statsig_rust/

statsig.rs

use crate::console_capture::console_capture_handler::ConsoleCaptureHandler;
use crate::console_capture::console_capture_instances::{
    ConsoleCaptureInstance, CONSOLE_CAPTURE_REGISTRY,
};
use crate::console_capture::console_log_line_levels::StatsigLogLineLevel;
use crate::data_store_interface::{get_data_store_key, CompressFormat, RequestPath};
use crate::evaluation::cmab_evaluator::{get_cmab_ranked_list, CMABRankedGroup};
use crate::evaluation::country_lookup::CountryLookup;
use crate::evaluation::dynamic_value::DynamicValue;
use crate::evaluation::evaluation_details::EvaluationDetails;
use crate::evaluation::evaluation_types::GateEvaluation;
use crate::evaluation::evaluator::{Evaluator, Recognition, SpecType};
use crate::evaluation::evaluator_context::{EvaluatorContext, IdListResolution};
use crate::evaluation::evaluator_result::{
    result_to_dynamic_config_eval, result_to_experiment_eval, result_to_gate_eval,
    result_to_layer_eval, EvaluatorResult,
};
use crate::evaluation::user_agent_parsing::{ParsedUserAgentValue, UserAgentParser};
use crate::event_logging::event_logger::{EventLogger, ExposureTrigger};
use crate::event_logging::event_queue::queued_config_expo::EnqueueConfigExpoOp;
use crate::event_logging::event_queue::queued_experiment_expo::EnqueueExperimentExpoOp;
use crate::event_logging::event_queue::queued_expo::EnqueueExposureOp;
use crate::event_logging::event_queue::queued_gate_expo::EnqueueGateExpoOp;
use crate::event_logging::event_queue::queued_layer_param_expo::EnqueueLayerParamExpoOp;
use crate::event_logging::event_queue::queued_passthrough::EnqueuePassthroughOp;
use crate::event_logging::statsig_event_internal::StatsigEventInternal;
use crate::event_logging_adapter::EventLoggingAdapter;
use crate::event_logging_adapter::StatsigHttpEventLoggingAdapter;
use crate::gcir::gcir_formatter::GCIRFormatter;
use crate::gcir::target_app_id_utils::select_app_id_for_gcir;
use crate::hashing::HashUtil;
use crate::initialize_evaluations_response::InitializeEvaluationsResponse;
use crate::initialize_response::InitializeResponse;
use crate::initialize_v2_response::InitializeV2Response;
use crate::interned_string::InternedString;
use crate::observability::console_capture_observer::ConsoleCaptureObserver;
use crate::observability::diagnostics_observer::DiagnosticsObserver;
use crate::observability::observability_client_adapter::{MetricType, ObservabilityEvent};
use crate::observability::ops_stats::{OpsStatsForInstance, OPS_STATS};
use crate::observability::sdk_errors_observer::{ErrorBoundaryEvent, SDKErrorsObserver};
use crate::output_logger::{initialize_output_logger, shutdown_output_logger};
use crate::persistent_storage::persistent_values_manager::PersistentValuesManager;
use crate::sdk_diagnostics::diagnostics::{ContextType, Diagnostics};
use crate::sdk_diagnostics::marker::{ActionType, KeyType, Marker};
use crate::sdk_event_emitter::SdkEventEmitter;
use crate::spec_store::{SpecStore, SpecStoreData};
use crate::specs_adapter::{StatsigCustomizedSpecsAdapter, StatsigHttpSpecsAdapter};
use crate::specs_response::param_store_types::Parameter;
use crate::specs_response::spec_types::Rule;
use crate::specs_response::specs_hash_map::SpecPointer;
use crate::statsig_err::StatsigErr;
use crate::statsig_metadata::StatsigMetadata;
use crate::statsig_options::StatsigOptions;
use crate::statsig_runtime::StatsigRuntime;
use crate::statsig_type_factories::{
    make_dynamic_config, make_experiment, make_feature_gate, make_layer,
};
use crate::statsig_types::{DynamicConfig, Experiment, FeatureGate, Layer, ParameterStore};
use crate::user::StatsigUserInternal;
use crate::{
    dyn_value, log_d, log_e, log_w, read_lock_or_else, ClientInitResponseOptions,
    GCIRResponseFormat, IdListsAdapter, InitializeDetails, ObservabilityClient,
    OpsStatsEventObserver, OverrideAdapter, SpecsAdapter, SpecsInfo, SpecsSource,
    SpecsUpdateListener, StatsigHttpIdListsAdapter, StatsigLocalOverrideAdapter, StatsigUser,
};
use crate::{
    log_error_to_statsig_and_console,
    statsig_core_api_options::{
        DynamicConfigEvaluationOptions, ExperimentEvaluationOptions, FeatureGateEvaluationOptions,
        LayerEvaluationOptions, ParameterStoreEvaluationOptions,
    },
};
use chrono::Utc;
use parking_lot::Mutex;
use serde::de::DeserializeOwned;
use serde::Serialize;
use serde_json::json;
use serde_json::Value;
use std::borrow::Cow;
use std::collections::HashMap;
use std::sync::atomic::{AtomicBool, Ordering};
use std::sync::{Arc, Weak};
use std::time::{Duration, Instant};
use tokio::time::sleep;
use tokio::try_join;

const TAG: &str = stringify!(Statsig);
const ERROR_SDK_KEY: &str = "__STATSIG_ERROR_SDK_KEY__";
const INIT_IP_TAG: &str = "INIT_COUNTRY_LOOKUP";
const INIT_UA_TAG: &str = "INIT_UA";

lazy_static::lazy_static! {
    static ref SHARED_INSTANCE: Mutex<Option<Arc<Statsig>>> = Mutex::new(None);
}

pub struct Statsig {
    pub statsig_runtime: Arc<StatsigRuntime>,
    pub options: Arc<StatsigOptions>,
    pub event_emitter: Arc<SdkEventEmitter>,

    sdk_key: String,
    event_logger: Arc<EventLogger>,
    specs_adapter: SpecsAdapterHousing,
    event_logging_adapter: Arc<dyn EventLoggingAdapter>,
    id_lists_adapter: IdListsAdapterHousing,
    override_adapter: Option<Arc<dyn OverrideAdapter>>,
    spec_store: Arc<SpecStore>,
    hashing: Arc<HashUtil>,
    statsig_environment: Option<HashMap<String, DynamicValue>>,
    fallback_environment: Mutex<Option<HashMap<String, DynamicValue>>>,
    ops_stats: Arc<OpsStatsForInstance>,
    console_capture: Arc<ConsoleCaptureInstance>,
    error_observer: Arc<dyn OpsStatsEventObserver>,
    diagnostics_observer: Arc<dyn OpsStatsEventObserver>,
    console_capture_observer: Arc<dyn OpsStatsEventObserver>,
    background_tasks_started: Arc<AtomicBool>,
    persistent_values_manager: Option<Arc<PersistentValuesManager>>,
    initialize_details: Mutex<InitializeDetails>,
}

pub struct StatsigContext {
    pub sdk_key: String,
    pub options: Arc<StatsigOptions>,
    pub local_override_adapter: Option<Arc<dyn OverrideAdapter>>,
    pub error_observer: Arc<dyn OpsStatsEventObserver>,
    pub diagnostics_observer: Arc<dyn OpsStatsEventObserver>,
    pub console_capture_observer: Arc<dyn OpsStatsEventObserver>,
    pub spec_store: Arc<SpecStore>,
    pub console_capture: Arc<ConsoleCaptureInstance>,
}

impl Drop for Statsig {
    fn drop(&mut self) {
        self.event_logger.force_shutdown();

        if let Some(adapter) = &self.id_lists_adapter.as_default_adapter {
            adapter.force_shutdown();
        }

        if let Some(adapter) = &self.specs_adapter.as_default_adapter {
            adapter.force_shutdown();
        }

        shutdown_output_logger();

        log_d!(TAG, "Statsig instance dropped");
    }
}

impl Statsig {
    pub fn new(sdk_key: &str, options: Option<Arc<StatsigOptions>>) -> Self {
        let statsig_runtime = StatsigRuntime::get_runtime();
        let options = options.map(|o| o.validate_and_fix()).unwrap_or_default();

        initialize_output_logger(
            &options.output_log_level,
            options.output_logger_provider.clone(),
        );

        let hashing = Arc::new(HashUtil::new());

        let data_store_key = get_data_store_key(
            RequestPath::RulesetsV2,
            CompressFormat::PlainText,
            sdk_key,
            &hashing,
            &options,
        );

        let specs_adapter = initialize_specs_adapter(sdk_key, &data_store_key, &options);
        let id_lists_adapter = initialize_id_lists_adapter(sdk_key, &options);
        let event_logging_adapter = initialize_event_logging_adapter(sdk_key, &options);
        let override_adapter = match options.override_adapter.as_ref() {
            Some(adapter) => Some(Arc::clone(adapter)),
            None => Some(Arc::new(StatsigLocalOverrideAdapter::new()) as Arc<dyn OverrideAdapter>),
        };

        let event_logger =
            EventLogger::new(sdk_key, &options, &event_logging_adapter, &statsig_runtime);

        let diagnostics = Arc::new(Diagnostics::new(event_logger.clone(), sdk_key));
        let diagnostics_observer: Arc<dyn OpsStatsEventObserver> =
            Arc::new(DiagnosticsObserver::new(diagnostics));
        let error_observer: Arc<dyn OpsStatsEventObserver> =
            Arc::new(SDKErrorsObserver::new(sdk_key, &options));
        let console_capture = Arc::new(ConsoleCaptureHandler::new(event_logger.clone()));
        let console_capture_observer: Arc<dyn OpsStatsEventObserver> =
            Arc::new(ConsoleCaptureObserver::new(console_capture));

        let ops_stats = setup_ops_stats(
            sdk_key,
            statsig_runtime.clone(),
            &error_observer,
            &diagnostics_observer,
            &console_capture_observer,
            &options.observability_client,
        );

        let event_emitter = Arc::new(SdkEventEmitter::default());

        let spec_store = Arc::new(SpecStore::new(
            sdk_key,
            data_store_key,
            statsig_runtime.clone(),
            event_emitter.clone(),
            Some(&options),
        ));

        let environment = options
            .environment
            .as_ref()
            .map(|env| HashMap::from([("tier".into(), dyn_value!(env.as_str()))]));

        let persistent_values_manager = options.persistent_storage.clone().map(|storage| {
            Arc::new(PersistentValuesManager {
                persistent_storage: storage,
            })
        });

        StatsigMetadata::update_service_name(options.service_name.clone());

        let console_capture =
            CONSOLE_CAPTURE_REGISTRY.get_for_instance(sdk_key, &options, &environment);

        Statsig {
            sdk_key: sdk_key.to_string(),
            options,
            hashing,
            statsig_environment: environment,
            fallback_environment: Mutex::new(None),
            override_adapter,
            spec_store,
            specs_adapter,
            event_logging_adapter,
            event_logger,
            id_lists_adapter,
            statsig_runtime,
            ops_stats,
            console_capture,
            error_observer,
            diagnostics_observer,
            console_capture_observer,
            background_tasks_started: Arc::new(AtomicBool::new(false)),
            persistent_values_manager,
            initialize_details: Mutex::new(InitializeDetails::default()),
            event_emitter,
        }
    }

    /// Initializes the Statsig client and returns an error if initialization fails.
    ///
    /// This method performs the client initialization and returns `Ok(())` if successful.
    /// If the initialization completes with failure details, it returns a [`StatsigErr`]
    /// describing the failure.
    ///
    /// For detailed information about the initialization process—regardless of success or failure—
    /// use [`initialize_with_details`] instead.
    ///
    /// # Errors
    ///
    /// Returns a [`StatsigErr`] if the client fails to initialize successfully.
    pub async fn initialize(&self) -> Result<(), StatsigErr> {
        let details = self.initialize_with_details().await?;

        if let Some(failure_details) = details.failure_details {
            Err(failure_details
                .error
                .unwrap_or(StatsigErr::InitializationError(failure_details.reason)))
        } else {
            Ok(())
        }
    }

    /// Initializes the Statsig client and returns detailed information about the process.
    ///
    /// This method returns a [`InitializeDetails`] struct, which includes metadata such as
    /// the success status, initialization source, and any failure details. Even if initialization
    /// fails, this method does not return an error; instead, the `init_success` field will be `false`
    /// and `failure_details` may be populated.
    ///
    /// # Returns
    ///
    /// Returns a [`InitializeDetails`] struct, which includes metadata such as
    /// the success status, initialization source, and any failure details.
    pub async fn initialize_with_details(&self) -> Result<InitializeDetails, StatsigErr> {
        self.ops_stats.add_marker(
            Marker::new(KeyType::Overall, ActionType::Start, None),
            Some(ContextType::Initialize),
        );

        let init_details = if let Some(timeout_ms) = self.options.init_timeout_ms {
            self.apply_timeout_to_init(timeout_ms).await
        } else {
            self.initialize_impl_with_details().await
        };
        self.log_init_details(&init_details);
        if let Ok(details) = &init_details {
            match self.initialize_details.try_lock_for(Duration::from_secs(5)) {
                Some(mut curr_init_details) => {
                    *curr_init_details = details.clone();
                }
                None => {
                    log_e!(TAG, "Failed to lock initialize_details");
                }
            }
        }
        init_details
    }

    pub fn get_initialize_details(&self) -> InitializeDetails {
        match self.initialize_details.try_lock_for(Duration::from_secs(5)) {
            Some(details) => details.clone(),
            None => InitializeDetails::from_error(
                "Failed to lock initialize_details",
                Some(StatsigErr::LockFailure(
                    "Failed to lock initialize_details".to_string(),
                )),
            ),
        }
    }

    pub fn is_initialized(&self) -> bool {
        match self.initialize_details.try_lock_for(Duration::from_secs(5)) {
            Some(details) => details.init_success,
            None => false,
        }
    }

    pub async fn shutdown(&self) -> Result<(), StatsigErr> {
        self.shutdown_with_timeout(Duration::from_secs(3)).await
    }

    pub async fn shutdown_with_timeout(&self, timeout: Duration) -> Result<(), StatsigErr> {
        log_d!(
            TAG,
            "Shutting down Statsig with timeout {}ms",
            timeout.as_millis()
        );

        let start = Instant::now();
        let shutdown_result = tokio::select! {
            () = tokio::time::sleep(timeout) => {
                log_w!(TAG, "Statsig shutdown timed out. {}", start.elapsed().as_millis());
                Err(StatsigErr::ShutdownFailure(
                    "Shutdown timed out".to_string()
                ))
            }
            sub_result = async {
                let id_list_shutdown: Pin<Box<_>> = if let Some(adapter) = &self.id_lists_adapter.inner {
                    adapter.shutdown(timeout)
                } else {
                    Box::pin(async { Ok(()) })
                };

                shutdown_output_logger();

                try_join!(
                    id_list_shutdown,
                    self.event_logger.shutdown(),
                    self.specs_adapter.inner.shutdown(timeout, &self.statsig_runtime),
                )
            } => {
                match sub_result {
                    Ok(_) => {
                        log_d!(TAG, "All Statsig tasks shutdown successfully");
                        Ok(())
                    }
                    Err(e) => {
                        log_w!(TAG, "Error during shutdown: {:?}", e);
                        Err(e)
                    }
                }
            }
        };

        self.statsig_runtime.shutdown();
        shutdown_result
    }

    pub fn get_context(&self) -> StatsigContext {
        StatsigContext {
            sdk_key: self.sdk_key.clone(),
            options: self.options.clone(),
            local_override_adapter: self.override_adapter.clone(),
            error_observer: self.error_observer.clone(),
            diagnostics_observer: self.diagnostics_observer.clone(),
            console_capture_observer: self.console_capture_observer.clone(),
            spec_store: self.spec_store.clone(),
            console_capture: self.console_capture.clone(),
        }
    }
}

// ------------------------------------------------------------------------------- [ Shared Instance ]

impl Statsig {
    pub fn shared() -> Arc<Statsig> {
        let lock = match SHARED_INSTANCE.try_lock_for(Duration::from_secs(5)) {
            Some(lock) => lock,
            None => {
                log_e!(
                    TAG,
                    "Statsig::shared() mutex error: Failed to lock SHARED_INSTANCE"
                );
                return Arc::new(Statsig::new(ERROR_SDK_KEY, None));
            }
        };

        match lock.as_ref() {
            Some(statsig) => statsig.clone(),
            None => {
                log_e!(
                    TAG,
                    "Statsig::shared() called, but no instance has been set with Statsig::new_shared(...)"
                );
                Arc::new(Statsig::new(ERROR_SDK_KEY, None))
            }
        }
    }

    pub fn new_shared(
        sdk_key: &str,
        options: Option<Arc<StatsigOptions>>,
    ) -> Result<Arc<Statsig>, StatsigErr> {
        match SHARED_INSTANCE.try_lock_for(Duration::from_secs(5)) {
            Some(mut lock) => {
                if lock.is_some() {
                    let message = "Statsig shared instance already exists. Call Statsig::remove_shared() before creating a new instance.";
                    log_e!(TAG, "{}", message);
                    return Err(StatsigErr::SharedInstanceFailure(message.to_string()));
                }

                let statsig = Arc::new(Statsig::new(sdk_key, options));
                *lock = Some(statsig.clone());
                Ok(statsig)
            }
            None => {
                let message = "Statsig::new_shared() mutex error: Failed to lock SHARED_INSTANCE";
                log_e!(TAG, "{}", message);
                Err(StatsigErr::SharedInstanceFailure(message.to_string()))
            }
        }
    }

    pub fn remove_shared() {
        match SHARED_INSTANCE.try_lock_for(Duration::from_secs(5)) {
            Some(mut lock) => {
                *lock = None;
            }
            None => {
                log_e!(
                    TAG,
                    "Statsig::remove_shared() mutex error: Failed to lock SHARED_INSTANCE"
                );
            }
        }
    }

    pub fn has_shared_instance() -> bool {
        match SHARED_INSTANCE.try_lock_for(Duration::from_secs(5)) {
            Some(lock) => lock.is_some(),
            None => false,
        }
    }
}

// ------------------------------------------------------------------------------- [ Client Init Response ]

impl Statsig {
    pub fn get_client_init_response(&self, user: &StatsigUser) -> InitializeResponse {
        self.get_client_init_response_with_options(user, &ClientInitResponseOptions::default())
    }

    pub fn get_client_init_response_with_options(
        &self,
        user: &StatsigUser,
        options: &ClientInitResponseOptions,
    ) -> InitializeResponse {
        let user_internal = self.internalize_user(user);

        let data = read_lock_or_else!(self.spec_store.data, {
            log_error_to_statsig_and_console!(
                &self.ops_stats,
                TAG,
                StatsigErr::LockFailure(
                    "Failed to acquire read lock for spec store data".to_string()
                )
            );
            return InitializeResponse::blank(user_internal);
        });

        let mut context = self.create_gcir_eval_context(&user_internal, &data, options);

        match GCIRFormatter::generate_v1_format(&mut context, options) {
            Ok(response) => response,
            Err(e) => {
                log_error_to_statsig_and_console!(
                    &self.ops_stats,
                    TAG,
                    StatsigErr::GCIRError(e.to_string())
                );
                InitializeResponse::blank(user_internal)
            }
        }
    }

    pub fn get_client_init_response_as_string(&self, user: &StatsigUser) -> String {
        serde_json::to_string(&self.get_client_init_response(user)).unwrap_or_default()
    }

    pub fn get_client_init_response_with_options_as_string(
        &self,
        user: &StatsigUser,
        options: &ClientInitResponseOptions,
    ) -> String {
        let user_internal = self.internalize_user(user);

        let data = read_lock_or_else!(self.spec_store.data, {
            log_error_to_statsig_and_console!(
                &self.ops_stats,
                TAG,
                StatsigErr::LockFailure(
                    "Failed to acquire read lock for spec store data".to_string()
                )
            );
            return String::new();
        });

        let mut context = self.create_gcir_eval_context(&user_internal, &data, options);

        match options.response_format {
            Some(GCIRResponseFormat::InitializeWithSecondaryExposureMapping) => self
                .stringify_gcir_response(
                    GCIRFormatter::generate_v2_format(&mut context, options),
                    || InitializeEvaluationsResponse::blank(user_internal),
                ),
            Some(GCIRResponseFormat::InitializeV2) => self.stringify_gcir_response(
                GCIRFormatter::generate_init_v2_format(&mut context, options),
                || InitializeV2Response::blank(user_internal),
            ),
            _ => self.stringify_gcir_response(
                GCIRFormatter::generate_v1_format(&mut context, options),
                || InitializeResponse::blank(user_internal),
            ),
        }
    }
}

// ------------------------------------------------------------------------------- [ Logging ]

impl Statsig {
    pub fn log_event(
        &self,
        user: &StatsigUser,
        event_name: &str,
        value: Option<String>,
        metadata: Option<HashMap<String, String>>,
    ) {
        let user_internal = self.internalize_user(user);

        self.event_logger.enqueue(EnqueuePassthroughOp {
            event: StatsigEventInternal::new_custom_event(
                user_internal.to_loggable(),
                event_name.to_string(),
                value.map(|v| json!(v)),
                metadata,
            ),
        });
    }

    pub fn log_event_with_number(
        &self,
        user: &StatsigUser,
        event_name: &str,
        value: Option<f64>,
        metadata: Option<HashMap<String, String>>,
    ) {
        let user_internal = self.internalize_user(user);
        self.event_logger.enqueue(EnqueuePassthroughOp {
            event: StatsigEventInternal::new_custom_event(
                user_internal.to_loggable(),
                event_name.to_string(),
                value.map(|v| json!(v)),
                metadata,
            ),
        });
    }

    pub fn log_event_with_typed_metadata(
        &self,
        user: &StatsigUser,
        event_name: &str,
        value: Option<String>,
        metadata: Option<HashMap<String, Value>>,
    ) {
        let user_internal = self.internalize_user(user);

        self.event_logger.enqueue(EnqueuePassthroughOp {
            event: StatsigEventInternal::new_custom_event_with_typed_metadata(
                user_internal.to_loggable(),
                event_name.to_string(),
                value.map(|v| json!(v)),
                metadata,
            ),
        });
    }

    pub fn log_event_with_number_and_typed_metadata(
        &self,
        user: &StatsigUser,
        event_name: &str,
        value: Option<f64>,
        metadata: Option<HashMap<String, Value>>,
    ) {
        let user_internal = self.internalize_user(user);

        self.event_logger.enqueue(EnqueuePassthroughOp {
            event: StatsigEventInternal::new_custom_event_with_typed_metadata(
                user_internal.to_loggable(),
                event_name.to_string(),
                value.map(|v| json!(v)),
                metadata,
            ),
        });
    }

    pub fn forward_log_line_event(
        &self,
        user: &StatsigUser,
        log_level: StatsigLogLineLevel,
        value: Option<String>,
        metadata: Option<HashMap<String, String>>,
    ) {
        let user_internal = self.internalize_user(user);
        self.event_logger.enqueue(EnqueuePassthroughOp {
            event: StatsigEventInternal::new_statsig_log_line_event(
                user_internal.to_loggable(),
                log_level,
                value,
                metadata,
                None,
            ),
        });
    }

    pub fn log_layer_param_exposure_with_layer_json(
        &self,
        layer_json: String,
        parameter_name: String,
    ) {
        let layer = match serde_json::from_str::<Layer>(&layer_json) {
            Ok(layer) => layer,
            Err(e) => {
                log_error_to_statsig_and_console!(
                    self.ops_stats.clone(),
                    TAG,
                    StatsigErr::ShutdownFailure(e.to_string())
                );
                return;
            }
        };

        self.log_layer_param_exposure_with_layer(layer, parameter_name);
    }

    pub fn log_layer_param_exposure_with_layer(&self, layer: Layer, parameter_name: String) {
        if layer.__disable_exposure {
            self.event_logger.increment_non_exposure_checks(&layer.name);
            return;
        }

        self.event_logger
            .enqueue(EnqueueLayerParamExpoOp::LayerOwned(
                Utc::now().timestamp_millis() as u64,
                Box::new(layer),
                parameter_name,
                ExposureTrigger::Auto,
            ));
    }

    pub async fn flush_events(&self) {
        let _ = self.event_logger.flush_all_pending_events().await;
    }
}

// ------------------------------------------------------------------------------- [ Parameter Store ]

impl Statsig {
    pub fn get_string_parameter_from_store(
        &self,
        user: &StatsigUser,
        parameter_store_name: &str,
        parameter_name: &str,
        fallback: Option<String>,
        options: Option<ParameterStoreEvaluationOptions>,
    ) -> Option<String> {
        self.get_parameter_from_store(
            user,
            parameter_store_name,
            parameter_name,
            fallback,
            options,
        )
    }

    pub fn get_boolean_parameter_from_store(
        &self,
        user: &StatsigUser,
        parameter_store_name: &str,
        parameter_name: &str,
        fallback: Option<bool>,
        options: Option<ParameterStoreEvaluationOptions>,
    ) -> Option<bool> {
        self.get_parameter_from_store(
            user,
            parameter_store_name,
            parameter_name,
            fallback,
            options,
        )
    }

    pub fn get_float_parameter_from_store(
        &self,
        user: &StatsigUser,
        parameter_store_name: &str,
        parameter_name: &str,
        fallback: Option<f64>,
        options: Option<ParameterStoreEvaluationOptions>,
    ) -> Option<f64> {
        self.get_parameter_from_store(
            user,
            parameter_store_name,
            parameter_name,
            fallback,
            options,
        )
    }

    pub fn get_integer_parameter_from_store(
        &self,
        user: &StatsigUser,
        parameter_store_name: &str,
        parameter_name: &str,
        fallback: Option<i64>,
        options: Option<ParameterStoreEvaluationOptions>,
    ) -> Option<i64> {
        self.get_parameter_from_store(
            user,
            parameter_store_name,
            parameter_name,
            fallback,
            options,
        )
    }

    pub fn get_array_parameter_from_store(
        &self,
        user: &StatsigUser,
        parameter_store_name: &str,
        parameter_name: &str,
        fallback: Option<Vec<Value>>,
        options: Option<ParameterStoreEvaluationOptions>,
    ) -> Option<Vec<Value>> {
        self.get_parameter_from_store(
            user,
            parameter_store_name,
            parameter_name,
            fallback,
            options,
        )
    }

    pub fn get_object_parameter_from_store(
        &self,
        user: &StatsigUser,
        parameter_store_name: &str,
        parameter_name: &str,
        fallback: Option<HashMap<String, Value>>,
        options: Option<ParameterStoreEvaluationOptions>,
    ) -> Option<HashMap<String, Value>> {
        self.get_parameter_from_store(
            user,
            parameter_store_name,
            parameter_name,
            fallback,
            options,
        )
    }

    pub fn get_parameter_from_store<T: DeserializeOwned>(
        &self,
        user: &StatsigUser,
        parameter_store_name: &str,
        parameter_name: &str,
        fallback: Option<T>,
        options: Option<ParameterStoreEvaluationOptions>,
    ) -> Option<T> {
        let store = self.get_parameter_store_with_user_and_options(
            Some(user),
            parameter_store_name,
            options.unwrap_or_default(),
        );
        match fallback {
            Some(fallback) => Some(store.get(user, parameter_name, fallback)),
            None => store.get_opt(user, parameter_name),
        }
    }

    pub fn get_parameter_store(&self, parameter_store_name: &str) -> ParameterStore<'_> {
        self.get_parameter_store_with_options(
            parameter_store_name,
            ParameterStoreEvaluationOptions::default(),
        )
    }

    pub fn get_parameter_store_for_user(
        &self,
        user: &StatsigUser,
        parameter_store_name: &str,
    ) -> ParameterStore<'_> {
        self.get_parameter_store_with_user_and_options(
            Some(user),
            parameter_store_name,
            ParameterStoreEvaluationOptions::default(),
        )
    }

    pub fn get_parameter_store_with_options(
        &self,
        parameter_store_name: &str,
        options: ParameterStoreEvaluationOptions,
    ) -> ParameterStore<'_> {
        self.get_parameter_store_with_user_and_options(None, parameter_store_name, options)
    }

    fn get_parameter_store_with_user_and_options(
        &self,
        user: Option<&StatsigUser>,
        parameter_store_name: &str,
        options: ParameterStoreEvaluationOptions,
    ) -> ParameterStore<'_> {
        let store_name_intern = InternedString::from_str_ref(parameter_store_name);

        self.event_logger
            .increment_non_exposure_checks(parameter_store_name);

        let data = read_lock_or_else!(self.spec_store.data, {
            log_error_to_statsig_and_console!(
                self.ops_stats.clone(),
                TAG,
                StatsigErr::LockFailure(
                    "Failed to acquire read lock for spec store data".to_string()
                )
            );
            return ParameterStore {
                name: parameter_store_name.to_string(),
                parameters: HashMap::new(),
                details: EvaluationDetails::unrecognized_no_data(),
                options,
                _statsig_ref: self,
            };
        });

        if let Some(user) = user {
            if let Some((override_result, parameters)) =
                self.get_parameter_store_override(user, parameter_store_name)
            {
                let details = EvaluationDetails::recognized_but_overridden(
                    data.values.time,
                    data.time_received_at,
                    override_result.override_reason.unwrap_or("Override"),
                    override_result.version,
                );

                return ParameterStore {
                    name: parameter_store_name.to_string(),
                    parameters,
                    details,
                    options,
                    _statsig_ref: self,
                };
            }
        }

        let stores = &data.values.param_stores;
        let store = match stores {
            Some(stores) => stores.get(&store_name_intern),
            None => {
                return ParameterStore {
                    name: parameter_store_name.to_string(),
                    parameters: HashMap::new(),
                    details: EvaluationDetails::unrecognized(
                        &data.source,
                        data.values.time,
                        data.time_received_at,
                    ),
                    options,
                    _statsig_ref: self,
                };
            }
        };
        match store {
            Some(store) => ParameterStore {
                name: parameter_store_name.to_string(),
                parameters: store.parameters.clone(),
                details: EvaluationDetails::recognized(
                    &data.source,
                    data.values.time,
                    data.time_received_at,
                    &EvaluatorResult::default(),
                ),
                options,
                _statsig_ref: self,
            },
            None => ParameterStore {
                name: parameter_store_name.to_string(),
                parameters: HashMap::new(),
                details: EvaluationDetails::unrecognized(
                    &data.source,
                    data.values.time,
                    data.time_received_at,
                ),
                options,
                _statsig_ref: self,
            },
        }
    }

    pub(crate) fn get_parameter_store_override(
        &self,
        user: &StatsigUser,
        parameter_store_name: &str,
    ) -> Option<(EvaluatorResult, HashMap<String, Parameter>)> {
        let adapter = self.override_adapter.as_ref()?;

        let mut result = EvaluatorResult::default();
        if !adapter.get_parameter_store_override(user, parameter_store_name, &mut result) {
            return None;
        }

        let mut parameters = HashMap::new();
        if let Some(json_value) = &result.json_value {
            if let Some(map) = json_value.get_json() {
                for (param_name, param_value) in map {
                    if let Ok(parameter) = serde_json::from_value::<Parameter>(param_value) {
                        parameters.insert(param_name, parameter);
                    }
                }
            }
        }

        Some((result, parameters))
    }
}

// ------------------------------------------------------------------------------- [ User Store ]

impl Statsig {
    pub fn identify(&self, user: &StatsigUser) {
        let user_internal = self.internalize_user(user);

        self.event_logger.enqueue(EnqueuePassthroughOp {
            event: StatsigEventInternal::new_custom_event(
                user_internal.to_loggable(),
                "statsig::identify".to_string(),
                None,
                None,
            ),
        });
    }
}

// ------------------------------------------------------------------------------- [ CMAB ]

impl Statsig {
    pub fn get_cmab_ranked_groups(
        &self,
        user: &StatsigUser,
        cmab_name: &str,
    ) -> Vec<CMABRankedGroup> {
        self.event_logger.increment_non_exposure_checks(cmab_name);

        let data = read_lock_or_else!(self.spec_store.data, {
            log_error_to_statsig_and_console!(
                self.ops_stats.clone(),
                TAG,
                StatsigErr::LockFailure(
                    "Failed to acquire read lock for spec store data".to_string()
                )
            );
            return vec![];
        });
        let user_internal = self.internalize_user(user);
        let mut context = self.create_standard_eval_context(
            &user_internal,
            &data,
            data.values.app_id.as_ref(),
            self.override_adapter.as_ref(),
            true,
        );
        get_cmab_ranked_list(&mut context, cmab_name)
    }

    pub fn log_cmab_exposure_for_group(
        &self,
        user: &StatsigUser,
        cmab_name: &str,
        group_id: String,
    ) {
        let user_internal = self.internalize_user(user);

        let mut experiment = self.get_experiment_impl(&user_internal, cmab_name, None);
        experiment.rule_id = group_id;

        self.event_logger.enqueue(EnqueueExperimentExpoOp {
            exposure_time: Utc::now().timestamp_millis() as u64,
            user: &user_internal,
            experiment: &experiment,
            trigger: ExposureTrigger::Manual,
        });
    }
}

// ------------------------------------------------------------------------------- [ Override ]

impl Statsig {
    pub fn override_gate(&self, gate_name: &str, value: bool, id: Option<&str>) {
        if let Some(adapter) = &self.override_adapter {
            adapter.override_gate(gate_name, value, id);
        }
    }

    pub fn override_dynamic_config(
        &self,
        config_name: &str,
        value: HashMap<String, serde_json::Value>,
        id: Option<&str>,
    ) {
        if let Some(adapter) = &self.override_adapter {
            adapter.override_dynamic_config(config_name, value, id);
        }
    }

    pub fn override_layer(
        &self,
        layer_name: &str,
        value: HashMap<String, serde_json::Value>,
        id: Option<&str>,
    ) {
        if let Some(adapter) = &self.override_adapter {
            adapter.override_layer(layer_name, value, id);
        }
    }

    pub fn override_parameter_store(
        &self,
        param_name: &str,
        value: HashMap<String, serde_json::Value>,
        id: Option<&str>,
    ) {
        if let Some(adapter) = &self.override_adapter {
            adapter.override_parameter_store(param_name, value, id);
        }
    }

    pub fn override_experiment(
        &self,
        experiment_name: &str,
        value: HashMap<String, serde_json::Value>,
        id: Option<&str>,
    ) {
        if let Some(adapter) = &self.override_adapter {
            adapter.override_experiment(experiment_name, value, id);
        }
    }

    pub fn override_experiment_by_group_name(
        &self,
        experiment_name: &str,
        group_name: &str,
        id: Option<&str>,
    ) {
        if let Some(adapter) = &self.override_adapter {
            adapter.override_experiment_by_group_name(experiment_name, group_name, id);
        }
    }

    pub fn remove_gate_override(&self, gate_name: &str, id: Option<&str>) {
        if let Some(adapter) = &self.override_adapter {
            adapter.remove_gate_override(gate_name, id);
        }
    }

    pub fn remove_dynamic_config_override(&self, config_name: &str, id: Option<&str>) {
        if let Some(adapter) = &self.override_adapter {
            adapter.remove_dynamic_config_override(config_name, id);
        }
    }

    pub fn remove_experiment_override(&self, experiment_name: &str, id: Option<&str>) {
        if let Some(adapter) = &self.override_adapter {
            adapter.remove_experiment_override(experiment_name, id);
        }
    }

    pub fn remove_layer_override(&self, layer_name: &str, id: Option<&str>) {
        if let Some(adapter) = &self.override_adapter {
            adapter.remove_layer_override(layer_name, id);
        }
    }

    pub fn remove_parameter_store_override(&self, parameter_store_name: &str, id: Option<&str>) {
        if let Some(adapter) = &self.override_adapter {
            adapter.remove_parameter_store_override(parameter_store_name, id);
        }
    }

    pub fn remove_all_overrides(&self) {
        if let Some(adapter) = &self.override_adapter {
            adapter.remove_all_overrides();
        }
    }
}

// ------------------------------------------------------------------------------- [ Debugging ]

impl Statsig {
    pub fn get_feature_gate_list(&self) -> Vec<String> {
        self.spec_store
            .unperformant_keys_entity_filter("feature_gates", "feature_gate")
    }

    pub fn get_dynamic_config_list(&self) -> Vec<String> {
        self.spec_store
            .unperformant_keys_entity_filter("dynamic_configs", "dynamic_config")
    }

    pub fn get_experiment_list(&self) -> Vec<String> {
        self.spec_store
            .unperformant_keys_entity_filter("dynamic_configs", "experiment")
    }

    pub fn get_autotune_list(&self) -> Vec<String> {
        self.spec_store
            .unperformant_keys_entity_filter("dynamic_configs", "autotune")
    }

    pub fn get_parameter_store_list(&self) -> Vec<String> {
        self.spec_store
            .unperformant_keys_entity_filter("param_stores", "*")
    }

    pub fn get_layer_list(&self) -> Vec<String> {
        self.spec_store
            .unperformant_keys_entity_filter("layer_configs", "*")
    }

    pub fn __get_parsed_user_agent_value(
        &self,
        user: &StatsigUser,
    ) -> Option<ParsedUserAgentValue> {
        UserAgentParser::get_parsed_user_agent_value_for_user(user, &self.options)
    }
}

// ------------------------------------------------------------------------------- [ Feature Gate ]

impl Statsig {
    pub fn check_gate(&self, user: &StatsigUser, gate_name: &str) -> bool {
        self.check_gate_with_options(user, gate_name, FeatureGateEvaluationOptions::default())
    }

    pub fn check_gate_with_options(
        &self,
        user: &StatsigUser,
        gate_name: &str,
        options: FeatureGateEvaluationOptions,
    ) -> bool {
        let user_internal = self.internalize_user(user);
        let disable_exposure_logging = options.disable_exposure_logging;
        let (details, evaluation) = self.get_gate_evaluation(
            &user_internal,
            gate_name,
            Some(options.disable_exposure_logging),
        );

        let value = evaluation.as_ref().map(|e| e.value).unwrap_or_default();
        let rule_id = evaluation
            .as_ref()
            .map(|e| e.base.rule_id.clone())
            .unwrap_or_default();

        if disable_exposure_logging {
            log_d!(TAG, "Exposure logging is disabled for gate {}", gate_name);
            self.event_logger.increment_non_exposure_checks(gate_name);
        } else {
            self.event_logger.enqueue(EnqueueGateExpoOp {
                exposure_time: Utc::now().timestamp_millis() as u64,
                user: &user_internal,
                queried_gate_name: gate_name,
                evaluation: evaluation.map(Cow::Owned),
                details: details.clone(),
                trigger: ExposureTrigger::Auto,
            });
        }

        self.emit_gate_evaluated(gate_name, rule_id.as_str(), value, &details.reason);

        value
    }

    pub fn get_feature_gate(&self, user: &StatsigUser, gate_name: &str) -> FeatureGate {
        self.get_feature_gate_with_options(user, gate_name, FeatureGateEvaluationOptions::default())
    }

    pub fn get_feature_gate_with_options(
        &self,
        user: &StatsigUser,
        gate_name: &str,
        options: FeatureGateEvaluationOptions,
    ) -> FeatureGate {
        let user_internal = self.internalize_user(user);
        let disable_exposure_logging = options.disable_exposure_logging;
        let (details, evaluation) = self.get_gate_evaluation(
            &user_internal,
            gate_name,
            Some(options.disable_exposure_logging),
        );

        if disable_exposure_logging {
            log_d!(TAG, "Exposure logging is disabled for gate {}", gate_name);
            self.event_logger.increment_non_exposure_checks(gate_name);
        } else {
            self.event_logger.enqueue(EnqueueGateExpoOp {
                exposure_time: Utc::now().timestamp_millis() as u64,
                user: &user_internal,
                queried_gate_name: gate_name,
                evaluation: evaluation.as_ref().map(Cow::Borrowed),
                details: details.clone(),
                trigger: ExposureTrigger::Auto,
            });
        }

        let gate = make_feature_gate(gate_name, evaluation, details);
        self.emit_gate_evaluated(gate_name, &gate.rule_id, gate.value, &gate.details.reason);
        gate
    }

    pub fn manually_log_gate_exposure(&self, user: &StatsigUser, gate_name: &str) {
        let interned_gate_name = InternedString::from_str_ref(gate_name);
        let user_internal = self.internalize_user(user);

        let (details, evaluation) =
            self.evaluate_spec_raw(&user_internal, gate_name, &SpecType::Gate, None);

        self.event_logger.enqueue(EnqueueExposureOp::gate_exposure(
            &user_internal,
            &interned_gate_name,
            ExposureTrigger::Manual,
            details,
            evaluation,
        ));
    }

    pub fn get_fields_needed_for_gate(&self, gate_name: &str) -> Vec<String> {
        self.spec_store
            .get_fields_used_for_entity(gate_name, SpecType::Gate)
    }
}

// ------------------------------------------------------------------------------- [ Dynamic Config ]

impl Statsig {
    pub fn get_dynamic_config(
        &self,
        user: &StatsigUser,
        dynamic_config_name: &str,
    ) -> DynamicConfig {
        self.get_dynamic_config_with_options(
            user,
            dynamic_config_name,
            DynamicConfigEvaluationOptions::default(),
        )
    }

    pub fn get_dynamic_config_with_options(
        &self,
        user: &StatsigUser,
        dynamic_config_name: &str,
        options: DynamicConfigEvaluationOptions,
    ) -> DynamicConfig {
        let user_internal = self.internalize_user(user);
        let disable_exposure_logging = options.disable_exposure_logging;
        let dynamic_config = self.get_dynamic_config_impl(
            &user_internal,
            dynamic_config_name,
            Some(options.disable_exposure_logging),
        );

        if disable_exposure_logging {
            log_d!(
                TAG,
                "Exposure logging is disabled for Dynamic Config {}",
                dynamic_config_name
            );
            self.event_logger
                .increment_non_exposure_checks(dynamic_config_name);
        } else {
            self.event_logger.enqueue(EnqueueConfigExpoOp {
                exposure_time: Utc::now().timestamp_millis() as u64,
                user: &user_internal,
                config: &dynamic_config,
                trigger: ExposureTrigger::Auto,
            });
        }

        self.emit_dynamic_config_evaluated(&dynamic_config);

        dynamic_config
    }

    pub fn manually_log_dynamic_config_exposure(
        &self,
        user: &StatsigUser,
        dynamic_config_name: &str,
    ) {
        let interned_dynamic_config_name = InternedString::from_str_ref(dynamic_config_name);
        let user_internal = self.internalize_user(user);

        let (details, evaluation) = self.evaluate_spec_raw(
            &user_internal,
            dynamic_config_name,
            &SpecType::DynamicConfig,
            None,
        );

        self.event_logger
            .enqueue(EnqueueExposureOp::dynamic_config_exposure(
                &user_internal,
                &interned_dynamic_config_name,
                ExposureTrigger::Manual,
                details,
                evaluation,
            ));
    }

    pub fn get_fields_needed_for_dynamic_config(&self, config_name: &str) -> Vec<String> {
        self.spec_store
            .get_fields_used_for_entity(config_name, SpecType::DynamicConfig)
    }
}

// ------------------------------------------------------------------------------- [ Experiment ]

impl Statsig {
    pub fn get_experiment(&self, user: &StatsigUser, experiment_name: &str) -> Experiment {
        self.get_experiment_with_options(
            user,
            experiment_name,
            ExperimentEvaluationOptions::default(),
        )
    }

    pub fn get_experiment_with_options(
        &self,
        user: &StatsigUser,
        experiment_name: &str,
        options: ExperimentEvaluationOptions,
    ) -> Experiment {
        let user_internal = self.internalize_user(user);
        let disable_exposure_logging = options.disable_exposure_logging;
        let mut experiment = self.get_experiment_impl(
            &user_internal,
            experiment_name,
            Some(options.disable_exposure_logging),
        );

        experiment = PersistentValuesManager::try_apply_sticky_value_to_experiment(
            &self.persistent_values_manager,
            &user_internal,
            &options,
            experiment,
        );

        if disable_exposure_logging {
            log_d!(
                TAG,
                "Exposure logging is disabled for experiment {}",
                experiment_name
            );
            self.event_logger
                .increment_non_exposure_checks(experiment_name);
        } else {
            self.event_logger.enqueue(EnqueueExperimentExpoOp {
                exposure_time: Utc::now().timestamp_millis() as u64,
                user: &user_internal,
                experiment: &experiment,
                trigger: ExposureTrigger::Auto,
            });
        }

        self.emit_experiment_evaluated(&experiment);

        experiment
    }

    pub fn manually_log_experiment_exposure(&self, user: &StatsigUser, experiment_name: &str) {
        let interned_experiment_name = InternedString::from_str_ref(experiment_name);
        let user_internal = self.internalize_user(user);
        let (details, evaluation) =
            self.evaluate_spec_raw(&user_internal, experiment_name, &SpecType::Experiment, None);

        self.event_logger
            .enqueue(EnqueueExposureOp::experiment_exposure(
                &user_internal,
                &interned_experiment_name,
                ExposureTrigger::Manual,
                details,
                evaluation,
            ));
    }

    pub fn get_fields_needed_for_experiment(&self, experiment_name: &str) -> Vec<String> {
        self.spec_store
            .get_fields_used_for_entity(experiment_name, SpecType::Experiment)
    }

    pub fn get_experiment_by_group_name(
        &self,
        experiment_name: &str,
        group_name: &str,
    ) -> Experiment {
        self.get_experiment_by_group_name_impl(
            experiment_name,
            group_name,
            |spec_pointer, rule, details| {
                if let (Some(spec_pointer), Some(rule)) = (spec_pointer, rule) {
                    let value = rule.return_value.get_json().unwrap_or_default();
                    let rule_id = String::from(rule.id.as_str());
                    let id_type = rule.id_type.value.unperformant_to_string();
                    let group_name = rule.group_name.as_ref().map(|g| g.unperformant_to_string());

                    return Experiment {
                        name: experiment_name.to_string(),
                        value,
                        rule_id,
                        id_type,
                        group_name,
                        details,
                        is_experiment_active: spec_pointer.as_spec_ref().is_active.unwrap_or(false),
                        __evaluation: None,
                    };
                }

                make_experiment(experiment_name, None, details)
            },
        )
    }

    pub fn get_experiment_by_group_id_advanced(
        &self,
        experiment_name: &str,
        group_id: &str,
    ) -> Experiment {
        self.get_experiment_by_group_id_advanced_impl(
            experiment_name,
            group_id,
            |spec_pointer, rule, details| {
                if let (Some(spec_pointer), Some(rule)) = (spec_pointer, rule) {
                    let value = rule.return_value.get_json().unwrap_or_default();
                    let rule_id = String::from(rule.id.as_str());
                    let id_type = rule.id_type.value.unperformant_to_string();
                    let group_name = rule.group_name.as_ref().map(|g| g.unperformant_to_string());

                    return Experiment {
                        name: experiment_name.to_string(),
                        value,
                        rule_id,
                        id_type,
                        group_name,
                        details,
                        is_experiment_active: spec_pointer.as_spec_ref().is_active.unwrap_or(false),
                        __evaluation: None,
                    };
                }

                make_experiment(experiment_name, None, details)
            },
        )
    }

    fn get_experiment_by_group_name_impl<T>(
        &self,
        experiment_name: &str,
        group_name: &str,
        result_factory: impl FnOnce(Option<&SpecPointer>, Option<&Rule>, EvaluationDetails) -> T,
    ) -> T {
        self.get_experiment_by_rule_match_impl(
            experiment_name,
            |rule| rule.group_name.as_deref() == Some(group_name),
            result_factory,
        )
    }

    fn get_experiment_by_group_id_advanced_impl<T>(
        &self,
        experiment_name: &str,
        rule_id: &str,
        result_factory: impl FnOnce(Option<&SpecPointer>, Option<&Rule>, EvaluationDetails) -> T,
    ) -> T {
        self.get_experiment_by_rule_match_impl(
            experiment_name,
            |rule| rule.id.as_str() == rule_id,
            result_factory,
        )
    }

    fn get_experiment_by_rule_match_impl<T, P>(
        &self,
        experiment_name: &str,
        rule_predicate: P,
        result_factory: impl FnOnce(Option<&SpecPointer>, Option<&Rule>, EvaluationDetails) -> T,
    ) -> T
    where
        P: Fn(&Rule) -> bool,
    {
        let data = read_lock_or_else!(self.spec_store.data, {
            log_error_to_statsig_and_console!(
                self.ops_stats.clone(),
                TAG,
                StatsigErr::LockFailure(
                    "Failed to acquire read lock for spec store data".to_string()
                )
            );
            return result_factory(
                None,
                None,
                EvaluationDetails::error("Failed to acquire read lock for spec store data"),
            );
        });

        let experiment_name = InternedString::from_str_ref(experiment_name);
        let experiment = data.values.dynamic_configs.get(&experiment_name);

        let Some(exp) = experiment else {
            return result_factory(
                None,
                None,
                EvaluationDetails::unrecognized(
                    &data.source,
                    data.values.time,
                    data.time_received_at,
                ),
            );
        };

        if let Some(rule) = exp
            .as_spec_ref()
            .rules
            .iter()
            .find(|rule| rule_predicate(rule))
        {
            return result_factory(
                Some(exp),
                Some(rule),
                EvaluationDetails::recognized_without_eval_result(
                    &data.source,
                    data.values.time,
                    data.time_received_at,
                ),
            );
        }

        result_factory(
            None,
            None,
            EvaluationDetails::unrecognized(&data.source, data.values.time, data.time_received_at),
        )
    }
}

// ------------------------------------------------------------------------------- [ Layer ]

impl Statsig {
    pub fn get_layer(&self, user: &StatsigUser, layer_name: &str) -> Layer {
        self.get_layer_with_options(user, layer_name, LayerEvaluationOptions::default())
    }

    pub fn get_layer_with_options(
        &self,
        user: &StatsigUser,
        layer_name: &str,
        options: LayerEvaluationOptions,
    ) -> Layer {
        let user_internal = self.internalize_user(user);
        self.get_layer_impl(user_internal, layer_name, options)
    }

    pub fn manually_log_layer_parameter_exposure(
        &self,
        user: &StatsigUser,
        layer_name: &str,
        parameter_name: String,
    ) {
        let interned_layer_name = InternedString::from_str_ref(layer_name);
        let interned_parameter_name = InternedString::from_string(parameter_name);
        let user_internal = self.internalize_user(user);
        let (details, evaluation) =
            self.evaluate_spec_raw(&user_internal, layer_name, &SpecType::Layer, None);

        self.event_logger
            .enqueue(EnqueueExposureOp::layer_param_exposure(
                &user_internal,
                &interned_layer_name,
                interned_parameter_name,
                ExposureTrigger::Manual,
                details,
                evaluation,
            ));
    }

    pub fn get_fields_needed_for_layer(&self, layer_name: &str) -> Vec<String> {
        self.spec_store
            .get_fields_used_for_entity(layer_name, SpecType::Layer)
    }
}

// ------------------------------------------------------------------------------- [ Feat: ffi-support ]

#[cfg(feature = "ffi-support")]
impl Statsig {
    pub fn get_raw_feature_gate_with_options(
        &self,
        user: &StatsigUser,
        gate_name: &str,
        options: FeatureGateEvaluationOptions,
    ) -> String {
        use crate::evaluation::evaluator_result::result_to_gate_raw;

        let interned_gate_name = InternedString::from_str_ref(gate_name);
        let user_internal = self.internalize_user(user);

        let (details, evaluation) =
            self.evaluate_spec_raw(&user_internal, gate_name, &SpecType::Gate, None);

        let raw = result_to_gate_raw(gate_name, &details, evaluation.as_ref());

        self.emit_gate_evaluated_parts(gate_name, details.reason.as_str(), evaluation.as_ref());

        if options.disable_exposure_logging {
            log_d!(TAG, "Exposure logging is disabled for gate {}", gate_name);
            self.event_logger.increment_non_exposure_checks(gate_name);
        } else {
            self.event_logger.enqueue(EnqueueExposureOp::gate_exposure(
                &user_internal,
                &interned_gate_name,
                ExposureTrigger::Auto,
                details,
                evaluation,
            ));
        }

        raw
    }

    pub fn get_raw_dynamic_config_with_options(
        &self,
        user: &StatsigUser,
        dynamic_config_name: &str,
        options: DynamicConfigEvaluationOptions,
    ) -> String {
        use crate::evaluation::evaluator_result::result_to_dynamic_config_raw;

        let interned_dynamic_config_name = InternedString::from_str_ref(dynamic_config_name);
        let user_internal = self.internalize_user(user);
        let disable_exposure_logging: bool = options.disable_exposure_logging;

        let (details, evaluation) = self.evaluate_spec_raw(
            &user_internal,
            dynamic_config_name,
            &SpecType::DynamicConfig,
            Some(disable_exposure_logging),
        );

        let raw = result_to_dynamic_config_raw(dynamic_config_name, &details, evaluation.as_ref());

        self.emit_dynamic_config_evaluated_parts(
            dynamic_config_name,
            details.reason.as_str(),
            evaluation.as_ref(),
        );

        if disable_exposure_logging {
            log_d!(
                TAG,
                "Exposure logging is disabled for Dynamic Config {}",
                dynamic_config_name
            );
            self.event_logger
                .increment_non_exposure_checks(dynamic_config_name);
        } else {
            self.event_logger
                .enqueue(EnqueueExposureOp::dynamic_config_exposure(
                    &user_internal,
                    &interned_dynamic_config_name,
                    ExposureTrigger::Auto,
                    details,
                    evaluation,
                ));
        }

        raw
    }

    pub fn get_raw_experiment_by_group_name(
        &self,
        experiment_name: &str,
        group_name: &str,
    ) -> String {
        use crate::evaluation::evaluator_result::rule_to_experiment_raw;

        self.get_experiment_by_group_name_impl(
            experiment_name,
            group_name,
            |spec_pointer, rule, details| {
                rule_to_experiment_raw(experiment_name, spec_pointer, rule, details)
            },
        )
    }

    pub fn get_raw_experiment_with_options(
        &self,
        user: &StatsigUser,
        experiment_name: &str,
        options: ExperimentEvaluationOptions,
    ) -> String {
        use crate::evaluation::evaluator_result::result_to_experiment_raw;

        let interned_experiment_name = InternedString::from_str_ref(experiment_name);
        let user_internal = self.internalize_user(user);
        let disable_exposure_logging: bool = options.disable_exposure_logging;

        let (details, result) = self.evaluate_spec_raw(
            &user_internal,
            experiment_name,
            &SpecType::Experiment,
            Some(disable_exposure_logging),
        );

        let (result, details) = PersistentValuesManager::try_apply_sticky_value_to_raw_experiment(
            &self.persistent_values_manager,
            &user_internal,
            &options,
            details,
            result,
        );

        let raw = result_to_experiment_raw(experiment_name, &details, result.as_ref());

        self.emit_experiment_evaluated_parts(
            experiment_name,
            details.reason.as_str(),
            result.as_ref(),
        );

        if disable_exposure_logging {
            log_d!(
                TAG,
                "Exposure logging is disabled for Experiment {}",
                experiment_name
            );
            self.event_logger
                .increment_non_exposure_checks(experiment_name);
        } else {
            self.event_logger
                .enqueue(EnqueueExposureOp::dynamic_config_exposure(
                    &user_internal,
                    &interned_experiment_name,
                    ExposureTrigger::Auto,
                    details,
                    result,
                ));
        }

        raw
    }

    pub fn get_raw_layer_with_options(
        &self,
        user: &StatsigUser,
        layer_name: &str,
        options: LayerEvaluationOptions,
    ) -> String {
        use crate::evaluation::evaluator_result::result_to_layer_raw;

        let user_internal = self.internalize_user(user);
        let disable_exposure_logging: bool = options.disable_exposure_logging;

        let (details, result) = self.evaluate_spec_raw(
            &user_internal,
            layer_name,
            &SpecType::Layer,
            Some(disable_exposure_logging),
        );

        let (result, details) = PersistentValuesManager::try_apply_sticky_value_to_raw_layer(
            &self.persistent_values_manager,
            &user_internal,
            &options,
            &self.spec_store,
            &self.ops_stats,
            details,
            result,
        );

        let raw = result_to_layer_raw(
            &user_internal,
            layer_name,
            options,
            &details,
            result.as_ref(),
        );

        self.emit_layer_evaluated_parts(layer_name, details.reason.as_str(), result.as_ref());

        if disable_exposure_logging {
            log_d!(TAG, "Exposure logging is disabled for Layer {}", layer_name);
            self.event_logger.increment_non_exposure_checks(layer_name);
        }

        raw
    }

    pub fn log_layer_param_exposure_from_raw(&self, raw: String, param_name: String) {
        use crate::statsig_types_raw::PartialLayerRaw;

        let partial_raw = match serde_json::from_str::<PartialLayerRaw>(&raw) {
            Ok(partial_raw) => partial_raw,
            Err(e) => {
                log_e!(TAG, "Failed to parse partial layer raw: {}", e);
                return;
            }
        };

        if partial_raw.disable_exposure {
            self.event_logger
                .increment_non_exposure_checks(&partial_raw.name);
            return;
        }

        let interned_parameter_name = InternedString::from_string(param_name);

        self.event_logger
            .enqueue(EnqueueExposureOp::layer_param_exposure_from_partial_raw(
                interned_parameter_name,
                ExposureTrigger::Auto,
                partial_raw,
            ));
    }
}

// ------------------------------------------------------------------------------- [ Internal ]

impl Statsig {
    pub(crate) fn get_from_statsig_env(&self, key: &str) -> Option<DynamicValue> {
        if let Some(env) = &self.statsig_environment {
            return env.get(key).cloned();
        }

        if let Some(fallback_env) = self
            .fallback_environment
            .try_lock_for(Duration::from_secs(5))
        {
            if let Some(env) = &*fallback_env {
                return env.get(key).cloned();
            }
        }

        None
    }

    pub(crate) fn get_value_from_global_custom_fields(&self, key: &str) -> Option<&DynamicValue> {
        if let Some(env) = &self.options.global_custom_fields {
            return env.get(key);
        }

        None
    }

    pub(crate) fn use_global_custom_fields<T>(
        &self,
        f: impl FnOnce(Option<&HashMap<String, DynamicValue>>) -> T,
    ) -> T {
        f(self.options.global_custom_fields.as_ref())
    }

    pub(crate) fn use_statsig_env<T>(
        &self,
        f: impl FnOnce(Option<&HashMap<String, DynamicValue>>) -> T,
    ) -> T {
        if let Some(env) = &self.statsig_environment {
            return f(Some(env));
        }

        if let Some(fallback_env) = self
            .fallback_environment
            .try_lock_for(Duration::from_secs(5))
        {
            if let Some(env) = &*fallback_env {
                return f(Some(env));
            }
        }

        f(None)
    }
}

// ------------------------------------------------------------------------------- [ Private ]

impl Statsig {
    async fn start_background_tasks(
        statsig_runtime: Arc<StatsigRuntime>,
        id_lists_adapter: Option<Arc<dyn IdListsAdapter>>,
        specs_adapter: Arc<dyn SpecsAdapter>,
        ops_stats: Arc<OpsStatsForInstance>,
        bg_tasks_started: Arc<AtomicBool>,
    ) -> bool {
        if bg_tasks_started.load(Ordering::SeqCst) {
            return true;
        }

        let mut success = true;

        if let Some(adapter) = &id_lists_adapter {
            if let Err(e) = adapter
                .clone()
                .schedule_background_sync(&statsig_runtime)
                .await
            {
                success = false;
                log_w!(TAG, "Failed to schedule idlist background job {}", e);
            }
        }

        if let Err(e) = specs_adapter
            .clone()
            .schedule_background_sync(&statsig_runtime)
            .await
        {
            success = false;
            log_error_to_statsig_and_console!(
                ops_stats,
                TAG,
                StatsigErr::SpecsAdapterSkipPoll(format!(
                    "Failed to schedule specs adapter background job: {e}"
                ))
            );
        }

        bg_tasks_started.store(true, Ordering::SeqCst);

        success
    }

    async fn apply_timeout_to_init(
        &self,
        timeout_ms: u64,
    ) -> Result<InitializeDetails, StatsigErr> {
        let timeout = Duration::from_millis(timeout_ms);

        let init_future = self.initialize_impl_with_details();
        let timeout_future = sleep(timeout);

        let statsig_runtime = self.statsig_runtime.clone();
        let id_lists_adapter = self.id_lists_adapter.inner.clone();
        let specs_adapter = self.specs_adapter.inner.clone();
        let ops_stats = self.ops_stats.clone();
        let background_tasks_started = self.background_tasks_started.clone();
        // Create another clone specifically for the closure
        let statsig_runtime_for_closure = statsig_runtime.clone();

        tokio::select! {
            result = init_future => {
                result
            },
            _ = timeout_future => {
                statsig_runtime.spawn(
                    "start_background_tasks",
                    |_shutdown_notify| async move {
                        Self::start_background_tasks(
                            statsig_runtime_for_closure,
                            id_lists_adapter,
                            specs_adapter,
                            ops_stats,
                            background_tasks_started,
                        ).await;
                    }
                )?;
                Ok(InitializeDetails::from_timeout_failure(timeout_ms))
            },
        }
    }

    async fn initialize_impl_with_details(&self) -> Result<InitializeDetails, StatsigErr> {
        let start_time = Instant::now();
        self.spec_store.set_source(SpecsSource::Loading);
        self.specs_adapter.inner.initialize(self.spec_store.clone());
        let use_third_party_ua_parser = self.should_user_third_party_parser();

        let mut error_message = None;
        let mut id_list_ready = None;

        let init_country_lookup = if !self.options.disable_country_lookup.unwrap_or_default() {
            Some(self.statsig_runtime.spawn(INIT_IP_TAG, |_| async {
                CountryLookup::load_country_lookup();
            }))
        } else {
            None
        };

        let init_ua = if use_third_party_ua_parser {
            Some(self.statsig_runtime.spawn(INIT_UA_TAG, |_| async {
                UserAgentParser::load_parser();
            }))
        } else {
            None
        };

        let init_res = match self
            .specs_adapter
            .inner
            .clone()
            .start(&self.statsig_runtime)
            .await
        {
            Ok(()) => Ok(()),
            Err(e) => {
                self.spec_store.set_source(SpecsSource::NoValues);
                error_message = Some(format!("Failed to start specs adapter: {e}"));
                Err(e)
            }
        };

        if let Some(adapter) = &self.id_lists_adapter.inner {
            match adapter
                .clone()
                .start(&self.statsig_runtime, self.spec_store.clone())
                .await
            {
                Ok(()) => {
                    id_list_ready = Some(true);
                }
                Err(e) => {
                    id_list_ready = Some(false);
                    error_message.get_or_insert_with(|| format!("Failed to sync ID lists: {e}"));
                }
            }
        }

        if let Err(e) = self
            .event_logging_adapter
            .clone()
            .start(&self.statsig_runtime)
            .await
        {
            log_error_to_statsig_and_console!(
                self.ops_stats.clone(),
                TAG,
                StatsigErr::UnstartedAdapter(format!("Failed to start event logging adapter: {e}"))
            );
        }

        let spec_info = self.spec_store.get_current_specs_info();
        let duration = start_time.elapsed().as_millis() as u64;

        self.set_default_environment_from_server();

        if self.options.wait_for_country_lookup_init.unwrap_or(false) {
            match init_country_lookup {
                Some(Ok(task_id)) => {
                    let _ = self
                        .statsig_runtime
                        .await_join_handle(INIT_IP_TAG, &task_id)
                        .await;
                }
                Some(Err(e)) => {
                    log_error_to_statsig_and_console!(
                        self.ops_stats.clone(),
                        TAG,
                        StatsigErr::UnstartedAdapter(format!(
                            "Failed to spawn country lookup task: {e}"
                        ))
                    );
                }
                _ => {}
            }
        }
        if self.options.wait_for_user_agent_init.unwrap_or(false) {
            match init_ua {
                Some(Ok(task_id)) => {
                    let _ = self
                        .statsig_runtime
                        .await_join_handle(INIT_UA_TAG, &task_id)
                        .await;
                }
                Some(Err(e)) => {
                    log_error_to_statsig_and_console!(
                        self.ops_stats.clone(),
                        TAG,
                        StatsigErr::UnstartedAdapter(format!(
                            "Failed to spawn user agent parser task: {e}"
                        ))
                    );
                }
                _ => {}
            }
        }

        let error = init_res.clone().err();

        let success = Self::start_background_tasks(
            self.statsig_runtime.clone(),
            self.id_lists_adapter.inner.clone(),
            self.specs_adapter.inner.clone(),
            self.ops_stats.clone(),
            self.background_tasks_started.clone(),
        )
        .await;

        Ok(InitializeDetails::new(
            success,
            duration,
            spec_info,
            id_list_ready,
            error,
        ))
    }

    fn log_init_details(&self, init_details: &Result<InitializeDetails, StatsigErr>) {
        match init_details {
            Ok(details) => {
                self.log_init_finish(
                    details.init_success,
                    &None,
                    &details.duration_ms,
                    &self.spec_store.get_current_specs_info(),
                );
                if let Some(failure) = &details.failure_details {
                    log_error_to_statsig_and_console!(
                        self.ops_stats,
                        TAG,
                        StatsigErr::InitializationError(failure.reason.clone())
                    );
                }
            }
            Err(err) => {
                // we store errors on init details so we should never return error and thus do not need to log
                log_w!(TAG, "Initialization error: {:?}", err);
            }
        }
    }

    fn create_standard_eval_context<'a>(
        &'a self,
        user_internal: &'a StatsigUserInternal,
        data: &'a SpecStoreData,
        app_id: Option<&'a DynamicValue>,
        override_adapter: Option<&'a Arc<dyn OverrideAdapter>>,
        disable_exposure_logging: bool,
    ) -> EvaluatorContext<'a> {
        EvaluatorContext::new(
            user_internal,
            &data.values,
            IdListResolution::MapLookup(&data.id_lists),
            &self.hashing,
            app_id,
            override_adapter,
            self.should_user_third_party_parser(),
            Some(self),
            disable_exposure_logging,
        )
    }

    fn create_gcir_eval_context<'a>(
        &'a self,
        user_internal: &'a StatsigUserInternal,
        data: &'a SpecStoreData,
        options: &'a ClientInitResponseOptions,
    ) -> EvaluatorContext<'a> {
        let app_id = select_app_id_for_gcir(options, &data.values, &self.hashing);
        let override_adapter = match options.include_local_overrides {
            Some(true) => self.override_adapter.as_ref(),
            _ => None,
        };

        EvaluatorContext::new(
            user_internal,
            &data.values,
            IdListResolution::MapLookup(&data.id_lists),
            &self.hashing,
            app_id,
            override_adapter,
            self.should_user_third_party_parser(),
            None,
            true,
        )
    }

    fn evaluate_spec_raw(
        &self,
        user_internal: &StatsigUserInternal,
        spec_name: &str,
        spec_type: &SpecType,
        disable_exposure_logging: Option<bool>,
    ) -> (EvaluationDetails, Option<EvaluatorResult>) {
        let data = read_lock_or_else!(self.spec_store.data, {
            log_error_to_statsig_and_console!(
                &self.ops_stats,
                TAG,
                StatsigErr::LockFailure(
                    "Failed to acquire read lock for spec store data".to_string()
                )
            );
            return (EvaluationDetails::unrecognized_no_data(), None);
        });

        let mut context = self.create_standard_eval_context(
            user_internal,
            &data,
            data.values.app_id.as_ref(),
            self.override_adapter.as_ref(),
            disable_exposure_logging.unwrap_or(false),
        );

        match Self::evaluate_with_details(&mut context, &data, spec_name, spec_type) {
            Ok(eval_details) => (eval_details, Some(context.result)),
            Err(e) => {
                log_error_to_statsig_and_console!(
                    &self.ops_stats,
                    TAG,
                    StatsigErr::EvaluationError(e.to_string())
                );
                (EvaluationDetails::error(&e.to_string()), None)
            }
        }
    }

    #[allow(clippy::too_many_arguments)]
    fn evaluate_spec<T>(
        &self,
        user_internal: &StatsigUserInternal,
        spec_name: &str,
        make_empty_result: impl FnOnce(EvaluationDetails) -> T,
        make_result: impl FnOnce(EvaluatorResult, EvaluationDetails) -> T,
        spec_type: &SpecType,
        disable_exposure_logging: Option<bool>,
    ) -> T {
        let data = read_lock_or_else!(self.spec_store.data, {
            log_error_to_statsig_and_console!(
                &self.ops_stats,
                TAG,
                StatsigErr::LockFailure(
                    "Failed to acquire read lock for spec store data".to_string()
                )
            );
            return make_empty_result(EvaluationDetails::unrecognized_no_data());
        });

        let mut context = self.create_standard_eval_context(
            user_internal,
            &data,
            data.values.app_id.as_ref(),
            self.override_adapter.as_ref(),
            disable_exposure_logging.unwrap_or(false),
        );

        match Self::evaluate_with_details(&mut context, &data, spec_name, spec_type) {
            Ok(eval_details) => make_result(context.result, eval_details),
            Err(e) => {
                log_error_to_statsig_and_console!(
                    &self.ops_stats,
                    TAG,
                    StatsigErr::EvaluationError(e.to_string())
                );
                make_empty_result(EvaluationDetails::error(&e.to_string()))
            }
        }
    }

    fn evaluate_with_details(
        ctx: &mut EvaluatorContext,
        spec_store_data: &SpecStoreData,
        spec_name: &str,
        spec_type: &SpecType,
    ) -> Result<EvaluationDetails, StatsigErr> {
        let recognition = Evaluator::evaluate(ctx, spec_name, spec_type)?;

        if recognition == Recognition::Unrecognized {
            return Ok(EvaluationDetails::unrecognized(
                &spec_store_data.source,
                spec_store_data.values.time,
                spec_store_data.time_received_at,
            ));
        }

        if let Some(reason) = ctx.result.override_reason {
            return Ok(EvaluationDetails::recognized_but_overridden(
                spec_store_data.values.time,
                spec_store_data.time_received_at,
                reason,
                ctx.result.version,
            ));
        }

        Ok(EvaluationDetails::recognized(
            &spec_store_data.source,
            spec_store_data.values.time,
            spec_store_data.time_received_at,
            &ctx.result,
        ))
    }

    fn stringify_gcir_response<T: Serialize>(
        &self,
        input: Result<T, StatsigErr>,
        fallback: impl FnOnce() -> T,
    ) -> String {
        match input {
            Ok(value) => serde_json::to_string(&value).unwrap_or_default(),
            Err(e) => {
                log_error_to_statsig_and_console!(
                    &self.ops_stats,
                    TAG,
                    StatsigErr::GCIRError(e.to_string())
                );
                serde_json::to_string(&fallback()).unwrap_or_default()
            }
        }
    }

    fn get_gate_evaluation(
        &self,
        user_internal: &StatsigUserInternal,
        gate_name: &str,
        disable_exposure_logging: Option<bool>,
    ) -> (EvaluationDetails, Option<GateEvaluation>) {
        self.evaluate_spec(
            user_internal,
            gate_name,
            |eval_details| (eval_details, None),
            |mut result, eval_details| {
                let evaluation = result_to_gate_eval(gate_name, &mut result);
                (eval_details, Some(evaluation))
            },
            &SpecType::Gate,
            disable_exposure_logging,
        )
    }

    fn get_dynamic_config_impl(
        &self,
        user_internal: &StatsigUserInternal,
        config_name: &str,
        disable_exposure_logging: Option<bool>,
    ) -> DynamicConfig {
        self.evaluate_spec(
            user_internal,
            config_name,
            |eval_details| make_dynamic_config(config_name, None, eval_details),
            |mut result, eval_details| {
                let evaluation = result_to_dynamic_config_eval(config_name, &mut result);
                make_dynamic_config(config_name, Some(evaluation), eval_details)
            },
            &SpecType::DynamicConfig,
            disable_exposure_logging,
        )
    }

    fn get_experiment_impl(
        &self,
        user_internal: &StatsigUserInternal,
        experiment_name: &str,
        disable_exposure_logging: Option<bool>,
    ) -> Experiment {
        self.evaluate_spec(
            user_internal,
            experiment_name,
            |eval_details| make_experiment(experiment_name, None, eval_details),
            |mut result, eval_details| {
                let evaluation = result_to_experiment_eval(experiment_name, None, &mut result);
                make_experiment(experiment_name, Some(evaluation), eval_details)
            },
            &SpecType::Experiment,
            disable_exposure_logging,
        )
    }

    fn get_layer_impl(
        &self,
        user_internal: StatsigUserInternal,
        layer_name: &str,
        evaluation_options: LayerEvaluationOptions,
    ) -> Layer {
        let disable_exposure_logging = evaluation_options.disable_exposure_logging;

        if disable_exposure_logging {
            self.event_logger.increment_non_exposure_checks(layer_name);
        }

        let mut layer = self.evaluate_spec(
            &user_internal,
            layer_name,
            |eval_details| {
                make_layer(
                    user_internal.to_loggable(),
                    layer_name,
                    None,
                    eval_details,
                    None,
                    disable_exposure_logging,
                )
            },
            |mut result, eval_details| {
                let evaluation = result_to_layer_eval(layer_name, &mut result);
                let event_logger_ptr = Arc::downgrade(&self.event_logger);

                make_layer(
                    user_internal.to_loggable(),
                    layer_name,
                    Some(evaluation),
                    eval_details,
                    Some(event_logger_ptr),
                    disable_exposure_logging,
                )
            },
            &SpecType::Layer,
            Some(evaluation_options.disable_exposure_logging),
        );

        layer = PersistentValuesManager::try_apply_sticky_value_to_layer(
            &self.persistent_values_manager,
            &user_internal,
            &evaluation_options,
            &self.spec_store,
            &self.ops_stats,
            layer,
        );

        self.emit_layer_evaluated(&layer);

        layer
    }

    fn internalize_user<'s, 'u>(&'s self, user: &'u StatsigUser) -> StatsigUserInternal<'s, 'u> {
        StatsigUserInternal::new(user, Some(self))
    }

    fn set_default_environment_from_server(&self) {
        let data = read_lock_or_else!(self.spec_store.data, {
            return;
        });

        if let Some(default_env) = data.values.default_environment.as_ref() {
            let env_map = HashMap::from([("tier".to_string(), dyn_value!(default_env.as_str()))]);

            match self
                .fallback_environment
                .try_lock_for(Duration::from_secs(5))
            {
                Some(mut fallback_env) => {
                    *fallback_env = Some(env_map);
                }
                None => {
                    log_e!(TAG, "Failed to lock fallback_environment");
                }
            }
        }
    }

    fn log_init_finish(
        &self,
        success: bool,
        error_message: &Option<String>,
        duration_ms: &u64,
        specs_info: &SpecsInfo,
    ) {
        let is_store_populated = specs_info.source != SpecsSource::NoValues;
        let source_str = specs_info.source.to_string();

        let event = ObservabilityEvent::new_event(
            MetricType::Dist,
            "initialization".to_string(),
            *duration_ms as f64,
            Some(HashMap::from([
                ("success".to_owned(), success.to_string()),
                ("source".to_owned(), source_str.clone()),
                ("store_populated".to_owned(), is_store_populated.to_string()),
                (
                    "spec_source_api".to_owned(),
                    specs_info.source_api.clone().unwrap_or_default(),
                ),
            ])),
        );

        self.ops_stats.log(event);
        self.ops_stats.add_marker(
            {
                let marker = Marker::new(KeyType::Overall, ActionType::End, None)
                    .with_is_success(success)
                    .with_config_spec_ready(specs_info.source != SpecsSource::NoValues)
                    .with_source(source_str);

                if let Some(msg) = &error_message {
                    marker.with_message(msg.to_string())
                } else {
                    marker
                }
            },
            Some(ContextType::Initialize),
        );
        self.ops_stats
            .enqueue_diagnostics_event(None, Some(ContextType::Initialize));
    }

    fn should_user_third_party_parser(&self) -> bool {
        self.options.use_third_party_ua_parser.unwrap_or(false)
    }
}

fn initialize_event_logging_adapter(
    sdk_key: &str,
    options: &StatsigOptions,
) -> Arc<dyn EventLoggingAdapter> {
    options
        .event_logging_adapter
        .clone()
        .unwrap_or_else(|| Arc::new(StatsigHttpEventLoggingAdapter::new(sdk_key, Some(options))))
}

fn initialize_specs_adapter(
    sdk_key: &str,
    data_store_key: &str,
    options: &StatsigOptions,
) -> SpecsAdapterHousing {
    if let Some(adapter) = options.specs_adapter.clone() {
        log_d!(TAG, "Using provided SpecsAdapter: {}", sdk_key);
        return SpecsAdapterHousing {
            inner: adapter,
            as_default_adapter: None,
        };
    }

    if let Some(adapter_config) = options.spec_adapters_config.clone() {
        let adapter = Arc::new(StatsigCustomizedSpecsAdapter::new_from_config(
            sdk_key,
            data_store_key,
            adapter_config,
            options,
        ));

        return SpecsAdapterHousing {
            inner: adapter,
            as_default_adapter: None,
        };
    }

    if let Some(data_store) = options.data_store.clone() {
        let adapter = Arc::new(StatsigCustomizedSpecsAdapter::new_from_data_store(
            sdk_key,
            data_store_key,
            data_store,
            options,
        ));

        return SpecsAdapterHousing {
            inner: adapter,
            as_default_adapter: None,
        };
    }

    let adapter = Arc::new(StatsigHttpSpecsAdapter::new(sdk_key, Some(options), None));

    SpecsAdapterHousing {
        inner: adapter.clone(),
        as_default_adapter: Some(adapter),
    }
}

fn initialize_id_lists_adapter(sdk_key: &str, options: &StatsigOptions) -> IdListsAdapterHousing {
    if let Some(id_lists_adapter) = options.id_lists_adapter.clone() {
        return IdListsAdapterHousing {
            inner: Some(id_lists_adapter),
            as_default_adapter: None,
        };
    }

    if options.enable_id_lists.unwrap_or(false) {
        let adapter = Arc::new(StatsigHttpIdListsAdapter::new(sdk_key, options));

        return IdListsAdapterHousing {
            inner: Some(adapter.clone()),
            as_default_adapter: Some(adapter),
        };
    }

    IdListsAdapterHousing {
        inner: None,
        as_default_adapter: None,
    }
}

struct IdListsAdapterHousing {
    inner: Option<Arc<dyn IdListsAdapter>>,
    as_default_adapter: Option<Arc<StatsigHttpIdListsAdapter>>,
}

struct SpecsAdapterHousing {
    inner: Arc<dyn SpecsAdapter>,
    as_default_adapter: Option<Arc<StatsigHttpSpecsAdapter>>,
}

fn setup_ops_stats(
    sdk_key: &str,
    statsig_runtime: Arc<StatsigRuntime>,
    error_observer: &Arc<dyn OpsStatsEventObserver>,
    diagnostics_observer: &Arc<dyn OpsStatsEventObserver>,
    console_capture_observer: &Arc<dyn OpsStatsEventObserver>,
    external_observer: &Option<Weak<dyn ObservabilityClient>>,
) -> Arc<OpsStatsForInstance> {
    let ops_stat = OPS_STATS.get_for_instance(sdk_key);
    ops_stat.subscribe(statsig_runtime.clone(), Arc::downgrade(error_observer));
    ops_stat.subscribe(
        statsig_runtime.clone(),
        Arc::downgrade(diagnostics_observer),
    );
    ops_stat.subscribe(
        statsig_runtime.clone(),
        Arc::downgrade(console_capture_observer),
    );
    if let Some(ob_client) = external_observer {
        if let Some(client) = ob_client.upgrade() {
            client.init();
            let as_observer = client.to_ops_stats_event_observer();
            ops_stat.subscribe(statsig_runtime, Arc::downgrade(&as_observer));
        }
    }

    ops_stat
}