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How to use _create_feature_settings_list method in lisa

Best Python code snippet using lisa_python
schema.py
Source:schema.py
...685        )686        return core_count + gpu_count * 100687    @property688    def features(self) -> Optional[search_space.SetSpace[FeatureSettings]]:689        self._features = self._create_feature_settings_list(self._features)690        if self._features is not None:691            self._features.is_allow_set = True692        return cast(Optional[search_space.SetSpace[FeatureSettings]], self._features)693    @features.setter694    def features(self, value: Optional[search_space.SetSpace[FeatureSettings]]) -> None:695        self._features = cast(FeaturesSpace, value)696    @property697    def excluded_features(self) -> Optional[search_space.SetSpace[FeatureSettings]]:698        if not self._excluded_features:699            self._excluded_features = self._create_feature_settings_list(700                self._excluded_features701            )702            if self._excluded_features is not None:703                self._excluded_features.is_allow_set = False704        return cast(705            Optional[search_space.SetSpace[FeatureSettings]], self._excluded_features706        )707    @excluded_features.setter708    def excluded_features(709        self, value: Optional[search_space.SetSpace[FeatureSettings]]710    ) -> None:711        self._excluded_features = cast(FeaturesSpace, value)712    def check(self, capability: Any) -> search_space.ResultReason:713        result = search_space.ResultReason()714        if capability is None:715            result.add_reason("capability shouldn't be None")716        if self.features:717            assert self.features.is_allow_set, "features should be allow set"718        if self.excluded_features:719            assert (720                not self.excluded_features.is_allow_set721            ), "excluded_features shouldn't be allow set"722        assert isinstance(capability, NodeSpace), f"actual: {type(capability)}"723        if (724            not capability.node_count725            or not capability.core_count726            or not capability.memory_mb727        ):728            result.add_reason(729                "node_count, core_count, memory_mb " "shouldn't be None or zero."730            )731        if isinstance(self.node_count, int) and isinstance(capability.node_count, int):732            if self.node_count > capability.node_count:733                result.add_reason(734                    f"capability node count {capability.node_count} "735                    f"must be more than requirement {self.node_count}"736                )737        else:738            result.merge(739                search_space.check_countspace(self.node_count, capability.node_count),740                "node_count",741            )742        result.merge(743            search_space.check_countspace(self.core_count, capability.core_count),744            "core_count",745        )746        result.merge(747            search_space.check_countspace(self.memory_mb, capability.memory_mb),748            "memory_mb",749        )750        if self.disk:751            result.merge(self.disk.check(capability.disk))752        if self.network_interface:753            result.merge(self.network_interface.check(capability.network_interface))754        result.merge(755            search_space.check_countspace(self.gpu_count, capability.gpu_count),756            "gpu_count",757        )758        if self.features:759            for feature in self.features:760                cap_feature = self._find_feature_by_type(761                    feature.type, capability.features762                )763                if cap_feature:764                    result.merge(feature.check(cap_feature))765                else:766                    result.add_reason(767                        f"no feature '{feature.type}' found in capability"768                    )769        if self.excluded_features:770            for feature in self.excluded_features:771                cap_feature = self._find_feature_by_type(772                    feature.type, capability.features773                )774                if cap_feature:775                    result.add_reason(776                        f"excluded feature '{feature.type}' found in capability"777                    )778        return result779    def expand_by_node_count(self) -> List[Any]:780        # expand node count in requirement to one,781        # so that's easy to compare equalization later.782        expanded_requirements: List[NodeSpace] = []783        node_count = search_space.generate_min_capability_countspace(784            self.node_count, self.node_count785        )786        for _ in range(node_count):787            expanded_copy = copy.copy(self)788            expanded_copy.node_count = 1789            expanded_requirements.append(expanded_copy)790        return expanded_requirements791    def has_feature(self, find_type: str) -> bool:792        result = False793        if not self.features:794            return result795        return any(feature for feature in self.features if feature.type == find_type)796    def _call_requirement_method(self, method_name: str, capability: Any) -> Any:797        assert isinstance(capability, NodeSpace), f"actual: {type(capability)}"798        # copy to duplicate extended schema799        value: NodeSpace = copy.deepcopy(self)800        if self.node_count or capability.node_count:801            if isinstance(self.node_count, int) and isinstance(802                capability.node_count, int803            ):804                # capability can have more node805                value.node_count = capability.node_count806            else:807                value.node_count = getattr(search_space, f"{method_name}_countspace")(808                    self.node_count, capability.node_count809                )810        else:811            raise LisaException("node_count cannot be zero")812        if self.core_count or capability.core_count:813            value.core_count = getattr(search_space, f"{method_name}_countspace")(814                self.core_count, capability.core_count815            )816        else:817            raise LisaException("core_count cannot be zero")818        if self.memory_mb or capability.memory_mb:819            value.memory_mb = getattr(search_space, f"{method_name}_countspace")(820                self.memory_mb, capability.memory_mb821            )822        else:823            raise LisaException("memory_mb cannot be zero")824        if self.disk or capability.disk:825            value.disk = getattr(search_space, method_name)(self.disk, capability.disk)826        if self.network_interface or capability.network_interface:827            value.network_interface = getattr(search_space, method_name)(828                self.network_interface, capability.network_interface829            )830        if self.gpu_count or capability.gpu_count:831            value.gpu_count = getattr(search_space, f"{method_name}_countspace")(832                self.gpu_count, capability.gpu_count833            )834        else:835            value.gpu_count = 0836        if (837            capability.features838            and method_name == search_space.RequirementMethod.generate_min_capability839        ):840            # The requirement features are ignored, if cap doesn't have it.841            value.features = search_space.SetSpace[FeatureSettings](is_allow_set=True)842            for original_cap_feature in capability.features:843                capability_feature = self._get_or_create_feature_settings(844                    original_cap_feature845                )846                requirement_feature = (847                    self._find_feature_by_type(capability_feature.type, self.features)848                    or capability_feature849                )850                current_feature = getattr(requirement_feature, method_name)(851                    capability_feature852                )853                value.features.add(current_feature)854        elif method_name == search_space.RequirementMethod.intersect and (855            capability.features or self.features856        ):857            # This is a hack to work with lisa_runner. The capability features858            # are joined case req and runbook req. Here just take the results859            # from capability.860            value.features = capability.features861        if (862            capability.excluded_features863            and method_name == search_space.RequirementMethod.generate_min_capability864        ):865            # TODO: the min value for excluded feature is not clear. It may need866            # to be improved with real scenarios.867            value.excluded_features = search_space.SetSpace[FeatureSettings](868                is_allow_set=True869            )870            for original_cap_feature in capability.excluded_features:871                capability_feature = self._get_or_create_feature_settings(872                    original_cap_feature873                )874                requirement_feature = (875                    self._find_feature_by_type(876                        capability_feature.type, self.excluded_features877                    )878                    or capability_feature879                )880                current_feature = getattr(requirement_feature, method_name)(881                    capability_feature882                )883                value.excluded_features.add(current_feature)884        elif method_name == search_space.RequirementMethod.intersect and (885            capability.excluded_features or self.excluded_features886        ):887            # This is a hack to work with lisa_runner. The capability features888            # are joined case req and runbook req. Here just take the results889            # from capability.890            value.excluded_features = capability.excluded_features891        return value892    def _find_feature_by_type(893        self,894        find_type: str,895        features: Optional[search_space.SetSpace[Any]],896    ) -> Optional[FeatureSettings]:897        result: Optional[FeatureSettings] = None898        if not features:899            return result900        is_found = False901        for original_feature in features.items:902            feature = self._get_or_create_feature_settings(original_feature)903            if feature.type == find_type:904                is_found = True905                break906        if is_found:907            result = feature908        return result909    def _create_feature_settings_list(910        self, features: Optional[search_space.SetSpace[Any]]911    ) -> Optional[FeaturesSpace]:912        result: Optional[FeaturesSpace] = None913        if features is None:914            return result915        result = cast(916            FeaturesSpace,917            search_space.SetSpace[FeatureSettings](is_allow_set=features.is_allow_set),918        )919        for raw_feature in features.items:920            feature = self._get_or_create_feature_settings(raw_feature)921            result.add(feature)922        return result923    def _get_or_create_feature_settings(self, feature: Any) -> FeatureSettings:...
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