] = None
self._max_cli_version: Optional[str] = None
self._server_settings_type: Optional[List[str]] = None
self.fail_run_queue_item_input_info: Optional[List[str]] = None
self.create_launch_agent_input_info: Optional[List[str]] = None
self.server_create_run_queue_supports_drc: Optional[bool] = None
self.server_create_run_queue_supports_priority: Optional[bool] = None
self.server_supports_template_variables: Optional[bool] = None
self.server_push_to_run_queue_supports_priority: Optional[bool] = None
self._server_features_cache: Optional[Dict[str, bool]] = None
def gql(self, *args: Any, **kwargs: Any) -> Any:
ret = self._retry_gql(
*args,
retry_cancel_event=self.context.cancel_event,
**kwargs,
)
return ret
def set_local_context(self, api_context: Optional[context.Context]) -> None:
self._local_data.context = api_context
def clear_local_context(self) -> None:
self._local_data.context = None
@property
def context(self) -> context.Context:
return self._local_data.context or self._global_context
def reauth(self) -> None:
"""Ensure the current api key is set in the transport."""
self.client.transport.session.auth = ("api", self.api_key or "")
def relocate(self) -> None:
"""Ensure the current api points to the right server."""
self.client.transport.url = "{}/graphql".format(self.settings("base_url"))
def execute(self, *args: Any, **kwargs: Any) -> "_Response":
"""Wrapper around execute that logs in cases of failure."""
try:
return self.client.execute(*args, **kwargs) # type: ignore
except requests.exceptions.HTTPError as err:
response = err.response
assert response is not None
logger.exception("Error executing GraphQL.")
for error in parse_backend_error_messages(response):
wandb.termerror(f"Error while calling W&B API: {error} ({response})")
raise
def validate_api_key(self) -> bool:
"""Returns whether the API key stored on initialization is valid."""
res = self.execute(gql("query { viewer { id } }"))
return res is not None and res["viewer"] is not None
def set_current_run_id(self, run_id: str) -> None:
self._current_run_id = run_id
@property
def current_run_id(self) -> Optional[str]:
return self._current_run_id
@property
def user_agent(self) -> str:
return f"W&B Internal Client {wandb.__version__}"
@property
def api_key(self) -> Optional[str]:
if _thread_local_api_settings.api_key:
return _thread_local_api_settings.api_key
auth = requests.utils.get_netrc_auth(self.api_url)
key = None
if auth:
key = auth[-1]
# Environment should take precedence
env_key: Optional[str] = self._environ.get(env.API_KEY)
sagemaker_key: Optional[str] = parse_sm_secrets().get(env.API_KEY)
default_key: Optional[str] = self.default_settings.get("api_key")
return env_key or key or sagemaker_key or default_key
@property
def access_token(self) -> Optional[str]:
"""Retrieves an access token for authentication.
This function attempts to exchange an identity token for a temporary
access token from the server, and save it to the credentials file.
It uses the path to the identity token as defined in the environment
variables. If the environment variable is not set, it returns None.
Returns:
Optional[str]: The access token if available, otherwise None if
no identity token is supplied.
Raises:
AuthenticationError: If the path to the identity token is not found.
"""
token_file_str = self._environ.get(env.IDENTITY_TOKEN_FILE)
if not token_file_str:
return None
token_file = Path(token_file_str)
if not token_file.exists():
raise AuthenticationError(f"Identity token file not found: {token_file}")
base_url = self.settings("base_url")
credentials_file = env.get_credentials_file(
str(credentials.DEFAULT_WANDB_CREDENTIALS_FILE), self._environ
)
return credentials.access_token(base_url, token_file, credentials_file)
@property
def api_url(self) -> str:
return self.settings("base_url") # type: ignore
@property
def app_url(self) -> str:
return wandb.util.app_url(self.api_url)
@property
def default_entity(self) -> str:
return self.viewer().get("entity") # type: ignore
def settings(self, key: Optional[str] = None, section: Optional[str] = None) -> Any:
"""The settings overridden from the wandb/settings file.
Args:
key (str, optional): If provided only this setting is returned
section (str, optional): If provided this section of the setting file is
used, defaults to "default"
Returns:
A dict with the current settings
{
"entity": "models",
"base_url": "https://api.wandb.ai",
"project": None,
"organization": "my-org",
}
"""
result = self.default_settings.copy()
result.update(self._settings.items(section=section)) # type: ignore
result.update(
{
"entity": env.get_entity(
self._settings.get(
Settings.DEFAULT_SECTION,
"entity",
fallback=result.get("entity"),
),
env=self._environ,
),
"organization": env.get_organization(
self._settings.get(
Settings.DEFAULT_SECTION,
"organization",
fallback=result.get("organization"),
),
env=self._environ,
),
"project": env.get_project(
self._settings.get(
Settings.DEFAULT_SECTION,
"project",
fallback=result.get("project"),
),
env=self._environ,
),
"base_url": env.get_base_url(
self._settings.get(
Settings.DEFAULT_SECTION,
"base_url",
fallback=result.get("base_url"),
),
env=self._environ,
),
"ignore_globs": env.get_ignore(
self._settings.get(
Settings.DEFAULT_SECTION,
"ignore_globs",
fallback=result.get("ignore_globs"),
),
env=self._environ,
),
}
)
return result if key is None else result[key] # type: ignore
def clear_setting(
self, key: str, globally: bool = False, persist: bool = False
) -> None:
self._settings.clear(
Settings.DEFAULT_SECTION, key, globally=globally, persist=persist
)
def set_setting(
self, key: str, value: Any, globally: bool = False, persist: bool = False
) -> None:
self._settings.set(
Settings.DEFAULT_SECTION, key, value, globally=globally, persist=persist
)
if key == "entity":
env.set_entity(value, env=self._environ)
elif key == "project":
env.set_project(value, env=self._environ)
elif key == "base_url":
self.relocate()
def parse_slug(
self, slug: str, project: Optional[str] = None, run: Optional[str] = None
) -> Tuple[str, str]:
"""Parse a slug into a project and run.
Args:
slug (str): The slug to parse
project (str, optional): The project to use, if not provided it will be
inferred from the slug
run (str, optional): The run to use, if not provided it will be inferred
from the slug
Returns:
A dict with the project and run
"""
if slug and "/" in slug:
parts = slug.split("/")
project = parts[0]
run = parts[1]
else:
project = project or self.settings().get("project")
if project is None:
raise CommError("No default project configured.")
run = run or slug or self.current_run_id or env.get_run(env=self._environ)
assert run, "run must be specified"
return project, run
@normalize_exceptions
def server_info_introspection(self) -> Tuple[List[str], List[str], List[str]]:
query_string = """
query ProbeServerCapabilities {
QueryType: __type(name: "Query") {
...fieldData
}
MutationType: __type(name: "Mutation") {
...fieldData
}
ServerInfoType: __type(name: "ServerInfo") {
...fieldData
}
}
fragment fieldData on __Type {
fields {
name
}
}
"""
if (
self.query_types is None
or self.mutation_types is None
or self.server_info_types is None
):
query = gql(query_string)
res = self.gql(query)
self.query_types = [
field.get("name", "")
for field in res.get("QueryType", {}).get("fields", [{}])
]
self.mutation_types = [
field.get("name", "")
for field in res.get("MutationType", {}).get("fields", [{}])
]
self.server_info_types = [
field.get("name", "")
for field in res.get("ServerInfoType", {}).get("fields", [{}])
]
return self.query_types, self.server_info_types, self.mutation_types
@normalize_exceptions
def server_settings_introspection(self) -> None:
query_string = """
query ProbeServerSettings {
ServerSettingsType: __type(name: "ServerSettings") {
...fieldData
}
}
fragment fieldData on __Type {
fields {
name
}
}
"""
if self._server_settings_type is None:
query = gql(query_string)
res = self.gql(query)
self._server_settings_type = (
[
field.get("name", "")
for field in res.get("ServerSettingsType", {}).get("fields", [{}])
]
if res
else []
)
def server_use_artifact_input_introspection(self) -> List:
query_string = """
query ProbeServerUseArtifactInput {
UseArtifactInputInfoType: __type(name: "UseArtifactInput") {
name
inputFields {
name
}
}
}
"""
if self.server_use_artifact_input_info is None:
query = gql(query_string)
res = self.gql(query)
self.server_use_artifact_input_info = [
field.get("name", "")
for field in res.get("UseArtifactInputInfoType", {}).get(
"inputFields", [{}]
)
]
return self.server_use_artifact_input_info
@normalize_exceptions
def launch_agent_introspection(self) -> Optional[str]:
query = gql(
"""
query LaunchAgentIntrospection {
LaunchAgentType: __type(name: "LaunchAgent") {
name
}
}
"""
)
res = self.gql(query)
return res.get("LaunchAgentType") or None
@normalize_exceptions
def create_run_queue_introspection(self) -> Tuple[bool, bool, bool]:
_, _, mutations = self.server_info_introspection()
query_string = """
query ProbeCreateRunQueueInput {
CreateRunQueueInputType: __type(name: "CreateRunQueueInput") {
name
inputFields {
name
}
}
}
"""
if (
self.server_create_run_queue_supports_drc is None
or self.server_create_run_queue_supports_priority is None
):
query = gql(query_string)
res = self.gql(query)
if res is None:
raise CommError("Could not get CreateRunQueue input from GQL.")
self.server_create_run_queue_supports_drc = "defaultResourceConfigID" in [
x["name"]
for x in (
res.get("CreateRunQueueInputType", {}).get("inputFields", [{}])
)
]
self.server_create_run_queue_supports_priority = "prioritizationMode" in [
x["name"]
for x in (
res.get("CreateRunQueueInputType", {}).get("inputFields", [{}])
)
]
return (
"createRunQueue" in mutations,
self.server_create_run_queue_supports_drc,
self.server_create_run_queue_supports_priority,
)
@normalize_exceptions
def upsert_run_queue_introspection(self) -> bool:
_, _, mutations = self.server_info_introspection()
return "upsertRunQueue" in mutations
@normalize_exceptions
def push_to_run_queue_introspection(self) -> Tuple[bool, bool]:
query_string = """
query ProbePushToRunQueueInput {
PushToRunQueueInputType: __type(name: "PushToRunQueueInput") {
name
inputFields {
name
}
}
}
"""
if (
self.server_supports_template_variables is None
or self.server_push_to_run_queue_supports_priority is None
):
query = gql(query_string)
res = self.gql(query)
self.server_supports_template_variables = "templateVariableValues" in [
x["name"]
for x in (
res.get("PushToRunQueueInputType", {}).get("inputFields", [{}])
)
]
self.server_push_to_run_queue_supports_priority = "priority" in [
x["name"]
for x in (
res.get("PushToRunQueueInputType", {}).get("inputFields", [{}])
)
]
return (
self.server_supports_template_variables,
self.server_push_to_run_queue_supports_priority,
)
@normalize_exceptions
def create_default_resource_config_introspection(self) -> bool:
_, _, mutations = self.server_info_introspection()
return "createDefaultResourceConfig" in mutations
@normalize_exceptions
def fail_run_queue_item_introspection(self) -> bool:
_, _, mutations = self.server_info_introspection()
return "failRunQueueItem" in mutations
@normalize_exceptions
def fail_run_queue_item_fields_introspection(self) -> List:
if self.fail_run_queue_item_input_info:
return self.fail_run_queue_item_input_info
query_string = """
query ProbeServerFailRunQueueItemInput {
FailRunQueueItemInputInfoType: __type(name:"FailRunQueueItemInput") {
inputFields{
name
}
}
}
"""
query = gql(query_string)
res = self.gql(query)
self.fail_run_queue_item_input_info = [
field.get("name", "")
for field in res.get("FailRunQueueItemInputInfoType", {}).get(
"inputFields", [{}]
)
]
return self.fail_run_queue_item_input_info
@normalize_exceptions
def fail_run_queue_item(
self,
run_queue_item_id: str,
message: str,
stage: str,
file_paths: Optional[List[str]] = None,
) -> bool:
if not self.fail_run_queue_item_introspection():
return False
variable_values: Dict[str, Union[str, Optional[List[str]]]] = {
"runQueueItemId": run_queue_item_id,
}
if "message" in self.fail_run_queue_item_fields_introspection():
variable_values.update({"message": message, "stage": stage})
if file_paths is not None:
variable_values["filePaths"] = file_paths
mutation_string = """
mutation failRunQueueItem($runQueueItemId: ID!, $message: String!, $stage: String!, $filePaths: [String!]) {
failRunQueueItem(
input: {
runQueueItemId: $runQueueItemId
message: $message
stage: $stage
filePaths: $filePaths
}
) {
success
}
}
"""
else:
mutation_string = """
mutation failRunQueueItem($runQueueItemId: ID!) {
failRunQueueItem(
input: {
runQueueItemId: $runQueueItemId
}
) {
success
}
}
"""
mutation = gql(mutation_string)
response = self.gql(mutation, variable_values=variable_values)
result: bool = response["failRunQueueItem"]["success"]
return result
@normalize_exceptions
def update_run_queue_item_warning_introspection(self) -> bool:
_, _, mutations = self.server_info_introspection()
return "updateRunQueueItemWarning" in mutations
def _server_features(self) -> Dict[str, bool]:
# NOTE: Avoid caching via `@cached_property`, due to undocumented
# locking behavior before Python 3.12.
# See: https://github.com/python/cpython/issues/87634
query = gql(SERVER_FEATURES_QUERY_GQL)
try:
response = self.gql(query)
except Exception as e:
# Unfortunately we currently have to match on the text of the error message,
# as the `gql` client raises `Exception` rather than a more specific error.
if 'Cannot query field "features" on type "ServerInfo".' in str(e):
self._server_features_cache = {}
else:
raise
else:
info = ServerFeaturesQuery.model_validate(response).server_info
if info and (feats := info.features):
self._server_features_cache = {f.name: f.is_enabled for f in feats if f}
else:
self._server_features_cache = {}
return self._server_features_cache
def _server_supports(self, feature: Union[int, str]) -> bool:
"""Return whether the current server supports the given feature.
This also caches the underlying lookup of server feature flags,
and it maps {feature_name (str) -> is_enabled (bool)}.
Good to use for features that have a fallback mechanism for older servers.
"""
# If we're given the protobuf enum value, convert to a string name.
# NOTE: We deliberately use names (str) instead of enum values (int)
# as the keys here, since:
# - the server identifies features by their name, rather than (client-side) enum value
# - the defined list of client-side flags may be behind the server-side list of flags
key = ServerFeature.Name(feature) if isinstance(feature, int) else feature
return self._server_features().get(key) or False
@normalize_exceptions
def update_run_queue_item_warning(
self,
run_queue_item_id: str,
message: str,
stage: str,
file_paths: Optional[List[str]] = None,
) -> bool:
if not self.update_run_queue_item_warning_introspection():
return False
mutation = gql(
"""
mutation updateRunQueueItemWarning($runQueueItemId: ID!, $message: String!, $stage: String!, $filePaths: [String!]) {
updateRunQueueItemWarning(
input: {
runQueueItemId: $runQueueItemId
message: $message
stage: $stage
filePaths: $filePaths
}
) {
success
}
}
"""
)
response = self.gql(
mutation,
variable_values={
"runQueueItemId": run_queue_item_id,
"message": message,
"stage": stage,
"filePaths": file_paths,
},
)
result: bool = response["updateRunQueueItemWarning"]["success"]
return result
@normalize_exceptions
def viewer(self) -> Dict[str, Any]:
query = gql(
"""
query Viewer{
viewer {
id
entity
username
flags
teams {
edges {
node {
name
}
}
}
}
}
"""
)
res = self.gql(query)
return res.get("viewer") or {}
@normalize_exceptions
def max_cli_version(self) -> Optional[str]:
if self._max_cli_version is not None:
return self._max_cli_version
query_types, server_info_types, _ = self.server_info_introspection()
cli_version_exists = (
"serverInfo" in query_types and "cliVersionInfo" in server_info_types
)
if not cli_version_exists:
return None
_, server_info = self.viewer_server_info()
self._max_cli_version = server_info.get("cliVersionInfo", {}).get(
"max_cli_version"
)
return self._max_cli_version
@normalize_exceptions
def viewer_server_info(self) -> Tuple[Dict[str, Any], Dict[str, Any]]:
local_query = """
latestLocalVersionInfo {
outOfDate
latestVersionString
versionOnThisInstanceString
}
"""
cli_query = """
serverInfo {
cliVersionInfo
_LOCAL_QUERY_
}
"""
query_template = """
query Viewer{
viewer {
id
entity
username
email
flags
teams {
edges {
node {
name
}
}
}
}
_CLI_QUERY_
}
"""
query_types, server_info_types, _ = self.server_info_introspection()
cli_version_exists = (
"serverInfo" in query_types and "cliVersionInfo" in server_info_types
)
local_version_exists = (
"serverInfo" in query_types
and "latestLocalVersionInfo" in server_info_types
)
cli_query_string = "" if not cli_version_exists else cli_query
local_query_string = "" if not local_version_exists else local_query
query_string = query_template.replace("_CLI_QUERY_", cli_query_string).replace(
"_LOCAL_QUERY_", local_query_string
)
query = gql(query_string)
res = self.gql(query)
return res.get("viewer") or {}, res.get("serverInfo") or {}
@normalize_exceptions
def list_projects(self, entity: Optional[str] = None) -> List[Dict[str, str]]:
"""List projects in W&B scoped by entity.
Args:
entity (str, optional): The entity to scope this project to.
Returns:
[{"id","name","description"}]
"""
query = gql(
"""
query EntityProjects($entity: String) {
models(first: 10, entityName: $entity) {
edges {
node {
id
name
description
}
}
}
}
"""
)
project_list: List[Dict[str, str]] = self._flatten_edges(
self.gql(
query, variable_values={"entity": entity or self.settings("entity")}
)["models"]
)
return project_list
@normalize_exceptions
def project(self, project: str, entity: Optional[str] = None) -> "_Response":
"""Retrieve project.
Args:
project (str): The project to get details for
entity (str, optional): The entity to scope this project to.
Returns:
[{"id","name","repo","dockerImage","description"}]
"""
query = gql(
"""
query ProjectDetails($entity: String, $project: String) {
model(name: $project, entityName: $entity) {
id
name
repo
dockerImage
description
}
}
"""
)
response: _Response = self.gql(
query, variable_values={"entity": entity, "project": project}
)["model"]
return response
@normalize_exceptions
def sweep(
self,
sweep: str,
specs: str,
project: Optional[str] = None,
entity: Optional[str] = None,
) -> Dict[str, Any]:
"""Retrieve sweep.
Args:
sweep (str): The sweep to get details for
specs (str): history specs
project (str, optional): The project to scope this sweep to.
entity (str, optional): The entity to scope this sweep to.
Returns:
[{"id","name","repo","dockerImage","description"}]
"""
query = gql(
"""
query SweepWithRuns($entity: String, $project: String, $sweep: String!, $specs: [JSONString!]!) {
project(name: $project, entityName: $entity) {
sweep(sweepName: $sweep) {
id
name
method
state
description
config
createdAt
heartbeatAt
updatedAt
earlyStopJobRunning
bestLoss
controller
scheduler
runs {
edges {
node {
name
state
config
exitcode
heartbeatAt
shouldStop
failed
stopped
running
summaryMetrics
sampledHistory(specs: $specs)
}
}
}
}
}
}
"""
)
entity = entity or self.settings("entity")
project = project or self.settings("project")
response = self.gql(
query,
variable_values={
"entity": entity,
"project": project,
"sweep": sweep,
"specs": specs,
},
)
if response["project"] is None or response["project"]["sweep"] is None:
raise ValueError(f"Sweep {entity}/{project}/{sweep} not found")
data: Dict[str, Any] = response["project"]["sweep"]
if data:
data["runs"] = self._flatten_edges(data["runs"])
return data
@normalize_exceptions
def list_runs(
self, project: str, entity: Optional[str] = None
) -> List[Dict[str, str]]:
"""List runs in W&B scoped by project.
Args:
project (str): The project to scope the runs to
entity (str, optional): The entity to scope this project to. Defaults to public models
Returns:
[{"id","name","description"}]
"""
query = gql(
"""
query ProjectRuns($model: String!, $entity: String) {
model(name: $model, entityName: $entity) {
buckets(first: 10) {
edges {
node {
id
name
displayName
description
}
}
}
}
}
"""
)
return self._flatten_edges(
self.gql(
query,
variable_values={
"entity": entity or self.settings("entity"),
"model": project or self.settings("project"),
},
)["model"]["buckets"]
)
@normalize_exceptions
def run_config(
self, project: str, run: Optional[str] = None, entity: Optional[str] = None
) -> Tuple[str, Dict[str, Any], Optional[str], Dict[str, Any]]:
"""Get the relevant configs for a run.
Args:
project (str): The project to download, (can include bucket)
run (str, optional): The run to download
entity (str, optional): The entity to scope this project to.
"""
check_httpclient_logger_handler()
query = gql(
"""
query RunConfigs(
$name: String!,
$entity: String,
$run: String!,
$pattern: String!,
$includeConfig: Boolean!,
) {
model(name: $name, entityName: $entity) {
bucket(name: $run) {
config @include(if: $includeConfig)
commit @include(if: $includeConfig)
files(pattern: $pattern) {
pageInfo {
hasNextPage
endCursor
}
edges {
node {
name
directUrl
}
}
}
}
}
}
"""
)
variable_values = {
"name": project,
"run": run,
"entity": entity,
"includeConfig": True,
}
commit: str = ""
config: Dict[str, Any] = {}
patch: Optional[str] = None
metadata: Dict[str, Any] = {}
# If we use the `names` parameter on the `files` node, then the server
# will helpfully give us and 'open' file handle to the files that don't
# exist. This is so that we can upload data to it. However, in this
# case, we just want to download that file and not upload to it, so
# let's instead query for the files that do exist using `pattern`
# (with no wildcards).
#
# Unfortunately we're unable to construct a single pattern that matches
# our 2 files, we would need something like regex for that.
for filename in [DIFF_FNAME, METADATA_FNAME]:
variable_values["pattern"] = filename
response = self.gql(query, variable_values=variable_values)
if response["model"] is None:
raise CommError(f"Run {entity}/{project}/{run} not found")
run_obj: Dict = response["model"]["bucket"]
# we only need to fetch this config once
if variable_values["includeConfig"]:
commit = run_obj["commit"]
config = json.loads(run_obj["config"] or "{}")
variable_values["includeConfig"] = False
if run_obj["files"] is not None:
for file_edge in run_obj["files"]["edges"]:
name = file_edge["node"]["name"]
url = file_edge["node"]["directUrl"]
res = requests.get(url)
res.raise_for_status()
if name == METADATA_FNAME:
metadata = res.json()
elif name == DIFF_FNAME:
patch = res.text
return commit, config, patch, metadata
@normalize_exceptions
def run_resume_status(
self, entity: str, project_name: str, name: str
) -> Optional[Dict[str, Any]]:
"""Check if a run exists and get resume information.
Args:
entity (str): The entity to scope this project to.
project_name (str): The project to download, (can include bucket)
name (str): The run to download
"""
# Pulling wandbConfig.start_time is required so that we can determine if a run has actually started
query = gql(
"""
query RunResumeStatus($project: String, $entity: String, $name: String!) {
model(name: $project, entityName: $entity) {
id
name
entity {
id
name
}
bucket(name: $name, missingOk: true) {
id
name
summaryMetrics
displayName
logLineCount
historyLineCount
eventsLineCount
historyTail
eventsTail
config
tags
wandbConfig(keys: ["t"])
}
}
}
"""
)
response = self.gql(
query,
variable_values={
"entity": entity,
"project": project_name,
"name": name,
},
)
if "model" not in response or "bucket" not in (response["model"] or {}):
return None
project = response["model"]
self.set_setting("project", project_name)
if "entity" in project:
self.set_setting("entity", project["entity"]["name"])
result: Dict[str, Any] = project["bucket"]
return result
@normalize_exceptions
def check_stop_requested(
self, project_name: str, entity_name: str, run_id: str
) -> bool:
query = gql(
"""
query RunStoppedStatus($projectName: String, $entityName: String, $runId: String!) {
project(name:$projectName, entityName:$entityName) {
run(name:$runId) {
stopped
}
}
}
"""
)
response = self.gql(
query,
variable_values={
"projectName": project_name,
"entityName": entity_name,
"runId": run_id,
},
)
project = response.get("project", None)
if not project:
return False
run = project.get("run", None)
if not run:
return False
status: bool = run["stopped"]
return status
def format_project(self, project: str) -> str:
return re.sub(r"\W+", "-", project.lower()).strip("-_")
@normalize_exceptions
def upsert_project(
self,
project: str,
id: Optional[str] = None,
description: Optional[str] = None,
entity: Optional[str] = None,
) -> Dict[str, Any]:
"""Create a new project.
Args:
project (str): The project to create
description (str, optional): A description of this project
entity (str, optional): The entity to scope this project to.
"""
mutation = gql(
"""
mutation UpsertModel($name: String!, $id: String, $entity: String!, $description: String, $repo: String) {
upsertModel(input: { id: $id, name: $name, entityName: $entity, description: $description, repo: $repo }) {
model {
name
description
}
}
}
"""
)
response = self.gql(
mutation,
variable_values={
"name": self.format_project(project),
"entity": entity or self.settings("entity"),
"description": description,
"id": id,
},
)
# TODO(jhr): Commenting out 'repo' field for cling, add back
# 'description': description, 'repo': self.git.remote_url, 'id': id})
result: Dict[str, Any] = response["upsertModel"]["model"]
return result
@normalize_exceptions
def entity_is_team(self, entity: str) -> bool:
query = gql(
"""
query EntityIsTeam($entity: String!) {
entity(name: $entity) {
id
isTeam
}
}
"""
)
variable_values = {
"entity": entity,
}
res = self.gql(query, variable_values)
if res.get("entity") is None:
raise Exception(
f"Error fetching entity {entity} "
"check that you have access to this entity"
)
is_team: bool = res["entity"]["isTeam"]
return is_team
@normalize_exceptions
def get_project_run_queues(self, entity: str, project: str) -> List[Dict[str, str]]:
query = gql(
"""
query ProjectRunQueues($entity: String!, $projectName: String!){
project(entityName: $entity, name: $projectName) {
runQueues {
id
name
createdBy
access
}
}
}
"""
)
variable_values = {
"projectName": project,
"entity": entity,
}
res = self.gql(query, variable_values)
if res.get("project") is None:
# circular dependency: (LAUNCH_DEFAULT_PROJECT = model-registry)
if project == "model-registry":
msg = (
f"Error fetching run queues for {entity} "
"check that you have access to this entity and project"
)
else:
msg = (
f"Error fetching run queues for {entity}/{project} "
"check that you have access to this entity and project"
)
raise Exception(msg)
project_run_queues: List[Dict[str, str]] = res["project"]["runQueues"]
return project_run_queues
@normalize_exceptions
def create_default_resource_config(
self,
entity: str,
resource: str,
config: str,
template_variables: Optional[Dict[str, Union[float, int, str]]],
) -> Optional[Dict[str, Any]]:
if not self.create_default_resource_config_introspection():
raise Exception()
supports_template_vars, _ = self.push_to_run_queue_introspection()
mutation_params = """
$entityName: String!,
$resource: String!,
$config: JSONString!
"""
mutation_inputs = """
entityName: $entityName,
resource: $resource,
config: $config
"""
if supports_template_vars:
mutation_params += ", $templateVariables: JSONString"
mutation_inputs += ", templateVariables: $templateVariables"
else:
if template_variables is not None:
raise UnsupportedError(
"server does not support template variables, please update server instance to >=0.46"
)
variable_values = {
"entityName": entity,
"resource": resource,
"config": config,
}
if supports_template_vars:
if template_variables is not None:
variable_values["templateVariables"] = json.dumps(template_variables)
else:
variable_values["templateVariables"] = "{}"
query = gql(
f"""
mutation createDefaultResourceConfig(
{mutation_params}
) {{
createDefaultResourceConfig(
input: {{
{mutation_inputs}
}}
) {{
defaultResourceConfigID
success
}}
}}
"""
)
result: Optional[Dict[str, Any]] = self.gql(query, variable_values)[
"createDefaultResourceConfig"
]
return result
@normalize_exceptions
def create_run_queue(
self,
entity: str,
project: str,
queue_name: str,
access: str,
prioritization_mode: Optional[str] = None,
config_id: Optional[str] = None,
) -> Optional[Dict[str, Any]]:
(
create_run_queue,
supports_drc,
supports_prioritization,
) = self.create_run_queue_introspection()
if not create_run_queue:
raise UnsupportedError(
"run queue creation is not supported by this version of "
"wandb server. Consider updating to the latest version."
)
if not supports_drc and config_id is not None:
raise UnsupportedError(
"default resource configurations are not supported by this version "
"of wandb server. Consider updating to the latest version."
)
if not supports_prioritization and prioritization_mode is not None:
raise UnsupportedError(
"launch prioritization is not supported by this version of "
"wandb server. Consider updating to the latest version."
)
if supports_prioritization:
query = gql(
"""
mutation createRunQueue(
$entity: String!,
$project: String!,
$queueName: String!,
$access: RunQueueAccessType!,
$prioritizationMode: RunQueuePrioritizationMode,
$defaultResourceConfigID: ID,
) {
createRunQueue(
input: {
entityName: $entity,
projectName: $project,
queueName: $queueName,
access: $access,
prioritizationMode: $prioritizationMode
defaultResourceConfigID: $defaultResourceConfigID
}
) {
success
queueID
}
}
"""
)
variable_values = {
"entity": entity,
"project": project,
"queueName": queue_name,
"access": access,
"prioritizationMode": prioritization_mode,
"defaultResourceConfigID": config_id,
}
else:
query = gql(
"""
mutation createRunQueue(
$entity: String!,
$project: String!,
$queueName: String!,
$access: RunQueueAccessType!,
$defaultResourceConfigID: ID,
) {
createRunQueue(
input: {
entityName: $entity,
projectName: $project,
queueName: $queueName,
access: $access,
defaultResourceConfigID: $defaultResourceConfigID
}
) {
success
queueID
}
}
"""
)
variable_values = {
"entity": entity,
"project": project,
"queueName": queue_name,
"access": access,
"defaultResourceConfigID": config_id,
}
result: Optional[Dict[str, Any]] = self.gql(query, variable_values)[
"createRunQueue"
]
return result
@normalize_exceptions
def upsert_run_queue(
self,
queue_name: str,
entity: str,
resource_type: str,
resource_config: dict,
project: str = LAUNCH_DEFAULT_PROJECT,
prioritization_mode: Optional[str] = None,
template_variables: Optional[dict] = None,
external_links: Optional[dict] = None,
) -> Optional[Dict[str, Any]]:
if not self.upsert_run_queue_introspection():
raise UnsupportedError(
"upserting run queues is not supported by this version of "
"wandb server. Consider updating to the latest version."
)
query = gql(
"""
mutation upsertRunQueue(
$entityName: String!
$projectName: String!
$queueName: String!
$resourceType: String!
$resourceConfig: JSONString!
$templateVariables: JSONString
$prioritizationMode: RunQueuePrioritizationMode
$externalLinks: JSONString
$clientMutationId: String
) {
upsertRunQueue(
input: {
entityName: $entityName
projectName: $projectName
queueName: $queueName
resourceType: $resourceType
resourceConfig: $resourceConfig
templateVariables: $templateVariables
prioritizationMode: $prioritizationMode
externalLinks: $externalLinks
clientMutationId: $clientMutationId
}
) {
success
configSchemaValidationErrors
}
}
"""
)
variable_values = {
"entityName": entity,
"projectName": project,
"queueName": queue_name,
"resourceType": resource_type,
"resourceConfig": json.dumps(resource_config),
"templateVariables": (
json.dumps(template_variables) if template_variables else None
),
"prioritizationMode": prioritization_mode,
"externalLinks": json.dumps(external_links) if external_links else None,
}
result: Dict[str, Any] = self.gql(query, variable_values)
return result["upsertRunQueue"]
@normalize_exceptions
def push_to_run_queue_by_name(
self,
entity: str,
project: str,
queue_name: str,
run_spec: str,
template_variables: Optional[Dict[str, Union[int, float, str]]],
priority: Optional[int] = None,
) -> Optional[Dict[str, Any]]:
self.push_to_run_queue_introspection()
"""Queryless mutation, should be used before legacy fallback method."""
mutation_params = """
$entityName: String!,
$projectName: String!,
$queueName: String!,
$runSpec: JSONString!
"""
mutation_input = """
entityName: $entityName,
projectName: $projectName,
queueName: $queueName,
runSpec: $runSpec
"""
variables: Dict[str, Any] = {
"entityName": entity,
"projectName": project,
"queueName": queue_name,
"runSpec": run_spec,
}
if self.server_push_to_run_queue_supports_priority:
if priority is not None:
variables["priority"] = priority
mutation_params += ", $priority: Int"
mutation_input += ", priority: $priority"
else:
if priority is not None:
raise UnsupportedError(
"server does not support priority, please update server instance to >=0.46"
)
if self.server_supports_template_variables:
if template_variables is not None:
variables.update(
{"templateVariableValues": json.dumps(template_variables)}
)
mutation_params += ", $templateVariableValues: JSONString"
mutation_input += ", templateVariableValues: $templateVariableValues"
else:
if template_variables is not None:
raise UnsupportedError(
"server does not support template variables, please update server instance to >=0.46"
)
mutation = gql(
f"""
mutation pushToRunQueueByName(
{mutation_params}
) {{
pushToRunQueueByName(
input: {{
{mutation_input}
}}
) {{
runQueueItemId
runSpec
}}
}}
"""
)
try:
result: Optional[Dict[str, Any]] = self.gql(
mutation, variables, check_retry_fn=util.no_retry_4xx
).get("pushToRunQueueByName")
if not result:
return None
if result.get("runSpec"):
run_spec = json.loads(str(result["runSpec"]))
result["runSpec"] = run_spec
return result
except Exception as e:
if (
'Cannot query field "runSpec" on type "PushToRunQueueByNamePayload"'
not in str(e)
):
return None
mutation_no_runspec = gql(
"""
mutation pushToRunQueueByName(
$entityName: String!,
$projectName: String!,
$queueName: String!,
$runSpec: JSONString!,
) {
pushToRunQueueByName(
input: {
entityName: $entityName,
projectName: $projectName,
queueName: $queueName,
runSpec: $runSpec
}
) {
runQueueItemId
}
}
"""
)
try:
result = self.gql(
mutation_no_runspec, variables, check_retry_fn=util.no_retry_4xx
).get("pushToRunQueueByName")
except Exception:
result = None
return result
@normalize_exceptions
def push_to_run_queue(
self,
queue_name: str,
launch_spec: Dict[str, str],
template_variables: Optional[dict],
project_queue: str,
priority: Optional[int] = None,
) -> Optional[Dict[str, Any]]:
self.push_to_run_queue_introspection()
entity = launch_spec.get("queue_entity") or launch_spec["entity"]
run_spec = json.dumps(launch_spec)
push_result = self.push_to_run_queue_by_name(
entity, project_queue, queue_name, run_spec, template_variables, priority
)
if push_result:
return push_result
if priority is not None:
# Cannot proceed with legacy method if priority is set
return None
""" Legacy Method """
queues_found = self.get_project_run_queues(entity, project_queue)
matching_queues = [
q
for q in queues_found
if q["name"] == queue_name
# ensure user has access to queue
and (
# TODO: User created queues in the UI have USER access
q["access"] in ["PROJECT", "USER"]
or q["createdBy"] == self.default_entity
)
]
if not matching_queues:
# in the case of a missing default queue. create it
if queue_name == "default":
wandb.termlog(
f"No default queue existing for entity: {entity} in project: {project_queue}, creating one."
)
res = self.create_run_queue(
launch_spec["entity"],
project_queue,
queue_name,
access="PROJECT",
)
if res is None or res.get("queueID") is None:
wandb.termerror(
f"Unable to create default queue for entity: {entity} on project: {project_queue}. Run could not be added to a queue"
)
return None
queue_id = res["queueID"]
else:
if project_queue == "model-registry":
_msg = f"Unable to push to run queue {queue_name}. Queue not found."
else:
_msg = f"Unable to push to run queue {project_queue}/{queue_name}. Queue not found."
wandb.termwarn(_msg)
return None
elif len(matching_queues) > 1:
wandb.termerror(
f"Unable to push to run queue {queue_name}. More than one queue found with this name."
)
return None
else:
queue_id = matching_queues[0]["id"]
spec_json = json.dumps(launch_spec)
variables = {"queueID": queue_id, "runSpec": spec_json}
mutation_params = """
$queueID: ID!,
$runSpec: JSONString!
"""
mutation_input = """
queueID: $queueID,
runSpec: $runSpec
"""
if self.server_supports_template_variables:
if template_variables is not None:
mutation_params += ", $templateVariableValues: JSONString"
mutation_input += ", templateVariableValues: $templateVariableValues"
variables.update(
{"templateVariableValues": json.dumps(template_variables)}
)
else:
if template_variables is not None:
raise UnsupportedError(
"server does not support template variables, please update server instance to >=0.46"
)
mutation = gql(
f"""
mutation pushToRunQueue(
{mutation_params}
) {{
pushToRunQueue(
input: {{{mutation_input}}}
) {{
runQueueItemId
}}
}}
"""
)
response = self.gql(mutation, variable_values=variables)
if not response.get("pushToRunQueue"):
raise CommError(f"Error pushing run queue item to queue {queue_name}.")
result: Optional[Dict[str, Any]] = response["pushToRunQueue"]
return result
@normalize_exceptions
def pop_from_run_queue(
self,
queue_name: str,
entity: Optional[str] = None,
project: Optional[str] = None,
agent_id: Optional[str] = None,
) -> Optional[Dict[str, Any]]:
mutation = gql(
"""
mutation popFromRunQueue($entity: String!, $project: String!, $queueName: String!, $launchAgentId: ID) {
popFromRunQueue(input: {
entityName: $entity,
projectName: $project,
queueName: $queueName,
launchAgentId: $launchAgentId
}) {
runQueueItemId
runSpec
}
}
"""
)
response = self.gql(
mutation,
variable_values={
"entity": entity,
"project": project,
"queueName": queue_name,
"launchAgentId": agent_id,
},
)
result: Optional[Dict[str, Any]] = response["popFromRunQueue"]
return result
@normalize_exceptions
def ack_run_queue_item(self, item_id: str, run_id: Optional[str] = None) -> bool:
mutation = gql(
"""
mutation ackRunQueueItem($itemId: ID!, $runId: String!) {
ackRunQueueItem(input: { runQueueItemId: $itemId, runName: $runId }) {
success
}
}
"""
)
response = self.gql(
mutation, variable_values={"itemId": item_id, "runId": str(run_id)}
)
if not response["ackRunQueueItem"]["success"]:
raise CommError(
"Error acking run queue item. Item may have already been acknowledged by another process"
)
result: bool = response["ackRunQueueItem"]["success"]
return result
@normalize_exceptions
def create_launch_agent_fields_introspection(self) -> List:
if self.create_launch_agent_input_info:
return self.create_launch_agent_input_info
query_string = """
query ProbeServerCreateLaunchAgentInput {
CreateLaunchAgentInputInfoType: __type(name:"CreateLaunchAgentInput") {
inputFields{
name
}
}
}
"""
query = gql(query_string)
res = self.gql(query)
self.create_launch_agent_input_info = [
field.get("name", "")
for field in res.get("CreateLaunchAgentInputInfoType", {}).get(
"inputFields", [{}]
)
]
return self.create_launch_agent_input_info
@normalize_exceptions
def create_launch_agent(
self,
entity: str,
project: str,
queues: List[str],
agent_config: Dict[str, Any],
version: str,
gorilla_agent_support: bool,
) -> dict:
project_queues = self.get_project_run_queues(entity, project)
if not project_queues:
# create default queue if it doesn't already exist
default = self.create_run_queue(
entity, project, "default", access="PROJECT"
)
if default is None or default.get("queueID") is None:
raise CommError(
f"Unable to create default queue for {entity}/{project}. No queues for agent to poll"
)
project_queues = [{"id": default["queueID"], "name": "default"}]
polling_queue_ids = [
q["id"] for q in project_queues if q["name"] in queues
] # filter to poll specified queues
if len(polling_queue_ids) != len(queues):
raise CommError(
f"Could not start launch agent: Not all of requested queues ({', '.join(queues)}) found. "
f"Available queues for this project: {','.join([q['name'] for q in project_queues])}"
)
if not gorilla_agent_support:
# if gorilla doesn't support launch agents, return a client-generated id
return {
"success": True,
"launchAgentId": None,
}
hostname = socket.gethostname()
variable_values = {
"entity": entity,
"project": project,
"queues": polling_queue_ids,
"hostname": hostname,
}
mutation_params = """
$entity: String!,
$project: String!,
$queues: [ID!]!,
$hostname: String!
"""
mutation_input = """
entityName: $entity,
projectName: $project,
runQueues: $queues,
hostname: $hostname
"""
if "agentConfig" in self.create_launch_agent_fields_introspection():
variable_values["agentConfig"] = json.dumps(agent_config)
mutation_params += ", $agentConfig: JSONString"
mutation_input += ", agentConfig: $agentConfig"
if "version" in self.create_launch_agent_fields_introspection():
variable_values["version"] = version
mutation_params += ", $version: String"
mutation_input += ", version: $version"
mutation = gql(
f"""
mutation createLaunchAgent(
{mutation_params}
) {{
createLaunchAgent(
input: {{
{mutation_input}
}}
) {{
launchAgentId
}}
}}
"""
)
result: dict = self.gql(mutation, variable_values)["createLaunchAgent"]
return result
@normalize_exceptions
def update_launch_agent_status(
self,
agent_id: str,
status: str,
gorilla_agent_support: bool,
) -> dict:
if not gorilla_agent_support:
# if gorilla doesn't support launch agents, this is a no-op
return {
"success": True,
}
mutation = gql(
"""
mutation updateLaunchAgent($agentId: ID!, $agentStatus: String){
updateLaunchAgent(
input: {
launchAgentId: $agentId
agentStatus: $agentStatus
}
) {
success
}
}
"""
)
variable_values = {
"agentId": agent_id,
"agentStatus": status,
}
result: dict = self.gql(mutation, variable_values)["updateLaunchAgent"]
return result
@normalize_exceptions
def get_launch_agent(self, agent_id: str, gorilla_agent_support: bool) -> dict:
if not gorilla_agent_support:
return {
"id": None,
"name": "",
"stopPolling": False,
}
query = gql(
"""
query LaunchAgent($agentId: ID!) {
launchAgent(id: $agentId) {
id
name
runQueues
hostname
agentStatus
stopPolling
heartbeatAt
}
}
"""
)
variable_values = {
"agentId": agent_id,
}
result: dict = self.gql(query, variable_values)["launchAgent"]
return result
@normalize_exceptions
def upsert_run(
self,
id: Optional[str] = None,
name: Optional[str] = None,
project: Optional[str] = None,
host: Optional[str] = None,
group: Optional[str] = None,
tags: Optional[List[str]] = None,
config: Optional[dict] = None,
description: Optional[str] = None,
entity: Optional[str] = None,
state: Optional[str] = None,
display_name: Optional[str] = None,
notes: Optional[str] = None,
repo: Optional[str] = None,
job_type: Optional[str] = None,
program_path: Optional[str] = None,
commit: Optional[str] = None,
sweep_name: Optional[str] = None,
summary_metrics: Optional[str] = None,
num_retries: Optional[int] = None,
) -> Tuple[dict, bool, Optional[List]]:
"""Update a run.
Args:
id (str, optional): The existing run to update
name (str, optional): The name of the run to create
group (str, optional): Name of the group this run is a part of
project (str, optional): The name of the project
host (str, optional): The name of the host
tags (list, optional): A list of tags to apply to the run
config (dict, optional): The latest config params
description (str, optional): A description of this project
entity (str, optional): The entity to scope this project to.
display_name (str, optional): The display name of this project
notes (str, optional): Notes about this run
repo (str, optional): Url of the program's repository.
state (str, optional): State of the program.
job_type (str, optional): Type of job, e.g 'train'.
program_path (str, optional): Path to the program.
commit (str, optional): The Git SHA to associate the run with
sweep_name (str, optional): The name of the sweep this run is a part of
summary_metrics (str, optional): The JSON summary metrics
num_retries (int, optional): Number of retries
"""
query_string = """
mutation UpsertBucket(
$id: String,
$name: String,
$project: String,
$entity: String,
$groupName: String,
$description: String,
$displayName: String,
$notes: String,
$commit: String,
$config: JSONString,
$host: String,
$debug: Boolean,
$program: String,
$repo: String,
$jobType: String,
$state: String,
$sweep: String,
$tags: [String!],
$summaryMetrics: JSONString,
) {
upsertBucket(input: {
id: $id,
name: $name,
groupName: $groupName,
modelName: $project,
entityName: $entity,
description: $description,
displayName: $displayName,
notes: $notes,
config: $config,
commit: $commit,
host: $host,
debug: $debug,
jobProgram: $program,
jobRepo: $repo,
jobType: $jobType,
state: $state,
sweep: $sweep,
tags: $tags,
summaryMetrics: $summaryMetrics,
}) {
bucket {
id
name
displayName
description
config
sweepName
project {
id
name
entity {
id
name
}
}
historyLineCount
}
inserted
_Server_Settings_
}
}
"""
self.server_settings_introspection()
server_settings_string = (
"""
serverSettings {
serverMessages{
utfText
plainText
htmlText
messageType
messageLevel
}
}
"""
if self._server_settings_type
else ""
)
query_string = query_string.replace("_Server_Settings_", server_settings_string)
mutation = gql(query_string)
config_str = json.dumps(config) if config else None
if not description or description.isspace():
description = None
kwargs = {}
if num_retries is not None:
kwargs["num_retries"] = num_retries
variable_values = {
"id": id,
"entity": entity or self.settings("entity"),
"name": name,
"project": project or util.auto_project_name(program_path),
"groupName": group,
"tags": tags,
"description": description,
"config": config_str,
"commit": commit,
"displayName": display_name,
"notes": notes,
"host": None
if self.settings().get("anonymous") in ["allow", "must"]
else host,
"debug": env.is_debug(env=self._environ),
"repo": repo,
"program": program_path,
"jobType": job_type,
"state": state,
"sweep": sweep_name,
"summaryMetrics": summary_metrics,
}
# retry conflict errors for 2 minutes, default to no_auth_retry
check_retry_fn = util.make_check_retry_fn(
check_fn=util.check_retry_conflict_or_gone,
check_timedelta=datetime.timedelta(minutes=2),
fallback_retry_fn=util.no_retry_auth,
)
response = self.gql(
mutation,
variable_values=variable_values,
check_retry_fn=check_retry_fn,
**kwargs,
)
run_obj: Dict[str, Dict[str, Dict[str, str]]] = response["upsertBucket"][
"bucket"
]
project_obj: Dict[str, Dict[str, str]] = run_obj.get("project", {})
if project_obj:
self.set_setting("project", project_obj["name"])
entity_obj = project_obj.get("entity", {})
if entity_obj:
self.set_setting("entity", entity_obj["name"])
server_messages = None
if self._server_settings_type:
server_messages = (
response["upsertBucket"]
.get("serverSettings", {})
.get("serverMessages", [])
)
return (
response["upsertBucket"]["bucket"],
response["upsertBucket"]["inserted"],
server_messages,
)
@normalize_exceptions
def rewind_run(
self,
run_name: str,
metric_name: str,
metric_value: float,
program_path: Optional[str] = None,
entity: Optional[str] = None,
project: Optional[str] = None,
num_retries: Optional[int] = None,
) -> dict:
"""Rewinds a run to a previous state.
Args:
run_name (str): The name of the run to rewind
metric_name (str): The name of the metric to rewind to
metric_value (float): The value of the metric to rewind to
program_path (str, optional): Path to the program
entity (str, optional): The entity to scope this project to
project (str, optional): The name of the project
num_retries (int, optional): Number of retries
Returns:
A dict with the rewound run
{
"id": "run_id",
"name": "run_name",
"displayName": "run_display_name",
"description": "run_description",
"config": "stringified_run_config_json",
"sweepName": "run_sweep_name",
"project": {
"id": "project_id",
"name": "project_name",
"entity": {
"id": "entity_id",
"name": "entity_name"
}
},
"historyLineCount": 100,
}
"""
query_string = """
mutation RewindRun($runName: String!, $entity: String, $project: String, $metricName: String!, $metricValue: Float!) {
rewindRun(input: {runName: $runName, entityName: $entity, projectName: $project, metricName: $metricName, metricValue: $metricValue}) {
rewoundRun {
id
name
displayName
description
config
sweepName
project {
id
name
entity {
id
name
}
}
historyLineCount
}
}
}
"""
mutation = gql(query_string)
kwargs = {}
if num_retries is not None:
kwargs["num_retries"] = num_retries
variable_values = {
"runName": run_name,
"entity": entity or self.settings("entity"),
"project": project or util.auto_project_name(program_path),
"metricName": metric_name,
"metricValue": metric_value,
}
# retry conflict errors for 2 minutes, default to no_auth_retry
check_retry_fn = util.make_check_retry_fn(
check_fn=util.check_retry_conflict_or_gone,
check_timedelta=datetime.timedelta(minutes=2),
fallback_retry_fn=util.no_retry_auth,
)
response = self.gql(
mutation,
variable_values=variable_values,
check_retry_fn=check_retry_fn,
**kwargs,
)
run_obj: Dict[str, Dict[str, Dict[str, str]]] = response.get(
"rewindRun", {}
).get("rewoundRun", {})
project_obj: Dict[str, Dict[str, str]] = run_obj.get("project", {})
if project_obj:
self.set_setting("project", project_obj["name"])
entity_obj = project_obj.get("entity", {})
if entity_obj:
self.set_setting("entity", entity_obj["name"])
return run_obj
@normalize_exceptions
def get_run_info(
self,
entity: str,
project: str,
name: str,
) -> dict:
query = gql(
"""
query RunInfo($project: String!, $entity: String!, $name: String!) {
project(name: $project, entityName: $entity) {
run(name: $name) {
runInfo {
program
args
os
python
colab
executable
codeSaved
cpuCount
gpuCount
gpu
git {
remote
commit
}
}
}
}
}
"""
)
variable_values = {"project": project, "entity": entity, "name": name}
res = self.gql(query, variable_values)
if res.get("project") is None:
raise CommError(
f"Error fetching run info for {entity}/{project}/{name}. Check that this project exists and you have access to this entity and project"
)
elif res["project"].get("run") is None:
raise CommError(
f"Error fetching run info for {entity}/{project}/{name}. Check that this run id exists"
)
run_info: dict = res["project"]["run"]["runInfo"]
return run_info
@normalize_exceptions
def get_run_state(self, entity: str, project: str, name: str) -> str:
query = gql(
"""
query RunState(
$project: String!,
$entity: String!,
$name: String!) {
project(name: $project, entityName: $entity) {
run(name: $name) {
state
}
}
}
"""
)
variable_values = {
"project": project,
"entity": entity,
"name": name,
}
res = self.gql(query, variable_values)
if res.get("project") is None or res["project"].get("run") is None:
raise CommError(f"Error fetching run state for {entity}/{project}/{name}.")
run_state: str = res["project"]["run"]["state"]
return run_state
@normalize_exceptions
def create_run_files_introspection(self) -> bool:
_, _, mutations = self.server_info_introspection()
return "createRunFiles" in mutations
@normalize_exceptions
def upload_urls(
self,
project: str,
files: Union[List[str], Dict[str, IO]],
run: Optional[str] = None,
entity: Optional[str] = None,
description: Optional[str] = None,
) -> Tuple[str, List[str], Dict[str, Dict[str, Any]]]:
"""Generate temporary resumable upload urls.
Args:
project (str): The project to download
files (list or dict): The filenames to upload
run (str, optional): The run to upload to
entity (str, optional): The entity to scope this project to.
description (str, optional): description
Returns:
(run_id, upload_headers, file_info)
run_id: id of run we uploaded files to
upload_headers: A list of headers to use when uploading files.
file_info: A dict of filenames and urls.
{
"run_id": "run_id",
"upload_headers": [""],
"file_info": [
{ "weights.h5": { "uploadUrl": "https://weights.url" } },
{ "model.json": { "uploadUrl": "https://model.json" } }
]
}
"""
run_name = run or self.current_run_id
assert run_name, "run must be specified"
entity = entity or self.settings("entity")
assert entity, "entity must be specified"
has_create_run_files_mutation = self.create_run_files_introspection()
if not has_create_run_files_mutation:
return self.legacy_upload_urls(project, files, run, entity, description)
query = gql(
"""
mutation CreateRunFiles($entity: String!, $project: String!, $run: String!, $files: [String!]!) {
createRunFiles(input: {entityName: $entity, projectName: $project, runName: $run, files: $files}) {
runID
uploadHeaders
files {
name
uploadUrl
}
}
}
"""
)
query_result = self.gql(
query,
variable_values={
"project": project,
"run": run_name,
"entity": entity,
"files": [file for file in files],
},
)
result = query_result["createRunFiles"]
run_id = result["runID"]
if not run_id:
raise CommError(
f"Error uploading files to {entity}/{project}/{run_name}. Check that this project exists and you have access to this entity and project"
)
file_name_urls = {file["name"]: file for file in result["files"]}
return run_id, result["uploadHeaders"], file_name_urls
def legacy_upload_urls(
self,
project: str,
files: Union[List[str], Dict[str, IO]],
run: Optional[str] = None,
entity: Optional[str] = None,
description: Optional[str] = None,
) -> Tuple[str, List[str], Dict[str, Dict[str, Any]]]:
"""Generate temporary resumable upload urls.
A new mutation createRunFiles was introduced after 0.15.4.
This function is used to support older versions.
"""
query = gql(
"""
query RunUploadUrls($name: String!, $files: [String]!, $entity: String, $run: String!, $description: String) {
model(name: $name, entityName: $entity) {
bucket(name: $run, desc: $description) {
id
files(names: $files) {
uploadHeaders
edges {
node {
name
url(upload: true)
updatedAt
}
}
}
}
}
}
"""
)
run_id = run or self.current_run_id
assert run_id, "run must be specified"
entity = entity or self.settings("entity")
query_result = self.gql(
query,
variable_values={
"name": project,
"run": run_id,
"entity": entity,
"files": [file for file in files],
"description": description,
},
)
run_obj = query_result["model"]["bucket"]
if run_obj:
for file_node in run_obj["files"]["edges"]:
file = file_node["node"]
# we previously used "url" field but now use "uploadUrl"
# replace the "url" field with "uploadUrl for downstream compatibility
if "url" in file and "uploadUrl" not in file:
file["uploadUrl"] = file.pop("url")
result = {
file["name"]: file for file in self._flatten_edges(run_obj["files"])
}
return run_obj["id"], run_obj["files"]["uploadHeaders"], result
else:
raise CommError(f"Run does not exist {entity}/{project}/{run_id}.")
@normalize_exceptions
def download_urls(
self,
project: str,
run: Optional[str] = None,
entity: Optional[str] = None,
) -> Dict[str, Dict[str, str]]:
"""Generate download urls.
Args:
project (str): The project to download
run (str): The run to upload to
entity (str, optional): The entity to scope this project to. Defaults to wandb models
Returns:
A dict of extensions and urls
{
'weights.h5': { "url": "https://weights.url", "updatedAt": '2013-04-26T22:22:23.832Z', 'md5': 'mZFLkyvTelC5g8XnyQrpOw==' },
'model.json': { "url": "https://model.url", "updatedAt": '2013-04-26T22:22:23.832Z', 'md5': 'mZFLkyvTelC5g8XnyQrpOw==' }
}
"""
query = gql(
"""
query RunDownloadUrls($name: String!, $entity: String, $run: String!) {
model(name: $name, entityName: $entity) {
bucket(name: $run) {
files {
edges {
node {
name
url
md5
updatedAt
}
}
}
}
}
}
"""
)
run = run or self.current_run_id
assert run, "run must be specified"
entity = entity or self.settings("entity")
query_result = self.gql(
query,
variable_values={
"name": project,
"run": run,
"entity": entity,
},
)
if query_result["model"] is None:
raise CommError(f"Run does not exist {entity}/{project}/{run}.")
files = self._flatten_edges(query_result["model"]["bucket"]["files"])
return {file["name"]: file for file in files if file}
@normalize_exceptions
def download_url(
self,
project: str,
file_name: str,
run: Optional[str] = None,
entity: Optional[str] = None,
) -> Optional[Dict[str, str]]:
"""Generate download urls.
Args:
project (str): The project to download
file_name (str): The name of the file to download
run (str): The run to upload to
entity (str, optional): The entity to scope this project to. Defaults to wandb models
Returns:
A dict of extensions and urls
{ "url": "https://weights.url", "updatedAt": '2013-04-26T22:22:23.832Z', 'md5': 'mZFLkyvTelC5g8XnyQrpOw==' }
"""
query = gql(
"""
query RunDownloadUrl($name: String!, $fileName: String!, $entity: String, $run: String!) {
model(name: $name, entityName: $entity) {
bucket(name: $run) {
files(names: [$fileName]) {
edges {
node {
name
url
md5
updatedAt
}
}
}
}
}
}
"""
)
run = run or self.current_run_id
assert run, "run must be specified"
query_result = self.gql(
query,
variable_values={
"name": project,
"run": run,
"fileName": file_name,
"entity": entity or self.settings("entity"),
},
)
if query_result["model"]:
files = self._flatten_edges(query_result["model"]["bucket"]["files"])
return files[0] if len(files) > 0 and files[0].get("updatedAt") else None
else:
return None
@normalize_exceptions
def download_file(self, url: str) -> Tuple[int, requests.Response]:
"""Initiate a streaming download.
Args:
url (str): The url to download
Returns:
A tuple of the content length and the streaming response
"""
check_httpclient_logger_handler()
http_headers = _thread_local_api_settings.headers or {}
auth = None
if self.access_token is not None:
http_headers["Authorization"] = f"Bearer {self.access_token}"
elif _thread_local_api_settings.cookies is None:
auth = ("api", self.api_key or "")
response = requests.get(
url,
auth=auth,
cookies=_thread_local_api_settings.cookies or {},
headers=http_headers,
stream=True,
)
response.raise_for_status()
return int(response.headers.get("content-length", 0)), response
@normalize_exceptions
def download_write_file(
self,
metadata: Dict[str, str],
out_dir: Optional[str] = None,
) -> Tuple[str, Optional[requests.Response]]:
"""Download a file from a run and write it to wandb/.
Args:
metadata (obj): The metadata object for the file to download. Comes from Api.download_urls().
out_dir (str, optional): The directory to write the file to. Defaults to wandb/
Returns:
A tuple of the file's local path and the streaming response. The streaming response is None if the file
already existed and was up-to-date.
"""
filename = metadata["name"]
path = os.path.join(out_dir or self.settings("wandb_dir"), filename)
if self.file_current(filename, B64MD5(metadata["md5"])):
return path, None
size, response = self.download_file(metadata["url"])
with util.fsync_open(path, "wb") as file:
for data in response.iter_content(chunk_size=1024):
file.write(data)
return path, response
def upload_file_azure(
self, url: str, file: Any, extra_headers: Dict[str, str]
) -> None:
"""Upload a file to azure."""
from azure.core.exceptions import AzureError # type: ignore
# Configure the client without retries so our existing logic can handle them
client = self._azure_blob_module.BlobClient.from_blob_url(
url, retry_policy=self._azure_blob_module.LinearRetry(retry_total=0)
)
try:
if extra_headers.get("Content-MD5") is not None:
md5: Optional[bytes] = base64.b64decode(extra_headers["Content-MD5"])
else:
md5 = None
content_settings = self._azure_blob_module.ContentSettings(
content_md5=md5,
content_type=extra_headers.get("Content-Type"),
)
client.upload_blob(
file,
max_concurrency=4,
length=len(file),
overwrite=True,
content_settings=content_settings,
)
except AzureError as e:
if hasattr(e, "response"):
response = requests.models.Response()
response.status_code = e.response.status_code
response.headers = e.response.headers
raise requests.exceptions.RequestException(e.message, response=response)
else:
raise requests.exceptions.ConnectionError(e.message)
def upload_multipart_file_chunk(
self,
url: str,
upload_chunk: bytes,
extra_headers: Optional[Dict[str, str]] = None,
) -> Optional[requests.Response]:
"""Upload a file chunk to S3 with failure resumption.
Args:
url: The url to download
upload_chunk: The path to the file you want to upload
extra_headers: A dictionary of extra headers to send with the request
Returns:
The `requests` library response object
"""
check_httpclient_logger_handler()
try:
if env.is_debug(env=self._environ):
logger.debug("upload_file: %s", url)
response = self._upload_file_session.put(
url, data=upload_chunk, headers=extra_headers
)
if env.is_debug(env=self._environ):
logger.debug("upload_file: %s complete", url)
response.raise_for_status()
except requests.exceptions.RequestException as e:
logger.exception(f"upload_file exception for {url=}")
response_content = e.response.content if e.response is not None else ""
status_code = e.response.status_code if e.response is not None else 0
# S3 reports retryable request timeouts out-of-band
is_aws_retryable = status_code == 400 and "RequestTimeout" in str(
response_content
)
# Retry errors from cloud storage or local network issues
if (
status_code in (308, 408, 409, 429, 500, 502, 503, 504)
or isinstance(
e,
(requests.exceptions.Timeout, requests.exceptions.ConnectionError),
)
or is_aws_retryable
):
_e = retry.TransientError(exc=e)
raise _e.with_traceback(sys.exc_info()[2])
else:
wandb._sentry.reraise(e)
return response
def upload_file(
self,
url: str,
file: IO[bytes],
callback: Optional["ProgressFn"] = None,
extra_headers: Optional[Dict[str, str]] = None,
) -> Optional[requests.Response]:
"""Upload a file to W&B with failure resumption.
Args:
url: The url to download
file: The path to the file you want to upload
callback: A callback which is passed the number of
bytes uploaded since the last time it was called, used to report progress
extra_headers: A dictionary of extra headers to send with the request
Returns:
The `requests` library response object
"""
check_httpclient_logger_handler()
extra_headers = extra_headers.copy() if extra_headers else {}
response: Optional[requests.Response] = None
progress = Progress(file, callback=callback)
try:
if "x-ms-blob-type" in extra_headers and self._azure_blob_module:
self.upload_file_azure(url, progress, extra_headers)
else:
if "x-ms-blob-type" in extra_headers:
wandb.termwarn(
"Azure uploads over 256MB require the azure SDK, install with pip install wandb[azure]",
repeat=False,
)
if env.is_debug(env=self._environ):
logger.debug("upload_file: %s", url)
response = self._upload_file_session.put(
url, data=progress, headers=extra_headers
)
if env.is_debug(env=self._environ):
logger.debug("upload_file: %s complete", url)
response.raise_for_status()
except requests.exceptions.RequestException as e:
logger.exception(f"upload_file exception for {url=}")
response_content = e.response.content if e.response is not None else ""
status_code = e.response.status_code if e.response is not None else 0
# S3 reports retryable request timeouts out-of-band
is_aws_retryable = (
"x-amz-meta-md5" in extra_headers
and status_code == 400
and "RequestTimeout" in str(response_content)
)
# We need to rewind the file for the next retry (the file passed in is `seek`'ed to 0)
progress.rewind()
# Retry errors from cloud storage or local network issues
if (
status_code in (308, 408, 409, 429, 500, 502, 503, 504)
or isinstance(
e,
(requests.exceptions.Timeout, requests.exceptions.ConnectionError),
)
or is_aws_retryable
):
_e = retry.TransientError(exc=e)
raise _e.with_traceback(sys.exc_info()[2])
else:
wandb._sentry.reraise(e)
return response
@normalize_exceptions
def register_agent(
self,
host: str,
sweep_id: Optional[str] = None,
project_name: Optional[str] = None,
entity: Optional[str] = None,
) -> dict:
"""Register a new agent.
Args:
host (str): hostname
sweep_id (str): sweep id
project_name: (str): model that contains sweep
entity: (str): entity that contains sweep
"""
mutation = gql(
"""
mutation CreateAgent(
$host: String!
$projectName: String,
$entityName: String,
$sweep: String!
) {
createAgent(input: {
host: $host,
projectName: $projectName,
entityName: $entityName,
sweep: $sweep,
}) {
agent {
id
}
}
}
"""
)
if entity is None:
entity = self.settings("entity")
if project_name is None:
project_name = self.settings("project")
response = self.gql(
mutation,
variable_values={
"host": host,
"entityName": entity,
"projectName": project_name,
"sweep": sweep_id,
},
check_retry_fn=util.no_retry_4xx,
)
result: dict = response["createAgent"]["agent"]
return result
def agent_heartbeat(
self, agent_id: str, metrics: dict, run_states: dict
) -> List[Dict[str, Any]]:
"""Notify server about agent state, receive commands.
Args:
agent_id (str): agent_id
metrics (dict): system metrics
run_states (dict): run_id: state mapping
Returns:
List of commands to execute.
"""
mutation = gql(
"""
mutation Heartbeat(
$id: ID!,
$metrics: JSONString,
$runState: JSONString
) {
agentHeartbeat(input: {
id: $id,
metrics: $metrics,
runState: $runState
}) {
agent {
id
}
commands
}
}
"""
)
if agent_id is None:
raise ValueError("Cannot call heartbeat with an unregistered agent.")
try:
response = self.gql(
mutation,
variable_values={
"id": agent_id,
"metrics": json.dumps(metrics),
"runState": json.dumps(run_states),
},
timeout=60,
)
except Exception:
logger.exception("Error communicating with W&B.")
return []
else:
result: List[Dict[str, Any]] = json.loads(
response["agentHeartbeat"]["commands"]
)
return result
@staticmethod
def _validate_config_and_fill_distribution(config: dict) -> dict:
# verify that parameters are well specified.
# TODO(dag): deprecate this in favor of jsonschema validation once
# apiVersion 2 is released and local controller is integrated with
# wandb/client.
# avoid modifying the original config dict in
# case it is reused outside the calling func
config = deepcopy(config)
# explicitly cast to dict in case config was passed as a sweepconfig
# sweepconfig does not serialize cleanly to yaml and breaks graphql,
# but it is a subclass of dict, so this conversion is clean
config = dict(config)
if "parameters" not in config:
# still shows an anaconda warning, but doesn't error
return config
for parameter_name in config["parameters"]:
parameter = config["parameters"][parameter_name]
if "min" in parameter and "max" in parameter:
if "distribution" not in parameter:
if isinstance(parameter["min"], int) and isinstance(
parameter["max"], int
):
parameter["distribution"] = "int_uniform"
elif isinstance(parameter["min"], float) and isinstance(
parameter["max"], float
):
parameter["distribution"] = "uniform"
else:
raise ValueError(
f"Parameter {parameter_name} is ambiguous, please specify bounds as both floats (for a float_"
"uniform distribution) or ints (for an int_uniform distribution)."
)
return config
@normalize_exceptions
def upsert_sweep(
self,
config: dict,
controller: Optional[str] = None,
launch_scheduler: Optional[str] = None,
scheduler: Optional[str] = None,
obj_id: Optional[str] = None,
project: Optional[str] = None,
entity: Optional[str] = None,
state: Optional[str] = None,
prior_runs: Optional[List[str]] = None,
template_variable_values: Optional[Dict[str, Any]] = None,
) -> Tuple[str, List[str]]:
"""Upsert a sweep object.
Args:
config (dict): sweep config (will be converted to yaml)
controller (str): controller to use
launch_scheduler (str): launch scheduler to use
scheduler (str): scheduler to use
obj_id (str): object id
project (str): project to use
entity (str): entity to use
state (str): state
prior_runs (list): IDs of existing runs to add to the sweep
template_variable_values (dict): template variable values
"""
project_query = """
project {
id
name
entity {
id
name
}
}
"""
mutation_str = """
mutation UpsertSweep(
$id: ID,
$config: String,
$description: String,
$entityName: String,
$projectName: String,
$controller: JSONString,
$scheduler: JSONString,
$state: String,
$priorRunsFilters: JSONString,
) {
upsertSweep(input: {
id: $id,
config: $config,
description: $description,
entityName: $entityName,
projectName: $projectName,
controller: $controller,
scheduler: $scheduler,
state: $state,
priorRunsFilters: $priorRunsFilters,
}) {
sweep {
name
_PROJECT_QUERY_
}
configValidationWarnings
}
}
"""
# TODO(jhr): we need protocol versioning to know schema is not supported
# for now we will just try both new and old query
mutation_5 = gql(
mutation_str.replace(
"$controller: JSONString,",
"$controller: JSONString,$launchScheduler: JSONString, $templateVariableValues: JSONString,",
)
.replace(
"controller: $controller,",
"controller: $controller,launchScheduler: $launchScheduler,templateVariableValues: $templateVariableValues,",
)
.replace("_PROJECT_QUERY_", project_query)
)
# launchScheduler was introduced in core v0.14.0
mutation_4 = gql(
mutation_str.replace(
"$controller: JSONString,",
"$controller: JSONString,$launchScheduler: JSONString,",
)
.replace(
"controller: $controller,",
"controller: $controller,launchScheduler: $launchScheduler",
)
.replace("_PROJECT_QUERY_", project_query)
)
# mutation 3 maps to backend that can support CLI version of at least 0.10.31
mutation_3 = gql(mutation_str.replace("_PROJECT_QUERY_", project_query))
mutation_2 = gql(
mutation_str.replace("_PROJECT_QUERY_", project_query).replace(
"configValidationWarnings", ""
)
)
mutation_1 = gql(
mutation_str.replace("_PROJECT_QUERY_", "").replace(
"configValidationWarnings", ""
)
)
# TODO(dag): replace this with a query for protocol versioning
mutations = [mutation_5, mutation_4, mutation_3, mutation_2, mutation_1]
config = self._validate_config_and_fill_distribution(config)
# Silly, but attr-dicts like EasyDicts don't serialize correctly to yaml.
# This sanitizes them with a round trip pass through json to get a regular dict.
config_str = yaml.dump(
json.loads(json.dumps(config)), Dumper=util.NonOctalStringDumper
)
filters = None
if prior_runs:
filters = json.dumps({"$or": [{"name": r} for r in prior_runs]})
err: Optional[Exception] = None
for mutation in mutations:
try:
variables = {
"id": obj_id,
"config": config_str,
"description": config.get("description"),
"entityName": entity or self.settings("entity"),
"projectName": project or self.settings("project"),
"controller": controller,
"launchScheduler": launch_scheduler,
"templateVariableValues": json.dumps(template_variable_values),
"scheduler": scheduler,
"priorRunsFilters": filters,
}
if state:
variables["state"] = state
response = self.gql(
mutation,
variable_values=variables,
check_retry_fn=util.no_retry_4xx,
)
except UsageError:
raise
except Exception as e:
# graphql schema exception is generic
err = e
continue
err = None
break
if err:
raise err
sweep: Dict[str, Dict[str, Dict]] = response["upsertSweep"]["sweep"]
project_obj: Dict[str, Dict] = sweep.get("project", {})
if project_obj:
self.set_setting("project", project_obj["name"])
entity_obj: dict = project_obj.get("entity", {})
if entity_obj:
self.set_setting("entity", entity_obj["name"])
warnings = response["upsertSweep"].get("configValidationWarnings", [])
return response["upsertSweep"]["sweep"]["name"], warnings
@normalize_exceptions
def create_anonymous_api_key(self) -> str:
"""Create a new API key belonging to a new anonymous user."""
mutation = gql(
"""
mutation CreateAnonymousApiKey {
createAnonymousEntity(input: {}) {
apiKey {
name
}
}
}
"""
)
response = self.gql(mutation, variable_values={})
key: str = str(response["createAnonymousEntity"]["apiKey"]["name"])
return key
@staticmethod
def file_current(fname: str, md5: B64MD5) -> bool:
"""Checksum a file and compare the md5 with the known md5."""
return os.path.isfile(fname) and md5_file_b64(fname) == md5
@normalize_exceptions
def pull(
self, project: str, run: Optional[str] = None, entity: Optional[str] = None
) -> "List[requests.Response]":
"""Download files from W&B.
Args:
project (str): The project to download
run (str, optional): The run to upload to
entity (str, optional): The entity to scope this project to. Defaults to wandb models
Returns:
The `requests` library response object
"""
project, run = self.parse_slug(project, run=run)
urls = self.download_urls(project, run, entity)
responses = []
for filename in urls:
_, response = self.download_write_file(urls[filename])
if response:
responses.append(response)
return responses
def get_project(self) -> str:
project: str = self.default_settings.get("project") or self.settings("project")
return project
@normalize_exceptions
def push(
self,
files: Union[List[str], Dict[str, IO]],
run: Optional[str] = None,
entity: Optional[str] = None,
project: Optional[str] = None,
description: Optional[str] = None,
force: bool = True,
progress: Union[TextIO, Literal[False]] = False,
) -> "List[Optional[requests.Response]]":
"""Uploads multiple files to W&B.
Args:
files (list or dict): The filenames to upload, when dict the values are open files
run (str, optional): The run to upload to
entity (str, optional): The entity to scope this project to. Defaults to wandb models
project (str, optional): The name of the project to upload to. Defaults to the one in settings.
description (str, optional): The description of the changes
force (bool, optional): Whether to prevent push if git has uncommitted changes
progress (callable, or stream): If callable, will be called with (chunk_bytes,
total_bytes) as argument. If TextIO, renders a progress bar to it.
Returns:
A list of `requests.Response` objects
"""
if project is None:
project = self.get_project()
if project is None:
raise CommError("No project configured.")
if run is None:
run = self.current_run_id
# TODO(adrian): we use a retriable version of self.upload_file() so
# will never retry self.upload_urls() here. Instead, maybe we should
# make push itself retriable.
_, upload_headers, result = self.upload_urls(
project,
files,
run,
entity,
)
extra_headers = {}
for upload_header in upload_headers:
key, val = upload_header.split(":", 1)
extra_headers[key] = val
responses = []
for file_name, file_info in result.items():
file_url = file_info["uploadUrl"]
# If the upload URL is relative, fill it in with the base URL,
# since it's a proxied file store like the on-prem VM.
if file_url.startswith("/"):
file_url = f"{self.api_url}{file_url}"
try:
# To handle Windows paths
# TODO: this doesn't handle absolute paths...
normal_name = os.path.join(*file_name.split("/"))
open_file = (
files[file_name]
if isinstance(files, dict)
else open(normal_name, "rb")
)
except OSError:
print(f"{file_name} does not exist") # noqa: T201
continue
if progress is False:
responses.append(
self.upload_file_retry(
file_info["uploadUrl"], open_file, extra_headers=extra_headers
)
)
else:
if callable(progress):
responses.append( # type: ignore
self.upload_file_retry(
file_url, open_file, progress, extra_headers=extra_headers
)
)
else:
length = os.fstat(open_file.fileno()).st_size
with click.progressbar( # type: ignore
file=progress,
length=length,
label=f"Uploading file: {file_name}",
fill_char=click.style("&", fg="green"),
) as bar:
responses.append(
self.upload_file_retry(
file_url,
open_file,
lambda bites, _: bar.update(bites),
extra_headers=extra_headers,
)
)
open_file.close()
return responses
def link_artifact(
self,
client_id: str,
server_id: str,
portfolio_name: str,
entity: str,
project: str,
aliases: Sequence[str],
organization: str,
) -> Dict[str, Any]:
template = """
mutation LinkArtifact(
$artifactPortfolioName: String!,
$entityName: String!,
$projectName: String!,
$aliases: [ArtifactAliasInput!],
ID_TYPE
) {
linkArtifact(input: {
artifactPortfolioName: $artifactPortfolioName,
entityName: $entityName,
projectName: $projectName,
aliases: $aliases,
ID_VALUE
}) {
versionIndex
}
}
"""
org_entity = ""
if is_artifact_registry_project(project):
try:
org_entity = self._resolve_org_entity_name(
entity=entity, organization=organization
)
except ValueError as e:
wandb.termerror(str(e))
raise
def replace(a: str, b: str) -> None:
nonlocal template
template = template.replace(a, b)
if server_id:
replace("ID_TYPE", "$artifactID: ID")
replace("ID_VALUE", "artifactID: $artifactID")
elif client_id:
replace("ID_TYPE", "$clientID: ID")
replace("ID_VALUE", "clientID: $clientID")
variable_values = {
"clientID": client_id,
"artifactID": server_id,
"artifactPortfolioName": portfolio_name,
"entityName": org_entity or entity,
"projectName": project,
"aliases": [
{"alias": alias, "artifactCollectionName": portfolio_name}
for alias in aliases
],
}
mutation = gql(template)
response = self.gql(mutation, variable_values=variable_values)
link_artifact: Dict[str, Any] = response["linkArtifact"]
return link_artifact
def _resolve_org_entity_name(self, entity: str, organization: str = "") -> str:
# resolveOrgEntityName fetches the portfolio's org entity's name.
#
# The organization parameter may be empty, an org's display name, or an org entity name.
#
# If the server doesn't support fetching the org name of a portfolio, then this returns
# the organization parameter, or an error if it is empty. Otherwise, this returns the
# fetched value after validating that the given organization, if not empty, matches
# either the org's display or entity name.
if not entity:
raise ValueError("Entity name is required to resolve org entity name.")
org_fields = self.server_organization_type_introspection()
can_shorthand_org_entity = "orgEntity" in org_fields
if not organization and not can_shorthand_org_entity:
raise ValueError(
"Fetching Registry artifacts without inputting an organization "
"is unavailable for your server version. "
"Please upgrade your server to 0.50.0 or later."
)
if not can_shorthand_org_entity:
# Server doesn't support fetching org entity to validate,
# assume org entity is correctly inputted
return organization
orgs_from_entity = self._fetch_orgs_and_org_entities_from_entity(entity)
if organization:
return _match_org_with_fetched_org_entities(organization, orgs_from_entity)
# If no input organization provided, error if entity belongs to multiple orgs because we
# cannot determine which one to use.
if len(orgs_from_entity) > 1:
raise ValueError(
f"Personal entity {entity!r} belongs to multiple organizations "
"and cannot be used without specifying the organization name. "
"Please specify the organization in the Registry path or use a team entity in the entity settings."
)
return orgs_from_entity[0].entity_name
def _fetch_orgs_and_org_entities_from_entity(self, entity: str) -> List[_OrgNames]:
"""Fetches organization entity names and display names for a given entity.
Args:
entity (str): Entity name to lookup. Can be either a personal or team entity.
Returns:
List[_OrgNames]: List of _OrgNames tuples. (_OrgNames(entity_name, display_name))
Raises:
ValueError: If entity is not found, has no organizations, or other validation errors.
"""
query = gql(
"""
query FetchOrgEntityFromEntity($entityName: String!) {
entity(name: $entityName) {
organization {
name
orgEntity {
name
}
}
user {
organizations {
name
orgEntity {
name
}
}
}
}
}
"""
)
response = self.gql(
query,
variable_values={
"entityName": entity,
},
)
# Parse organization from response
entity_resp = response["entity"]["organization"]
user_resp = response["entity"]["user"]
# Check for organization under team/org entity type
if entity_resp:
org_name = entity_resp.get("name")
org_entity_name = entity_resp.get("orgEntity") and entity_resp[
"orgEntity"
].get("name")
if not org_name or not org_entity_name:
raise ValueError(
f"Unable to find an organization under entity {entity!r}."
)
return [_OrgNames(entity_name=org_entity_name, display_name=org_name)]
# Check for organization under personal entity type, where a user can belong to multiple orgs
elif user_resp:
orgs = user_resp.get("organizations", [])
org_entities_return = [
_OrgNames(
entity_name=org["orgEntity"]["name"], display_name=org["name"]
)
for org in orgs
if org.get("orgEntity") and org.get("name")
]
if not org_entities_return:
raise ValueError(
f"Unable to resolve an organization associated with personal entity: {entity!r}. "
"This could be because its a personal entity that doesn't belong to any organizations. "
"Please specify the organization in the Registry path or use a team entity in the entity settings."
)
return org_entities_return
else:
raise ValueError(f"Unable to find an organization under entity {entity!r}.")
def _construct_use_artifact_query(
self,
artifact_id: str,
entity_name: Optional[str] = None,
project_name: Optional[str] = None,
run_name: Optional[str] = None,
use_as: Optional[str] = None,
artifact_entity_name: Optional[str] = None,
artifact_project_name: Optional[str] = None,
) -> Tuple[Document, Dict[str, Any]]:
query_vars = [
"$entityName: String!",
"$projectName: String!",
"$runName: String!",
"$artifactID: ID!",
]
query_args = [
"entityName: $entityName",
"projectName: $projectName",
"runName: $runName",
"artifactID: $artifactID",
]
artifact_types = self.server_use_artifact_input_introspection()
if "usedAs" in artifact_types and use_as:
query_vars.append("$usedAs: String")
query_args.append("usedAs: $usedAs")
entity_name = entity_name or self.settings("entity")
project_name = project_name or self.settings("project")
run_name = run_name or self.current_run_id
variable_values: Dict[str, Any] = {
"entityName": entity_name,
"projectName": project_name,
"runName": run_name,
"artifactID": artifact_id,
"usedAs": use_as,
}
server_allows_entity_project_information = self._server_supports(
ServerFeature.USE_ARTIFACT_WITH_ENTITY_AND_PROJECT_INFORMATION
)
if server_allows_entity_project_information:
query_vars.extend(
[
"$artifactEntityName: String",
"$artifactProjectName: String",
]
)
query_args.extend(
[
"artifactEntityName: $artifactEntityName",
"artifactProjectName: $artifactProjectName",
]
)
variable_values["artifactEntityName"] = artifact_entity_name
variable_values["artifactProjectName"] = artifact_project_name
vars_str = ", ".join(query_vars)
args_str = ", ".join(query_args)
query = gql(
f"""
mutation UseArtifact({vars_str}) {{
useArtifact(input: {{{args_str}}}) {{
artifact {{
id
digest
description
state
createdAt
metadata
}}
}}
}}
"""
)
return query, variable_values
def use_artifact(
self,
artifact_id: str,
entity_name: Optional[str] = None,
project_name: Optional[str] = None,
run_name: Optional[str] = None,
artifact_entity_name: Optional[str] = None,
artifact_project_name: Optional[str] = None,
use_as: Optional[str] = None,
) -> Optional[Dict[str, Any]]:
query, variable_values = self._construct_use_artifact_query(
artifact_id,
entity_name,
project_name,
run_name,
use_as,
artifact_entity_name,
artifact_project_name,
)
response = self.gql(query, variable_values)
if response["useArtifact"]["artifact"]:
artifact: Dict[str, Any] = response["useArtifact"]["artifact"]
return artifact
return None
# Fetch fields available in backend of Organization type
def server_organization_type_introspection(self) -> List[str]:
query_string = """
query ProbeServerOrganization {
OrganizationInfoType: __type(name:"Organization") {
fields {
name
}
}
}
"""
if self.server_organization_type_fields_info is None:
query = gql(query_string)
res = self.gql(query)
input_fields = res.get("OrganizationInfoType", {}).get("fields", [{}])
self.server_organization_type_fields_info = [
field["name"] for field in input_fields if "name" in field
]
return self.server_organization_type_fields_info
# Fetch input arguments for the "artifact" endpoint on the "Project" type
def server_project_type_introspection(self) -> bool:
if self.server_supports_enabling_artifact_usage_tracking is not None:
return self.server_supports_enabling_artifact_usage_tracking
query_string = """
query ProbeServerProjectInfo {
ProjectInfoType: __type(name:"Project") {
fields {
name
args {
name
}
}
}
}
"""
query = gql(query_string)
res = self.gql(query)
input_fields = res.get("ProjectInfoType", {}).get("fields", [{}])
artifact_args: List[Dict[str, str]] = next(
(
field.get("args", [])
for field in input_fields
if field.get("name") == "artifact"
),
[],
)
self.server_supports_enabling_artifact_usage_tracking = any(
arg.get("name") == "enableTracking" for arg in artifact_args
)
return self.server_supports_enabling_artifact_usage_tracking
def create_artifact_type(
self,
artifact_type_name: str,
entity_name: Optional[str] = None,
project_name: Optional[str] = None,
description: Optional[str] = None,
) -> Optional[str]:
mutation = gql(
"""
mutation CreateArtifactType(
$entityName: String!,
$projectName: String!,
$artifactTypeName: String!,
$description: String
) {
createArtifactType(input: {
entityName: $entityName,
projectName: $projectName,
name: $artifactTypeName,
description: $description
}) {
artifactType {
id
}
}
}
"""
)
entity_name = entity_name or self.settings("entity")
project_name = project_name or self.settings("project")
response = self.gql(
mutation,
variable_values={
"entityName": entity_name,
"projectName": project_name,
"artifactTypeName": artifact_type_name,
"description": description,
},
)
_id: Optional[str] = response["createArtifactType"]["artifactType"]["id"]
return _id
def server_artifact_introspection(self) -> List[str]:
query_string = """
query ProbeServerArtifact {
ArtifactInfoType: __type(name:"Artifact") {
fields {
name
}
}
}
"""
if self.server_artifact_fields_info is None:
query = gql(query_string)
res = self.gql(query)
input_fields = res.get("ArtifactInfoType", {}).get("fields", [{}])
self.server_artifact_fields_info = [
field["name"] for field in input_fields if "name" in field
]
return self.server_artifact_fields_info
def server_create_artifact_introspection(self) -> List[str]:
query_string = """
query ProbeServerCreateArtifactInput {
CreateArtifactInputInfoType: __type(name:"CreateArtifactInput") {
inputFields{
name
}
}
}
"""
if self.server_create_artifact_input_info is None:
query = gql(query_string)
res = self.gql(query)
input_fields = res.get("CreateArtifactInputInfoType", {}).get(
"inputFields", [{}]
)
self.server_create_artifact_input_info = [
field["name"] for field in input_fields if "name" in field
]
return self.server_create_artifact_input_info
def _get_create_artifact_mutation(
self,
fields: List,
history_step: Optional[int],
distributed_id: Optional[str],
) -> str:
types = ""
values = ""
if "historyStep" in fields and history_step not in [0, None]:
types += "$historyStep: Int64!,"
values += "historyStep: $historyStep,"
if distributed_id:
types += "$distributedID: String,"
values += "distributedID: $distributedID,"
if "clientID" in fields:
types += "$clientID: ID,"
values += "clientID: $clientID,"
if "sequenceClientID" in fields:
types += "$sequenceClientID: ID,"
values += "sequenceClientID: $sequenceClientID,"
if "enableDigestDeduplication" in fields:
values += "enableDigestDeduplication: true,"
if "ttlDurationSeconds" in fields:
types += "$ttlDurationSeconds: Int64,"
values += "ttlDurationSeconds: $ttlDurationSeconds,"
if "tags" in fields:
types += "$tags: [TagInput!],"
values += "tags: $tags,"
query_template = """
mutation CreateArtifact(
$artifactTypeName: String!,
$artifactCollectionNames: [String!],
$entityName: String!,
$projectName: String!,
$runName: String,
$description: String,
$digest: String!,
$aliases: [ArtifactAliasInput!],
$metadata: JSONString,
_CREATE_ARTIFACT_ADDITIONAL_TYPE_
) {
createArtifact(input: {
artifactTypeName: $artifactTypeName,
artifactCollectionNames: $artifactCollectionNames,
entityName: $entityName,
projectName: $projectName,
runName: $runName,
description: $description,
digest: $digest,
digestAlgorithm: MANIFEST_MD5,
aliases: $aliases,
metadata: $metadata,
_CREATE_ARTIFACT_ADDITIONAL_VALUE_
}) {
artifact {
id
state
artifactSequence {
id
latestArtifact {
id
versionIndex
}
}
}
}
}
"""
return query_template.replace(
"_CREATE_ARTIFACT_ADDITIONAL_TYPE_", types
).replace("_CREATE_ARTIFACT_ADDITIONAL_VALUE_", values)
def create_artifact(
self,
artifact_type_name: str,
artifact_collection_name: str,
digest: str,
client_id: Optional[str] = None,
sequence_client_id: Optional[str] = None,
entity_name: Optional[str] = None,
project_name: Optional[str] = None,
run_name: Optional[str] = None,
description: Optional[str] = None,
metadata: Optional[Dict] = None,
ttl_duration_seconds: Optional[int] = None,
aliases: Optional[List[Dict[str, str]]] = None,
tags: Optional[List[Dict[str, str]]] = None,
distributed_id: Optional[str] = None,
is_user_created: Optional[bool] = False,
history_step: Optional[int] = None,
) -> Tuple[Dict, Dict]:
fields = self.server_create_artifact_introspection()
artifact_fields = self.server_artifact_introspection()
if ("ttlIsInherited" not in artifact_fields) and ttl_duration_seconds:
wandb.termwarn(
"Server not compatible with setting Artifact TTLs, please upgrade the server to use Artifact TTL"
)
# ttlDurationSeconds is only usable if ttlIsInherited is also present
ttl_duration_seconds = None
if ("tags" not in artifact_fields) and tags:
wandb.termwarn(
"Server not compatible with Artifact tags. "
"To use Artifact tags, please upgrade the server to v0.85 or higher."
)
query_template = self._get_create_artifact_mutation(
fields, history_step, distributed_id
)
entity_name = entity_name or self.settings("entity")
project_name = project_name or self.settings("project")
if not is_user_created:
run_name = run_name or self.current_run_id
mutation = gql(query_template)
response = self.gql(
mutation,
variable_values={
"entityName": entity_name,
"projectName": project_name,
"runName": run_name,
"artifactTypeName": artifact_type_name,
"artifactCollectionNames": [artifact_collection_name],
"clientID": client_id,
"sequenceClientID": sequence_client_id,
"digest": digest,
"description": description,
"aliases": list(aliases or []),
"tags": list(tags or []),
"metadata": json.dumps(util.make_safe_for_json(metadata))
if metadata
else None,
"ttlDurationSeconds": ttl_duration_seconds,
"distributedID": distributed_id,
"historyStep": history_step,
},
)
av = response["createArtifact"]["artifact"]
latest = response["createArtifact"]["artifact"]["artifactSequence"].get(
"latestArtifact"
)
return av, latest
def commit_artifact(self, artifact_id: str) -> "_Response":
mutation = gql(
"""
mutation CommitArtifact(
$artifactID: ID!,
) {
commitArtifact(input: {
artifactID: $artifactID,
}) {
artifact {
id
digest
}
}
}
"""
)
response: _Response = self.gql(
mutation,
variable_values={"artifactID": artifact_id},
timeout=60,
)
return response
def complete_multipart_upload_artifact(
self,
artifact_id: str,
storage_path: str,
completed_parts: List[Dict[str, Any]],
upload_id: Optional[str],
complete_multipart_action: str = "Complete",
) -> Optional[str]:
mutation = gql(
"""
mutation CompleteMultipartUploadArtifact(
$completeMultipartAction: CompleteMultipartAction!,
$completedParts: [UploadPartsInput!]!,
$artifactID: ID!
$storagePath: String!
$uploadID: String!
) {
completeMultipartUploadArtifact(
input: {
completeMultipartAction: $completeMultipartAction,
completedParts: $completedParts,
artifactID: $artifactID,
storagePath: $storagePath
uploadID: $uploadID
}
) {
digest
}
}
"""
)
response = self.gql(
mutation,
variable_values={
"completeMultipartAction": complete_multipart_action,
"artifactID": artifact_id,
"storagePath": storage_path,
"completedParts": completed_parts,
"uploadID": upload_id,
},
)
digest: Optional[str] = response["completeMultipartUploadArtifact"]["digest"]
return digest
def create_artifact_manifest(
self,
name: str,
digest: str,
artifact_id: Optional[str],
base_artifact_id: Optional[str] = None,
entity: Optional[str] = None,
project: Optional[str] = None,
run: Optional[str] = None,
include_upload: bool = True,
type: str = "FULL",
) -> Tuple[str, Dict[str, Any]]:
mutation = gql(
"""
mutation CreateArtifactManifest(
$name: String!,
$digest: String!,
$artifactID: ID!,
$baseArtifactID: ID,
$entityName: String!,
$projectName: String!,
$runName: String!,
$includeUpload: Boolean!,
{}
) {{
createArtifactManifest(input: {{
name: $name,
digest: $digest,
artifactID: $artifactID,
baseArtifactID: $baseArtifactID,
entityName: $entityName,
projectName: $projectName,
runName: $runName,
{}
}}) {{
artifactManifest {{
id
file {{
id
name
displayName
uploadUrl @include(if: $includeUpload)
uploadHeaders @include(if: $includeUpload)
}}
}}
}}
}}
""".format(
"$type: ArtifactManifestType = FULL" if type != "FULL" else "",
"type: $type" if type != "FULL" else "",
)
)
entity_name = entity or self.settings("entity")
project_name = project or self.settings("project")
run_name = run or self.current_run_id
response = self.gql(
mutation,
variable_values={
"name": name,
"digest": digest,
"artifactID": artifact_id,
"baseArtifactID": base_artifact_id,
"entityName": entity_name,
"projectName": project_name,
"runName": run_name,
"includeUpload": include_upload,
"type": type,
},
)
return (
response["createArtifactManifest"]["artifactManifest"]["id"],
response["createArtifactManifest"]["artifactManifest"]["file"],
)
def update_artifact_manifest(
self,
artifact_manifest_id: str,
base_artifact_id: Optional[str] = None,
digest: Optional[str] = None,
include_upload: Optional[bool] = True,
) -> Tuple[str, Dict[str, Any]]:
mutation = gql(
"""
mutation UpdateArtifactManifest(
$artifactManifestID: ID!,
$digest: String,
$baseArtifactID: ID,
$includeUpload: Boolean!,
) {
updateArtifactManifest(input: {
artifactManifestID: $artifactManifestID,
digest: $digest,
baseArtifactID: $baseArtifactID,
}) {
artifactManifest {
id
file {
id
name
displayName
uploadUrl @include(if: $includeUpload)
uploadHeaders @include(if: $includeUpload)
}
}
}
}
"""
)
response = self.gql(
mutation,
variable_values={
"artifactManifestID": artifact_manifest_id,
"digest": digest,
"baseArtifactID": base_artifact_id,
"includeUpload": include_upload,
},
)
return (
response["updateArtifactManifest"]["artifactManifest"]["id"],
response["updateArtifactManifest"]["artifactManifest"]["file"],
)
def update_artifact_metadata(
self, artifact_id: str, metadata: Dict[str, Any]
) -> Dict[str, Any]:
"""Set the metadata of the given artifact version."""
mutation = gql(
"""
mutation UpdateArtifact(
$artifactID: ID!,
$metadata: JSONString,
) {
updateArtifact(input: {
artifactID: $artifactID,
metadata: $metadata,
}) {
artifact {
id
}
}
}
"""
)
response = self.gql(
mutation,
variable_values={
"artifactID": artifact_id,
"metadata": json.dumps(metadata),
},
)
return response["updateArtifact"]["artifact"]
def _resolve_client_id(
self,
client_id: str,
) -> Optional[str]:
if client_id in self._client_id_mapping:
return self._client_id_mapping[client_id]
query = gql(
"""
query ClientIDMapping($clientID: ID!) {
clientIDMapping(clientID: $clientID) {
serverID
}
}
"""
)
response = self.gql(
query,
variable_values={
"clientID": client_id,
},
)
server_id = None
if response is not None:
client_id_mapping = response.get("clientIDMapping")
if client_id_mapping is not None:
server_id = client_id_mapping.get("serverID")
if server_id is not None:
self._client_id_mapping[client_id] = server_id
return server_id
def server_create_artifact_file_spec_input_introspection(self) -> List:
query_string = """
query ProbeServerCreateArtifactFileSpecInput {
CreateArtifactFileSpecInputInfoType: __type(name:"CreateArtifactFileSpecInput") {
inputFields{
name
}
}
}
"""
query = gql(query_string)
res = self.gql(query)
create_artifact_file_spec_input_info = [
field.get("name", "")
for field in res.get("CreateArtifactFileSpecInputInfoType", {}).get(
"inputFields", [{}]
)
]
return create_artifact_file_spec_input_info
@normalize_exceptions
def create_artifact_files(
self, artifact_files: Iterable["CreateArtifactFileSpecInput"]
) -> Mapping[str, "CreateArtifactFilesResponseFile"]:
query_template = """
mutation CreateArtifactFiles(
$storageLayout: ArtifactStorageLayout!
$artifactFiles: [CreateArtifactFileSpecInput!]!
) {
createArtifactFiles(input: {
artifactFiles: $artifactFiles,
storageLayout: $storageLayout,
}) {
files {
edges {
node {
id
name
displayName
uploadUrl
uploadHeaders
_MULTIPART_UPLOAD_FIELDS_
artifact {
id
}
}
}
}
}
}
"""
multipart_upload_url_query = """
storagePath
uploadMultipartUrls {
uploadID
uploadUrlParts {
partNumber
uploadUrl
}
}
"""
# TODO: we should use constants here from interface/artifacts.py
# but probably don't want the dependency. We're going to remove
# this setting in a future release, so I'm just hard-coding the strings.
storage_layout = "V2"
if env.get_use_v1_artifacts():
storage_layout = "V1"
create_artifact_file_spec_input_fields = (
self.server_create_artifact_file_spec_input_introspection()
)
if "uploadPartsInput" in create_artifact_file_spec_input_fields:
query_template = query_template.replace(
"_MULTIPART_UPLOAD_FIELDS_", multipart_upload_url_query
)
else:
query_template = query_template.replace("_MULTIPART_UPLOAD_FIELDS_", "")
mutation = gql(query_template)
response = self.gql(
mutation,
variable_values={
"storageLayout": storage_layout,
"artifactFiles": [af for af in artifact_files],
},
)
result = {}
for edge in response["createArtifactFiles"]["files"]["edges"]:
node = edge["node"]
result[node["displayName"]] = node
return result
@normalize_exceptions
def notify_scriptable_run_alert(
self,
title: str,
text: str,
level: Optional[str] = None,
wait_duration: Optional["Number"] = None,
) -> bool:
mutation = gql(
"""
mutation NotifyScriptableRunAlert(
$entityName: String!,
$projectName: String!,
$runName: String!,
$title: String!,
$text: String!,
$severity: AlertSeverity = INFO,
$waitDuration: Duration
) {
notifyScriptableRunAlert(input: {
entityName: $entityName,
projectName: $projectName,
runName: $runName,
title: $title,
text: $text,
severity: $severity,
waitDuration: $waitDuration
}) {
success
}
}
"""
)
response = self.gql(
mutation,
variable_values={
"entityName": self.settings("entity"),
"projectName": self.settings("project"),
"runName": self.current_run_id,
"title": title,
"text": text,
"severity": level,
"waitDuration": wait_duration,
},
)
success: bool = response["notifyScriptableRunAlert"]["success"]
return success
def get_sweep_state(
self, sweep: str, entity: Optional[str] = None, project: Optional[str] = None
) -> "SweepState":
state: SweepState = self.sweep(
sweep=sweep, entity=entity, project=project, specs="{}"
)["state"]
return state
def set_sweep_state(
self,
sweep: str,
state: "SweepState",
entity: Optional[str] = None,
project: Optional[str] = None,
) -> None:
assert state in ("RUNNING", "PAUSED", "CANCELED", "FINISHED")
s = self.sweep(sweep=sweep, entity=entity, project=project, specs="{}")
curr_state = s["state"].upper()
if state == "PAUSED" and curr_state not in ("PAUSED", "RUNNING"):
raise Exception(f"Cannot pause {curr_state.lower()} sweep.")
elif state != "RUNNING" and curr_state not in ("RUNNING", "PAUSED", "PENDING"):
raise Exception(f"Sweep already {curr_state.lower()}.")
sweep_id = s["id"]
mutation = gql(
"""
mutation UpsertSweep(
$id: ID,
$state: String,
$entityName: String,
$projectName: String
) {
upsertSweep(input: {
id: $id,
state: $state,
entityName: $entityName,
projectName: $projectName
}){
sweep {
name
}
}
}
"""
)
self.gql(
mutation,
variable_values={
"id": sweep_id,
"state": state,
"entityName": entity or self.settings("entity"),
"projectName": project or self.settings("project"),
},
)
def stop_sweep(
self,
sweep: str,
entity: Optional[str] = None,
project: Optional[str] = None,
) -> None:
"""Finish the sweep to stop running new runs and let currently running runs finish."""
self.set_sweep_state(
sweep=sweep, state="FINISHED", entity=entity, project=project
)
def cancel_sweep(
self,
sweep: str,
entity: Optional[str] = None,
project: Optional[str] = None,
) -> None:
"""Cancel the sweep to kill all running runs and stop running new runs."""
self.set_sweep_state(
sweep=sweep, state="CANCELED", entity=entity, project=project
)
def pause_sweep(
self,
sweep: str,
entity: Optional[str] = None,
project: Optional[str] = None,
) -> None:
"""Pause the sweep to temporarily stop running new runs."""
self.set_sweep_state(
sweep=sweep, state="PAUSED", entity=entity, project=project
)
def resume_sweep(
self,
sweep: str,
entity: Optional[str] = None,
project: Optional[str] = None,
) -> None:
"""Resume the sweep to continue running new runs."""
self.set_sweep_state(
sweep=sweep, state="RUNNING", entity=entity, project=project
)
def _status_request(self, url: str, length: int) -> requests.Response:
"""Ask google how much we've uploaded."""
check_httpclient_logger_handler()
return requests.put(
url=url,
headers={"Content-Length": "0", "Content-Range": f"bytes */{length}"},
)
def _flatten_edges(self, response: "_Response") -> List[Dict]:
"""Return an array from the nested graphql relay structure."""
return [node["node"] for node in response["edges"]]
@normalize_exceptions
def stop_run(
self,
run_id: str,
) -> bool:
mutation = gql(
"""
mutation stopRun($id: ID!) {
stopRun(input: {
id: $id
}) {
clientMutationId
success
}
}
"""
)
response = self.gql(
mutation,
variable_values={
"id": run_id,
},
)
success: bool = response["stopRun"].get("success")
return success
|