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6,959
growthbook
_fetch_features
null
def _fetch_features( self, api_host: str, client_key: str, decryption_key: str = "" ) -> Optional[Dict]: decoded = self._fetch_and_decode(api_host, client_key) if not decoded: return None if "encryptedFeatures" in decoded: if not decryption_key: raise ValueError("Must specify decryption_key") try: decrypted = decrypt(decoded["encryptedFeatures"], decryption_key) return json.loads(decrypted) except Exception: logger.warning( "Failed to decrypt features from GrowthBook API response" ) return None elif "features" in decoded: return decoded["features"] else: logger.warning("GrowthBook API response missing features") return None
(self, api_host: str, client_key: str, decryption_key: str = '') -> Optional[Dict]
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6,960
growthbook
_get
null
def _get(self, url: str): self.http = self.http or PoolManager() return self.http.request("GET", url)
(self, url: str)
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6,961
growthbook
_get_features_url
null
@staticmethod def _get_features_url(api_host: str, client_key: str) -> str: api_host = (api_host or "https://cdn.growthbook.io").rstrip("/") return api_host + "/api/features/" + client_key
(api_host: str, client_key: str) -> str
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6,962
growthbook
clear_cache
null
def clear_cache(self): self.cache.clear()
(self)
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6,963
growthbook
load_features
null
def load_features( self, api_host: str, client_key: str, decryption_key: str = "", ttl: int = 60 ) -> Optional[Dict]: key = api_host + "::" + client_key cached = self.cache.get(key) if not cached: res = self._fetch_features(api_host, client_key, decryption_key) if res is not None: self.cache.set(key, res, ttl) logger.debug("Fetched features from API, stored in cache") return res return cached
(self, api_host: str, client_key: str, decryption_key: str = '', ttl: int = 60) -> Optional[Dict]
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6,964
growthbook
set_cache
null
def set_cache(self, cache: AbstractFeatureCache) -> None: self.cache = cache
(self, cache: growthbook.AbstractFeatureCache) -> NoneType
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6,965
growthbook
FeatureResult
null
class FeatureResult(object): def __init__( self, value, source: str, experiment: Experiment = None, experimentResult: Result = None, ruleId: str = None, ) -> None: self.value = value self.source = source self.ruleId = ruleId self.experiment = experiment self.experimentResult = experimentResult self.on = bool(value) self.off = not bool(value) def to_dict(self) -> dict: data = { "value": self.value, "source": self.source, "on": self.on, "off": self.off, } if self.ruleId: data["ruleId"] = self.ruleId if self.experiment: data["experiment"] = self.experiment.to_dict() if self.experimentResult: data["experimentResult"] = self.experimentResult.to_dict() return data
(value, source: str, experiment: growthbook.Experiment = None, experimentResult: growthbook.Result = None, ruleId: str = None) -> None
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6,966
growthbook
__init__
null
def __init__( self, value, source: str, experiment: Experiment = None, experimentResult: Result = None, ruleId: str = None, ) -> None: self.value = value self.source = source self.ruleId = ruleId self.experiment = experiment self.experimentResult = experimentResult self.on = bool(value) self.off = not bool(value)
(self, value, source: str, experiment: Optional[growthbook.Experiment] = None, experimentResult: Optional[growthbook.Result] = None, ruleId: Optional[str] = None) -> NoneType
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6,967
growthbook
to_dict
null
def to_dict(self) -> dict: data = { "value": self.value, "source": self.source, "on": self.on, "off": self.off, } if self.ruleId: data["ruleId"] = self.ruleId if self.experiment: data["experiment"] = self.experiment.to_dict() if self.experimentResult: data["experimentResult"] = self.experimentResult.to_dict() return data
(self) -> dict
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6,968
growthbook
FeatureRule
null
class FeatureRule(object): def __init__( self, id: str = None, key: str = "", variations: list = None, weights: List[float] = None, coverage: int = None, condition: dict = None, namespace: Tuple[str, float, float] = None, force=None, hashAttribute: str = "id", fallbackAttribute: str = None, hashVersion: int = None, range: Tuple[float, float] = None, ranges: List[Tuple[float, float]] = None, meta: List[VariationMeta] = None, filters: List[Filter] = None, seed: str = None, name: str = None, phase: str = None, disableStickyBucketing: bool = False, bucketVersion: int = None, minBucketVersion: int = None, parentConditions: List[dict] = None, ) -> None: if disableStickyBucketing: fallbackAttribute = None self.id = id self.key = key self.variations = variations self.weights = weights self.coverage = coverage self.condition = condition self.namespace = namespace self.force = force self.hashAttribute = hashAttribute self.fallbackAttribute = fallbackAttribute self.hashVersion = hashVersion or 1 self.range = range self.ranges = ranges self.meta = meta self.filters = filters self.seed = seed self.name = name self.phase = phase self.disableStickyBucketing = disableStickyBucketing self.bucketVersion = bucketVersion or 0 self.minBucketVersion = minBucketVersion or 0 self.parentConditions = parentConditions def to_dict(self) -> dict: data: Dict[str, Any] = {} if self.id: data["id"] = self.id if self.key: data["key"] = self.key if self.variations is not None: data["variations"] = self.variations if self.weights is not None: data["weights"] = self.weights if self.coverage and self.coverage != 1: data["coverage"] = self.coverage if self.condition is not None: data["condition"] = self.condition if self.namespace is not None: data["namespace"] = self.namespace if self.force is not None: data["force"] = self.force if self.hashAttribute != "id": data["hashAttribute"] = self.hashAttribute if self.hashVersion: data["hashVersion"] = self.hashVersion if self.range is not None: data["range"] = self.range if self.ranges is not None: data["ranges"] = self.ranges if self.meta is not None: data["meta"] = self.meta if self.filters is not None: data["filters"] = self.filters if self.seed is not None: data["seed"] = self.seed if self.name is not None: data["name"] = self.name if self.phase is not None: data["phase"] = self.phase if self.fallbackAttribute: data["fallbackAttribute"] = self.fallbackAttribute if self.disableStickyBucketing: data["disableStickyBucketing"] = True if self.bucketVersion: data["bucketVersion"] = self.bucketVersion if self.minBucketVersion: data["minBucketVersion"] = self.minBucketVersion if self.parentConditions: data["parentConditions"] = self.parentConditions return data
(id: str = None, key: str = '', variations: list = None, weights: List[float] = None, coverage: int = None, condition: dict = None, namespace: Tuple[str, float, float] = None, force=None, hashAttribute: str = 'id', fallbackAttribute: str = None, hashVersion: int = None, range: Tuple[float, float] = None, ranges: List[Tuple[float, float]] = None, meta: List[growthbook.VariationMeta] = None, filters: List[growthbook.Filter] = None, seed: str = None, name: str = None, phase: str = None, disableStickyBucketing: bool = False, bucketVersion: int = None, minBucketVersion: int = None, parentConditions: List[dict] = None) -> None
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6,969
growthbook
__init__
null
def __init__( self, id: str = None, key: str = "", variations: list = None, weights: List[float] = None, coverage: int = None, condition: dict = None, namespace: Tuple[str, float, float] = None, force=None, hashAttribute: str = "id", fallbackAttribute: str = None, hashVersion: int = None, range: Tuple[float, float] = None, ranges: List[Tuple[float, float]] = None, meta: List[VariationMeta] = None, filters: List[Filter] = None, seed: str = None, name: str = None, phase: str = None, disableStickyBucketing: bool = False, bucketVersion: int = None, minBucketVersion: int = None, parentConditions: List[dict] = None, ) -> None: if disableStickyBucketing: fallbackAttribute = None self.id = id self.key = key self.variations = variations self.weights = weights self.coverage = coverage self.condition = condition self.namespace = namespace self.force = force self.hashAttribute = hashAttribute self.fallbackAttribute = fallbackAttribute self.hashVersion = hashVersion or 1 self.range = range self.ranges = ranges self.meta = meta self.filters = filters self.seed = seed self.name = name self.phase = phase self.disableStickyBucketing = disableStickyBucketing self.bucketVersion = bucketVersion or 0 self.minBucketVersion = minBucketVersion or 0 self.parentConditions = parentConditions
(self, id: Optional[str] = None, key: str = '', variations: Optional[list] = None, weights: Optional[List[float]] = None, coverage: Optional[int] = None, condition: Optional[dict] = None, namespace: Optional[Tuple[str, float, float]] = None, force=None, hashAttribute: str = 'id', fallbackAttribute: Optional[str] = None, hashVersion: Optional[int] = None, range: Optional[Tuple[float, float]] = None, ranges: Optional[List[Tuple[float, float]]] = None, meta: Optional[List[growthbook.VariationMeta]] = None, filters: Optional[List[growthbook.Filter]] = None, seed: Optional[str] = None, name: Optional[str] = None, phase: Optional[str] = None, disableStickyBucketing: bool = False, bucketVersion: Optional[int] = None, minBucketVersion: Optional[int] = None, parentConditions: Optional[List[dict]] = None) -> NoneType
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6,970
growthbook
to_dict
null
def to_dict(self) -> dict: data: Dict[str, Any] = {} if self.id: data["id"] = self.id if self.key: data["key"] = self.key if self.variations is not None: data["variations"] = self.variations if self.weights is not None: data["weights"] = self.weights if self.coverage and self.coverage != 1: data["coverage"] = self.coverage if self.condition is not None: data["condition"] = self.condition if self.namespace is not None: data["namespace"] = self.namespace if self.force is not None: data["force"] = self.force if self.hashAttribute != "id": data["hashAttribute"] = self.hashAttribute if self.hashVersion: data["hashVersion"] = self.hashVersion if self.range is not None: data["range"] = self.range if self.ranges is not None: data["ranges"] = self.ranges if self.meta is not None: data["meta"] = self.meta if self.filters is not None: data["filters"] = self.filters if self.seed is not None: data["seed"] = self.seed if self.name is not None: data["name"] = self.name if self.phase is not None: data["phase"] = self.phase if self.fallbackAttribute: data["fallbackAttribute"] = self.fallbackAttribute if self.disableStickyBucketing: data["disableStickyBucketing"] = True if self.bucketVersion: data["bucketVersion"] = self.bucketVersion if self.minBucketVersion: data["minBucketVersion"] = self.minBucketVersion if self.parentConditions: data["parentConditions"] = self.parentConditions return data
(self) -> dict
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6,971
growthbook
Filter
null
class Filter(TypedDict): seed: str ranges: List[Tuple[float, float]] hashVersion: int attribute: str
null
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6,972
growthbook
GrowthBook
null
class GrowthBook(object): def __init__( self, enabled: bool = True, attributes: dict = {}, url: str = "", features: dict = {}, qa_mode: bool = False, on_experiment_viewed=None, api_host: str = "", client_key: str = "", decryption_key: str = "", cache_ttl: int = 60, forced_variations: dict = {}, sticky_bucket_service: AbstractStickyBucketService = None, sticky_bucket_identifier_attributes: List[str] = None, # Deprecated args trackingCallback=None, qaMode: bool = False, user: dict = {}, groups: dict = {}, overrides: dict = {}, forcedVariations: dict = {}, ): self._enabled = enabled self._attributes = attributes self._url = url self._features: Dict[str, Feature] = {} self._api_host = api_host self._client_key = client_key self._decryption_key = decryption_key self._cache_ttl = cache_ttl self.sticky_bucket_identifier_attributes = sticky_bucket_identifier_attributes self.sticky_bucket_service = sticky_bucket_service self._sticky_bucket_assignment_docs: dict = {} self._using_derived_sticky_bucket_attributes = not sticky_bucket_identifier_attributes self._sticky_bucket_attributes: Optional[dict] = None self._qaMode = qa_mode or qaMode self._trackingCallback = on_experiment_viewed or trackingCallback # Deprecated args self._user = user self._groups = groups self._overrides = overrides self._forcedVariations = forced_variations or forcedVariations self._tracked: Dict[str, Any] = {} self._assigned: Dict[str, Any] = {} self._subscriptions: Set[Any] = set() if features: self.setFeatures(features) def load_features(self) -> None: if not self._client_key: raise ValueError("Must specify `client_key` to refresh features") features = feature_repo.load_features( self._api_host, self._client_key, self._decryption_key, self._cache_ttl ) if features is not None: self.setFeatures(features) # @deprecated, use set_features def setFeatures(self, features: dict) -> None: return self.set_features(features) def set_features(self, features: dict) -> None: self._features = {} for key, feature in features.items(): if isinstance(feature, Feature): self._features[key] = feature else: self._features[key] = Feature( rules=feature.get("rules", []), defaultValue=feature.get("defaultValue", None), ) self.refresh_sticky_buckets() # @deprecated, use get_features def getFeatures(self) -> Dict[str, Feature]: return self.get_features() def get_features(self) -> Dict[str, Feature]: return self._features # @deprecated, use set_attributes def setAttributes(self, attributes: dict) -> None: return self.set_attributes(attributes) def set_attributes(self, attributes: dict) -> None: self._attributes = attributes self.refresh_sticky_buckets() # @deprecated, use get_attributes def getAttributes(self) -> dict: return self.get_attributes() def get_attributes(self) -> dict: return self._attributes def destroy(self) -> None: self._subscriptions.clear() self._tracked.clear() self._assigned.clear() self._trackingCallback = None self._forcedVariations.clear() self._overrides.clear() self._groups.clear() self._attributes.clear() self._features.clear() # @deprecated, use is_on def isOn(self, key: str) -> bool: return self.is_on(key) def is_on(self, key: str) -> bool: return self.evalFeature(key).on # @deprecated, use is_off def isOff(self, key: str) -> bool: return self.is_off(key) def is_off(self, key: str) -> bool: return self.evalFeature(key).off # @deprecated, use get_feature_value def getFeatureValue(self, key: str, fallback): return self.get_feature_value(key, fallback) def get_feature_value(self, key: str, fallback): res = self.evalFeature(key) return res.value if res.value is not None else fallback # @deprecated, use eval_feature def evalFeature(self, key: str) -> FeatureResult: return self.eval_feature(key) def eval_prereqs(self, parentConditions: List[dict], stack: Set[str]) -> str: for parentCondition in parentConditions: parentRes = self._eval_feature(parentCondition.get("id", None), stack) if parentRes.source == "cyclicPrerequisite": return "cyclic" if not evalCondition({'value': parentRes.value}, parentCondition.get("condition", None)): if parentCondition.get("gate", False): return "gate" return "fail" return "pass" def eval_feature(self, key: str) -> FeatureResult: return self._eval_feature(key, set()) def _eval_feature(self, key: str, stack: Set[str]) -> FeatureResult: logger.debug("Evaluating feature %s", key) if key not in self._features: logger.warning("Unknown feature %s", key) return FeatureResult(None, "unknownFeature") if key in stack: logger.warning("Cyclic prerequisite detected, stack: %s", stack) return FeatureResult(None, "cyclicPrerequisite") stack.add(key) feature = self._features[key] for rule in feature.rules: logger.debug("Evaluating feature %s, rule %s", key, rule.to_dict()) if (rule.parentConditions): prereq_res = self.eval_prereqs(rule.parentConditions, stack) if prereq_res == "gate": logger.debug("Top-level prerequisite failed, return None, feature %s", key) return FeatureResult(None, "prerequisite") if prereq_res == "cyclic": # Warning already logged in this case return FeatureResult(None, "cyclicPrerequisite") if prereq_res == "fail": logger.debug("Skip rule because of failing prerequisite, feature %s", key) continue if rule.condition: if not evalCondition(self._attributes, rule.condition): logger.debug( "Skip rule because of failed condition, feature %s", key ) continue if rule.filters: if self._isFilteredOut(rule.filters): logger.debug( "Skip rule because of filters/namespaces, feature %s", key ) continue if rule.force is not None: if not self._isIncludedInRollout( rule.seed or key, rule.hashAttribute, rule.fallbackAttribute, rule.range, rule.coverage, rule.hashVersion, ): logger.debug( "Skip rule because user not included in percentage rollout, feature %s", key, ) continue logger.debug("Force value from rule, feature %s", key) return FeatureResult(rule.force, "force", ruleId=rule.id) if rule.variations is None: logger.warning("Skip invalid rule, feature %s", key) continue exp = Experiment( key=rule.key or key, variations=rule.variations, coverage=rule.coverage, weights=rule.weights, hashAttribute=rule.hashAttribute, fallbackAttribute=rule.fallbackAttribute
(enabled: bool = True, attributes: dict = {}, url: str = '', features: dict = {}, qa_mode: bool = False, on_experiment_viewed=None, api_host: str = '', client_key: str = '', decryption_key: str = '', cache_ttl: int = 60, forced_variations: dict = {}, sticky_bucket_service: growthbook.AbstractStickyBucketService = None, sticky_bucket_identifier_attributes: List[str] = None, trackingCallback=None, qaMode: bool = False, user: dict = {}, groups: dict = {}, overrides: dict = {}, forcedVariations: dict = {})
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6,973
growthbook
__init__
null
def __init__( self, enabled: bool = True, attributes: dict = {}, url: str = "", features: dict = {}, qa_mode: bool = False, on_experiment_viewed=None, api_host: str = "", client_key: str = "", decryption_key: str = "", cache_ttl: int = 60, forced_variations: dict = {}, sticky_bucket_service: AbstractStickyBucketService = None, sticky_bucket_identifier_attributes: List[str] = None, # Deprecated args trackingCallback=None, qaMode: bool = False, user: dict = {}, groups: dict = {}, overrides: dict = {}, forcedVariations: dict = {}, ): self._enabled = enabled self._attributes = attributes self._url = url self._features: Dict[str, Feature] = {} self._api_host = api_host self._client_key = client_key self._decryption_key = decryption_key self._cache_ttl = cache_ttl self.sticky_bucket_identifier_attributes = sticky_bucket_identifier_attributes self.sticky_bucket_service = sticky_bucket_service self._sticky_bucket_assignment_docs: dict = {} self._using_derived_sticky_bucket_attributes = not sticky_bucket_identifier_attributes self._sticky_bucket_attributes: Optional[dict] = None self._qaMode = qa_mode or qaMode self._trackingCallback = on_experiment_viewed or trackingCallback # Deprecated args self._user = user self._groups = groups self._overrides = overrides self._forcedVariations = forced_variations or forcedVariations self._tracked: Dict[str, Any] = {} self._assigned: Dict[str, Any] = {} self._subscriptions: Set[Any] = set() if features: self.setFeatures(features)
(self, enabled: bool = True, attributes: dict = {}, url: str = '', features: dict = {}, qa_mode: bool = False, on_experiment_viewed=None, api_host: str = '', client_key: str = '', decryption_key: str = '', cache_ttl: int = 60, forced_variations: dict = {}, sticky_bucket_service: Optional[growthbook.AbstractStickyBucketService] = None, sticky_bucket_identifier_attributes: Optional[List[str]] = None, trackingCallback=None, qaMode: bool = False, user: dict = {}, groups: dict = {}, overrides: dict = {}, forcedVariations: dict = {})
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6,974
growthbook
_derive_sticky_bucket_identifier_attributes
null
def _derive_sticky_bucket_identifier_attributes(self) -> List[str]: attributes = set() for key, feature in self._features.items(): for rule in feature.rules: if rule.variations: attributes.add(rule.hashAttribute or "id") if rule.fallbackAttribute: attributes.add(rule.fallbackAttribute) return list(attributes)
(self) -> List[str]
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0.030462302267551422, 0.0004374409618321806, 0.026452703401446342, -0.0006037683342583477 ]
6,975
growthbook
_eval_feature
null
def _eval_feature(self, key: str, stack: Set[str]) -> FeatureResult: logger.debug("Evaluating feature %s", key) if key not in self._features: logger.warning("Unknown feature %s", key) return FeatureResult(None, "unknownFeature") if key in stack: logger.warning("Cyclic prerequisite detected, stack: %s", stack) return FeatureResult(None, "cyclicPrerequisite") stack.add(key) feature = self._features[key] for rule in feature.rules: logger.debug("Evaluating feature %s, rule %s", key, rule.to_dict()) if (rule.parentConditions): prereq_res = self.eval_prereqs(rule.parentConditions, stack) if prereq_res == "gate": logger.debug("Top-level prerequisite failed, return None, feature %s", key) return FeatureResult(None, "prerequisite") if prereq_res == "cyclic": # Warning already logged in this case return FeatureResult(None, "cyclicPrerequisite") if prereq_res == "fail": logger.debug("Skip rule because of failing prerequisite, feature %s", key) continue if rule.condition: if not evalCondition(self._attributes, rule.condition): logger.debug( "Skip rule because of failed condition, feature %s", key ) continue if rule.filters: if self._isFilteredOut(rule.filters): logger.debug( "Skip rule because of filters/namespaces, feature %s", key ) continue if rule.force is not None: if not self._isIncludedInRollout( rule.seed or key, rule.hashAttribute, rule.fallbackAttribute, rule.range, rule.coverage, rule.hashVersion, ): logger.debug( "Skip rule because user not included in percentage rollout, feature %s", key, ) continue logger.debug("Force value from rule, feature %s", key) return FeatureResult(rule.force, "force", ruleId=rule.id) if rule.variations is None: logger.warning("Skip invalid rule, feature %s", key) continue exp = Experiment( key=rule.key or key, variations=rule.variations, coverage=rule.coverage, weights=rule.weights, hashAttribute=rule.hashAttribute, fallbackAttribute=rule.fallbackAttribute, namespace=rule.namespace, hashVersion=rule.hashVersion, meta=rule.meta, ranges=rule.ranges, name=rule.name, phase=rule.phase, seed=rule.seed, filters=rule.filters, condition=rule.condition, disableStickyBucketing=rule.disableStickyBucketing, bucketVersion=rule.bucketVersion, minBucketVersion=rule.minBucketVersion, ) result = self._run(exp, key) self._fireSubscriptions(exp, result) if not result.inExperiment: logger.debug( "Skip rule because user not included in experiment, feature %s", key ) continue if result.passthrough: logger.debug("Continue to next rule, feature %s", key) continue logger.debug("Assign value from experiment, feature %s", key) return FeatureResult( result.value, "experiment", exp, result, ruleId=rule.id ) logger.debug("Use default value for feature %s", key) return FeatureResult(feature.defaultValue, "defaultValue")
(self, key: str, stack: Set[str]) -> growthbook.FeatureResult
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6,976
growthbook
_fireSubscriptions
null
def _fireSubscriptions(self, experiment: Experiment, result: Result): prev = self._assigned.get(experiment.key, None) if ( not prev or prev["result"].inExperiment != result.inExperiment or prev["result"].variationId != result.variationId ): self._assigned[experiment.key] = { "experiment": experiment, "result": result, } for cb in self._subscriptions: try: cb(experiment, result) except Exception: pass
(self, experiment: growthbook.Experiment, result: growthbook.Result)
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6,977
growthbook
_generate_sticky_bucket_assignment_doc
null
def _generate_sticky_bucket_assignment_doc(self, attribute_name: str, attribute_value: str, assignments: dict): key = attribute_name + "||" + attribute_value existing_assignments = self._sticky_bucket_assignment_docs.get(key, {}).get("assignments", {}) new_assignments = {**existing_assignments, **assignments} # Compare JSON strings to see if they have changed existing_json = json.dumps(existing_assignments, sort_keys=True) new_json = json.dumps(new_assignments, sort_keys=True) changed = existing_json != new_json return { 'key': key, 'doc': { 'attributeName': attribute_name, 'attributeValue': attribute_value, 'assignments': new_assignments }, 'changed': changed }
(self, attribute_name: str, attribute_value: str, assignments: dict)
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6,978
growthbook
_getExperimentResult
null
def _getExperimentResult( self, experiment: Experiment, variationId: int = -1, hashUsed: bool = False, featureId: str = None, bucket: float = None, stickyBucketUsed: bool = False ) -> Result: inExperiment = True if variationId < 0 or variationId > len(experiment.variations) - 1: variationId = 0 inExperiment = False meta = None if experiment.meta: meta = experiment.meta[variationId] (hashAttribute, hashValue) = self._getOrigHashValue(experiment.hashAttribute, experiment.fallbackAttribute) return Result( featureId=featureId, inExperiment=inExperiment, variationId=variationId, value=experiment.variations[variationId], hashUsed=hashUsed, hashAttribute=hashAttribute, hashValue=hashValue, meta=meta, bucket=bucket, stickyBucketUsed=stickyBucketUsed )
(self, experiment: growthbook.Experiment, variationId: int = -1, hashUsed: bool = False, featureId: Optional[str] = None, bucket: Optional[float] = None, stickyBucketUsed: bool = False) -> growthbook.Result
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6,979
growthbook
_getHashValue
null
def _getHashValue(self, attr: str = None, fallbackAttr: str = None) -> Tuple[str, str]: (attr, val) = self._getOrigHashValue(attr, fallbackAttr) return (attr, str(val))
(self, attr: Optional[str] = None, fallbackAttr: Optional[str] = None) -> Tuple[str, str]
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6,980
growthbook
_getOrigHashValue
null
def _getOrigHashValue(self, attr: str = None, fallbackAttr: str = None) -> Tuple[str, str]: attr = attr or "id" val = "" if attr in self._attributes: val = self._attributes[attr] or "" elif attr in self._user: val = self._user[attr] or "" # If no match, try fallback if (not val or val == "") and fallbackAttr and self.sticky_bucket_service: if fallbackAttr in self._attributes: val = self._attributes[fallbackAttr] or "" elif fallbackAttr in self._user: val = self._user[fallbackAttr] or "" if not val or val != "": attr = fallbackAttr return (attr, val)
(self, attr: Optional[str] = None, fallbackAttr: Optional[str] = None) -> Tuple[str, str]
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6,981
growthbook
_get_sticky_bucket_assignments
null
def _get_sticky_bucket_assignments(self, attr: str = None, fallback: str = None) -> Dict[str, str]: merged: Dict[str, str] = {} _, hashValue = self._getHashValue(attr) key = f"{attr}||{hashValue}" if key in self._sticky_bucket_assignment_docs: merged = self._sticky_bucket_assignment_docs[key].get("assignments", {}) if fallback: _, hashValue = self._getHashValue(fallback) key = f"{fallback}||{hashValue}" if key in self._sticky_bucket_assignment_docs: # Merge the fallback assignments, but don't overwrite existing ones for k, v in self._sticky_bucket_assignment_docs[key].get("assignments", {}).items(): if k not in merged: merged[k] = v return merged
(self, attr: Optional[str] = None, fallback: Optional[str] = None) -> Dict[str, str]
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6,982
growthbook
_get_sticky_bucket_attributes
null
def _get_sticky_bucket_attributes(self) -> dict: attributes: Dict[str, str] = {} if self._using_derived_sticky_bucket_attributes: self.sticky_bucket_identifier_attributes = self._derive_sticky_bucket_identifier_attributes() if not self.sticky_bucket_identifier_attributes: return attributes for attr in self.sticky_bucket_identifier_attributes: _, hash_value = self._getHashValue(attr) if hash_value: attributes[attr] = hash_value return attributes
(self) -> dict
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6,983
growthbook
_get_sticky_bucket_experiment_key
null
def _get_sticky_bucket_experiment_key(self, experiment_key: str, bucket_version: int = 0) -> str: return experiment_key + "__" + str(bucket_version)
(self, experiment_key: str, bucket_version: int = 0) -> str
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6,984
growthbook
_get_sticky_bucket_variation
null
def _get_sticky_bucket_variation( self, experiment_key: str, bucket_version: int = None, min_bucket_version: int = None, meta: List[VariationMeta] = None, hash_attribute: str = None, fallback_attribute: str = None ) -> dict: bucket_version = bucket_version or 0 min_bucket_version = min_bucket_version or 0 meta = meta or [] id = self._get_sticky_bucket_experiment_key(experiment_key, bucket_version) assignments = self._get_sticky_bucket_assignments(hash_attribute, fallback_attribute) if self._is_blocked(assignments, experiment_key, min_bucket_version): return { 'variation': -1, 'versionIsBlocked': True } variation_key = assignments.get(id, None) if not variation_key: return { 'variation': -1 } # Find the key in meta variation = next((i for i, v in enumerate(meta) if v.get("key") == variation_key), -1) if variation < 0: return { 'variation': -1 } return {'variation': variation}
(self, experiment_key: str, bucket_version: Optional[int] = None, min_bucket_version: Optional[int] = None, meta: Optional[List[growthbook.VariationMeta]] = None, hash_attribute: Optional[str] = None, fallback_attribute: Optional[str] = None) -> dict
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6,985
growthbook
_isFilteredOut
null
def _isFilteredOut(self, filters: List[Filter]) -> bool: for filter in filters: (_, hash_value) = self._getHashValue(filter.get("attribute", "id")) if hash_value == "": return False n = gbhash(filter.get("seed", ""), hash_value, filter.get("hashVersion", 2)) if n is None: return False filtered = False for range in filter["ranges"]: if inRange(n, range): filtered = True break if not filtered: return True return False
(self, filters: List[growthbook.Filter]) -> bool
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6,986
growthbook
_isIncludedInRollout
null
def _isIncludedInRollout( self, seed: str, hashAttribute: str = None, fallbackAttribute: str = None, range: Tuple[float, float] = None, coverage: float = None, hashVersion: int = None, ) -> bool: if coverage is None and range is None: return True (_, hash_value) = self._getHashValue(hashAttribute, fallbackAttribute) if hash_value == "": return False n = gbhash(seed, hash_value, hashVersion or 1) if n is None: return False if range: return inRange(n, range) elif coverage is not None: return n <= coverage return True
(self, seed: str, hashAttribute: Optional[str] = None, fallbackAttribute: Optional[str] = None, range: Optional[Tuple[float, float]] = None, coverage: Optional[float] = None, hashVersion: Optional[int] = None) -> bool
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6,987
growthbook
_is_blocked
null
def _is_blocked( self, assignments: Dict[str, str], experiment_key: str, min_bucket_version: int ) -> bool: if min_bucket_version > 0: for i in range(min_bucket_version): blocked_key = self._get_sticky_bucket_experiment_key(experiment_key, i) if blocked_key in assignments: return True return False
(self, assignments: Dict[str, str], experiment_key: str, min_bucket_version: int) -> bool
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6,988
growthbook
_run
null
def _run(self, experiment: Experiment, featureId: Optional[str] = None) -> Result: # 1. If experiment has less than 2 variations, return immediately if len(experiment.variations) < 2: logger.warning( "Experiment %s has less than 2 variations, skip", experiment.key ) return self._getExperimentResult(experiment, featureId=featureId) # 2. If growthbook is disabled, return immediately if not self._enabled: logger.debug( "Skip experiment %s because GrowthBook is disabled", experiment.key ) return self._getExperimentResult(experiment, featureId=featureId) # 2.5. If the experiment props have been overridden, merge them in if self._overrides.get(experiment.key, None): experiment.update(self._overrides[experiment.key]) # 3. If experiment is forced via a querystring in the url qs = getQueryStringOverride( experiment.key, self._url, len(experiment.variations) ) if qs is not None: logger.debug( "Force variation %d from URL querystring, experiment %s", qs, experiment.key, ) return self._getExperimentResult(experiment, qs, featureId=featureId) # 4. If variation is forced in the context if self._forcedVariations.get(experiment.key, None) is not None: logger.debug( "Force variation %d from GrowthBook context, experiment %s", self._forcedVariations[experiment.key], experiment.key, ) return self._getExperimentResult( experiment, self._forcedVariations[experiment.key], featureId=featureId ) # 5. If experiment is a draft or not active, return immediately if experiment.status == "draft" or not experiment.active: logger.debug("Experiment %s is not active, skip", experiment.key) return self._getExperimentResult(experiment, featureId=featureId) # 6. Get the user hash attribute and value (hashAttribute, hashValue) = self._getHashValue(experiment.hashAttribute, experiment.fallbackAttribute) if not hashValue: logger.debug( "Skip experiment %s because user's hashAttribute value is empty", experiment.key, ) return self._getExperimentResult(experiment, featureId=featureId) assigned = -1 found_sticky_bucket = False sticky_bucket_version_is_blocked = False if self.sticky_bucket_service and not experiment.disableStickyBucketing: sticky_bucket = self._get_sticky_bucket_variation( experiment.key, experiment.bucketVersion, experiment.minBucketVersion, experiment.meta, hash_attribute=experiment.hashAttribute, fallback_attribute=experiment.fallbackAttribute, ) found_sticky_bucket = sticky_bucket.get('variation', 0) >= 0 assigned = sticky_bucket.get('variation', 0) sticky_bucket_version_is_blocked = sticky_bucket.get('versionIsBlocked', False) if found_sticky_bucket: logger.debug("Found sticky bucket for experiment %s, assigning sticky variation %s", experiment.key, assigned) # Some checks are not needed if we already have a sticky bucket if not found_sticky_bucket: # 7. Filtered out / not in namespace if experiment.filters: if self._isFilteredOut(experiment.filters): logger.debug( "Skip experiment %s because of filters/namespaces", experiment.key ) return self._getExperimentResult(experiment, featureId=featureId) elif experiment.namespace and not inNamespace(hashValue, experiment.namespace): logger.debug("Skip experiment %s because of namespace", experiment.key) return self._getExperimentResult(experiment, featureId=featureId) # 7.5. If experiment has an include property if experiment.include: try: if not experiment.include(): logger.debug( "Skip experiment %s because include() returned false", experiment.key, ) return self._getExperimentResult(experiment, featureId=featureId) except Exception: logger.warning( "Skip experiment %s because include() raised an Exception", experiment.key, ) return self._getExperimentResult(experiment, featureId=featureId) # 8. Exclude if condition is false if experiment.condition and not evalCondition( self._attributes, experiment.condition ): logger.debug( "Skip experiment %s because user failed the condition", experiment.key ) return self._getExperimentResult(experiment, featureId=featureId) # 8.05 Exclude if parent conditions are not met if (experiment.parentConditions): prereq_res = self.eval_prereqs(experiment.parentConditions, set()) if prereq_res == "gate" or prereq_res == "fail": logger.debug("Skip experiment %s because of failing prerequisite", experiment.key) return self._getExperimentResult(experiment, featureId=featureId) if prereq_res == "cyclic": logger.debug("Skip experiment %s because of cyclic prerequisite", experiment.key) return self._getExperimentResult(experiment, featureId=featureId) # 8.1. Make sure user is in a matching group if experiment.groups and len(experiment.groups): expGroups = self._groups or {} matched = False for group in experiment.groups: if expGroups[group]: matched = True if not matched: logger.debug( "Skip experiment %s because user not in required group", experiment.key, ) return self._getExperimentResult(experiment, featureId=featureId) # The following apply even when in a sticky bucket # 8.2. If experiment.url is set, see if it's valid if experiment.url: if not self._urlIsValid(experiment.url): logger.debug( "Skip experiment %s because current URL is not targeted", experiment.key, ) return self._getExperimentResult(experiment, featureId=featureId) # 9. Get bucket ranges and choose variation n = gbhash( experiment.seed or experiment.key, hashValue, experiment.hashVersion or 1 ) if n is None: logger.warning( "Skip experiment %s because of invalid hashVersion", experiment.key ) return self._getExperimentResult(experiment, featureId=featureId) if not found_sticky_bucket: c = experiment.coverage ranges = experiment.ranges or getBucketRanges( len(experiment.variations), c if c is not None else 1, experiment.weights ) assigned = chooseVariation(n, ranges) # Unenroll if any prior sticky buckets are blocked by version if sticky_bucket_version_is_blocked: logger.debug("Skip experiment %s because sticky bucket version is blocked", experiment.key) return self._getExperimentResult(experiment, featureId=featureId, stickyBucketUsed=True) # 10. Return if not in experiment if assigned < 0: logger.debug( "Skip experiment %s because user is not included in the rollout", experiment.key, ) return self._getExperimentResult(experiment, featureId=featureId) # 11. If experiment is forced, return immediately if experiment.force is not None: logger.debug( "Force variation %d in experiment %s", experiment.force, experiment.key ) return self._getExperimentResult( experiment, experiment.force, featureId=featureId ) # 12. Exclude if in QA mode if self._qaMode: logger.debug("Skip experiment %s because of QA Mode", experiment.key)
(self, experiment: growthbook.Experiment, featureId: Optional[str] = None) -> growthbook.Result
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6,989
growthbook
_track
null
def _track(self, experiment: Experiment, result: Result) -> None: if not self._trackingCallback: return None key = ( result.hashAttribute + str(result.hashValue) + experiment.key + str(result.variationId) ) if not self._tracked.get(key): try: self._trackingCallback(experiment=experiment, result=result) self._tracked[key] = True except Exception: pass
(self, experiment: growthbook.Experiment, result: growthbook.Result) -> NoneType
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6,990
growthbook
_urlIsValid
null
def _urlIsValid(self, pattern) -> bool: if not self._url: return False try: r = re.compile(pattern) if r.search(self._url): return True pathOnly = re.sub(r"^[^/]*/", "/", re.sub(r"^https?:\/\/", "", self._url)) if r.search(pathOnly): return True return False except Exception: return True
(self, pattern) -> bool
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6,991
growthbook
destroy
null
def destroy(self) -> None: self._subscriptions.clear() self._tracked.clear() self._assigned.clear() self._trackingCallback = None self._forcedVariations.clear() self._overrides.clear() self._groups.clear() self._attributes.clear() self._features.clear()
(self) -> NoneType
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6,992
growthbook
evalFeature
null
def evalFeature(self, key: str) -> FeatureResult: return self.eval_feature(key)
(self, key: str) -> growthbook.FeatureResult
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6,993
growthbook
eval_feature
null
def eval_feature(self, key: str) -> FeatureResult: return self._eval_feature(key, set())
(self, key: str) -> growthbook.FeatureResult
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6,994
growthbook
eval_prereqs
null
def eval_prereqs(self, parentConditions: List[dict], stack: Set[str]) -> str: for parentCondition in parentConditions: parentRes = self._eval_feature(parentCondition.get("id", None), stack) if parentRes.source == "cyclicPrerequisite": return "cyclic" if not evalCondition({'value': parentRes.value}, parentCondition.get("condition", None)): if parentCondition.get("gate", False): return "gate" return "fail" return "pass"
(self, parentConditions: List[dict], stack: Set[str]) -> str
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6,995
growthbook
getAllResults
null
def getAllResults(self): return self.get_all_results()
(self)
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growthbook
getAttributes
null
def getAttributes(self) -> dict: return self.get_attributes()
(self) -> dict
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6,997
growthbook
getFeatureValue
null
def getFeatureValue(self, key: str, fallback): return self.get_feature_value(key, fallback)
(self, key: str, fallback)
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6,998
growthbook
getFeatures
null
def getFeatures(self) -> Dict[str, Feature]: return self.get_features()
(self) -> Dict[str, growthbook.Feature]
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6,999
growthbook
get_all_results
null
def get_all_results(self): return self._assigned.copy()
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7,000
growthbook
get_attributes
null
def get_attributes(self) -> dict: return self._attributes
(self) -> dict
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7,001
growthbook
get_feature_value
null
def get_feature_value(self, key: str, fallback): res = self.evalFeature(key) return res.value if res.value is not None else fallback
(self, key: str, fallback)
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7,002
growthbook
get_features
null
def get_features(self) -> Dict[str, Feature]: return self._features
(self) -> Dict[str, growthbook.Feature]
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7,003
growthbook
isOff
null
def isOff(self, key: str) -> bool: return self.is_off(key)
(self, key: str) -> bool
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7,004
growthbook
isOn
null
def isOn(self, key: str) -> bool: return self.is_on(key)
(self, key: str) -> bool
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7,005
growthbook
is_off
null
def is_off(self, key: str) -> bool: return self.evalFeature(key).off
(self, key: str) -> bool
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7,006
growthbook
is_on
null
def is_on(self, key: str) -> bool: return self.evalFeature(key).on
(self, key: str) -> bool
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7,007
growthbook
load_features
null
def load_features(self) -> None: if not self._client_key: raise ValueError("Must specify `client_key` to refresh features") features = feature_repo.load_features( self._api_host, self._client_key, self._decryption_key, self._cache_ttl ) if features is not None: self.setFeatures(features)
(self) -> NoneType
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7,008
growthbook
refresh_sticky_buckets
null
def refresh_sticky_buckets(self, force: bool = False) -> None: if not self.sticky_bucket_service: return attributes = self._get_sticky_bucket_attributes() if not force and attributes == self._sticky_bucket_attributes: logger.debug("Skipping refresh of sticky bucket assignments, no changes") return self._sticky_bucket_attributes = attributes self._sticky_bucket_assignment_docs = self.sticky_bucket_service.get_all_assignments(attributes)
(self, force: bool = False) -> NoneType
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7,009
growthbook
run
null
def run(self, experiment: Experiment) -> Result: result = self._run(experiment) self._fireSubscriptions(experiment, result) return result
(self, experiment: growthbook.Experiment) -> growthbook.Result
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setAttributes
null
def setAttributes(self, attributes: dict) -> None: return self.set_attributes(attributes)
(self, attributes: dict) -> NoneType
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7,011
growthbook
setFeatures
null
def setFeatures(self, features: dict) -> None: return self.set_features(features)
(self, features: dict) -> NoneType
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7,012
growthbook
set_attributes
null
def set_attributes(self, attributes: dict) -> None: self._attributes = attributes self.refresh_sticky_buckets()
(self, attributes: dict) -> NoneType
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7,013
growthbook
set_features
null
def set_features(self, features: dict) -> None: self._features = {} for key, feature in features.items(): if isinstance(feature, Feature): self._features[key] = feature else: self._features[key] = Feature( rules=feature.get("rules", []), defaultValue=feature.get("defaultValue", None), ) self.refresh_sticky_buckets()
(self, features: dict) -> NoneType
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7,014
growthbook
subscribe
null
def subscribe(self, callback): self._subscriptions.add(callback) return lambda: self._subscriptions.remove(callback)
(self, callback)
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7,015
growthbook
InMemoryFeatureCache
null
class InMemoryFeatureCache(AbstractFeatureCache): def __init__(self) -> None: self.cache: Dict[str, CacheEntry] = {} def get(self, key: str) -> Optional[Dict]: if key in self.cache: entry = self.cache[key] if entry.expires >= time(): return entry.value return None def set(self, key: str, value: Dict, ttl: int) -> None: if key in self.cache: self.cache[key].update(value) self.cache[key] = CacheEntry(value, ttl) def clear(self) -> None: self.cache.clear()
() -> None
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7,016
growthbook
__init__
null
def __init__(self) -> None: self.cache: Dict[str, CacheEntry] = {}
(self) -> NoneType
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7,017
growthbook
clear
null
def clear(self) -> None: self.cache.clear()
(self) -> NoneType
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7,018
growthbook
get
null
def get(self, key: str) -> Optional[Dict]: if key in self.cache: entry = self.cache[key] if entry.expires >= time(): return entry.value return None
(self, key: str) -> Optional[Dict]
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7,019
growthbook
set
null
def set(self, key: str, value: Dict, ttl: int) -> None: if key in self.cache: self.cache[key].update(value) self.cache[key] = CacheEntry(value, ttl)
(self, key: str, value: Dict, ttl: int) -> NoneType
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7,020
growthbook
InMemoryStickyBucketService
null
class InMemoryStickyBucketService(AbstractStickyBucketService): def __init__(self) -> None: self.docs: Dict[str, Dict] = {} def get_assignments(self, attributeName: str, attributeValue: str) -> Optional[Dict]: return self.docs.get(self.get_key(attributeName, attributeValue), None) def save_assignments(self, doc: Dict) -> None: self.docs[self.get_key(doc["attributeName"], doc["attributeValue"])] = doc def destroy(self) -> None: self.docs.clear()
() -> None
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7,021
growthbook
__init__
null
def __init__(self) -> None: self.docs: Dict[str, Dict] = {}
(self) -> NoneType
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7,022
growthbook
destroy
null
def destroy(self) -> None: self.docs.clear()
(self) -> NoneType
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7,024
growthbook
get_assignments
null
def get_assignments(self, attributeName: str, attributeValue: str) -> Optional[Dict]: return self.docs.get(self.get_key(attributeName, attributeValue), None)
(self, attributeName: str, attributeValue: str) -> Optional[Dict]
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7,026
growthbook
save_assignments
null
def save_assignments(self, doc: Dict) -> None: self.docs[self.get_key(doc["attributeName"], doc["attributeValue"])] = doc
(self, doc: Dict) -> NoneType
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7,027
urllib3.poolmanager
PoolManager
Allows for arbitrary requests while transparently keeping track of necessary connection pools for you. :param num_pools: Number of connection pools to cache before discarding the least recently used pool. :param headers: Headers to include with all requests, unless other headers are given explicitly. :param \**connection_pool_kw: Additional parameters are used to create fresh :class:`urllib3.connectionpool.ConnectionPool` instances. Example: .. code-block:: python import urllib3 http = urllib3.PoolManager(num_pools=2) resp1 = http.request("GET", "https://google.com/") resp2 = http.request("GET", "https://google.com/mail") resp3 = http.request("GET", "https://yahoo.com/") print(len(http.pools)) # 2
class PoolManager(RequestMethods): """ Allows for arbitrary requests while transparently keeping track of necessary connection pools for you. :param num_pools: Number of connection pools to cache before discarding the least recently used pool. :param headers: Headers to include with all requests, unless other headers are given explicitly. :param \\**connection_pool_kw: Additional parameters are used to create fresh :class:`urllib3.connectionpool.ConnectionPool` instances. Example: .. code-block:: python import urllib3 http = urllib3.PoolManager(num_pools=2) resp1 = http.request("GET", "https://google.com/") resp2 = http.request("GET", "https://google.com/mail") resp3 = http.request("GET", "https://yahoo.com/") print(len(http.pools)) # 2 """ proxy: Url | None = None proxy_config: ProxyConfig | None = None def __init__( self, num_pools: int = 10, headers: typing.Mapping[str, str] | None = None, **connection_pool_kw: typing.Any, ) -> None: super().__init__(headers) self.connection_pool_kw = connection_pool_kw self.pools: RecentlyUsedContainer[PoolKey, HTTPConnectionPool] self.pools = RecentlyUsedContainer(num_pools) # Locally set the pool classes and keys so other PoolManagers can # override them. self.pool_classes_by_scheme = pool_classes_by_scheme self.key_fn_by_scheme = key_fn_by_scheme.copy() def __enter__(self: _SelfT) -> _SelfT: return self def __exit__( self, exc_type: type[BaseException] | None, exc_val: BaseException | None, exc_tb: TracebackType | None, ) -> Literal[False]: self.clear() # Return False to re-raise any potential exceptions return False def _new_pool( self, scheme: str, host: str, port: int, request_context: dict[str, typing.Any] | None = None, ) -> HTTPConnectionPool: """ Create a new :class:`urllib3.connectionpool.ConnectionPool` based on host, port, scheme, and any additional pool keyword arguments. If ``request_context`` is provided, it is provided as keyword arguments to the pool class used. This method is used to actually create the connection pools handed out by :meth:`connection_from_url` and companion methods. It is intended to be overridden for customization. """ pool_cls: type[HTTPConnectionPool] = self.pool_classes_by_scheme[scheme] if request_context is None: request_context = self.connection_pool_kw.copy() # Default blocksize to _DEFAULT_BLOCKSIZE if missing or explicitly # set to 'None' in the request_context. if request_context.get("blocksize") is None: request_context["blocksize"] = _DEFAULT_BLOCKSIZE # Although the context has everything necessary to create the pool, # this function has historically only used the scheme, host, and port # in the positional args. When an API change is acceptable these can # be removed. for key in ("scheme", "host", "port"): request_context.pop(key, None) if scheme == "http": for kw in SSL_KEYWORDS: request_context.pop(kw, None) return pool_cls(host, port, **request_context) def clear(self) -> None: """ Empty our store of pools and direct them all to close. This will not affect in-flight connections, but they will not be re-used after completion. """ self.pools.clear() def connection_from_host( self, host: str | None, port: int | None = None, scheme: str | None = "http", pool_kwargs: dict[str, typing.Any] | None = None, ) -> HTTPConnectionPool: """ Get a :class:`urllib3.connectionpool.ConnectionPool` based on the host, port, and scheme. If ``port`` isn't given, it will be derived from the ``scheme`` using ``urllib3.connectionpool.port_by_scheme``. If ``pool_kwargs`` is provided, it is merged with the instance's ``connection_pool_kw`` variable and used to create the new connection pool, if one is needed. """ if not host: raise LocationValueError("No host specified.") request_context = self._merge_pool_kwargs(pool_kwargs) request_context["scheme"] = scheme or "http" if not port: port = port_by_scheme.get(request_context["scheme"].lower(), 80) request_context["port"] = port request_context["host"] = host return self.connection_from_context(request_context) def connection_from_context( self, request_context: dict[str, typing.Any] ) -> HTTPConnectionPool: """ Get a :class:`urllib3.connectionpool.ConnectionPool` based on the request context. ``request_context`` must at least contain the ``scheme`` key and its value must be a key in ``key_fn_by_scheme`` instance variable. """ if "strict" in request_context: warnings.warn( "The 'strict' parameter is no longer needed on Python 3+. " "This will raise an error in urllib3 v2.1.0.", DeprecationWarning, ) request_context.pop("strict") scheme = request_context["scheme"].lower() pool_key_constructor = self.key_fn_by_scheme.get(scheme) if not pool_key_constructor: raise URLSchemeUnknown(scheme) pool_key = pool_key_constructor(request_context) return self.connection_from_pool_key(pool_key, request_context=request_context) def connection_from_pool_key( self, pool_key: PoolKey, request_context: dict[str, typing.Any] ) -> HTTPConnectionPool: """ Get a :class:`urllib3.connectionpool.ConnectionPool` based on the provided pool key. ``pool_key`` should be a namedtuple that only contains immutable objects. At a minimum it must have the ``scheme``, ``host``, and ``port`` fields. """ with self.pools.lock: # If the scheme, host, or port doesn't match existing open # connections, open a new ConnectionPool. pool = self.pools.get(pool_key) if pool: return pool # Make a fresh ConnectionPool of the desired type scheme = request_context["scheme"] host = request_context["host"] port = request_context["port"] pool = self._new_pool(scheme, host, port, request_context=request_context) self.pools[pool_key] = pool return pool def connection_from_url( self, url: str, pool_kwargs: dict[str, typing.Any] | None = None ) -> HTTPConnectionPool: """ Similar to :func:`urllib3.connectionpool.connection_from_url`. If ``pool_kwargs`` is not provided and a new pool needs to be constructed, ``self.connection_pool_kw`` is used to initialize the :class:`urllib3.connectionpool.ConnectionPool`. If ``pool_kwargs`` is provided, it is used instead. Note that if a new pool does not need to be created for the request, the provided ``pool_kwargs`` are not used. """ u = parse_url(url) return self.connection_from_host( u.host, port=u.port, scheme=u.scheme, pool_kwargs=pool_kwargs ) def _merge_pool_kwargs( self, override: dict[str, typing.Any] | None ) -> dict[str, typing.Any]: """ Merge a dictionary of override values for self.connection_pool_kw. This does not modify self.connection_pool_kw and returns a new dict. Any keys in the override dictionary with a value of ``None`` are removed from the merged dictionary. """ base_pool_kwargs = self.connection_pool_kw.copy() if override: for key, value i
(num_pools: 'int' = 10, headers: 'typing.Mapping[str, str] | None' = None, **connection_pool_kw: 'typing.Any') -> 'None'
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7,028
urllib3.poolmanager
__enter__
null
def __enter__(self: _SelfT) -> _SelfT: return self
(self: ~_SelfT) -> ~_SelfT
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7,029
urllib3.poolmanager
__exit__
null
def __exit__( self, exc_type: type[BaseException] | None, exc_val: BaseException | None, exc_tb: TracebackType | None, ) -> Literal[False]: self.clear() # Return False to re-raise any potential exceptions return False
(self, exc_type: 'type[BaseException] | None', exc_val: 'BaseException | None', exc_tb: 'TracebackType | None') -> 'Literal[False]'
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7,030
urllib3.poolmanager
__init__
null
def __init__( self, num_pools: int = 10, headers: typing.Mapping[str, str] | None = None, **connection_pool_kw: typing.Any, ) -> None: super().__init__(headers) self.connection_pool_kw = connection_pool_kw self.pools: RecentlyUsedContainer[PoolKey, HTTPConnectionPool] self.pools = RecentlyUsedContainer(num_pools) # Locally set the pool classes and keys so other PoolManagers can # override them. self.pool_classes_by_scheme = pool_classes_by_scheme self.key_fn_by_scheme = key_fn_by_scheme.copy()
(self, num_pools: int = 10, headers: Optional[Mapping[str, str]] = None, **connection_pool_kw: Any) -> NoneType
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7,031
urllib3.poolmanager
_merge_pool_kwargs
Merge a dictionary of override values for self.connection_pool_kw. This does not modify self.connection_pool_kw and returns a new dict. Any keys in the override dictionary with a value of ``None`` are removed from the merged dictionary.
def _merge_pool_kwargs( self, override: dict[str, typing.Any] | None ) -> dict[str, typing.Any]: """ Merge a dictionary of override values for self.connection_pool_kw. This does not modify self.connection_pool_kw and returns a new dict. Any keys in the override dictionary with a value of ``None`` are removed from the merged dictionary. """ base_pool_kwargs = self.connection_pool_kw.copy() if override: for key, value in override.items(): if value is None: try: del base_pool_kwargs[key] except KeyError: pass else: base_pool_kwargs[key] = value return base_pool_kwargs
(self, override: dict[str, typing.Any] | None) -> dict[str, typing.Any]
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7,032
urllib3.poolmanager
_new_pool
Create a new :class:`urllib3.connectionpool.ConnectionPool` based on host, port, scheme, and any additional pool keyword arguments. If ``request_context`` is provided, it is provided as keyword arguments to the pool class used. This method is used to actually create the connection pools handed out by :meth:`connection_from_url` and companion methods. It is intended to be overridden for customization.
def _new_pool( self, scheme: str, host: str, port: int, request_context: dict[str, typing.Any] | None = None, ) -> HTTPConnectionPool: """ Create a new :class:`urllib3.connectionpool.ConnectionPool` based on host, port, scheme, and any additional pool keyword arguments. If ``request_context`` is provided, it is provided as keyword arguments to the pool class used. This method is used to actually create the connection pools handed out by :meth:`connection_from_url` and companion methods. It is intended to be overridden for customization. """ pool_cls: type[HTTPConnectionPool] = self.pool_classes_by_scheme[scheme] if request_context is None: request_context = self.connection_pool_kw.copy() # Default blocksize to _DEFAULT_BLOCKSIZE if missing or explicitly # set to 'None' in the request_context. if request_context.get("blocksize") is None: request_context["blocksize"] = _DEFAULT_BLOCKSIZE # Although the context has everything necessary to create the pool, # this function has historically only used the scheme, host, and port # in the positional args. When an API change is acceptable these can # be removed. for key in ("scheme", "host", "port"): request_context.pop(key, None) if scheme == "http": for kw in SSL_KEYWORDS: request_context.pop(kw, None) return pool_cls(host, port, **request_context)
(self, scheme: str, host: str, port: int, request_context: Optional[dict[str, Any]] = None) -> urllib3.connectionpool.HTTPConnectionPool
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7,033
urllib3.poolmanager
_proxy_requires_url_absolute_form
Indicates if the proxy requires the complete destination URL in the request. Normally this is only needed when not using an HTTP CONNECT tunnel.
def _proxy_requires_url_absolute_form(self, parsed_url: Url) -> bool: """ Indicates if the proxy requires the complete destination URL in the request. Normally this is only needed when not using an HTTP CONNECT tunnel. """ if self.proxy is None: return False return not connection_requires_http_tunnel( self.proxy, self.proxy_config, parsed_url.scheme )
(self, parsed_url: urllib3.util.url.Url) -> bool
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7,034
urllib3.poolmanager
clear
Empty our store of pools and direct them all to close. This will not affect in-flight connections, but they will not be re-used after completion.
def clear(self) -> None: """ Empty our store of pools and direct them all to close. This will not affect in-flight connections, but they will not be re-used after completion. """ self.pools.clear()
(self) -> NoneType
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7,035
urllib3.poolmanager
connection_from_context
Get a :class:`urllib3.connectionpool.ConnectionPool` based on the request context. ``request_context`` must at least contain the ``scheme`` key and its value must be a key in ``key_fn_by_scheme`` instance variable.
def connection_from_context( self, request_context: dict[str, typing.Any] ) -> HTTPConnectionPool: """ Get a :class:`urllib3.connectionpool.ConnectionPool` based on the request context. ``request_context`` must at least contain the ``scheme`` key and its value must be a key in ``key_fn_by_scheme`` instance variable. """ if "strict" in request_context: warnings.warn( "The 'strict' parameter is no longer needed on Python 3+. " "This will raise an error in urllib3 v2.1.0.", DeprecationWarning, ) request_context.pop("strict") scheme = request_context["scheme"].lower() pool_key_constructor = self.key_fn_by_scheme.get(scheme) if not pool_key_constructor: raise URLSchemeUnknown(scheme) pool_key = pool_key_constructor(request_context) return self.connection_from_pool_key(pool_key, request_context=request_context)
(self, request_context: dict[str, typing.Any]) -> urllib3.connectionpool.HTTPConnectionPool
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7,036
urllib3.poolmanager
connection_from_host
Get a :class:`urllib3.connectionpool.ConnectionPool` based on the host, port, and scheme. If ``port`` isn't given, it will be derived from the ``scheme`` using ``urllib3.connectionpool.port_by_scheme``. If ``pool_kwargs`` is provided, it is merged with the instance's ``connection_pool_kw`` variable and used to create the new connection pool, if one is needed.
def connection_from_host( self, host: str | None, port: int | None = None, scheme: str | None = "http", pool_kwargs: dict[str, typing.Any] | None = None, ) -> HTTPConnectionPool: """ Get a :class:`urllib3.connectionpool.ConnectionPool` based on the host, port, and scheme. If ``port`` isn't given, it will be derived from the ``scheme`` using ``urllib3.connectionpool.port_by_scheme``. If ``pool_kwargs`` is provided, it is merged with the instance's ``connection_pool_kw`` variable and used to create the new connection pool, if one is needed. """ if not host: raise LocationValueError("No host specified.") request_context = self._merge_pool_kwargs(pool_kwargs) request_context["scheme"] = scheme or "http" if not port: port = port_by_scheme.get(request_context["scheme"].lower(), 80) request_context["port"] = port request_context["host"] = host return self.connection_from_context(request_context)
(self, host: str | None, port: Optional[int] = None, scheme: str | None = 'http', pool_kwargs: Optional[dict[str, Any]] = None) -> urllib3.connectionpool.HTTPConnectionPool
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7,037
urllib3.poolmanager
connection_from_pool_key
Get a :class:`urllib3.connectionpool.ConnectionPool` based on the provided pool key. ``pool_key`` should be a namedtuple that only contains immutable objects. At a minimum it must have the ``scheme``, ``host``, and ``port`` fields.
def connection_from_pool_key( self, pool_key: PoolKey, request_context: dict[str, typing.Any] ) -> HTTPConnectionPool: """ Get a :class:`urllib3.connectionpool.ConnectionPool` based on the provided pool key. ``pool_key`` should be a namedtuple that only contains immutable objects. At a minimum it must have the ``scheme``, ``host``, and ``port`` fields. """ with self.pools.lock: # If the scheme, host, or port doesn't match existing open # connections, open a new ConnectionPool. pool = self.pools.get(pool_key) if pool: return pool # Make a fresh ConnectionPool of the desired type scheme = request_context["scheme"] host = request_context["host"] port = request_context["port"] pool = self._new_pool(scheme, host, port, request_context=request_context) self.pools[pool_key] = pool return pool
(self, pool_key: urllib3.poolmanager.PoolKey, request_context: dict[str, typing.Any]) -> urllib3.connectionpool.HTTPConnectionPool
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7,038
urllib3.poolmanager
connection_from_url
Similar to :func:`urllib3.connectionpool.connection_from_url`. If ``pool_kwargs`` is not provided and a new pool needs to be constructed, ``self.connection_pool_kw`` is used to initialize the :class:`urllib3.connectionpool.ConnectionPool`. If ``pool_kwargs`` is provided, it is used instead. Note that if a new pool does not need to be created for the request, the provided ``pool_kwargs`` are not used.
def connection_from_url( self, url: str, pool_kwargs: dict[str, typing.Any] | None = None ) -> HTTPConnectionPool: """ Similar to :func:`urllib3.connectionpool.connection_from_url`. If ``pool_kwargs`` is not provided and a new pool needs to be constructed, ``self.connection_pool_kw`` is used to initialize the :class:`urllib3.connectionpool.ConnectionPool`. If ``pool_kwargs`` is provided, it is used instead. Note that if a new pool does not need to be created for the request, the provided ``pool_kwargs`` are not used. """ u = parse_url(url) return self.connection_from_host( u.host, port=u.port, scheme=u.scheme, pool_kwargs=pool_kwargs )
(self, url: str, pool_kwargs: Optional[dict[str, Any]] = None) -> urllib3.connectionpool.HTTPConnectionPool
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7,039
urllib3._request_methods
request
Make a request using :meth:`urlopen` with the appropriate encoding of ``fields`` based on the ``method`` used. This is a convenience method that requires the least amount of manual effort. It can be used in most situations, while still having the option to drop down to more specific methods when necessary, such as :meth:`request_encode_url`, :meth:`request_encode_body`, or even the lowest level :meth:`urlopen`. :param method: HTTP request method (such as GET, POST, PUT, etc.) :param url: The URL to perform the request on. :param body: Data to send in the request body, either :class:`str`, :class:`bytes`, an iterable of :class:`str`/:class:`bytes`, or a file-like object. :param fields: Data to encode and send in the request body. Values are processed by :func:`urllib.parse.urlencode`. :param headers: Dictionary of custom headers to send, such as User-Agent, If-None-Match, etc. If None, pool headers are used. If provided, these headers completely replace any pool-specific headers. :param json: Data to encode and send as JSON with UTF-encoded in the request body. The ``"Content-Type"`` header will be set to ``"application/json"`` unless specified otherwise.
def request( self, method: str, url: str, body: _TYPE_BODY | None = None, fields: _TYPE_FIELDS | None = None, headers: typing.Mapping[str, str] | None = None, json: typing.Any | None = None, **urlopen_kw: typing.Any, ) -> BaseHTTPResponse: """ Make a request using :meth:`urlopen` with the appropriate encoding of ``fields`` based on the ``method`` used. This is a convenience method that requires the least amount of manual effort. It can be used in most situations, while still having the option to drop down to more specific methods when necessary, such as :meth:`request_encode_url`, :meth:`request_encode_body`, or even the lowest level :meth:`urlopen`. :param method: HTTP request method (such as GET, POST, PUT, etc.) :param url: The URL to perform the request on. :param body: Data to send in the request body, either :class:`str`, :class:`bytes`, an iterable of :class:`str`/:class:`bytes`, or a file-like object. :param fields: Data to encode and send in the request body. Values are processed by :func:`urllib.parse.urlencode`. :param headers: Dictionary of custom headers to send, such as User-Agent, If-None-Match, etc. If None, pool headers are used. If provided, these headers completely replace any pool-specific headers. :param json: Data to encode and send as JSON with UTF-encoded in the request body. The ``"Content-Type"`` header will be set to ``"application/json"`` unless specified otherwise. """ method = method.upper() if json is not None and body is not None: raise TypeError( "request got values for both 'body' and 'json' parameters which are mutually exclusive" ) if json is not None: if headers is None: headers = self.headers if not ("content-type" in map(str.lower, headers.keys())): headers = HTTPHeaderDict(headers) headers["Content-Type"] = "application/json" body = _json.dumps(json, separators=(",", ":"), ensure_ascii=False).encode( "utf-8" ) if body is not None: urlopen_kw["body"] = body if method in self._encode_url_methods: return self.request_encode_url( method, url, fields=fields, # type: ignore[arg-type] headers=headers, **urlopen_kw, ) else: return self.request_encode_body( method, url, fields=fields, headers=headers, **urlopen_kw )
(self, method: str, url: str, body: Union[bytes, IO[Any], Iterable[bytes], str, NoneType] = None, fields: Union[Sequence[Union[Tuple[str, Union[str, bytes, Tuple[str, Union[str, bytes]], Tuple[str, Union[str, bytes], str]]], urllib3.fields.RequestField]], Mapping[str, Union[str, bytes, Tuple[str, Union[str, bytes]], Tuple[str, Union[str, bytes], str]]], NoneType] = None, headers: Optional[Mapping[str, str]] = None, json: Optional[Any] = None, **urlopen_kw: Any) -> urllib3.response.BaseHTTPResponse
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7,040
urllib3._request_methods
request_encode_body
Make a request using :meth:`urlopen` with the ``fields`` encoded in the body. This is useful for request methods like POST, PUT, PATCH, etc. When ``encode_multipart=True`` (default), then :func:`urllib3.encode_multipart_formdata` is used to encode the payload with the appropriate content type. Otherwise :func:`urllib.parse.urlencode` is used with the 'application/x-www-form-urlencoded' content type. Multipart encoding must be used when posting files, and it's reasonably safe to use it in other times too. However, it may break request signing, such as with OAuth. Supports an optional ``fields`` parameter of key/value strings AND key/filetuple. A filetuple is a (filename, data, MIME type) tuple where the MIME type is optional. For example:: fields = { 'foo': 'bar', 'fakefile': ('foofile.txt', 'contents of foofile'), 'realfile': ('barfile.txt', open('realfile').read()), 'typedfile': ('bazfile.bin', open('bazfile').read(), 'image/jpeg'), 'nonamefile': 'contents of nonamefile field', } When uploading a file, providing a filename (the first parameter of the tuple) is optional but recommended to best mimic behavior of browsers. Note that if ``headers`` are supplied, the 'Content-Type' header will be overwritten because it depends on the dynamic random boundary string which is used to compose the body of the request. The random boundary string can be explicitly set with the ``multipart_boundary`` parameter. :param method: HTTP request method (such as GET, POST, PUT, etc.) :param url: The URL to perform the request on. :param fields: Data to encode and send in the request body. :param headers: Dictionary of custom headers to send, such as User-Agent, If-None-Match, etc. If None, pool headers are used. If provided, these headers completely replace any pool-specific headers. :param encode_multipart: If True, encode the ``fields`` using the multipart/form-data MIME format. :param multipart_boundary: If not specified, then a random boundary will be generated using :func:`urllib3.filepost.choose_boundary`.
def request_encode_body( self, method: str, url: str, fields: _TYPE_FIELDS | None = None, headers: typing.Mapping[str, str] | None = None, encode_multipart: bool = True, multipart_boundary: str | None = None, **urlopen_kw: str, ) -> BaseHTTPResponse: """ Make a request using :meth:`urlopen` with the ``fields`` encoded in the body. This is useful for request methods like POST, PUT, PATCH, etc. When ``encode_multipart=True`` (default), then :func:`urllib3.encode_multipart_formdata` is used to encode the payload with the appropriate content type. Otherwise :func:`urllib.parse.urlencode` is used with the 'application/x-www-form-urlencoded' content type. Multipart encoding must be used when posting files, and it's reasonably safe to use it in other times too. However, it may break request signing, such as with OAuth. Supports an optional ``fields`` parameter of key/value strings AND key/filetuple. A filetuple is a (filename, data, MIME type) tuple where the MIME type is optional. For example:: fields = { 'foo': 'bar', 'fakefile': ('foofile.txt', 'contents of foofile'), 'realfile': ('barfile.txt', open('realfile').read()), 'typedfile': ('bazfile.bin', open('bazfile').read(), 'image/jpeg'), 'nonamefile': 'contents of nonamefile field', } When uploading a file, providing a filename (the first parameter of the tuple) is optional but recommended to best mimic behavior of browsers. Note that if ``headers`` are supplied, the 'Content-Type' header will be overwritten because it depends on the dynamic random boundary string which is used to compose the body of the request. The random boundary string can be explicitly set with the ``multipart_boundary`` parameter. :param method: HTTP request method (such as GET, POST, PUT, etc.) :param url: The URL to perform the request on. :param fields: Data to encode and send in the request body. :param headers: Dictionary of custom headers to send, such as User-Agent, If-None-Match, etc. If None, pool headers are used. If provided, these headers completely replace any pool-specific headers. :param encode_multipart: If True, encode the ``fields`` using the multipart/form-data MIME format. :param multipart_boundary: If not specified, then a random boundary will be generated using :func:`urllib3.filepost.choose_boundary`. """ if headers is None: headers = self.headers extra_kw: dict[str, typing.Any] = {"headers": HTTPHeaderDict(headers)} body: bytes | str if fields: if "body" in urlopen_kw: raise TypeError( "request got values for both 'fields' and 'body', can only specify one." ) if encode_multipart: body, content_type = encode_multipart_formdata( fields, boundary=multipart_boundary ) else: body, content_type = ( urlencode(fields), # type: ignore[arg-type] "application/x-www-form-urlencoded", ) extra_kw["body"] = body extra_kw["headers"].setdefault("Content-Type", content_type) extra_kw.update(urlopen_kw) return self.urlopen(method, url, **extra_kw)
(self, method: str, url: str, fields: Union[Sequence[Union[Tuple[str, Union[str, bytes, Tuple[str, Union[str, bytes]], Tuple[str, Union[str, bytes], str]]], urllib3.fields.RequestField]], Mapping[str, Union[str, bytes, Tuple[str, Union[str, bytes]], Tuple[str, Union[str, bytes], str]]], NoneType] = None, headers: Optional[Mapping[str, str]] = None, encode_multipart: bool = True, multipart_boundary: Optional[str] = None, **urlopen_kw: str) -> urllib3.response.BaseHTTPResponse
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7,041
urllib3._request_methods
request_encode_url
Make a request using :meth:`urlopen` with the ``fields`` encoded in the url. This is useful for request methods like GET, HEAD, DELETE, etc. :param method: HTTP request method (such as GET, POST, PUT, etc.) :param url: The URL to perform the request on. :param fields: Data to encode and send in the request body. :param headers: Dictionary of custom headers to send, such as User-Agent, If-None-Match, etc. If None, pool headers are used. If provided, these headers completely replace any pool-specific headers.
def request_encode_url( self, method: str, url: str, fields: _TYPE_ENCODE_URL_FIELDS | None = None, headers: typing.Mapping[str, str] | None = None, **urlopen_kw: str, ) -> BaseHTTPResponse: """ Make a request using :meth:`urlopen` with the ``fields`` encoded in the url. This is useful for request methods like GET, HEAD, DELETE, etc. :param method: HTTP request method (such as GET, POST, PUT, etc.) :param url: The URL to perform the request on. :param fields: Data to encode and send in the request body. :param headers: Dictionary of custom headers to send, such as User-Agent, If-None-Match, etc. If None, pool headers are used. If provided, these headers completely replace any pool-specific headers. """ if headers is None: headers = self.headers extra_kw: dict[str, typing.Any] = {"headers": headers} extra_kw.update(urlopen_kw) if fields: url += "?" + urlencode(fields) return self.urlopen(method, url, **extra_kw)
(self, method: str, url: str, fields: Union[Sequence[Tuple[str, Union[str, bytes]]], Mapping[str, Union[str, bytes]], NoneType] = None, headers: Optional[Mapping[str, str]] = None, **urlopen_kw: str) -> urllib3.response.BaseHTTPResponse
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7,042
urllib3.poolmanager
urlopen
Same as :meth:`urllib3.HTTPConnectionPool.urlopen` with custom cross-host redirect logic and only sends the request-uri portion of the ``url``. The given ``url`` parameter must be absolute, such that an appropriate :class:`urllib3.connectionpool.ConnectionPool` can be chosen for it.
def urlopen( # type: ignore[override] self, method: str, url: str, redirect: bool = True, **kw: typing.Any ) -> BaseHTTPResponse: """ Same as :meth:`urllib3.HTTPConnectionPool.urlopen` with custom cross-host redirect logic and only sends the request-uri portion of the ``url``. The given ``url`` parameter must be absolute, such that an appropriate :class:`urllib3.connectionpool.ConnectionPool` can be chosen for it. """ u = parse_url(url) if u.scheme is None: warnings.warn( "URLs without a scheme (ie 'https://') are deprecated and will raise an error " "in a future version of urllib3. To avoid this DeprecationWarning ensure all URLs " "start with 'https://' or 'http://'. Read more in this issue: " "https://github.com/urllib3/urllib3/issues/2920", category=DeprecationWarning, stacklevel=2, ) conn = self.connection_from_host(u.host, port=u.port, scheme=u.scheme) kw["assert_same_host"] = False kw["redirect"] = False if "headers" not in kw: kw["headers"] = self.headers if self._proxy_requires_url_absolute_form(u): response = conn.urlopen(method, url, **kw) else: response = conn.urlopen(method, u.request_uri, **kw) redirect_location = redirect and response.get_redirect_location() if not redirect_location: return response # Support relative URLs for redirecting. redirect_location = urljoin(url, redirect_location) if response.status == 303: # Change the method according to RFC 9110, Section 15.4.4. method = "GET" # And lose the body not to transfer anything sensitive. kw["body"] = None kw["headers"] = HTTPHeaderDict(kw["headers"])._prepare_for_method_change() retries = kw.get("retries") if not isinstance(retries, Retry): retries = Retry.from_int(retries, redirect=redirect) # Strip headers marked as unsafe to forward to the redirected location. # Check remove_headers_on_redirect to avoid a potential network call within # conn.is_same_host() which may use socket.gethostbyname() in the future. if retries.remove_headers_on_redirect and not conn.is_same_host( redirect_location ): new_headers = kw["headers"].copy() for header in kw["headers"]: if header.lower() in retries.remove_headers_on_redirect: new_headers.pop(header, None) kw["headers"] = new_headers try: retries = retries.increment(method, url, response=response, _pool=conn) except MaxRetryError: if retries.raise_on_redirect: response.drain_conn() raise return response kw["retries"] = retries kw["redirect"] = redirect log.info("Redirecting %s -> %s", url, redirect_location) response.drain_conn() return self.urlopen(method, redirect_location, **kw)
(self, method: str, url: str, redirect: bool = True, **kw: Any) -> urllib3.response.BaseHTTPResponse
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7,043
growthbook
Result
null
class Result(object): def __init__( self, variationId: int, inExperiment: bool, value, hashUsed: bool, hashAttribute: str, hashValue: str, featureId: Optional[str], meta: VariationMeta = None, bucket: float = None, stickyBucketUsed: bool = False, ) -> None: self.variationId = variationId self.inExperiment = inExperiment self.value = value self.hashUsed = hashUsed self.hashAttribute = hashAttribute self.hashValue = hashValue self.featureId = featureId or None self.bucket = bucket self.stickyBucketUsed = stickyBucketUsed self.key = str(variationId) self.name = "" self.passthrough = False if meta: if "name" in meta: self.name = meta["name"] if "key" in meta: self.key = meta["key"] if "passthrough" in meta: self.passthrough = meta["passthrough"] def to_dict(self) -> dict: obj = { "featureId": self.featureId, "variationId": self.variationId, "inExperiment": self.inExperiment, "value": self.value, "hashUsed": self.hashUsed, "hashAttribute": self.hashAttribute, "hashValue": self.hashValue, "key": self.key, "stickyBucketUsed": self.stickyBucketUsed, } if self.bucket is not None: obj["bucket"] = self.bucket if self.name: obj["name"] = self.name if self.passthrough: obj["passthrough"] = True return obj
(variationId: int, inExperiment: bool, value, hashUsed: bool, hashAttribute: str, hashValue: str, featureId: Optional[str], meta: growthbook.VariationMeta = None, bucket: float = None, stickyBucketUsed: bool = False) -> None
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7,044
growthbook
__init__
null
def __init__( self, variationId: int, inExperiment: bool, value, hashUsed: bool, hashAttribute: str, hashValue: str, featureId: Optional[str], meta: VariationMeta = None, bucket: float = None, stickyBucketUsed: bool = False, ) -> None: self.variationId = variationId self.inExperiment = inExperiment self.value = value self.hashUsed = hashUsed self.hashAttribute = hashAttribute self.hashValue = hashValue self.featureId = featureId or None self.bucket = bucket self.stickyBucketUsed = stickyBucketUsed self.key = str(variationId) self.name = "" self.passthrough = False if meta: if "name" in meta: self.name = meta["name"] if "key" in meta: self.key = meta["key"] if "passthrough" in meta: self.passthrough = meta["passthrough"]
(self, variationId: int, inExperiment: bool, value, hashUsed: bool, hashAttribute: str, hashValue: str, featureId: Optional[str], meta: Optional[growthbook.VariationMeta] = None, bucket: Optional[float] = None, stickyBucketUsed: bool = False) -> NoneType
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7,045
growthbook
to_dict
null
def to_dict(self) -> dict: obj = { "featureId": self.featureId, "variationId": self.variationId, "inExperiment": self.inExperiment, "value": self.value, "hashUsed": self.hashUsed, "hashAttribute": self.hashAttribute, "hashValue": self.hashValue, "key": self.key, "stickyBucketUsed": self.stickyBucketUsed, } if self.bucket is not None: obj["bucket"] = self.bucket if self.name: obj["name"] = self.name if self.passthrough: obj["passthrough"] = True return obj
(self) -> dict
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7,046
typing
TypedDict
A simple typed namespace. At runtime it is equivalent to a plain dict. TypedDict creates a dictionary type that expects all of its instances to have a certain set of keys, where each key is associated with a value of a consistent type. This expectation is not checked at runtime but is only enforced by type checkers. Usage:: class Point2D(TypedDict): x: int y: int label: str a: Point2D = {'x': 1, 'y': 2, 'label': 'good'} # OK b: Point2D = {'z': 3, 'label': 'bad'} # Fails type check assert Point2D(x=1, y=2, label='first') == dict(x=1, y=2, label='first') The type info can be accessed via the Point2D.__annotations__ dict, and the Point2D.__required_keys__ and Point2D.__optional_keys__ frozensets. TypedDict supports two additional equivalent forms:: Point2D = TypedDict('Point2D', x=int, y=int, label=str) Point2D = TypedDict('Point2D', {'x': int, 'y': int, 'label': str}) By default, all keys must be present in a TypedDict. It is possible to override this by specifying totality. Usage:: class point2D(TypedDict, total=False): x: int y: int This means that a point2D TypedDict can have any of the keys omitted.A type checker is only expected to support a literal False or True as the value of the total argument. True is the default, and makes all items defined in the class body be required. The class syntax is only supported in Python 3.6+, while two other syntax forms work for Python 2.7 and 3.2+
def TypedDict(typename, fields=None, /, *, total=True, **kwargs): """A simple typed namespace. At runtime it is equivalent to a plain dict. TypedDict creates a dictionary type that expects all of its instances to have a certain set of keys, where each key is associated with a value of a consistent type. This expectation is not checked at runtime but is only enforced by type checkers. Usage:: class Point2D(TypedDict): x: int y: int label: str a: Point2D = {'x': 1, 'y': 2, 'label': 'good'} # OK b: Point2D = {'z': 3, 'label': 'bad'} # Fails type check assert Point2D(x=1, y=2, label='first') == dict(x=1, y=2, label='first') The type info can be accessed via the Point2D.__annotations__ dict, and the Point2D.__required_keys__ and Point2D.__optional_keys__ frozensets. TypedDict supports two additional equivalent forms:: Point2D = TypedDict('Point2D', x=int, y=int, label=str) Point2D = TypedDict('Point2D', {'x': int, 'y': int, 'label': str}) By default, all keys must be present in a TypedDict. It is possible to override this by specifying totality. Usage:: class point2D(TypedDict, total=False): x: int y: int This means that a point2D TypedDict can have any of the keys omitted.A type checker is only expected to support a literal False or True as the value of the total argument. True is the default, and makes all items defined in the class body be required. The class syntax is only supported in Python 3.6+, while two other syntax forms work for Python 2.7 and 3.2+ """ if fields is None: fields = kwargs elif kwargs: raise TypeError("TypedDict takes either a dict or keyword arguments," " but not both") ns = {'__annotations__': dict(fields)} try: # Setting correct module is necessary to make typed dict classes pickleable. ns['__module__'] = sys._getframe(1).f_globals.get('__name__', '__main__') except (AttributeError, ValueError): pass return _TypedDictMeta(typename, (), ns, total=total)
(typename, fields=None, /, *, total=True, **kwargs)
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7,047
growthbook
VariationMeta
null
class VariationMeta(TypedDict): key: str name: str passthrough: bool
null
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7,048
abc
abstractmethod
A decorator indicating abstract methods. Requires that the metaclass is ABCMeta or derived from it. A class that has a metaclass derived from ABCMeta cannot be instantiated unless all of its abstract methods are overridden. The abstract methods can be called using any of the normal 'super' call mechanisms. abstractmethod() may be used to declare abstract methods for properties and descriptors. Usage: class C(metaclass=ABCMeta): @abstractmethod def my_abstract_method(self, ...): ...
def abstractmethod(funcobj): """A decorator indicating abstract methods. Requires that the metaclass is ABCMeta or derived from it. A class that has a metaclass derived from ABCMeta cannot be instantiated unless all of its abstract methods are overridden. The abstract methods can be called using any of the normal 'super' call mechanisms. abstractmethod() may be used to declare abstract methods for properties and descriptors. Usage: class C(metaclass=ABCMeta): @abstractmethod def my_abstract_method(self, ...): ... """ funcobj.__isabstractmethod__ = True return funcobj
(funcobj)
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7,050
base64
b64decode
Decode the Base64 encoded bytes-like object or ASCII string s. Optional altchars must be a bytes-like object or ASCII string of length 2 which specifies the alternative alphabet used instead of the '+' and '/' characters. The result is returned as a bytes object. A binascii.Error is raised if s is incorrectly padded. If validate is False (the default), characters that are neither in the normal base-64 alphabet nor the alternative alphabet are discarded prior to the padding check. If validate is True, these non-alphabet characters in the input result in a binascii.Error.
def b64decode(s, altchars=None, validate=False): """Decode the Base64 encoded bytes-like object or ASCII string s. Optional altchars must be a bytes-like object or ASCII string of length 2 which specifies the alternative alphabet used instead of the '+' and '/' characters. The result is returned as a bytes object. A binascii.Error is raised if s is incorrectly padded. If validate is False (the default), characters that are neither in the normal base-64 alphabet nor the alternative alphabet are discarded prior to the padding check. If validate is True, these non-alphabet characters in the input result in a binascii.Error. """ s = _bytes_from_decode_data(s) if altchars is not None: altchars = _bytes_from_decode_data(altchars) assert len(altchars) == 2, repr(altchars) s = s.translate(bytes.maketrans(altchars, b'+/')) if validate and not re.fullmatch(b'[A-Za-z0-9+/]*={0,2}', s): raise binascii.Error('Non-base64 digit found') return binascii.a2b_base64(s)
(s, altchars=None, validate=False)
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7,051
growthbook
chooseVariation
null
def chooseVariation(n: float, ranges: List[Tuple[float, float]]) -> int: for i, r in enumerate(ranges): if inRange(n, r): return i return -1
(n: float, ranges: List[Tuple[float, float]]) -> int
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7,052
growthbook
compare
null
def compare(val1, val2) -> int: if (type(val1) is int or type(val1) is float) and not (type(val2) is int or type(val2) is float): if (val2 is None): val2 = 0 else: val2 = float(val2) if (type(val2) is int or type(val2) is float) and not (type(val1) is int or type(val1) is float): if (val1 is None): val1 = 0 else: val1 = float(val1) if val1 > val2: return 1 if val1 < val2: return -1 return 0
(val1, val2) -> int
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7,053
growthbook
decrypt
null
def decrypt(encrypted_str: str, key_str: str) -> str: iv_str, ct_str = encrypted_str.split(".", 2) key = b64decode(key_str) iv = b64decode(iv_str) ct = b64decode(ct_str) cipher = Cipher(algorithms.AES128(key), modes.CBC(iv)) decryptor = cipher.decryptor() decrypted = decryptor.update(ct) + decryptor.finalize() unpadder = padding.PKCS7(128).unpadder() bytestring = unpadder.update(decrypted) + unpadder.finalize() return bytestring.decode("utf-8")
(encrypted_str: str, key_str: str) -> str
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7,054
growthbook
elemMatch
null
def elemMatch(condition, attributeValue) -> bool: if not type(attributeValue) is list: return False for item in attributeValue: if isOperatorObject(condition): if evalConditionValue(condition, item): return True else: if evalCondition(item, condition): return True return False
(condition, attributeValue) -> bool
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7,055
growthbook
evalAnd
null
def evalAnd(attributes, conditions) -> bool: for condition in conditions: if not evalCondition(attributes, condition): return False return True
(attributes, conditions) -> bool
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7,056
growthbook
evalCondition
null
def evalCondition(attributes: dict, condition: dict) -> bool: if "$or" in condition: return evalOr(attributes, condition["$or"]) if "$nor" in condition: return not evalOr(attributes, condition["$nor"]) if "$and" in condition: return evalAnd(attributes, condition["$and"]) if "$not" in condition: return not evalCondition(attributes, condition["$not"]) for key, value in condition.items(): if not evalConditionValue(value, getPath(attributes, key)): return False return True
(attributes: dict, condition: dict) -> bool
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7,057
growthbook
evalConditionValue
null
def evalConditionValue(conditionValue, attributeValue) -> bool: if type(conditionValue) is dict and isOperatorObject(conditionValue): for key, value in conditionValue.items(): if not evalOperatorCondition(key, attributeValue, value): return False return True return conditionValue == attributeValue
(conditionValue, attributeValue) -> bool
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7,058
growthbook
evalOperatorCondition
null
def evalOperatorCondition(operator, attributeValue, conditionValue) -> bool: if operator == "$eq": try: return compare(attributeValue, conditionValue) == 0 except Exception: return False elif operator == "$ne": try: return compare(attributeValue, conditionValue) != 0 except Exception: return False elif operator == "$lt": try: return compare(attributeValue, conditionValue) < 0 except Exception: return False elif operator == "$lte": try: return compare(attributeValue, conditionValue) <= 0 except Exception: return False elif operator == "$gt": try: return compare(attributeValue, conditionValue) > 0 except Exception: return False elif operator == "$gte": try: return compare(attributeValue, conditionValue) >= 0 except Exception: return False elif operator == "$veq": return paddedVersionString(attributeValue) == paddedVersionString(conditionValue) elif operator == "$vne": return paddedVersionString(attributeValue) != paddedVersionString(conditionValue) elif operator == "$vlt": return paddedVersionString(attributeValue) < paddedVersionString(conditionValue) elif operator == "$vlte": return paddedVersionString(attributeValue) <= paddedVersionString(conditionValue) elif operator == "$vgt": return paddedVersionString(attributeValue) > paddedVersionString(conditionValue) elif operator == "$vgte": return paddedVersionString(attributeValue) >= paddedVersionString(conditionValue) elif operator == "$regex": try: r = re.compile(conditionValue) return bool(r.search(attributeValue)) except Exception: return False elif operator == "$in": if not type(conditionValue) is list: return False return isIn(conditionValue, attributeValue) elif operator == "$nin": if not type(conditionValue) is list: return False return not isIn(conditionValue, attributeValue) elif operator == "$elemMatch": return elemMatch(conditionValue, attributeValue) elif operator == "$size": if not (type(attributeValue) is list): return False return evalConditionValue(conditionValue, len(attributeValue)) elif operator == "$all": if not (type(attributeValue) is list): return False for cond in conditionValue: passing = False for attr in attributeValue: if evalConditionValue(cond, attr): passing = True if not passing: return False return True elif operator == "$exists": if not conditionValue: return attributeValue is None return attributeValue is not None elif operator == "$type": return getType(attributeValue) == conditionValue elif operator == "$not": return not evalConditionValue(conditionValue, attributeValue) return False
(operator, attributeValue, conditionValue) -> bool
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7,059
growthbook
evalOr
null
def evalOr(attributes, conditions) -> bool: if len(conditions) == 0: return True for condition in conditions: if evalCondition(attributes, condition): return True return False
(attributes, conditions) -> bool
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7,060
growthbook
fnv1a32
null
def fnv1a32(str: str) -> int: hval = 0x811C9DC5 prime = 0x01000193 uint32_max = 2 ** 32 for s in str: hval = hval ^ ord(s) hval = (hval * prime) % uint32_max return hval
(str: str) -> int
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7,061
growthbook
gbhash
null
def gbhash(seed: str, value: str, version: int) -> Optional[float]: if version == 2: n = fnv1a32(str(fnv1a32(seed + value))) return (n % 10000) / 10000 if version == 1: n = fnv1a32(value + seed) return (n % 1000) / 1000 return None
(seed: str, value: str, version: int) -> Optional[float]
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