From 0871cea40611ae856e09339b26a63b598808be9a Mon Sep 17 00:00:00 2001 From: Ssebv Date: Mon, 10 Aug 2026 22:20:48 -0400 Subject: [PATCH 1/6] feat(core): experiment specs and the statistics that judge them MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit An experiment binds a flag to a conversion metric; assignment reuses the engine's deterministic bucketing, so the new module is pure data and pure math. Results carry a 95% Wilson interval per variant — chosen over the normal approximation because early experiments live exactly where that one misbehaves — and a pooled two-proportion z-test against the control, with the normal CDF via Abramowitz & Stegun 7.1.26 rather than a statistics dependency. Snapshots gain a default-empty `experiments` list holding the running ones, their versions folded into the snapshot version so starting or stopping an experiment is a visible change. Co-Authored-By: Claude Fable 5 --- crates/core/src/experiment.rs | 323 ++++++++++++++++++++++++++++++++++ crates/core/src/lib.rs | 4 + crates/core/src/snapshot.rs | 52 +++++- 3 files changed, 376 insertions(+), 3 deletions(-) create mode 100644 crates/core/src/experiment.rs diff --git a/crates/core/src/experiment.rs b/crates/core/src/experiment.rs new file mode 100644 index 0000000..25c5754 --- /dev/null +++ b/crates/core/src/experiment.rs @@ -0,0 +1,323 @@ +//! Experiments: measuring what a flag's variants do to a metric. +//! +//! An experiment binds a flag to a conversion metric. Assignment reuses the +//! engine's deterministic bucketing — the same hash that makes a rollout sticky +//! makes an experiment's cohorts stable — so this module only has to describe +//! experiments and judge their numbers. Both halves are pure: the spec is data, +//! and the statistics are functions from counts to conclusions, testable +//! without a database or a clock. + +use serde::{Deserialize, Serialize}; + +/// Confidence level used for intervals and the significance threshold, as the +/// conventional two-sided 95 %. +pub const ALPHA: f64 = 0.05; + +/// z-score for a two-sided 95 % interval. +const Z_95: f64 = 1.959_963_984_540_054; + +/// The part of an experiment an SDK needs: enough to attribute events, nothing +/// it could misuse. Travels in the environment snapshot while the experiment is +/// running. +#[derive(Debug, Clone, PartialEq, Serialize, Deserialize)] +#[cfg_attr(feature = "openapi", derive(utoipa::ToSchema))] +pub struct ExperimentSpec { + pub key: String, + /// The flag whose variants are being compared. + pub flag_key: String, + /// Conversion events with this metric key count toward the experiment. + pub metric_key: String, + /// The baseline variant every other variant is compared against. + pub control_variant: String, + /// Monotonic counter bumped on every write, folded into the snapshot + /// version so starting or stopping an experiment is a visible change. + #[serde(default)] + pub version: i64, +} + +/// Raw tallies for one variant, as stored: exposures are evaluations of the +/// flag while the experiment ran, conversions are tracked metric events. +#[derive(Debug, Clone, PartialEq, Eq, Serialize, Deserialize)] +#[cfg_attr(feature = "openapi", derive(utoipa::ToSchema))] +pub struct VariantCounts { + pub variant: String, + pub exposures: u64, + pub conversions: u64, +} + +/// A 95 % Wilson score interval around a conversion rate. +/// +/// Wilson rather than the normal approximation because experiments spend their +/// early life exactly where the normal interval misbehaves: small samples and +/// rates near zero, where it happily reports negative lower bounds. +#[derive(Debug, Clone, Copy, PartialEq, Serialize, Deserialize)] +#[cfg_attr(feature = "openapi", derive(utoipa::ToSchema))] +pub struct ConfidenceInterval { + pub low: f64, + pub high: f64, +} + +/// A variant measured against the control. +#[derive(Debug, Clone, Copy, PartialEq, Serialize, Deserialize)] +#[cfg_attr(feature = "openapi", derive(utoipa::ToSchema))] +pub struct Comparison { + /// Absolute difference in conversion rate, variant minus control. + pub lift: f64, + /// Two-proportion z statistic, pooled variance. + pub z: f64, + /// Two-sided p-value for "the rates are equal". + pub p_value: f64, + /// Whether `p_value` clears [`ALPHA`]. Stored rather than recomputed so a + /// reader of the wire format sees the verdict next to the evidence. + pub significant: bool, +} + +/// Everything the dashboard shows about one variant. +#[derive(Debug, Clone, PartialEq, Serialize, Deserialize)] +#[cfg_attr(feature = "openapi", derive(utoipa::ToSchema))] +pub struct VariantResult { + pub variant: String, + pub exposures: u64, + pub conversions: u64, + /// Conversion rate, absent until the variant has an exposure. Conversions + /// beyond the exposure count — possible when a metric is tracked for a + /// context that never evaluated the flag — are clamped here but reported + /// raw above, so the mismatch is visible instead of laundered. + pub rate: Option, + pub interval: Option, + /// Absent for the control itself and while either side has no exposures. + pub vs_control: Option, +} + +/// Judges every variant's counts against the control's. +/// +/// Variants come back in input order. A control that is missing from `counts` +/// (or has no exposures yet) yields results with every comparison absent — +/// the numbers still render, the verdicts wait for data. +pub fn results(control_variant: &str, counts: &[VariantCounts]) -> Vec { + let control = counts.iter().find(|c| c.variant == control_variant).and_then(observed); + + counts + .iter() + .map(|c| { + let own = observed(c); + let vs_control = match (own, control) { + // Comparing the control to itself would report certainty about + // nothing, so it gets no comparison rather than a perfect one. + _ if c.variant == control_variant => None, + (Some(own), Some(control)) => two_proportion_z(own, control), + _ => None, + }; + + VariantResult { + variant: c.variant.clone(), + exposures: c.exposures, + conversions: c.conversions, + rate: own.map(|(x, n)| x / n), + interval: own.map(|(x, n)| wilson(x / n, n)), + vs_control, + } + }) + .collect() +} + +/// Clamped (conversions, exposures) as floats, or `None` without exposures. +fn observed(c: &VariantCounts) -> Option<(f64, f64)> { + (c.exposures > 0).then(|| (c.conversions.min(c.exposures) as f64, c.exposures as f64)) +} + +/// 95 % Wilson score interval for `rate` observed over `n` trials. +fn wilson(rate: f64, n: f64) -> ConfidenceInterval { + let z2 = Z_95 * Z_95; + let denominator = 1.0 + z2 / n; + let center = (rate + z2 / (2.0 * n)) / denominator; + let half_width = (Z_95 / denominator) * (rate * (1.0 - rate) / n + z2 / (4.0 * n * n)).sqrt(); + + // The clamps also absorb float rounding at the boundaries: at an observed + // rate of exactly 1 the algebra gives `high = 1` but the arithmetic can + // land one ulp below, and an interval excluding its own point estimate is + // a downstream rendering bug waiting to happen. + ConfidenceInterval { + low: (center - half_width).clamp(0.0, rate), + high: (center + half_width).clamp(rate, 1.0), + } +} + +/// Pooled two-proportion z-test of `(x, n)` against the control's `(x, n)`. +/// +/// Returns `None` when the pooled rate is 0 or 1 — the standard error is zero +/// there, and with no observed variance the test has nothing to say. +fn two_proportion_z(own: (f64, f64), control: (f64, f64)) -> Option { + let (x1, n1) = own; + let (x2, n2) = control; + + let pooled = (x1 + x2) / (n1 + n2); + let variance = pooled * (1.0 - pooled) * (1.0 / n1 + 1.0 / n2); + if variance <= 0.0 { + return None; + } + + let lift = x1 / n1 - x2 / n2; + let z = lift / variance.sqrt(); + let p_value = 2.0 * (1.0 - phi(z.abs())); + + Some(Comparison { lift, z, p_value, significant: p_value < ALPHA }) +} + +/// Standard normal CDF. +fn phi(x: f64) -> f64 { + 0.5 * (1.0 + erf(x / std::f64::consts::SQRT_2)) +} + +/// Error function via Abramowitz & Stegun 7.1.26. +/// +/// Hand-rolled on purpose: the alternative is a statistics crate an order of +/// magnitude larger than this module, and the approximation's maximum absolute +/// error (1.5 × 10⁻⁷) is noise four decimal places below any p-value cutoff a +/// dashboard reader would act on. +fn erf(x: f64) -> f64 { + let sign = if x < 0.0 { -1.0 } else { 1.0 }; + let x = x.abs(); + + let t = 1.0 / (1.0 + 0.327_591_1 * x); + let polynomial = t + * (0.254_829_592 + + t * (-0.284_496_736 + + t * (1.421_413_741 + t * (-1.453_152_027 + t * 1.061_405_429)))); + + sign * (1.0 - polynomial * (-x * x).exp()) +} + +#[cfg(test)] +mod tests { + use super::*; + + fn counts(variant: &str, exposures: u64, conversions: u64) -> VariantCounts { + VariantCounts { variant: variant.into(), exposures, conversions } + } + + #[test] + fn the_spec_wire_format_is_stable() { + let spec = ExperimentSpec { + key: "checkout-cta".into(), + flag_key: "checkout.v2".into(), + metric_key: "checkout.completed".into(), + control_variant: "off".into(), + version: 3, + }; + let json = serde_json::to_string(&spec).unwrap(); + assert_eq!( + json, + r#"{"key":"checkout-cta","flag_key":"checkout.v2","metric_key":"checkout.completed","control_variant":"off","version":3}"# + ); + // And a payload from before `version` existed still deserializes. + let old = r#"{"key":"k","flag_key":"f","metric_key":"m","control_variant":"off"}"#; + assert_eq!(serde_json::from_str::(old).unwrap().version, 0); + } + + #[test] + fn erf_matches_published_values() { + // Abramowitz & Stegun table values; the approximation is good to 1.5e-7. + for (x, expected) in [(0.5, 0.520_499_878), (1.0, 0.842_700_793), (2.0, 0.995_322_265)] { + assert!((erf(x) - expected).abs() < 1e-6, "erf({x}) = {}", erf(x)); + assert!((erf(-x) + expected).abs() < 1e-6, "erf must be odd"); + } + } + + #[test] + fn a_real_difference_is_called_significant() { + // 10 % vs 15 % over a thousand exposures each: z ≈ 3.38, p ≈ 0.0007. + let out = results("control", &[counts("control", 1000, 100), counts("treat", 1000, 150)]); + + let treat = &out[1]; + let cmp = treat.vs_control.unwrap(); + assert!((cmp.lift - 0.05).abs() < 1e-12); + assert!((3.3..3.5).contains(&cmp.z), "z = {}", cmp.z); + assert!(cmp.p_value < 0.001); + assert!(cmp.significant); + } + + #[test] + fn identical_rates_are_not_significant() { + let out = results("a", &[counts("a", 500, 50), counts("b", 500, 50)]); + let cmp = out[1].vs_control.unwrap(); + assert_eq!(cmp.lift, 0.0); + // Tolerance bounded by the erf approximation's error, not by ulps. + assert!((cmp.p_value - 1.0).abs() < 1e-6); + assert!(!cmp.significant); + } + + #[test] + fn the_comparison_is_antisymmetric() { + let a = counts("a", 800, 120); + let b = counts("b", 900, 90); + let ab = results("b", &[a.clone(), b.clone()])[0].vs_control.unwrap(); + let ba = results("a", &[a, b])[1].vs_control.unwrap(); + + assert!((ab.z + ba.z).abs() < 1e-12); + assert!((ab.p_value - ba.p_value).abs() < 1e-12); + } + + #[test] + fn the_control_gets_numbers_but_no_verdict_about_itself() { + let out = results("control", &[counts("control", 100, 30)]); + assert_eq!(out[0].rate, Some(0.3)); + assert!(out[0].interval.is_some()); + assert!(out[0].vs_control.is_none()); + } + + #[test] + fn without_exposures_everything_waits_for_data() { + let out = results("control", &[counts("control", 0, 0), counts("treat", 50, 5)]); + + assert_eq!(out[0].rate, None); + assert_eq!(out[0].interval, None); + // The treatment has data, but there is nothing to compare against. + assert_eq!(out[1].rate, Some(0.1)); + assert!(out[1].vs_control.is_none()); + } + + #[test] + fn a_missing_control_disables_comparisons_not_results() { + let out = results("ghost", &[counts("treat", 50, 5)]); + assert_eq!(out[0].rate, Some(0.1)); + assert!(out[0].vs_control.is_none()); + } + + #[test] + fn excess_conversions_are_reported_raw_but_clamped_in_the_rate() { + // Trackable without evaluating: a conversion can outnumber exposures. + let out = results("c", &[counts("c", 10, 25)]); + assert_eq!(out[0].conversions, 25, "the raw count must stay visible"); + assert_eq!(out[0].rate, Some(1.0)); + let interval = out[0].interval.unwrap(); + assert!(interval.high <= 1.0); + } + + #[test] + fn wilson_intervals_stay_inside_the_unit_range_and_cover_the_rate() { + for (n, x) in [(1_u64, 0_u64), (1, 1), (10, 0), (10, 10), (20, 1), (1000, 500)] { + let out = results("only", &[counts("only", n, x)]); + let rate = out[0].rate.unwrap(); + let interval = out[0].interval.unwrap(); + assert!( + (0.0..=1.0).contains(&interval.low) && (0.0..=1.0).contains(&interval.high), + "n={n} x={x}: {interval:?}" + ); + assert!( + interval.low <= rate && rate <= interval.high, + "n={n} x={x}: {rate} outside {interval:?}" + ); + } + } + + #[test] + fn all_or_nothing_pooled_rates_yield_no_verdict() { + // Nobody converted anywhere: zero variance, so no test. + let out = results("a", &[counts("a", 100, 0), counts("b", 100, 0)]); + assert!(out[1].vs_control.is_none()); + // Everybody converted everywhere: same. + let out = results("a", &[counts("a", 100, 100), counts("b", 100, 100)]); + assert!(out[1].vs_control.is_none()); + } +} diff --git a/crates/core/src/lib.rs b/crates/core/src/lib.rs index da372b1..7e67809 100644 --- a/crates/core/src/lib.rs +++ b/crates/core/src/lib.rs @@ -38,6 +38,7 @@ pub mod bucket; pub mod context; pub mod engine; +pub mod experiment; pub mod flag; pub mod matcher; pub mod segment; @@ -48,6 +49,9 @@ pub mod value; pub use bucket::{bucket, pick_weighted}; pub use context::EvaluationContext; pub use engine::{Evaluation, EvaluationEnv, Reason, evaluate}; +pub use experiment::{ + Comparison, ConfidenceInterval, ExperimentSpec, VariantCounts, VariantResult, results, +}; pub use flag::{ Condition, Distribution, Flag, Operator, Rule, TOTAL_WEIGHT, Variant, WeightedVariant, }; diff --git a/crates/core/src/snapshot.rs b/crates/core/src/snapshot.rs index 8cf7f6f..d999a3a 100644 --- a/crates/core/src/snapshot.rs +++ b/crates/core/src/snapshot.rs @@ -14,6 +14,7 @@ use uuid::Uuid; use crate::context::EvaluationContext; use crate::engine::{Evaluation, EvaluationEnv, evaluate}; +use crate::experiment::ExperimentSpec; use crate::flag::Flag; use crate::segment::{Segment, SegmentSet}; use crate::value::VariantValue; @@ -34,9 +35,16 @@ pub struct EnvironmentSnapshot { /// holding flags but no segments would quietly stop matching. #[serde(default)] pub segments: SegmentSet, - /// Highest `version` across flags *and* segments, used as an ETag-style - /// cache token. Segments count because editing one changes what every flag - /// referencing it serves, without touching any flag's own version. + /// The experiments currently running, so an SDK can attribute exposures + /// and conversions locally. Only running ones travel: a draft is not yet + /// measuring and a stopped one must stop counting everywhere at once. + #[serde(default)] + pub experiments: Vec, + /// Highest `version` across flags, segments *and* running experiments, + /// used as an ETag-style cache token. Segments count because editing one + /// changes what every flag referencing it serves, without touching any + /// flag's own version; experiments count because starting or stopping one + /// changes what SDKs should record. pub version: i64, pub generated_at: DateTime, } @@ -66,11 +74,21 @@ impl EnvironmentSnapshot { salt: salt.into(), flags, segments, + experiments: Vec::new(), version, generated_at, } } + /// Attaches the running experiments, folding their versions into the + /// snapshot's so starting or stopping one is a visible change. + pub fn with_experiments(mut self, experiments: Vec) -> Self { + self.version = + experiments.iter().map(|e| e.version).chain([self.version]).max().unwrap_or(0); + self.experiments = experiments; + self + } + pub fn get(&self, flag_key: &str) -> Option<&Flag> { self.flags.get(flag_key) } @@ -204,6 +222,34 @@ mod tests { assert!(!snap.evaluate("f", &free, VariantValue::Bool(false)).is_on()); } + /// Starting an experiment must move the snapshot version for the same + /// reason a segment edit does: SDK behaviour changes without any flag + /// having been written. + #[test] + fn version_covers_running_experiments_too() { + use crate::experiment::ExperimentSpec; + + let snap = + snapshot(vec![Flag { version: 3, ..Flag::boolean("a") }]).with_experiments(vec![ + ExperimentSpec { + key: "exp".into(), + flag_key: "a".into(), + metric_key: "converted".into(), + control_variant: "off".into(), + version: 8, + }, + ]); + assert_eq!(snap.version, 8); + assert_eq!(snap.experiments.len(), 1); + + // And a snapshot serialized before experiments existed still loads. + let old = r#"{"environment_id":"00000000-0000-0000-0000-000000000000", + "environment_key":"production","flags":{},"version":1, + "generated_at":"2026-01-01T00:00:00Z"}"#; + let parsed: EnvironmentSnapshot = serde_json::from_str(old).unwrap(); + assert!(parsed.experiments.is_empty()); + } + #[test] fn the_salt_never_leaks_into_serialized_output() { let snap = From 668de95a12b890cc21a9c3a52c59c09d51c12a69 Mon Sep 17 00:00:00 2001 From: Ssebv Date: Mon, 10 Aug 2026 22:26:54 -0400 Subject: [PATCH 2/6] feat(storage): experiments and their pre-aggregated counters MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Two tables. `experiments` holds the definition — flag, metric, control variant — with a one-way draft/running/stopped lifecycle: a stopped experiment cannot restart, because reopening a measurement window would average two populations into an answer about neither. `experiment_counters` holds hourly (variant, kind) tallies incremented in place, so the table is bounded by hours times variants rather than by traffic, and carries no notify trigger — a cache invalidation per ingest would be a storm. Ingest collapses a batch into cells first (Postgres refuses ON CONFLICT touching a row twice in one statement) and joins on running experiments, so deltas straddling a stop are dropped as routine traffic rather than punished as errors. Deleting a flag is refused while experiments reference it, same contract as segments, with a RESTRICT foreign key as the backstop. Running experiments now travel in the snapshot. Co-Authored-By: Claude Fable 5 --- ...c4d8a83721fcffbea9413dee28811f4a2331f.json | 208 +++++++++ ...47444a1c4a24b5fa85f40caca1d298564ca4a.json | 209 +++++++++ ...266d5b8a83aebc0fe9b811fa094a9ca15eaa3.json | 40 ++ ...e796d194b242d29ac80e1830c4e2f63130b15.json | 19 + ...1fa0118c5d7e59d9940649f58cdf6c45994b4.json | 17 + ...ad5b0ec3f32c1f778a50e64e4aff14c0faee7.json | 76 ++++ ...98eef210809b7685d0fb919ee4e53bf3ff612.json | 18 + ...1a86677d7658ac26f35c419adcd05aa59dade.json | 15 + ...d972f79c0099909b44d62c8c8d2aa426fdd55.json | 47 ++ ...5b31276318a9f3fc1b775db436d9f3addb498.json | 20 + crates/api/src/error.rs | 3 + crates/storage/src/error.rs | 7 + crates/storage/src/experiments.rs | 428 ++++++++++++++++++ crates/storage/src/flags.rs | 16 + crates/storage/src/lib.rs | 1 + crates/storage/src/models.rs | 99 ++++ crates/storage/src/snapshot.rs | 12 +- migrations/20260101000004_experiments.sql | 77 ++++ 18 files changed, 1308 insertions(+), 4 deletions(-) create mode 100644 .sqlx/query-2cb997fda736985f573a6b111a7c4d8a83721fcffbea9413dee28811f4a2331f.json create mode 100644 .sqlx/query-3908cb7a1dcd376eb4283f3699447444a1c4a24b5fa85f40caca1d298564ca4a.json create mode 100644 .sqlx/query-5b52511dc9c9ada9929695c740c266d5b8a83aebc0fe9b811fa094a9ca15eaa3.json create mode 100644 .sqlx/query-6e36655558ad952fd32f0a01377e796d194b242d29ac80e1830c4e2f63130b15.json create mode 100644 .sqlx/query-76a0e1755c781035f94285930971fa0118c5d7e59d9940649f58cdf6c45994b4.json create mode 100644 .sqlx/query-9e218bf152147e7eae2d95e2142ad5b0ec3f32c1f778a50e64e4aff14c0faee7.json create mode 100644 .sqlx/query-d31c599c72dfff0d28e5acfed7e98eef210809b7685d0fb919ee4e53bf3ff612.json create mode 100644 .sqlx/query-d49eb59f5bdcfe4f76c25585d851a86677d7658ac26f35c419adcd05aa59dade.json create mode 100644 .sqlx/query-dca96744ac7bbc0236cdf49f9cbd972f79c0099909b44d62c8c8d2aa426fdd55.json create mode 100644 .sqlx/query-e2c1f7002e0a5112e3b57b18ced5b31276318a9f3fc1b775db436d9f3addb498.json create mode 100644 crates/storage/src/experiments.rs create mode 100644 migrations/20260101000004_experiments.sql diff --git a/.sqlx/query-2cb997fda736985f573a6b111a7c4d8a83721fcffbea9413dee28811f4a2331f.json b/.sqlx/query-2cb997fda736985f573a6b111a7c4d8a83721fcffbea9413dee28811f4a2331f.json new file mode 100644 index 0000000..d32e40d --- /dev/null +++ b/.sqlx/query-2cb997fda736985f573a6b111a7c4d8a83721fcffbea9413dee28811f4a2331f.json @@ -0,0 +1,208 @@ +{ + "db_name": "PostgreSQL", + "query": "\n SELECT e.id, e.environment_id, e.flag_id, f.key AS flag_key, f.variants,\n e.key, e.name, e.description, e.metric_key, e.control_variant,\n e.state, e.started_at, e.stopped_at, e.version, e.created_at, e.updated_at\n FROM experiments e\n JOIN flags f ON f.id = e.flag_id\n WHERE e.environment_id = $1 ORDER BY e.key", + "describe": { + "columns": [ + { + "ordinal": 0, + "name": "id", + "type_info": "Uuid", + "origin": { + "Table": { + "table": "experiments", + "name": "id" + } + } + }, + { + "ordinal": 1, + "name": "environment_id", + "type_info": "Uuid", + "origin": { + "Table": { + "table": "experiments", + "name": "environment_id" + } + } + }, + { + "ordinal": 2, + "name": "flag_id", + "type_info": "Uuid", + "origin": { + "Table": { + "table": "experiments", + "name": "flag_id" + } + } + }, + { + "ordinal": 3, + "name": "flag_key", + "type_info": "Text", + "origin": { + "Table": { + "table": "flags", + "name": "key" + } + } + }, + { + "ordinal": 4, + "name": "variants", + "type_info": "Jsonb", + "origin": { + "Table": { + "table": "flags", + "name": "variants" + } + } + }, + { + "ordinal": 5, + "name": "key", + "type_info": "Text", + "origin": { + "Table": { + "table": "experiments", + "name": "key" + } + } + }, + { + "ordinal": 6, + "name": "name", + "type_info": "Text", + "origin": { + "Table": { + "table": "experiments", + "name": "name" + } + } + }, + { + "ordinal": 7, + "name": "description", + "type_info": "Text", + "origin": { + "Table": { + "table": "experiments", + "name": "description" + } + } + }, + { + "ordinal": 8, + "name": "metric_key", + "type_info": "Text", + "origin": { + "Table": { + "table": "experiments", + "name": "metric_key" + } + } + }, + { + "ordinal": 9, + "name": "control_variant", + "type_info": "Text", + "origin": { + "Table": { + "table": "experiments", + "name": "control_variant" + } + } + }, + { + "ordinal": 10, + "name": "state", + "type_info": "Text", + "origin": { + "Table": { + "table": "experiments", + "name": "state" + } + } + }, + { + "ordinal": 11, + "name": "started_at", + "type_info": "Timestamptz", + "origin": { + "Table": { + "table": "experiments", + "name": "started_at" + } + } + }, + { + "ordinal": 12, + "name": "stopped_at", + "type_info": "Timestamptz", + "origin": { + "Table": { + "table": "experiments", + "name": "stopped_at" + } + } + }, + { + "ordinal": 13, + "name": "version", + "type_info": "Int8", + "origin": { + "Table": { + "table": "experiments", + "name": "version" + } + } + }, + { + "ordinal": 14, + "name": "created_at", + "type_info": "Timestamptz", + "origin": { + "Table": { + "table": "experiments", + "name": "created_at" + } + } + }, + { + "ordinal": 15, + "name": "updated_at", + "type_info": "Timestamptz", + "origin": { + "Table": { + "table": "experiments", + "name": "updated_at" + } + } + } + ], + "parameters": { + "Left": [ + "Uuid" + ] + }, + "nullable": [ + false, + false, + false, + false, + false, + false, + false, + true, + false, + false, + false, + true, + true, + false, + false, + false + ] + }, + "hash": "2cb997fda736985f573a6b111a7c4d8a83721fcffbea9413dee28811f4a2331f" +} diff --git a/.sqlx/query-3908cb7a1dcd376eb4283f3699447444a1c4a24b5fa85f40caca1d298564ca4a.json b/.sqlx/query-3908cb7a1dcd376eb4283f3699447444a1c4a24b5fa85f40caca1d298564ca4a.json new file mode 100644 index 0000000..3572760 --- /dev/null +++ b/.sqlx/query-3908cb7a1dcd376eb4283f3699447444a1c4a24b5fa85f40caca1d298564ca4a.json @@ -0,0 +1,209 @@ +{ + "db_name": "PostgreSQL", + "query": "\n SELECT e.id, e.environment_id, e.flag_id, f.key AS flag_key, f.variants,\n e.key, e.name, e.description, e.metric_key, e.control_variant,\n e.state, e.started_at, e.stopped_at, e.version, e.created_at, e.updated_at\n FROM experiments e\n JOIN flags f ON f.id = e.flag_id\n WHERE e.environment_id = $1 AND e.key = $2", + "describe": { + "columns": [ + { + "ordinal": 0, + "name": "id", + "type_info": "Uuid", + "origin": { + "Table": { + "table": "experiments", + "name": "id" + } + } + }, + { + "ordinal": 1, + "name": "environment_id", + "type_info": "Uuid", + "origin": { + "Table": { + "table": "experiments", + "name": "environment_id" + } + } + }, + { + "ordinal": 2, + "name": "flag_id", + "type_info": "Uuid", + "origin": { + "Table": { + "table": "experiments", + "name": "flag_id" + } + } + }, + { + "ordinal": 3, + "name": "flag_key", + "type_info": "Text", + "origin": { + "Table": { + "table": "flags", + "name": "key" + } + } + }, + { + "ordinal": 4, + "name": "variants", + "type_info": "Jsonb", + "origin": { + "Table": { + "table": "flags", + "name": "variants" + } + } + }, + { + "ordinal": 5, + "name": "key", + "type_info": "Text", + "origin": { + "Table": { + "table": "experiments", + "name": "key" + } + } + }, + { + "ordinal": 6, + "name": "name", + "type_info": "Text", + "origin": { + "Table": { + "table": "experiments", + "name": "name" + } + } + }, + { + "ordinal": 7, + "name": "description", + "type_info": "Text", + "origin": { + "Table": { + "table": "experiments", + "name": "description" + } + } + }, + { + "ordinal": 8, + "name": "metric_key", + "type_info": "Text", + "origin": { + "Table": { + "table": "experiments", + "name": "metric_key" + } + } + }, + { + "ordinal": 9, + "name": "control_variant", + "type_info": "Text", + "origin": { + "Table": { + "table": "experiments", + "name": "control_variant" + } + } + }, + { + "ordinal": 10, + "name": "state", + "type_info": "Text", + "origin": { + "Table": { + "table": "experiments", + "name": "state" + } + } + }, + { + "ordinal": 11, + "name": "started_at", + "type_info": "Timestamptz", + "origin": { + "Table": { + "table": "experiments", + "name": "started_at" + } + } + }, + { + "ordinal": 12, + "name": "stopped_at", + "type_info": "Timestamptz", + "origin": { + "Table": { + "table": "experiments", + "name": "stopped_at" + } + } + }, + { + "ordinal": 13, + "name": "version", + "type_info": "Int8", + "origin": { + "Table": { + "table": "experiments", + "name": "version" + } + } + }, + { + "ordinal": 14, + "name": "created_at", + "type_info": "Timestamptz", + "origin": { + "Table": { + "table": "experiments", + "name": "created_at" + } + } + }, + { + "ordinal": 15, + "name": "updated_at", + "type_info": "Timestamptz", + "origin": { + "Table": { + "table": "experiments", + "name": "updated_at" + } + } + } + ], + "parameters": { + "Left": [ + "Uuid", + "Text" + ] + }, + "nullable": [ + false, + false, + false, + false, + false, + false, + false, + true, + false, + false, + false, + true, + true, + false, + false, + false + ] + }, + "hash": "3908cb7a1dcd376eb4283f3699447444a1c4a24b5fa85f40caca1d298564ca4a" +} diff --git a/.sqlx/query-5b52511dc9c9ada9929695c740c266d5b8a83aebc0fe9b811fa094a9ca15eaa3.json b/.sqlx/query-5b52511dc9c9ada9929695c740c266d5b8a83aebc0fe9b811fa094a9ca15eaa3.json new file mode 100644 index 0000000..a7db599 --- /dev/null +++ b/.sqlx/query-5b52511dc9c9ada9929695c740c266d5b8a83aebc0fe9b811fa094a9ca15eaa3.json @@ -0,0 +1,40 @@ +{ + "db_name": "PostgreSQL", + "query": "\n SELECT env.key AS environment_key, e.key\n FROM experiments e\n JOIN environments env ON env.id = e.environment_id\n WHERE e.flag_id = $1\n ORDER BY env.key, e.key\n ", + "describe": { + "columns": [ + { + "ordinal": 0, + "name": "environment_key", + "type_info": "Text", + "origin": { + "Table": { + "table": "environments", + "name": "key" + } + } + }, + { + "ordinal": 1, + "name": "key", + "type_info": "Text", + "origin": { + "Table": { + "table": "experiments", + "name": "key" + } + } + } + ], + "parameters": { + "Left": [ + "Uuid" + ] + }, + "nullable": [ + false, + false + ] + }, + "hash": "5b52511dc9c9ada9929695c740c266d5b8a83aebc0fe9b811fa094a9ca15eaa3" +} diff --git a/.sqlx/query-6e36655558ad952fd32f0a01377e796d194b242d29ac80e1830c4e2f63130b15.json b/.sqlx/query-6e36655558ad952fd32f0a01377e796d194b242d29ac80e1830c4e2f63130b15.json new file mode 100644 index 0000000..9928164 --- /dev/null +++ b/.sqlx/query-6e36655558ad952fd32f0a01377e796d194b242d29ac80e1830c4e2f63130b15.json @@ -0,0 +1,19 @@ +{ + "db_name": "PostgreSQL", + "query": "\n INSERT INTO experiment_counters (experiment_id, variant, kind, hour, count)\n SELECT e.id, d.variant, d.kind, d.hour, d.count\n FROM UNNEST($2::TEXT[], $3::TEXT[], $4::TEXT[], $5::TIMESTAMPTZ[], $6::BIGINT[])\n AS d(experiment_key, variant, kind, hour, count)\n JOIN experiments e\n ON e.environment_id = $1 AND e.key = d.experiment_key AND e.state = 'running'\n ON CONFLICT (experiment_id, variant, kind, hour)\n DO UPDATE SET count = experiment_counters.count + EXCLUDED.count\n ", + "describe": { + "columns": [], + "parameters": { + "Left": [ + "Uuid", + "TextArray", + "TextArray", + "TextArray", + "TimestamptzArray", + "Int8Array" + ] + }, + "nullable": [] + }, + "hash": "6e36655558ad952fd32f0a01377e796d194b242d29ac80e1830c4e2f63130b15" +} diff --git a/.sqlx/query-76a0e1755c781035f94285930971fa0118c5d7e59d9940649f58cdf6c45994b4.json b/.sqlx/query-76a0e1755c781035f94285930971fa0118c5d7e59d9940649f58cdf6c45994b4.json new file mode 100644 index 0000000..39f7392 --- /dev/null +++ b/.sqlx/query-76a0e1755c781035f94285930971fa0118c5d7e59d9940649f58cdf6c45994b4.json @@ -0,0 +1,17 @@ +{ + "db_name": "PostgreSQL", + "query": "\n UPDATE experiments\n SET state = $4,\n started_at = CASE WHEN $4 = 'running' THEN now() ELSE started_at END,\n stopped_at = CASE WHEN $4 = 'stopped' THEN now() ELSE stopped_at END\n WHERE environment_id = $1 AND key = $2 AND state = $3\n ", + "describe": { + "columns": [], + "parameters": { + "Left": [ + "Uuid", + "Text", + "Text", + "Text" + ] + }, + "nullable": [] + }, + "hash": "76a0e1755c781035f94285930971fa0118c5d7e59d9940649f58cdf6c45994b4" +} diff --git a/.sqlx/query-9e218bf152147e7eae2d95e2142ad5b0ec3f32c1f778a50e64e4aff14c0faee7.json b/.sqlx/query-9e218bf152147e7eae2d95e2142ad5b0ec3f32c1f778a50e64e4aff14c0faee7.json new file mode 100644 index 0000000..c87eb3d --- /dev/null +++ b/.sqlx/query-9e218bf152147e7eae2d95e2142ad5b0ec3f32c1f778a50e64e4aff14c0faee7.json @@ -0,0 +1,76 @@ +{ + "db_name": "PostgreSQL", + "query": "\n SELECT e.key, f.key AS flag_key, e.metric_key, e.control_variant, e.version\n FROM experiments e\n JOIN flags f ON f.id = e.flag_id\n WHERE e.environment_id = $1 AND e.state = 'running'\n ORDER BY e.key\n ", + "describe": { + "columns": [ + { + "ordinal": 0, + "name": "key", + "type_info": "Text", + "origin": { + "Table": { + "table": "experiments", + "name": "key" + } + } + }, + { + "ordinal": 1, + "name": "flag_key", + "type_info": "Text", + "origin": { + "Table": { + "table": "flags", + "name": "key" + } + } + }, + { + "ordinal": 2, + "name": "metric_key", + "type_info": "Text", + "origin": { + "Table": { + "table": "experiments", + "name": "metric_key" + } + } + }, + { + "ordinal": 3, + "name": "control_variant", + "type_info": "Text", + "origin": { + "Table": { + "table": "experiments", + "name": "control_variant" + } + } + }, + { + "ordinal": 4, + "name": "version", + "type_info": "Int8", + "origin": { + "Table": { + "table": "experiments", + "name": "version" + } + } + } + ], + "parameters": { + "Left": [ + "Uuid" + ] + }, + "nullable": [ + false, + false, + false, + false, + false + ] + }, + "hash": "9e218bf152147e7eae2d95e2142ad5b0ec3f32c1f778a50e64e4aff14c0faee7" +} diff --git a/.sqlx/query-d31c599c72dfff0d28e5acfed7e98eef210809b7685d0fb919ee4e53bf3ff612.json b/.sqlx/query-d31c599c72dfff0d28e5acfed7e98eef210809b7685d0fb919ee4e53bf3ff612.json new file mode 100644 index 0000000..f0da65e --- /dev/null +++ b/.sqlx/query-d31c599c72dfff0d28e5acfed7e98eef210809b7685d0fb919ee4e53bf3ff612.json @@ -0,0 +1,18 @@ +{ + "db_name": "PostgreSQL", + "query": "\n UPDATE experiments\n SET name = COALESCE($3, name),\n description = CASE WHEN $4 THEN $5 ELSE description END\n WHERE environment_id = $1 AND key = $2\n ", + "describe": { + "columns": [], + "parameters": { + "Left": [ + "Uuid", + "Text", + "Text", + "Bool", + "Text" + ] + }, + "nullable": [] + }, + "hash": "d31c599c72dfff0d28e5acfed7e98eef210809b7685d0fb919ee4e53bf3ff612" +} diff --git a/.sqlx/query-d49eb59f5bdcfe4f76c25585d851a86677d7658ac26f35c419adcd05aa59dade.json b/.sqlx/query-d49eb59f5bdcfe4f76c25585d851a86677d7658ac26f35c419adcd05aa59dade.json new file mode 100644 index 0000000..5c0b533 --- /dev/null +++ b/.sqlx/query-d49eb59f5bdcfe4f76c25585d851a86677d7658ac26f35c419adcd05aa59dade.json @@ -0,0 +1,15 @@ +{ + "db_name": "PostgreSQL", + "query": "DELETE FROM experiments WHERE environment_id = $1 AND key = $2 AND state <> 'running'", + "describe": { + "columns": [], + "parameters": { + "Left": [ + "Uuid", + "Text" + ] + }, + "nullable": [] + }, + "hash": "d49eb59f5bdcfe4f76c25585d851a86677d7658ac26f35c419adcd05aa59dade" +} diff --git a/.sqlx/query-dca96744ac7bbc0236cdf49f9cbd972f79c0099909b44d62c8c8d2aa426fdd55.json b/.sqlx/query-dca96744ac7bbc0236cdf49f9cbd972f79c0099909b44d62c8c8d2aa426fdd55.json new file mode 100644 index 0000000..495cd60 --- /dev/null +++ b/.sqlx/query-dca96744ac7bbc0236cdf49f9cbd972f79c0099909b44d62c8c8d2aa426fdd55.json @@ -0,0 +1,47 @@ +{ + "db_name": "PostgreSQL", + "query": "\n SELECT variant, kind, SUM(count)::BIGINT AS \"total!\"\n FROM experiment_counters\n WHERE experiment_id = $1\n GROUP BY variant, kind\n ORDER BY variant\n ", + "describe": { + "columns": [ + { + "ordinal": 0, + "name": "variant", + "type_info": "Text", + "origin": { + "Table": { + "table": "experiment_counters", + "name": "variant" + } + } + }, + { + "ordinal": 1, + "name": "kind", + "type_info": "Text", + "origin": { + "Table": { + "table": "experiment_counters", + "name": "kind" + } + } + }, + { + "ordinal": 2, + "name": "total!", + "type_info": "Int8", + "origin": "Expression" + } + ], + "parameters": { + "Left": [ + "Uuid" + ] + }, + "nullable": [ + false, + false, + null + ] + }, + "hash": "dca96744ac7bbc0236cdf49f9cbd972f79c0099909b44d62c8c8d2aa426fdd55" +} diff --git a/.sqlx/query-e2c1f7002e0a5112e3b57b18ced5b31276318a9f3fc1b775db436d9f3addb498.json b/.sqlx/query-e2c1f7002e0a5112e3b57b18ced5b31276318a9f3fc1b775db436d9f3addb498.json new file mode 100644 index 0000000..2672fba --- /dev/null +++ b/.sqlx/query-e2c1f7002e0a5112e3b57b18ced5b31276318a9f3fc1b775db436d9f3addb498.json @@ -0,0 +1,20 @@ +{ + "db_name": "PostgreSQL", + "query": "\n INSERT INTO experiments\n (environment_id, flag_id, key, name, description, metric_key, control_variant)\n VALUES ($1, $2, $3, $4, $5, $6, $7)\n ", + "describe": { + "columns": [], + "parameters": { + "Left": [ + "Uuid", + "Uuid", + "Text", + "Text", + "Text", + "Text", + "Text" + ] + }, + "nullable": [] + }, + "hash": "e2c1f7002e0a5112e3b57b18ced5b31276318a9f3fc1b775db436d9f3addb498" +} diff --git a/crates/api/src/error.rs b/crates/api/src/error.rs index 6cd854c..006e233 100644 --- a/crates/api/src/error.rs +++ b/crates/api/src/error.rs @@ -140,6 +140,9 @@ impl From for ApiError { // honouring it would leave a rule pointing at nothing. The message // names what has to be changed first. in_use @ StorageError::InUse { .. } => Self::Conflict(in_use.to_string()), + // A 409 again: the row exists and the request is well formed, but + // its lifecycle state does not admit this operation. + state @ StorageError::WrongState { .. } => Self::Conflict(state.to_string()), StorageError::Invalid { entity } => { Self::BadRequest(format!("{entity} failed a database constraint")) } diff --git a/crates/storage/src/error.rs b/crates/storage/src/error.rs index 83bd9a6..2f682bf 100644 --- a/crates/storage/src/error.rs +++ b/crates/storage/src/error.rs @@ -32,6 +32,13 @@ pub enum StorageError { #[error("{entity} `{key}` is still referenced by {}", referenced_by.join(", "))] InUse { entity: &'static str, key: String, referenced_by: Vec }, + /// An operation that is only legal in some lifecycle state, attempted in + /// another — starting an already-stopped experiment, say. The message + /// names both states so the caller knows what to do rather than what + /// went wrong. + #[error("{entity} `{key}` is {actual}; this operation needs it {needed}")] + WrongState { entity: &'static str, key: String, actual: &'static str, needed: &'static str }, + /// A row we wrote no longer deserializes into the domain model. This means /// a schema/model skew, not a user error, so it is never a 4xx. #[error("stored {entity} is malformed: {source}")] diff --git a/crates/storage/src/experiments.rs b/crates/storage/src/experiments.rs new file mode 100644 index 0000000..f80fead --- /dev/null +++ b/crates/storage/src/experiments.rs @@ -0,0 +1,428 @@ +//! A/B experiments and their pre-aggregated counters. + +use std::collections::HashMap; + +use chrono::{DateTime, DurationRound, TimeDelta, Utc}; +use flagforge_core::VariantCounts; +use sqlx::PgPool; +use uuid::Uuid; + +use crate::error::{FoundExt, Result, StorageError}; +use crate::models::{CounterDelta, CounterKind, Experiment, ExperimentState}; + +/// The columns every experiment read selects: the row itself plus the flag's +/// key and variants, which every consumer needs (see [`Experiment`]). +macro_rules! experiment_query { + ($condition:literal, $($arg:expr),* $(,)?) => { + sqlx::query!( + r#" + SELECT e.id, e.environment_id, e.flag_id, f.key AS flag_key, f.variants, + e.key, e.name, e.description, e.metric_key, e.control_variant, + e.state, e.started_at, e.stopped_at, e.version, e.created_at, e.updated_at + FROM experiments e + JOIN flags f ON f.id = e.flag_id + WHERE "# + $condition, + $($arg),* + ) + }; +} + +#[allow(clippy::too_many_arguments)] +pub async fn create_experiment( + pool: &PgPool, + environment_id: Uuid, + flag_id: Uuid, + key: &str, + name: &str, + description: Option<&str>, + metric_key: &str, + control_variant: &str, +) -> Result { + sqlx::query!( + r#" + INSERT INTO experiments + (environment_id, flag_id, key, name, description, metric_key, control_variant) + VALUES ($1, $2, $3, $4, $5, $6, $7) + "#, + environment_id, + flag_id, + key, + name, + description, + metric_key, + control_variant, + ) + .execute(pool) + .await + .map_err(|e| StorageError::from_write(e, "experiment", key))?; + + find_experiment(pool, environment_id, key).await +} + +pub async fn list_experiments(pool: &PgPool, environment_id: Uuid) -> Result> { + let rows = experiment_query!("e.environment_id = $1 ORDER BY e.key", environment_id) + .fetch_all(pool) + .await?; + + rows.into_iter() + .map(|r| { + build( + r.id, + r.environment_id, + r.flag_id, + r.flag_key, + r.variants, + r.key, + r.name, + r.description, + r.metric_key, + r.control_variant, + r.state, + r.started_at, + r.stopped_at, + r.version, + r.created_at, + r.updated_at, + ) + }) + .collect() +} + +pub async fn find_experiment(pool: &PgPool, environment_id: Uuid, key: &str) -> Result { + let r = experiment_query!("e.environment_id = $1 AND e.key = $2", environment_id, key) + .fetch_optional(pool) + .await? + .or_not_found("experiment")?; + + build( + r.id, + r.environment_id, + r.flag_id, + r.flag_key, + r.variants, + r.key, + r.name, + r.description, + r.metric_key, + r.control_variant, + r.state, + r.started_at, + r.stopped_at, + r.version, + r.created_at, + r.updated_at, + ) +} + +/// Rewrites an experiment's presentation fields. +/// +/// The measurement fields — flag, metric, control — are deliberately not here: +/// changing what a running experiment measures would splice two different +/// questions into one answer. The API refuses those edits outside `draft`; a +/// draft's measurement fields are edited by deleting and recreating it, which +/// costs nothing because a draft has no counters yet. +pub async fn update_experiment( + pool: &PgPool, + environment_id: Uuid, + key: &str, + name: Option<&str>, + description: Option>, +) -> Result { + // "leave alone" vs "set to NULL", the same split update_segment uses. + let (clear_description, description_value) = match description { + None => (false, None), + Some(value) => (true, value), + }; + + let updated = sqlx::query!( + r#" + UPDATE experiments + SET name = COALESCE($3, name), + description = CASE WHEN $4 THEN $5 ELSE description END + WHERE environment_id = $1 AND key = $2 + "#, + environment_id, + key, + name, + clear_description, + description_value, + ) + .execute(pool) + .await + .map_err(|e| StorageError::from_write(e, "experiment", key))?; + + if updated.rows_affected() == 0 { + return Err(StorageError::not_found("experiment")); + } + find_experiment(pool, environment_id, key).await +} + +/// Moves a draft to `running`. One-way, enforced in the WHERE clause so two +/// racing starts cannot both succeed. +pub async fn start_experiment( + pool: &PgPool, + environment_id: Uuid, + key: &str, +) -> Result { + transition(pool, environment_id, key, ExperimentState::Draft, ExperimentState::Running).await +} + +/// Moves a running experiment to `stopped`, its terminal state. +pub async fn stop_experiment(pool: &PgPool, environment_id: Uuid, key: &str) -> Result { + transition(pool, environment_id, key, ExperimentState::Running, ExperimentState::Stopped).await +} + +async fn transition( + pool: &PgPool, + environment_id: Uuid, + key: &str, + from: ExperimentState, + to: ExperimentState, +) -> Result { + let updated = sqlx::query!( + r#" + UPDATE experiments + SET state = $4, + started_at = CASE WHEN $4 = 'running' THEN now() ELSE started_at END, + stopped_at = CASE WHEN $4 = 'stopped' THEN now() ELSE stopped_at END + WHERE environment_id = $1 AND key = $2 AND state = $3 + "#, + environment_id, + key, + from.as_str(), + to.as_str(), + ) + .execute(pool) + .await?; + + if updated.rows_affected() == 0 { + // Nothing moved: either the experiment is missing or it is in the + // wrong state. Reading it tells us which, and its actual state. + let current = find_experiment(pool, environment_id, key).await?; + return Err(StorageError::WrongState { + entity: "experiment", + key: key.to_owned(), + actual: current.state.as_str(), + needed: from.as_str(), + }); + } + find_experiment(pool, environment_id, key).await +} + +/// Deletes an experiment and, by cascade, its counters. +/// +/// A running experiment is refused: stopping is the explicit acknowledgement +/// that measurement is over, and deletion skipping it is usually a mis-click +/// about to destroy live results. +pub async fn delete_experiment(pool: &PgPool, environment_id: Uuid, key: &str) -> Result<()> { + let deleted = sqlx::query!( + r#"DELETE FROM experiments WHERE environment_id = $1 AND key = $2 AND state <> 'running'"#, + environment_id, + key, + ) + .execute(pool) + .await?; + + if deleted.rows_affected() == 0 { + let current = find_experiment(pool, environment_id, key).await?; + return Err(StorageError::WrongState { + entity: "experiment", + key: key.to_owned(), + actual: current.state.as_str(), + needed: "stopped (or still a draft)", + }); + } + Ok(()) +} + +/// Experiment keys that reference `flag_id`, qualified by environment so the +/// error message reading them locates each one. Used to refuse flag deletion. +pub async fn experiments_referencing_flag(pool: &PgPool, flag_id: Uuid) -> Result> { + let rows = sqlx::query!( + r#" + SELECT env.key AS environment_key, e.key + FROM experiments e + JOIN environments env ON env.id = e.environment_id + WHERE e.flag_id = $1 + ORDER BY env.key, e.key + "#, + flag_id, + ) + .fetch_all(pool) + .await?; + + Ok(rows.into_iter().map(|r| format!("{}/{}", r.environment_key, r.key)).collect()) +} + +/// Applies a batch of counter increments in one round trip. +/// +/// Returns how many increments were accepted. Deltas naming an experiment that +/// is unknown or not running are dropped rather than erroring: SDKs flush on a +/// timer, so a batch straddling an experiment's stop is routine traffic, not a +/// client bug to punish. +pub async fn ingest_counters( + pool: &PgPool, + environment_id: Uuid, + deltas: &[CounterDelta], +) -> Result { + // Collapse duplicates first: two deltas landing in the same counter cell + // would make `ON CONFLICT DO UPDATE` touch a row twice in one statement, + // which Postgres refuses outright. + type Cell = (String, String, CounterKind, DateTime); + let mut cells: HashMap = HashMap::new(); + for delta in deltas { + let hour = delta + .at + .duration_trunc(TimeDelta::hours(1)) + .map_err(|_| StorageError::Invalid { entity: "counter timestamp" })?; + let cell = (delta.experiment_key.clone(), delta.variant.clone(), delta.kind, hour); + *cells.entry(cell).or_default() += i64::from(delta.count); + } + + let mut keys = Vec::with_capacity(cells.len()); + let mut variants = Vec::with_capacity(cells.len()); + let mut kinds = Vec::with_capacity(cells.len()); + let mut hours = Vec::with_capacity(cells.len()); + let mut counts = Vec::with_capacity(cells.len()); + for ((key, variant, kind, hour), count) in cells { + keys.push(key); + variants.push(variant); + kinds.push(kind.as_str().to_owned()); + hours.push(hour); + counts.push(count); + } + + let written = sqlx::query!( + r#" + INSERT INTO experiment_counters (experiment_id, variant, kind, hour, count) + SELECT e.id, d.variant, d.kind, d.hour, d.count + FROM UNNEST($2::TEXT[], $3::TEXT[], $4::TEXT[], $5::TIMESTAMPTZ[], $6::BIGINT[]) + AS d(experiment_key, variant, kind, hour, count) + JOIN experiments e + ON e.environment_id = $1 AND e.key = d.experiment_key AND e.state = 'running' + ON CONFLICT (experiment_id, variant, kind, hour) + DO UPDATE SET count = experiment_counters.count + EXCLUDED.count + "#, + environment_id, + &keys, + &variants, + &kinds, + &hours, + &counts, + ) + .execute(pool) + .await?; + + Ok(written.rows_affected()) +} + +/// Total exposures and conversions per variant, summed across every hour. +/// +/// Variants appear only once they have a counter; the API layer fills in the +/// flag's other variants with zeroes so a results view shows every arm. +pub async fn experiment_counts(pool: &PgPool, experiment_id: Uuid) -> Result> { + let rows = sqlx::query!( + r#" + SELECT variant, kind, SUM(count)::BIGINT AS "total!" + FROM experiment_counters + WHERE experiment_id = $1 + GROUP BY variant, kind + ORDER BY variant + "#, + experiment_id, + ) + .fetch_all(pool) + .await?; + + let mut by_variant: Vec = Vec::new(); + for row in rows { + let entry = match by_variant.iter_mut().find(|c| c.variant == row.variant) { + Some(entry) => entry, + None => { + by_variant.push(VariantCounts { + variant: row.variant.clone(), + exposures: 0, + conversions: 0, + }); + by_variant.last_mut().expect("just pushed") + } + }; + let total = u64::try_from(row.total).unwrap_or(0); + match row.kind.as_str() { + "exposure" => entry.exposures = total, + _ => entry.conversions = total, + } + } + Ok(by_variant) +} + +/// The running experiments of one environment, for snapshot loading. +pub(crate) async fn load_running_experiments( + pool: &PgPool, + environment_id: Uuid, +) -> Result> { + let rows = sqlx::query!( + r#" + SELECT e.key, f.key AS flag_key, e.metric_key, e.control_variant, e.version + FROM experiments e + JOIN flags f ON f.id = e.flag_id + WHERE e.environment_id = $1 AND e.state = 'running' + ORDER BY e.key + "#, + environment_id, + ) + .fetch_all(pool) + .await?; + + Ok(rows + .into_iter() + .map(|r| flagforge_core::ExperimentSpec { + key: r.key, + flag_key: r.flag_key, + metric_key: r.metric_key, + control_variant: r.control_variant, + version: r.version, + }) + .collect()) +} + +#[allow(clippy::too_many_arguments)] +fn build( + id: Uuid, + environment_id: Uuid, + flag_id: Uuid, + flag_key: String, + variants: serde_json::Value, + key: String, + name: String, + description: Option, + metric_key: String, + control_variant: String, + state: String, + started_at: Option>, + stopped_at: Option>, + version: i64, + created_at: DateTime, + updated_at: DateTime, +) -> Result { + Ok(Experiment { + id, + environment_id, + flag_id, + flag_key, + variants: serde_json::from_value(variants) + .map_err(|e| StorageError::malformed("experiment flag variants", e))?, + key, + name, + description, + metric_key, + control_variant, + state: ExperimentState::parse(&state) + .ok_or(StorageError::Invalid { entity: "experiment state" })?, + started_at, + stopped_at, + version, + created_at, + updated_at, + }) +} diff --git a/crates/storage/src/flags.rs b/crates/storage/src/flags.rs index b773672..2b3bae3 100644 --- a/crates/storage/src/flags.rs +++ b/crates/storage/src/flags.rs @@ -196,7 +196,23 @@ pub async fn update_flag( }) } +/// Deletes a flag, refusing while any experiment still references it. +/// +/// An experiment's counters are only interpretable next to the flag whose +/// variants they tally, so the delete is refused with a message naming the +/// experiments — the same contract segment deletion has, though here a +/// RESTRICT foreign key backs it up at the database. pub async fn delete_flag(pool: &PgPool, project_id: Uuid, key: &str) -> Result<()> { + let flag = find_flag(pool, project_id, key).await?; + let referencing = crate::experiments::experiments_referencing_flag(pool, flag.id).await?; + if !referencing.is_empty() { + return Err(StorageError::InUse { + entity: "flag", + key: key.to_owned(), + referenced_by: referencing, + }); + } + let deleted = sqlx::query!(r#"DELETE FROM flags WHERE project_id = $1 AND key = $2"#, project_id, key) .execute(pool) diff --git a/crates/storage/src/lib.rs b/crates/storage/src/lib.rs index 28a38ca..dc75afb 100644 --- a/crates/storage/src/lib.rs +++ b/crates/storage/src/lib.rs @@ -21,6 +21,7 @@ pub mod accounts; pub mod api_keys; pub mod audit; pub mod error; +pub mod experiments; pub mod flags; pub mod models; pub mod notify; diff --git a/crates/storage/src/models.rs b/crates/storage/src/models.rs index 4bd79c2..29940e9 100644 --- a/crates/storage/src/models.rs +++ b/crates/storage/src/models.rs @@ -179,6 +179,105 @@ impl Segment { } } +#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize, ToSchema)] +#[serde(rename_all = "snake_case")] +pub enum ExperimentState { + /// Defined but not yet measuring; the only state where the measurement + /// fields may still be edited. + Draft, + /// Counting exposures and conversions; travels in the snapshot. + Running, + /// Finished. Terminal: reopening a measurement window would average two + /// populations into an answer about neither. + Stopped, +} + +impl ExperimentState { + pub fn as_str(self) -> &'static str { + match self { + Self::Draft => "draft", + Self::Running => "running", + Self::Stopped => "stopped", + } + } + + pub fn parse(raw: &str) -> Option { + match raw { + "draft" => Some(Self::Draft), + "running" => Some(Self::Running), + "stopped" => Some(Self::Stopped), + _ => None, + } + } +} + +/// An A/B experiment, as stored. +/// +/// `flag_key` and `variants` are denormalized from the flag at read time: every +/// consumer — validation, the dashboard, the results view — needs them, and +/// making each one re-fetch the flag would turn one join into four queries. +#[derive(Debug, Clone, Serialize, ToSchema)] +pub struct Experiment { + pub id: Uuid, + pub environment_id: Uuid, + pub flag_id: Uuid, + pub flag_key: String, + pub variants: Vec, + pub key: String, + pub name: String, + pub description: Option, + pub metric_key: String, + pub control_variant: String, + pub state: ExperimentState, + pub started_at: Option>, + pub stopped_at: Option>, + pub version: i64, + pub created_at: DateTime, + pub updated_at: DateTime, +} + +impl Experiment { + /// The SDK-facing view, valid only while the experiment is running. + pub fn spec(&self) -> flagforge_core::ExperimentSpec { + flagforge_core::ExperimentSpec { + key: self.key.clone(), + flag_key: self.flag_key.clone(), + metric_key: self.metric_key.clone(), + control_variant: self.control_variant.clone(), + version: self.version, + } + } +} + +/// What one kind of counter counts. +#[derive(Debug, Clone, Copy, PartialEq, Eq, Hash, Serialize, Deserialize, ToSchema)] +#[serde(rename_all = "snake_case")] +pub enum CounterKind { + /// The flag was evaluated for a context while the experiment ran. + Exposure, + /// A tracked metric event attributed to a variant. + Conversion, +} + +impl CounterKind { + pub fn as_str(self) -> &'static str { + match self { + Self::Exposure => "exposure", + Self::Conversion => "conversion", + } + } +} + +/// One increment on its way into `experiment_counters`. +#[derive(Debug, Clone, PartialEq, Eq)] +pub struct CounterDelta { + pub experiment_key: String, + pub variant: String, + pub kind: CounterKind, + pub at: DateTime, + pub count: u32, +} + #[derive(Debug, Clone, Serialize, ToSchema)] pub struct ApiKey { pub id: Uuid, diff --git a/crates/storage/src/snapshot.rs b/crates/storage/src/snapshot.rs index 7c964c9..3f92e0a 100644 --- a/crates/storage/src/snapshot.rs +++ b/crates/storage/src/snapshot.rs @@ -6,14 +6,16 @@ use sqlx::PgPool; use uuid::Uuid; use crate::error::{FoundExt, Result, StorageError}; +use crate::experiments::load_running_experiments; use crate::flags::load_environment_flags; use crate::segments::load_environment_segments; /// Loads everything one environment needs to answer evaluations. /// -/// Three queries: the environment (for its salt), every configured flag, and -/// every segment their rules might reference. The result is self-contained, so -/// once it is in memory the evaluation path never touches Postgres again. +/// Four queries: the environment (for its salt), every configured flag, every +/// segment their rules might reference, and the running experiments SDKs +/// should be recording. The result is self-contained, so once it is in memory +/// the evaluation path never touches Postgres again. pub async fn load(pool: &PgPool, environment_id: Uuid) -> Result { let env = sqlx::query!(r#"SELECT key, salt FROM environments WHERE id = $1"#, environment_id,) .fetch_optional(pool) @@ -39,8 +41,10 @@ pub async fn load(pool: &PgPool, environment_id: Uuid) -> Result running -> stopped, one way. A stopped experiment cannot + -- restart: its counters describe one measurement window, and reopening + -- the window would average two populations into an answer about neither. + state TEXT NOT NULL DEFAULT 'draft' + CHECK (state IN ('draft', 'running', 'stopped')), + started_at TIMESTAMPTZ, + stopped_at TIMESTAMPTZ, + -- Bumped by trigger on every write. Running experiments fold into the + -- snapshot version, so starting or stopping one is visible to SDKs. + version BIGINT NOT NULL DEFAULT 1, + created_at TIMESTAMPTZ NOT NULL DEFAULT now(), + updated_at TIMESTAMPTZ NOT NULL DEFAULT now() +); + +CREATE UNIQUE INDEX experiments_environment_key_key ON experiments (environment_id, key); + +-- The snapshot loader wants only the running ones, the same shape of partial +-- index flags_project_active_idx uses for unarchived flags. +CREATE INDEX experiments_running_idx ON experiments (environment_id) WHERE state = 'running'; + +-- Reusing the segments trigger contract: monotonic per row, set by the +-- database so racing writers cannot publish the same version twice. +CREATE TRIGGER experiments_touch + BEFORE INSERT OR UPDATE ON experiments + FOR EACH ROW +EXECUTE FUNCTION flagforge_touch_segment(); + +-- Experiments live on environment_id, so the existing notify function reads +-- the right column. +CREATE TRIGGER experiments_notify + AFTER INSERT OR UPDATE OR DELETE ON experiments + FOR EACH ROW +EXECUTE FUNCTION flagforge_notify_change(); + +-- Pre-aggregated tallies: one row per (variant, kind, hour), incremented in +-- place. The table is bounded by hours elapsed times variants, not by +-- traffic — the write path a raw event log would need is exactly the +-- infrastructure this schema exists to avoid. The price, accepted knowingly, +-- is that individual events are gone: there is nothing to re-analyse later. +CREATE TABLE experiment_counters ( + experiment_id UUID NOT NULL REFERENCES experiments (id) ON DELETE CASCADE, + variant TEXT NOT NULL, + kind TEXT NOT NULL CHECK (kind IN ('exposure', 'conversion')), + hour TIMESTAMPTZ NOT NULL, + count BIGINT NOT NULL CHECK (count >= 0), + PRIMARY KEY (experiment_id, variant, kind, hour) +); + +-- No touch or notify triggers here, deliberately. Counter increments arrive +-- continuously while an experiment runs; a notify per increment would turn +-- the ingest path into a snapshot-cache invalidation storm, and nothing an +-- SDK evaluates depends on a tally. From 977567bea2908f3afc9ffbd638f1b4255834c9e1 Mon Sep 17 00:00:00 2001 From: Ssebv Date: Mon, 10 Aug 2026 22:33:29 -0400 Subject: [PATCH 3/6] feat(api): experiment lifecycle, event ingest and judged results MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Management routes mirror segments — environment-scoped, audited, with the storage lifecycle surfacing as 409s that say what to do rather than what went wrong. The measurement fields are fixed at creation: changing what a running experiment measures would splice two questions into one answer, so PATCH takes presentation fields only. POST /api/v1/events is the SDK half: batches of counter increments, authenticated by SDK key, aggregated into hourly cells in one UNNEST round trip. Deltas naming an unknown or stopped experiment are dropped and reported, not errored — a batch straddling a stop is routine. GET .../results runs the core statistics over the counters, zero-filled in flag-variant order so every arm renders before its first exposure. The snapshot response now carries running experiments, and the seed plants one per environment on checkout.v2: running with a week of deterministic counters in production, a draft in staging. Co-Authored-By: Claude Fable 5 --- ...65752b330e9b2e0a18027d2a3eff3ff2ec1e2.json | 16 + crates/api/src/openapi.rs | 26 +- crates/api/src/routes/evaluate.rs | 6 + crates/api/src/routes/events.rs | 110 ++++ crates/api/src/routes/experiments.rs | 470 ++++++++++++++++++ crates/api/src/routes/mod.rs | 23 + crates/api/src/seed.rs | 108 ++++ crates/api/tests/experiments.rs | 242 +++++++++ crates/storage/src/experiments.rs | 29 ++ 9 files changed, 1029 insertions(+), 1 deletion(-) create mode 100644 .sqlx/query-c82e5c51e3ce3ea61e56e6cb25765752b330e9b2e0a18027d2a3eff3ff2ec1e2.json create mode 100644 crates/api/src/routes/events.rs create mode 100644 crates/api/src/routes/experiments.rs create mode 100644 crates/api/tests/experiments.rs diff --git a/.sqlx/query-c82e5c51e3ce3ea61e56e6cb25765752b330e9b2e0a18027d2a3eff3ff2ec1e2.json b/.sqlx/query-c82e5c51e3ce3ea61e56e6cb25765752b330e9b2e0a18027d2a3eff3ff2ec1e2.json new file mode 100644 index 0000000..2d2d302 --- /dev/null +++ b/.sqlx/query-c82e5c51e3ce3ea61e56e6cb25765752b330e9b2e0a18027d2a3eff3ff2ec1e2.json @@ -0,0 +1,16 @@ +{ + "db_name": "PostgreSQL", + "query": "\n UPDATE experiments SET started_at = $3\n WHERE environment_id = $1 AND key = $2 AND state = 'running'\n ", + "describe": { + "columns": [], + "parameters": { + "Left": [ + "Uuid", + "Text", + "Timestamptz" + ] + }, + "nullable": [] + }, + "hash": "c82e5c51e3ce3ea61e56e6cb25765752b330e9b2e0a18027d2a3eff3ff2ec1e2" +} diff --git a/crates/api/src/openapi.rs b/crates/api/src/openapi.rs index 262a6f8..da98d60 100644 --- a/crates/api/src/openapi.rs +++ b/crates/api/src/openapi.rs @@ -6,7 +6,9 @@ use utoipa::openapi::security::{ApiKey, ApiKeyValue, HttpAuthScheme, HttpBuilder, SecurityScheme}; use utoipa::{Modify, OpenApi}; -use crate::routes::{audit, auth, evaluate, flags, health, keys, projects, segments}; +use crate::routes::{ + audit, auth, evaluate, events, experiments, flags, health, keys, projects, segments, +}; #[derive(OpenApi)] #[openapi( @@ -24,6 +26,7 @@ use crate::routes::{audit, auth, evaluate, flags, health, keys, projects, segmen (name = "environments", description = "Environments within a project"), (name = "flags", description = "Flag definitions and per-environment configuration"), (name = "segments", description = "Reusable audiences that flag rules reference"), + (name = "experiments", description = "A/B experiments: a flag measured against a metric"), (name = "keys", description = "SDK keys"), (name = "audit", description = "Change history"), (name = "evaluate", description = "The SDK-facing evaluation API"), @@ -54,6 +57,14 @@ use crate::routes::{audit, auth, evaluate, flags, health, keys, projects, segmen segments::get, segments::update, segments::delete, + experiments::list, + experiments::create, + experiments::get, + experiments::update, + experiments::start, + experiments::stop, + experiments::delete, + experiments::results, keys::create, keys::list, keys::revoke, @@ -61,6 +72,7 @@ use crate::routes::{audit, auth, evaluate, flags, health, keys, projects, segmen evaluate::evaluate_all, evaluate::evaluate_one, evaluate::snapshot, + events::ingest, ), components(schemas( crate::error::ProblemDetails, @@ -92,6 +104,18 @@ use crate::routes::{audit, auth, evaluate, flags, health, keys, projects, segmen flagforge_storage::flags::ConfiguredFlag, flagforge_storage::models::Segment, crate::routes::segments::SegmentWithUsage, + flagforge_storage::models::Experiment, + flagforge_storage::models::ExperimentState, + flagforge_storage::models::CounterKind, + flagforge_core::ExperimentSpec, + flagforge_core::VariantCounts, + flagforge_core::VariantResult, + flagforge_core::ConfidenceInterval, + flagforge_core::Comparison, + crate::routes::experiments::ExperimentResults, + crate::routes::events::EventsRequest, + crate::routes::events::EventDelta, + crate::routes::events::EventsResponse, flagforge_storage::models::ApiKey, flagforge_storage::models::KeyScope, flagforge_storage::models::AuditEntry, diff --git a/crates/api/src/routes/evaluate.rs b/crates/api/src/routes/evaluate.rs index af8bf26..97d5a93 100644 --- a/crates/api/src/routes/evaluate.rs +++ b/crates/api/src/routes/evaluate.rs @@ -140,6 +140,11 @@ pub struct SnapshotResponse { /// report it as an ordinary fallthrough — plausible answers, silently /// disagreeing with the server. pub segments: flagforge_core::SegmentSet, + /// The experiments currently running. An SDK that sees one records + /// exposures when it evaluates the flag and attributes tracked metric + /// events to variants; an SDK too old to know the field ignores it and + /// keeps evaluating correctly. + pub experiments: Vec, pub version: i64, pub generated_at: chrono::DateTime, } @@ -185,6 +190,7 @@ pub async fn snapshot( salt: snapshot.salt.clone(), flags: snapshot.flags.clone(), segments: snapshot.segments.clone(), + experiments: snapshot.experiments.clone(), version: snapshot.version, generated_at: snapshot.generated_at, })) diff --git a/crates/api/src/routes/events.rs b/crates/api/src/routes/events.rs new file mode 100644 index 0000000..0841d21 --- /dev/null +++ b/crates/api/src/routes/events.rs @@ -0,0 +1,110 @@ +//! The SDK-facing event ingest endpoint. +//! +//! SDKs aggregate exposures and conversions locally and flush them here as +//! counter increments — counts, not events, so a busy process sends the same +//! few dozen bytes a quiet one does. The server adds them into hourly cells +//! in one round trip. + +use axum::Json; +use axum::extract::State; +use chrono::{DateTime, Utc}; +use flagforge_storage::experiments; +use flagforge_storage::models::{CounterDelta, CounterKind}; +use serde::{Deserialize, Serialize}; + +use crate::auth::SdkIdentity; +use crate::error::{ApiError, ApiResult}; +use crate::state::AppState; + +/// Refuses absurd payloads before they become work; an SDK flushing every few +/// seconds accumulates nowhere near this many distinct cells. +const MAX_EVENTS: usize = 1_000; + +#[derive(Debug, Deserialize, utoipa::ToSchema)] +pub struct EventsRequest { + pub events: Vec, +} + +/// One counter increment. +#[derive(Debug, Deserialize, utoipa::ToSchema)] +pub struct EventDelta { + /// Which experiment, by the key the snapshot announced. + pub experiment_key: String, + /// The variant the context was assigned; the SDK knows it because it + /// evaluates locally with the same deterministic bucketing the server has. + pub variant: String, + pub kind: CounterKind, + /// How many identical events this delta stands for. + #[serde(default = "one")] + pub count: u32, + /// When the events happened; defaults to arrival time. SDKs that batch + /// send the flush interval's timestamps so a counter lands in the hour it + /// belongs to, not the hour the flush ran in. + #[serde(default)] + pub at: Option>, +} + +fn one() -> u32 { + 1 +} + +#[derive(Debug, Serialize, utoipa::ToSchema)] +pub struct EventsResponse { + /// Hourly counter cells written after aggregation. Zero against a + /// non-empty batch means every event named an experiment that is unknown, + /// stopped, or not yet started — routine when a batch straddles a stop, + /// so it is reported rather than erroring. + pub accepted: u64, + pub received: usize, +} + +/// Ingests a batch of counter increments for the key's environment. +#[utoipa::path( + post, path = "/api/v1/events", tag = "evaluate", + security(("sdk_key" = [])), request_body = EventsRequest, + responses( + (status = 202, description = "Counters updated", body = EventsResponse), + (status = 400, description = "Too many events, or a malformed variant"), + (status = 401, description = "Missing, unknown or revoked SDK key"), + (status = 429, description = "Rate limited"), + ) +)] +pub async fn ingest( + State(state): State, + identity: SdkIdentity, + Json(body): Json, +) -> ApiResult<(axum::http::StatusCode, Json)> { + if body.events.len() > MAX_EVENTS { + return Err(ApiError::BadRequest(format!( + "at most {MAX_EVENTS} events per batch; aggregate client-side and flush more often" + ))); + } + + let received = body.events.len(); + let now = Utc::now(); + + let mut deltas = Vec::with_capacity(received); + for event in body.events { + // Variants come from attacker-controllable input and land in a TEXT + // column; the same charset rule keys live by keeps the table clean. + if event.variant.is_empty() || event.variant.len() > 128 { + return Err(ApiError::BadRequest( + "variant must be between 1 and 128 characters".into(), + )); + } + deltas.push(CounterDelta { + experiment_key: event.experiment_key, + variant: event.variant, + kind: event.kind, + at: event.at.unwrap_or(now), + count: event.count, + }); + } + + let accepted = + experiments::ingest_counters(&state.pool, identity.environment_id(), &deltas).await?; + + metrics::counter!("flagforge_experiment_events_total").increment(accepted); + + Ok((axum::http::StatusCode::ACCEPTED, Json(EventsResponse { accepted, received }))) +} diff --git a/crates/api/src/routes/experiments.rs b/crates/api/src/routes/experiments.rs new file mode 100644 index 0000000..089d6f5 --- /dev/null +++ b/crates/api/src/routes/experiments.rs @@ -0,0 +1,470 @@ +//! A/B experiments. +//! +//! Environment-scoped like segments, and for a stronger reason: an experiment +//! *is* a measurement of one environment's traffic. Its lifecycle is the state +//! machine the storage layer enforces — draft, running, stopped, one way. + +use axum::Json; +use axum::extract::{Path, State}; +use axum::http::StatusCode; +use flagforge_core::VariantCounts; +use flagforge_storage::models::{Experiment, ExperimentState, NewAuditEntry}; +use flagforge_storage::{audit, experiments, flags, projects}; +use serde::{Deserialize, Serialize}; + +use crate::auth::AuthUser; +use crate::error::{ApiError, ApiResult}; +use crate::routes::valid_key; +use crate::state::AppState; + +#[derive(Debug, Deserialize, utoipa::ToSchema)] +pub struct CreateExperiment { + #[schema(example = "checkout-cta")] + pub key: String, + #[schema(example = "Checkout call-to-action")] + pub name: String, + pub description: Option, + /// The flag whose variants are being compared. + #[schema(example = "checkout.v2")] + pub flag_key: String, + /// Conversion events carrying this metric key count toward the experiment. + #[schema(example = "order.completed")] + pub metric_key: String, + /// The baseline variant; every other variant is judged against it. + #[schema(example = "off")] + pub control_variant: String, +} + +/// Presentation fields only. The measurement fields — flag, metric, control — +/// are fixed at creation: changing what a running experiment measures would +/// splice two questions into one answer, and a draft is cheap to recreate. +#[derive(Debug, Deserialize, utoipa::ToSchema)] +pub struct UpdateExperiment { + pub name: Option, + pub description: Option>, +} + +/// An experiment next to its judged results, one entry per variant. +#[derive(Debug, Serialize, utoipa::ToSchema)] +pub struct ExperimentResults { + pub experiment: Experiment, + /// In the flag's variant order, zero-filled for arms nobody has reached, + /// so every arm renders even before its first exposure. A variant that + /// appears in the counters but not on the flag — possible after a variant + /// rename — is appended rather than hidden. + pub results: Vec, +} + +#[utoipa::path( + get, path = "/api/v1/projects/{project_key}/environments/{environment_key}/experiments", + tag = "experiments", security(("bearer" = [])), + params( + ("project_key" = String, Path, description = "Project key"), + ("environment_key" = String, Path, description = "Environment key"), + ), + responses((status = 200, description = "Experiments in this environment", body = Vec)) +)] +pub async fn list( + State(state): State, + caller: AuthUser, + Path((project_key, environment_key)): Path<(String, String)>, +) -> ApiResult>> { + let project = projects::find_project(&state.pool, caller.organization_id, &project_key).await?; + let environment = projects::find_environment(&state.pool, project.id, &environment_key).await?; + + Ok(Json(experiments::list_experiments(&state.pool, environment.id).await?)) +} + +#[utoipa::path( + post, path = "/api/v1/projects/{project_key}/environments/{environment_key}/experiments", + tag = "experiments", security(("bearer" = [])), request_body = CreateExperiment, + params( + ("project_key" = String, Path, description = "Project key"), + ("environment_key" = String, Path, description = "Environment key"), + ), + responses( + (status = 201, description = "Experiment created as a draft", body = Experiment), + (status = 400, description = "Unknown flag, archived flag, or a control that is not one of its variants"), + (status = 409, description = "An experiment with that key already exists here"), + ) +)] +pub async fn create( + State(state): State, + caller: AuthUser, + Path((project_key, environment_key)): Path<(String, String)>, + Json(body): Json, +) -> ApiResult<(StatusCode, Json)> { + caller.require_write()?; + valid_key(&body.key, "key")?; + valid_key(&body.metric_key, "metric_key")?; + + let project = projects::find_project(&state.pool, caller.organization_id, &project_key).await?; + let environment = projects::find_environment(&state.pool, project.id, &environment_key).await?; + + let flag = flags::find_flag(&state.pool, project.id, &body.flag_key).await?; + if flag.archived { + return Err(ApiError::BadRequest(format!( + "flag `{}` is archived; an experiment would measure traffic it no longer serves", + body.flag_key + ))); + } + if !flag.variants.iter().any(|v| v.key == body.control_variant) { + return Err(ApiError::BadRequest(format!( + "`{}` is not a variant of `{}` (it has: {})", + body.control_variant, + body.flag_key, + flag.variants.iter().map(|v| v.key.as_str()).collect::>().join(", ") + ))); + } + + let experiment = experiments::create_experiment( + &state.pool, + environment.id, + flag.id, + &body.key, + &body.name, + body.description.as_deref(), + &body.metric_key, + &body.control_variant, + ) + .await?; + + audit::record( + &state.pool, + NewAuditEntry::new( + caller.organization_id, + caller.actor(), + "experiment.created", + "experiment", + format!("{project_key}/{environment_key}/{}", body.key), + ) + .in_environment(environment.id) + .changing(None, Some(&experiment)), + ) + .await?; + + Ok((StatusCode::CREATED, Json(experiment))) +} + +#[utoipa::path( + get, + path = "/api/v1/projects/{project_key}/environments/{environment_key}/experiments/{experiment_key}", + tag = "experiments", security(("bearer" = [])), + params( + ("project_key" = String, Path, description = "Project key"), + ("environment_key" = String, Path, description = "Environment key"), + ("experiment_key" = String, Path, description = "Experiment key"), + ), + responses((status = 200, description = "The experiment", body = Experiment)) +)] +pub async fn get( + State(state): State, + caller: AuthUser, + Path((project_key, environment_key, experiment_key)): Path<(String, String, String)>, +) -> ApiResult> { + let project = projects::find_project(&state.pool, caller.organization_id, &project_key).await?; + let environment = projects::find_environment(&state.pool, project.id, &environment_key).await?; + + Ok(Json(experiments::find_experiment(&state.pool, environment.id, &experiment_key).await?)) +} + +#[utoipa::path( + patch, + path = "/api/v1/projects/{project_key}/environments/{environment_key}/experiments/{experiment_key}", + tag = "experiments", security(("bearer" = [])), request_body = UpdateExperiment, + params( + ("project_key" = String, Path, description = "Project key"), + ("environment_key" = String, Path, description = "Environment key"), + ("experiment_key" = String, Path, description = "Experiment key"), + ), + responses((status = 200, description = "Experiment updated", body = Experiment)) +)] +pub async fn update( + State(state): State, + caller: AuthUser, + Path((project_key, environment_key, experiment_key)): Path<(String, String, String)>, + Json(body): Json, +) -> ApiResult> { + caller.require_write()?; + + let project = projects::find_project(&state.pool, caller.organization_id, &project_key).await?; + let environment = projects::find_environment(&state.pool, project.id, &environment_key).await?; + + let previous = + experiments::find_experiment(&state.pool, environment.id, &experiment_key).await?; + let experiment = experiments::update_experiment( + &state.pool, + environment.id, + &experiment_key, + body.name.as_deref(), + body.description.as_ref().map(|d| d.as_deref()), + ) + .await?; + + audit::record( + &state.pool, + NewAuditEntry::new( + caller.organization_id, + caller.actor(), + "experiment.updated", + "experiment", + format!("{project_key}/{environment_key}/{experiment_key}"), + ) + .in_environment(environment.id) + .changing(Some(&previous), Some(&experiment)), + ) + .await?; + + Ok(Json(experiment)) +} + +#[utoipa::path( + post, + path = "/api/v1/projects/{project_key}/environments/{environment_key}/experiments/{experiment_key}/start", + tag = "experiments", security(("bearer" = [])), + params( + ("project_key" = String, Path, description = "Project key"), + ("environment_key" = String, Path, description = "Environment key"), + ("experiment_key" = String, Path, description = "Experiment key"), + ), + responses( + (status = 200, description = "Now running; SDKs will start recording", body = Experiment), + (status = 409, description = "Not a draft — a stopped experiment cannot restart"), + ) +)] +pub async fn start( + State(state): State, + caller: AuthUser, + Path((project_key, environment_key, experiment_key)): Path<(String, String, String)>, +) -> ApiResult> { + transition( + state, + caller, + project_key, + environment_key, + experiment_key, + ExperimentState::Running, + ) + .await +} + +#[utoipa::path( + post, + path = "/api/v1/projects/{project_key}/environments/{environment_key}/experiments/{experiment_key}/stop", + tag = "experiments", security(("bearer" = [])), + params( + ("project_key" = String, Path, description = "Project key"), + ("environment_key" = String, Path, description = "Environment key"), + ("experiment_key" = String, Path, description = "Experiment key"), + ), + responses( + (status = 200, description = "Stopped; the results are final", body = Experiment), + (status = 409, description = "Only a running experiment can stop"), + ) +)] +pub async fn stop( + State(state): State, + caller: AuthUser, + Path((project_key, environment_key, experiment_key)): Path<(String, String, String)>, +) -> ApiResult> { + transition( + state, + caller, + project_key, + environment_key, + experiment_key, + ExperimentState::Stopped, + ) + .await +} + +async fn transition( + state: AppState, + caller: AuthUser, + project_key: String, + environment_key: String, + experiment_key: String, + to: ExperimentState, +) -> ApiResult> { + caller.require_write()?; + + let project = projects::find_project(&state.pool, caller.organization_id, &project_key).await?; + let environment = projects::find_environment(&state.pool, project.id, &environment_key).await?; + + let (experiment, action) = match to { + ExperimentState::Running => ( + experiments::start_experiment(&state.pool, environment.id, &experiment_key).await?, + "experiment.started", + ), + _ => ( + experiments::stop_experiment(&state.pool, environment.id, &experiment_key).await?, + "experiment.stopped", + ), + }; + + // Starting and stopping both change what SDKs should record, and the + // snapshot is how they find out. Refreshing inline means the caller's next + // read sees its own write rather than racing the trigger's notification. + state.cache.refresh(environment.id).await; + + audit::record( + &state.pool, + NewAuditEntry::new( + caller.organization_id, + caller.actor(), + action, + "experiment", + format!("{project_key}/{environment_key}/{experiment_key}"), + ) + .in_environment(environment.id) + .changing(None, Some(&experiment)), + ) + .await?; + + Ok(Json(experiment)) +} + +#[utoipa::path( + delete, + path = "/api/v1/projects/{project_key}/environments/{environment_key}/experiments/{experiment_key}", + tag = "experiments", security(("bearer" = [])), + params( + ("project_key" = String, Path, description = "Project key"), + ("environment_key" = String, Path, description = "Environment key"), + ("experiment_key" = String, Path, description = "Experiment key"), + ), + responses( + (status = 204, description = "Experiment and its counters deleted"), + (status = 409, description = "Running — stop it first"), + ) +)] +pub async fn delete( + State(state): State, + caller: AuthUser, + Path((project_key, environment_key, experiment_key)): Path<(String, String, String)>, +) -> ApiResult { + caller.require_write()?; + + let project = projects::find_project(&state.pool, caller.organization_id, &project_key).await?; + let environment = projects::find_environment(&state.pool, project.id, &environment_key).await?; + + let previous = + experiments::find_experiment(&state.pool, environment.id, &experiment_key).await?; + experiments::delete_experiment(&state.pool, environment.id, &experiment_key).await?; + + audit::record( + &state.pool, + NewAuditEntry::new( + caller.organization_id, + caller.actor(), + "experiment.deleted", + "experiment", + format!("{project_key}/{environment_key}/{experiment_key}"), + ) + .in_environment(environment.id) + .changing(Some(&previous), None), + ) + .await?; + + Ok(StatusCode::NO_CONTENT) +} + +#[utoipa::path( + get, + path = "/api/v1/projects/{project_key}/environments/{environment_key}/experiments/{experiment_key}/results", + tag = "experiments", security(("bearer" = [])), + params( + ("project_key" = String, Path, description = "Project key"), + ("environment_key" = String, Path, description = "Environment key"), + ("experiment_key" = String, Path, description = "Experiment key"), + ), + responses((status = 200, description = "Counts, rates, intervals and verdicts per variant", body = ExperimentResults)) +)] +pub async fn results( + State(state): State, + caller: AuthUser, + Path((project_key, environment_key, experiment_key)): Path<(String, String, String)>, +) -> ApiResult> { + let project = projects::find_project(&state.pool, caller.organization_id, &project_key).await?; + let environment = projects::find_environment(&state.pool, project.id, &environment_key).await?; + + let experiment = + experiments::find_experiment(&state.pool, environment.id, &experiment_key).await?; + let counts = experiments::experiment_counts(&state.pool, experiment.id).await?; + + let judged = + flagforge_core::results(&experiment.control_variant, &in_flag_order(&experiment, counts)); + + Ok(Json(ExperimentResults { experiment, results: judged })) +} + +/// Orders counts by the flag's variant list, zero-filling arms that have no +/// counters yet and appending any counter variant the flag no longer defines. +fn in_flag_order(experiment: &Experiment, mut counts: Vec) -> Vec { + let mut ordered = Vec::with_capacity(experiment.variants.len() + counts.len()); + for variant in &experiment.variants { + match counts.iter().position(|c| c.variant == variant.key) { + Some(index) => ordered.push(counts.swap_remove(index)), + None => ordered.push(VariantCounts { + variant: variant.key.clone(), + exposures: 0, + conversions: 0, + }), + } + } + counts.sort_by(|a, b| a.variant.cmp(&b.variant)); + ordered.extend(counts); + ordered +} + +#[cfg(test)] +mod tests { + use super::*; + use chrono::Utc; + use flagforge_core::Variant; + use uuid::Uuid; + + fn experiment() -> Experiment { + Experiment { + id: Uuid::nil(), + environment_id: Uuid::nil(), + flag_id: Uuid::nil(), + flag_key: "checkout.v2".into(), + variants: vec![Variant::new("on", true), Variant::new("off", false)], + key: "checkout-cta".into(), + name: "Checkout CTA".into(), + description: None, + metric_key: "order.completed".into(), + control_variant: "off".into(), + state: ExperimentState::Running, + started_at: None, + stopped_at: None, + version: 1, + created_at: Utc::now(), + updated_at: Utc::now(), + } + } + + fn counts(variant: &str, exposures: u64) -> VariantCounts { + VariantCounts { variant: variant.into(), exposures, conversions: 0 } + } + + #[test] + fn every_arm_renders_even_before_its_first_exposure() { + let ordered = in_flag_order(&experiment(), vec![counts("off", 10)]); + assert_eq!( + ordered.iter().map(|c| (c.variant.as_str(), c.exposures)).collect::>(), + [("on", 0), ("off", 10)], + "flag order, zero-filled" + ); + } + + #[test] + fn counters_for_a_renamed_variant_are_appended_not_hidden() { + let ordered = in_flag_order(&experiment(), vec![counts("legacy", 7), counts("on", 3)]); + assert_eq!( + ordered.iter().map(|c| c.variant.as_str()).collect::>(), + ["on", "off", "legacy"] + ); + } +} diff --git a/crates/api/src/routes/mod.rs b/crates/api/src/routes/mod.rs index 697321b..59a3157 100644 --- a/crates/api/src/routes/mod.rs +++ b/crates/api/src/routes/mod.rs @@ -3,6 +3,8 @@ pub mod audit; pub mod auth; pub mod evaluate; +pub mod events; +pub mod experiments; pub mod flags; pub mod health; pub mod keys; @@ -102,6 +104,26 @@ pub fn router(state: AppState, metrics: PrometheusHandle) -> Router { "/api/v1/projects/{project_key}/environments/{environment_key}/segments/{segment_key}", get(segments::get).put(segments::update).delete(segments::delete), ) + .route( + "/api/v1/projects/{project_key}/environments/{environment_key}/experiments", + get(experiments::list).post(experiments::create), + ) + .route( + "/api/v1/projects/{project_key}/environments/{environment_key}/experiments/{experiment_key}", + get(experiments::get).patch(experiments::update).delete(experiments::delete), + ) + .route( + "/api/v1/projects/{project_key}/environments/{environment_key}/experiments/{experiment_key}/start", + post(experiments::start), + ) + .route( + "/api/v1/projects/{project_key}/environments/{environment_key}/experiments/{experiment_key}/stop", + post(experiments::stop), + ) + .route( + "/api/v1/projects/{project_key}/environments/{environment_key}/experiments/{experiment_key}/results", + get(experiments::results), + ) .route( "/api/v1/projects/{project_key}/environments/{environment_key}/keys", get(keys::list).post(keys::create), @@ -119,6 +141,7 @@ pub fn router(state: AppState, metrics: PrometheusHandle) -> Router { .route("/api/v1/evaluate", post(evaluate::evaluate_all)) .route("/api/v1/evaluate/{flag_key}", post(evaluate::evaluate_one)) .route("/api/v1/snapshot", get(evaluate::snapshot)) + .route("/api/v1/events", post(events::ingest)) .layer( CorsLayer::new() .allow_origin(Any) diff --git a/crates/api/src/seed.rs b/crates/api/src/seed.rs index f9698a8..9f894d3 100644 --- a/crates/api/src/seed.rs +++ b/crates/api/src/seed.rs @@ -251,6 +251,8 @@ pub async fn run( .await?; } + seed_experiment(pool, organization.id, actor, project.id, &environments).await?; + // One key per environment, printed once — exactly as the dashboard does. let mut secrets = Vec::new(); for environment in &environments { @@ -271,6 +273,112 @@ pub async fn run( Ok(()) } +/// One experiment on `checkout.v2` per environment: running with a week of +/// counters in production, still a draft in staging — the two states an +/// operator actually encounters, on the first screen they open. +/// +/// The counters are deterministic rather than random (seeding must be +/// reproducible), with a small modular wobble so the hourly cells do not all +/// carry the same number: the treatment converts at ~13%, the control at ~9%, +/// enough for the z-test to reach a verdict on a week of data. +async fn seed_experiment( + pool: &PgPool, + organization_id: Uuid, + actor: (Option, &str), + project_id: Uuid, + environments: &[flagforge_storage::models::Environment], +) -> anyhow::Result<()> { + use chrono::{TimeDelta, Utc}; + use flagforge_storage::experiments; + use flagforge_storage::models::{CounterDelta, CounterKind}; + + const EXPERIMENT_KEY: &str = "checkout-cta"; + const HOURS: i64 = 24 * 7; + + let flag = flags::find_flag(pool, project_id, "checkout.v2").await?; + + for environment in environments { + experiments::create_experiment( + pool, + environment.id, + flag.id, + EXPERIMENT_KEY, + "Checkout call-to-action", + Some("Does the rebuilt checkout convert better than the old one?"), + "order.completed", + "off", + ) + .await?; + + audit::record( + pool, + NewAuditEntry::new( + organization_id, + actor, + "experiment.created", + "experiment", + format!("checkout/{}/{EXPERIMENT_KEY}", environment.key), + ) + .in_environment(environment.id), + ) + .await?; + + if !environment.is_production { + continue; + } + + experiments::start_experiment(pool, environment.id, EXPERIMENT_KEY).await?; + + let now = Utc::now(); + let mut deltas = Vec::new(); + for hour in 0..HOURS { + let at = now - TimeDelta::hours(hour); + let exposures = 40 + (hour % 9) as u32; + for (variant, conversions) in + [("on", 5 + (hour % 3) as u32), ("off", 3 + (hour % 3) as u32)] + { + deltas.push(CounterDelta { + experiment_key: EXPERIMENT_KEY.to_owned(), + variant: variant.to_owned(), + kind: CounterKind::Exposure, + at, + count: exposures, + }); + deltas.push(CounterDelta { + experiment_key: EXPERIMENT_KEY.to_owned(), + variant: variant.to_owned(), + kind: CounterKind::Conversion, + at, + count: conversions, + }); + } + } + experiments::ingest_counters(pool, environment.id, &deltas).await?; + experiments::backdate_start( + pool, + environment.id, + EXPERIMENT_KEY, + now - TimeDelta::hours(HOURS), + ) + .await?; + + audit::record( + pool, + NewAuditEntry::new( + organization_id, + actor, + "experiment.started", + "experiment", + format!("checkout/{}/{EXPERIMENT_KEY}", environment.key), + ) + .in_environment(environment.id), + ) + .await?; + } + + Ok(()) +} + fn report(email: &str, owner_password: &str, generated: bool, secrets: &[(String, String)]) { println!("\nSeeded a demo organization.\n"); println!(" Sign in at /"); diff --git a/crates/api/tests/experiments.rs b/crates/api/tests/experiments.rs new file mode 100644 index 0000000..0adc14d --- /dev/null +++ b/crates/api/tests/experiments.rs @@ -0,0 +1,242 @@ +//! Experiments end to end: lifecycle, event ingest, judged results, guardrails. + +mod harness; + +use axum::http::StatusCode; +use harness::TestApp; +use serde_json::{Value, json}; +use sqlx::PgPool; + +const EXPERIMENTS: &str = "/api/v1/projects/checkout/environments/production/experiments"; + +fn checkout_experiment() -> Value { + json!({ + "key": "checkout-cta", + "name": "Checkout CTA", + "flag_key": "checkout.v2", + "metric_key": "order.completed", + "control_variant": "off", + }) +} + +/// A batch of `count`-weighted events for one variant. +fn events(variant: &str, exposures: u64, conversions: u64) -> Value { + json!({ + "events": [ + {"experiment_key": "checkout-cta", "variant": variant, + "kind": "exposure", "count": exposures}, + {"experiment_key": "checkout-cta", "variant": variant, + "kind": "conversion", "count": conversions}, + ] + }) +} + +#[sqlx::test(migrations = "../../migrations")] +async fn the_full_lifecycle_measures_and_stops_measuring(pool: PgPool) { + let app = TestApp::new(pool); + let tenant = app.bootstrap("Acme", "ada@acme.test").await; + app.create_flag(&tenant.token, "checkout.v2").await; + + app.post(EXPERIMENTS, Some(&tenant.token), checkout_experiment()) + .await + .expect(StatusCode::CREATED); + + // A draft is not yet measuring, so the snapshot must not announce it. + let snapshot = app.get("/api/v1/snapshot", Some(&tenant.sdk_key)).await.expect(StatusCode::OK); + assert_eq!(snapshot["experiments"], json!([]), "drafts must not reach SDKs"); + + // Events for a draft are dropped, not errors: an SDK cannot know yet. + let dropped = app + .post("/api/v1/events", Some(&tenant.sdk_key), events("on", 10, 1)) + .await + .expect(StatusCode::ACCEPTED); + assert_eq!(dropped["accepted"], 0); + assert_eq!(dropped["received"], 2); + + app.post(&format!("{EXPERIMENTS}/checkout-cta/start"), Some(&tenant.token), json!({})) + .await + .expect(StatusCode::OK); + + let snapshot = app.get("/api/v1/snapshot", Some(&tenant.sdk_key)).await.expect(StatusCode::OK); + assert_eq!(snapshot["experiments"][0]["key"], "checkout-cta"); + assert_eq!(snapshot["experiments"][0]["flag_key"], "checkout.v2"); + assert_eq!(snapshot["experiments"][0]["metric_key"], "order.completed"); + + // A clear difference: 15% converting against 10% over a thousand each. + for (variant, exposures, conversions) in [("on", 1000, 150), ("off", 1000, 100)] { + app.post("/api/v1/events", Some(&tenant.sdk_key), events(variant, exposures, conversions)) + .await + .expect(StatusCode::ACCEPTED); + } + + let body = app + .get(&format!("{EXPERIMENTS}/checkout-cta/results"), Some(&tenant.token)) + .await + .expect(StatusCode::OK); + + let results = body["results"].as_array().expect("results array"); + assert_eq!(results.len(), 2, "{body}"); + let on = &results[0]; + assert_eq!(on["variant"], "on"); + assert_eq!(on["exposures"], 1000); + assert_eq!(on["conversions"], 150); + assert_eq!(on["rate"], 0.15); + assert_eq!(on["vs_control"]["significant"], true, "{on}"); + assert!(on["vs_control"]["p_value"].as_f64().unwrap() < 0.001); + // The control carries numbers but no verdict about itself. + assert_eq!(results[1]["variant"], "off"); + assert!(results[1]["vs_control"].is_null()); + + app.post(&format!("{EXPERIMENTS}/checkout-cta/stop"), Some(&tenant.token), json!({})) + .await + .expect(StatusCode::OK); + + // Stopped: gone from the snapshot, and late events no longer count. + let snapshot = app.get("/api/v1/snapshot", Some(&tenant.sdk_key)).await.expect(StatusCode::OK); + assert_eq!(snapshot["experiments"], json!([])); + let late = app + .post("/api/v1/events", Some(&tenant.sdk_key), events("on", 5, 1)) + .await + .expect(StatusCode::ACCEPTED); + assert_eq!(late["accepted"], 0, "a stopped experiment must stop counting"); + + // And stopped is terminal. + let refused = app + .post(&format!("{EXPERIMENTS}/checkout-cta/start"), Some(&tenant.token), json!({})) + .await; + refused.expect(StatusCode::CONFLICT); +} + +#[sqlx::test(migrations = "../../migrations")] +async fn every_arm_renders_before_any_event_arrives(pool: PgPool) { + let app = TestApp::new(pool); + let tenant = app.bootstrap("Acme", "ada@acme.test").await; + app.create_flag(&tenant.token, "checkout.v2").await; + + app.post(EXPERIMENTS, Some(&tenant.token), checkout_experiment()) + .await + .expect(StatusCode::CREATED); + + let body = app + .get(&format!("{EXPERIMENTS}/checkout-cta/results"), Some(&tenant.token)) + .await + .expect(StatusCode::OK); + + let results = body["results"].as_array().expect("results array"); + assert_eq!(results.len(), 2, "both arms must render zero-filled: {body}"); + for arm in results { + assert_eq!(arm["exposures"], 0); + assert!(arm["rate"].is_null(), "no exposures means no rate, not 0%"); + assert!(arm["vs_control"].is_null()); + } +} + +#[sqlx::test(migrations = "../../migrations")] +async fn a_control_that_is_not_a_variant_is_refused(pool: PgPool) { + let app = TestApp::new(pool); + let tenant = app.bootstrap("Acme", "ada@acme.test").await; + app.create_flag(&tenant.token, "checkout.v2").await; + + let mut body = checkout_experiment(); + body["control_variant"] = "ghost".into(); + let refused = app.post(EXPERIMENTS, Some(&tenant.token), body).await; + let problem = refused.expect(StatusCode::BAD_REQUEST); + // The message must name the variants that would have been accepted. + assert!(problem["title"].as_str().unwrap().contains("on, off"), "{problem}"); +} + +#[sqlx::test(migrations = "../../migrations")] +async fn an_experiment_pins_its_flag_against_deletion(pool: PgPool) { + let app = TestApp::new(pool); + let tenant = app.bootstrap("Acme", "ada@acme.test").await; + app.create_flag(&tenant.token, "checkout.v2").await; + + app.post(EXPERIMENTS, Some(&tenant.token), checkout_experiment()) + .await + .expect(StatusCode::CREATED); + + let refused = + app.delete("/api/v1/projects/checkout/flags/checkout.v2", Some(&tenant.token)).await; + let problem = refused.expect(StatusCode::CONFLICT); + assert!( + problem["title"].as_str().unwrap().contains("production/checkout-cta"), + "the refusal must name the experiment: {problem}" + ); + + // Removing the experiment unpins the flag. + app.delete(&format!("{EXPERIMENTS}/checkout-cta"), Some(&tenant.token)) + .await + .expect(StatusCode::NO_CONTENT); + app.delete("/api/v1/projects/checkout/flags/checkout.v2", Some(&tenant.token)) + .await + .expect(StatusCode::NO_CONTENT); +} + +#[sqlx::test(migrations = "../../migrations")] +async fn a_running_experiment_cannot_be_deleted_mid_measurement(pool: PgPool) { + let app = TestApp::new(pool); + let tenant = app.bootstrap("Acme", "ada@acme.test").await; + app.create_flag(&tenant.token, "checkout.v2").await; + + app.post(EXPERIMENTS, Some(&tenant.token), checkout_experiment()) + .await + .expect(StatusCode::CREATED); + app.post(&format!("{EXPERIMENTS}/checkout-cta/start"), Some(&tenant.token), json!({})) + .await + .expect(StatusCode::OK); + + app.delete(&format!("{EXPERIMENTS}/checkout-cta"), Some(&tenant.token)) + .await + .expect(StatusCode::CONFLICT); + + app.post(&format!("{EXPERIMENTS}/checkout-cta/stop"), Some(&tenant.token), json!({})) + .await + .expect(StatusCode::OK); + app.delete(&format!("{EXPERIMENTS}/checkout-cta"), Some(&tenant.token)) + .await + .expect(StatusCode::NO_CONTENT); +} + +#[sqlx::test(migrations = "../../migrations")] +async fn duplicate_cells_in_one_batch_are_summed_not_a_server_error(pool: PgPool) { + let app = TestApp::new(pool); + let tenant = app.bootstrap("Acme", "ada@acme.test").await; + app.create_flag(&tenant.token, "checkout.v2").await; + + app.post(EXPERIMENTS, Some(&tenant.token), checkout_experiment()) + .await + .expect(StatusCode::CREATED); + app.post(&format!("{EXPERIMENTS}/checkout-cta/start"), Some(&tenant.token), json!({})) + .await + .expect(StatusCode::OK); + + // Three deltas landing in the same hourly cell — the shape that makes a + // naive multi-row upsert fail with "cannot affect row a second time". + let body = json!({ + "events": [ + {"experiment_key": "checkout-cta", "variant": "on", "kind": "exposure", "count": 1}, + {"experiment_key": "checkout-cta", "variant": "on", "kind": "exposure", "count": 2}, + {"experiment_key": "checkout-cta", "variant": "on", "kind": "exposure", "count": 3}, + ] + }); + app.post("/api/v1/events", Some(&tenant.sdk_key), body).await.expect(StatusCode::ACCEPTED); + + let results = app + .get(&format!("{EXPERIMENTS}/checkout-cta/results"), Some(&tenant.token)) + .await + .expect(StatusCode::OK); + assert_eq!(results["results"][0]["exposures"], 6, "{results}"); +} + +#[sqlx::test(migrations = "../../migrations")] +async fn events_require_an_sdk_key(pool: PgPool) { + let app = TestApp::new(pool); + let tenant = app.bootstrap("Acme", "ada@acme.test").await; + + app.post("/api/v1/events", None, events("on", 1, 0)).await.expect(StatusCode::UNAUTHORIZED); + + // A management token is not an SDK key either. + app.post("/api/v1/events", Some(&tenant.token), events("on", 1, 0)) + .await + .expect(StatusCode::UNAUTHORIZED); +} diff --git a/crates/storage/src/experiments.rs b/crates/storage/src/experiments.rs index f80fead..7bd13f8 100644 --- a/crates/storage/src/experiments.rs +++ b/crates/storage/src/experiments.rs @@ -235,6 +235,35 @@ pub async fn delete_experiment(pool: &PgPool, environment_id: Uuid, key: &str) - Ok(()) } +/// Moves a running experiment's `started_at` into the past. +/// +/// Demo seeding only: seeded counters span the preceding week, and results +/// that predate their experiment's start would look like a data bug worth +/// investigating rather than like a demo. +pub async fn backdate_start( + pool: &PgPool, + environment_id: Uuid, + key: &str, + started_at: DateTime, +) -> Result<()> { + let updated = sqlx::query!( + r#" + UPDATE experiments SET started_at = $3 + WHERE environment_id = $1 AND key = $2 AND state = 'running' + "#, + environment_id, + key, + started_at, + ) + .execute(pool) + .await?; + + if updated.rows_affected() == 0 { + return Err(StorageError::not_found("experiment")); + } + Ok(()) +} + /// Experiment keys that reference `flag_id`, qualified by environment so the /// error message reading them locates each one. Used to refuse flag deletion. pub async fn experiments_referencing_flag(pool: &PgPool, flag_id: Uuid) -> Result> { From 22760a85e543090896eabbd505ede8b7e7522441 Mon Sep 17 00:00:00 2001 From: Ssebv Date: Mon, 10 Aug 2026 22:39:11 -0400 Subject: [PATCH 4/6] feat(sdk): exposure recording, track(), and the event flusher MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit The client never sends individual events. Exposures land in an in-process counter map as flags under experiment are evaluated; track(metric, ctx) attributes conversions by re-running the same deterministic evaluation the exposure went through, so both sides of a rate land on the same arm with no per-user state. A background task ships the counts every ten seconds, chunked to the server's batch cap; a failed flush restores its counts and retries, so an outage delays counters rather than losing them. The cap on distinct cells refuses new cells but never existing ones — a runaway key generator is contained while healthy experiments keep counting. The agreement suite gains the property the design rests on: the counters the server ends up holding must equal a tally the test keeps by hand from local assignment. Co-Authored-By: Claude Fable 5 --- crates/sdk/src/client.rs | 198 +++++++++++++++++++++++++++++++--- crates/sdk/src/events.rs | 159 +++++++++++++++++++++++++++ crates/sdk/src/lib.rs | 1 + crates/sdk/tests/agreement.rs | 86 +++++++++++++++ 4 files changed, 430 insertions(+), 14 deletions(-) create mode 100644 crates/sdk/src/events.rs diff --git a/crates/sdk/src/client.rs b/crates/sdk/src/client.rs index 9e56d5c..ea76e38 100644 --- a/crates/sdk/src/client.rs +++ b/crates/sdk/src/client.rs @@ -8,6 +8,7 @@ use flagforge_core::{EnvironmentSnapshot, Evaluation, EvaluationContext, Variant use tokio::task::JoinHandle; use crate::error::Error; +use crate::events::{Cell, EventKind, EventPayload, Recorder}; /// How often the configuration is re-fetched by default. /// @@ -17,6 +18,12 @@ use crate::error::Error; /// [`Client::refresh`] wired to your own signal. const DEFAULT_POLL_INTERVAL: Duration = Duration::from_secs(30); const DEFAULT_TIMEOUT: Duration = Duration::from_secs(5); +/// How often accumulated experiment events are shipped by default. Faster than +/// the poll: counters are tiny, and a short interval keeps a deploy's final +/// unflushed window small. +const DEFAULT_EVENT_FLUSH_INTERVAL: Duration = Duration::from_secs(10); +/// The server refuses batches above this; the flusher chunks to it. +const MAX_EVENTS_PER_BATCH: usize = 1_000; /// Backoff cap for a server that is down; low enough to recover promptly, /// high enough not to add load to something already struggling. const MAX_BACKOFF: Duration = Duration::from_secs(60); @@ -28,10 +35,13 @@ pub type Snapshot = EnvironmentSnapshot; struct Inner { http: reqwest::Client, url: String, + events_url: String, key: String, /// `None` until the first successful fetch. Lock-free to read, because /// every flag check reads it. current: ArcSwapOption, + /// Experiment exposures and conversions waiting for the next flush. + recorder: Recorder, } impl Inner { @@ -61,6 +71,68 @@ impl Inner { fn store(&self, snapshot: Snapshot) { self.current.store(Some(Arc::new(snapshot))); } + + /// Ships accumulated event counts, in server-sized chunks. + /// + /// On any failure the unsent counts go back into the recorder, so the next + /// flush retries them merged with whatever arrived in between — an outage + /// delays counters, it does not lose them (until the process exits). + async fn flush_events(&self) -> Result<(), Error> { + let (counts, dropped) = self.recorder.drain(); + if dropped > 0 { + tracing::warn!( + dropped, + "flagforge: experiment events dropped by the in-process cell cap" + ); + } + if counts.is_empty() { + return Ok(()); + } + + let cells: Vec<(Cell, u64)> = counts.into_iter().collect(); + for start in (0..cells.len()).step_by(MAX_EVENTS_PER_BATCH) { + let chunk = &cells[start..(start + MAX_EVENTS_PER_BATCH).min(cells.len())]; + let events: Vec> = chunk + .iter() + .map(|(cell, count)| EventPayload { + experiment_key: &cell.experiment_key, + variant: &cell.variant, + kind: cell.kind, + // Saturating: 4 billion identical events between two + // flushes is not a workload, it is a bug elsewhere. + count: u32::try_from(*count).unwrap_or(u32::MAX), + }) + .collect(); + + if let Err(error) = self.post_events(&events).await { + self.recorder.restore(cells[start..].iter().cloned().collect()); + return Err(error); + } + } + Ok(()) + } + + async fn post_events(&self, events: &[EventPayload<'_>]) -> Result<(), Error> { + let response = self + .http + .post(&self.events_url) + .header("authorization", format!("Bearer {}", self.key)) + .json(&serde_json::json!({ "events": events })) + .send() + .await?; + + let status = response.status().as_u16(); + if status == 401 || status == 403 { + return Err(Error::Unauthorized(detail(&response.text().await.unwrap_or_default()))); + } + if !(200..300).contains(&status) { + return Err(Error::Api { + status, + detail: detail(&response.text().await.unwrap_or_default()), + }); + } + Ok(()) + } } /// Pulls the human-readable part out of an RFC 9457 problem document. @@ -77,6 +149,7 @@ pub struct ClientBuilder { base_url: String, key: String, poll_interval: Duration, + event_flush_interval: Duration, request_timeout: Duration, } @@ -88,6 +161,14 @@ impl ClientBuilder { self } + /// How often accumulated experiment events are shipped. Pass + /// [`Duration::ZERO`] to disable the background flusher and call + /// [`Client::flush_events`] yourself. + pub fn event_flush_interval(mut self, interval: Duration) -> Self { + self.event_flush_interval = interval; + self + } + pub fn request_timeout(mut self, timeout: Duration) -> Self { self.request_timeout = timeout; self @@ -138,14 +219,22 @@ impl ClientBuilder { let inner = Arc::new(Inner { http, url: format!("{base}/api/v1/snapshot"), + events_url: format!("{base}/api/v1/events"), key: self.key, current: ArcSwapOption::empty(), + recorder: Recorder::default(), }); - let refresher = (!self.poll_interval.is_zero()) - .then(|| spawn_refresher(Arc::clone(&inner), self.poll_interval)); + let mut tasks = Vec::new(); + if !self.poll_interval.is_zero() { + tasks.push(spawn_refresher(Arc::clone(&inner), self.poll_interval)); + } + if !self.event_flush_interval.is_zero() { + tasks.push(spawn_event_flusher(Arc::clone(&inner), self.event_flush_interval)); + } + let tasks = (!tasks.is_empty()).then(|| Arc::new(tasks)); - Ok((Client { inner: Arc::clone(&inner), refresher: refresher.map(Arc::new) }, inner)) + Ok((Client { inner: Arc::clone(&inner), tasks }, inner)) } } @@ -153,7 +242,7 @@ impl ClientBuilder { #[derive(Debug, Clone)] pub struct Client { inner: Arc, - refresher: Option>>, + tasks: Option>>>, } impl Client { @@ -164,6 +253,7 @@ impl Client { base_url: base_url.into(), key: key.into(), poll_interval: DEFAULT_POLL_INTERVAL, + event_flush_interval: DEFAULT_EVENT_FLUSH_INTERVAL, request_timeout: DEFAULT_TIMEOUT, } } @@ -230,12 +320,68 @@ impl Client { fallback: VariantValue, ) -> Evaluation { match self.inner.current.load().as_ref() { - Some(snapshot) => snapshot.evaluate(flag, context, fallback), + Some(snapshot) => { + let evaluation = snapshot.evaluate(flag, context, fallback); + // A decision under a running experiment is an exposure — the + // denominator of that experiment's conversion rate. + if let Some(variant) = &evaluation.variant { + for experiment in &snapshot.experiments { + if experiment.flag_key == flag { + self.inner.recorder.record( + &experiment.key, + variant, + EventKind::Exposure, + ); + } + } + } + evaluation + } // Not loaded yet: behave exactly as if the flag did not exist. None => Evaluation::not_found(flag, fallback), } } + /// Records a conversion for every running experiment measuring `metric`. + /// + /// The variant is attributed by evaluating each experiment's flag for this + /// context — the same deterministic bucketing the exposure went through, + /// so both sides of the rate land on the same arm without the SDK keeping + /// any per-user state. The price of that statelessness: a conversion + /// counts even for a context that never actually evaluated the flag, and + /// the results view reports such excess rather than hiding it. + /// + /// Returns how many experiments counted the event — `0` means no running + /// experiment measures this metric, which is fine: instrument the metric + /// once and experiments can come and go without code changes. + pub fn track(&self, metric: &str, context: &EvaluationContext) -> usize { + let Some(snapshot) = self.inner.current.load_full() else { return 0 }; + + let mut credited = 0; + for experiment in &snapshot.experiments { + if experiment.metric_key != metric { + continue; + } + // Straight to the snapshot, not through `evaluate` — attributing a + // conversion must not also count an exposure. + let evaluation = snapshot.evaluate(&experiment.flag_key, context, VariantValue::null()); + if let Some(variant) = &evaluation.variant { + self.inner.recorder.record(&experiment.key, variant, EventKind::Conversion); + credited += 1; + } + } + credited + } + + /// Ships accumulated experiment events now. + /// + /// The background flusher does this on an interval; call it directly + /// before a graceful shutdown so the final window of counts is not lost + /// with the process. + pub async fn flush_events(&self) -> Result<(), Error> { + self.inner.flush_events().await + } + /// Every flag in the environment, for bulk logging or a debug endpoint. pub fn evaluate_all(&self, context: &EvaluationContext) -> Vec { match self.inner.current.load().as_ref() { @@ -244,26 +390,48 @@ impl Client { } } - /// Stops the background refresher. Also happens on drop. + /// Stops the background tasks. Also happens on drop. Unflushed events are + /// discarded — call [`Client::flush_events`] first if they matter. pub fn shutdown(&self) { - if let Some(handle) = &self.refresher { - handle.abort(); + if let Some(tasks) = &self.tasks { + for task in tasks.iter() { + task.abort(); + } } } } impl Drop for Client { fn drop(&mut self) { - // Only the last clone should stop the refresher; earlier ones going - // out of scope must not silently freeze everyone else's flags. - if let Some(handle) = &self.refresher - && Arc::strong_count(handle) == 1 + // Only the last clone should stop the tasks; earlier ones going out + // of scope must not silently freeze everyone else's flags. + if let Some(tasks) = &self.tasks + && Arc::strong_count(tasks) == 1 { - handle.abort(); + for task in tasks.iter() { + task.abort(); + } } } } +fn spawn_event_flusher(inner: Arc, interval: Duration) -> JoinHandle<()> { + tokio::spawn(async move { + loop { + tokio::time::sleep(interval).await; + // Failures keep their counts (see `flush_events`), so the only + // job here is to keep trying and to say what is happening. + if let Err(error) = inner.flush_events().await { + tracing::warn!( + %error, + transient = error.is_transient(), + "flagforge: event flush failed; counts kept for the next attempt" + ); + } + } + }) +} + fn spawn_refresher(inner: Arc, interval: Duration) -> JoinHandle<()> { tokio::spawn(async move { let mut backoff = interval; @@ -324,12 +492,14 @@ mod tests { #[test] fn trailing_slashes_do_not_produce_a_double_slash() { - // A zero interval skips the background task, so this needs no runtime. + // Zero intervals skip both background tasks, so this needs no runtime. let (_client, inner) = Client::builder("https://flags.example.com/", "ff_srv_x") .poll_interval(Duration::ZERO) + .event_flush_interval(Duration::ZERO) .build() .unwrap(); assert_eq!(inner.url, "https://flags.example.com/api/v1/snapshot"); + assert_eq!(inner.events_url, "https://flags.example.com/api/v1/events"); } #[tokio::test] diff --git a/crates/sdk/src/events.rs b/crates/sdk/src/events.rs new file mode 100644 index 0000000..9a32232 --- /dev/null +++ b/crates/sdk/src/events.rs @@ -0,0 +1,159 @@ +//! Experiment event accumulation. +//! +//! The SDK never sends individual events. Exposures and conversions land in an +//! in-process counter map — one cell per (experiment, variant, kind) — and the +//! flusher ships the counts. A service evaluating a flag a million times an +//! hour sends the same few dozen bytes as one evaluating it twice, which is +//! what lets the server keep pre-aggregated counters instead of an event log. + +use std::collections::HashMap; +use std::sync::Mutex; + +use serde::Serialize; + +/// Upper bound on distinct counter cells held between flushes. +/// +/// Cells are keyed by experiment × variant × kind, so a healthy process needs +/// a handful. Hitting this cap means experiment keys or variants are being +/// generated per request — a bug upstream — and the right failure mode is to +/// drop new cells and say so, not to grow without limit inside someone else's +/// service. +const MAX_CELLS: usize = 4_096; + +#[derive(Debug, Clone, Copy, PartialEq, Eq, Hash, Serialize)] +#[serde(rename_all = "snake_case")] +pub(crate) enum EventKind { + Exposure, + Conversion, +} + +/// One counter cell's identity. +#[derive(Debug, Clone, PartialEq, Eq, Hash)] +pub(crate) struct Cell { + pub experiment_key: String, + pub variant: String, + pub kind: EventKind, +} + +/// What `/api/v1/events` expects, borrowed straight out of a drained map. +#[derive(Debug, Serialize)] +pub(crate) struct EventPayload<'a> { + pub experiment_key: &'a str, + pub variant: &'a str, + pub kind: EventKind, + pub count: u32, +} + +/// The counter map, shared by every clone of the client. +#[derive(Debug, Default)] +pub(crate) struct Recorder { + state: Mutex, +} + +#[derive(Debug, Default)] +struct State { + counts: HashMap, + /// Increments refused by the cap since the last flush. + dropped: u64, +} + +impl Recorder { + pub fn record(&self, experiment_key: &str, variant: &str, kind: EventKind) { + let cell = + Cell { experiment_key: experiment_key.to_owned(), variant: variant.to_owned(), kind }; + let mut state = self.state.lock().expect("recorder mutex poisoned"); + + // Existing cells always increment; the cap only refuses *new* ones, so + // a well-behaved experiment keeps counting while a runaway one is + // contained. + if let Some(count) = state.counts.get_mut(&cell) { + *count += 1; + } else if state.counts.len() >= MAX_CELLS { + state.dropped += 1; + } else { + state.counts.insert(cell, 1); + } + } + + /// Takes everything recorded so far, leaving the map empty. + pub fn drain(&self) -> (HashMap, u64) { + let mut state = self.state.lock().expect("recorder mutex poisoned"); + (std::mem::take(&mut state.counts), std::mem::take(&mut state.dropped)) + } + + /// Puts a failed flush back so the next one retries it. Counts recorded in + /// the meantime are merged rather than overwritten. + pub fn restore(&self, counts: HashMap) { + let mut state = self.state.lock().expect("recorder mutex poisoned"); + for (cell, count) in counts { + if let Some(existing) = state.counts.get_mut(&cell) { + *existing += count; + } else if state.counts.len() >= MAX_CELLS { + state.dropped += count; + } else { + state.counts.insert(cell, count); + } + } + } +} + +#[cfg(test)] +mod tests { + use super::*; + + fn cell(experiment: &str, variant: &str) -> Cell { + Cell { + experiment_key: experiment.to_owned(), + variant: variant.to_owned(), + kind: EventKind::Exposure, + } + } + + #[test] + fn identical_events_pile_into_one_cell() { + let recorder = Recorder::default(); + for _ in 0..5 { + recorder.record("exp", "on", EventKind::Exposure); + } + recorder.record("exp", "on", EventKind::Conversion); + + let (counts, dropped) = recorder.drain(); + assert_eq!(counts.len(), 2); + assert_eq!(counts[&cell("exp", "on")], 5); + assert_eq!(dropped, 0); + let (rest, _) = recorder.drain(); + assert!(rest.is_empty(), "drain must leave the map empty"); + } + + #[test] + fn the_cap_refuses_new_cells_but_never_existing_ones() { + let recorder = Recorder::default(); + for i in 0..MAX_CELLS { + recorder.record(&format!("exp-{i}"), "on", EventKind::Exposure); + } + + // A brand-new cell is refused... + recorder.record("one-too-many", "on", EventKind::Exposure); + // ...but a cell that already exists keeps counting. + recorder.record("exp-0", "on", EventKind::Exposure); + + let (counts, dropped) = recorder.drain(); + assert_eq!(counts.len(), MAX_CELLS); + assert_eq!(dropped, 1); + assert_eq!(counts[&cell("exp-0", "on")], 2); + } + + #[test] + fn a_restored_flush_merges_with_what_arrived_meanwhile() { + let recorder = Recorder::default(); + recorder.record("exp", "on", EventKind::Exposure); + let (drained, _) = recorder.drain(); + + // The flush "failed"; traffic kept arriving. + recorder.record("exp", "on", EventKind::Exposure); + recorder.restore(drained); + + let (counts, _) = recorder.drain(); + assert_eq!(counts[&cell("exp", "on")], 2, "nothing may be lost or double-counted"); + } +} diff --git a/crates/sdk/src/lib.rs b/crates/sdk/src/lib.rs index 062404d..1fb3072 100644 --- a/crates/sdk/src/lib.rs +++ b/crates/sdk/src/lib.rs @@ -40,6 +40,7 @@ mod client; mod error; +mod events; pub use client::{Client, ClientBuilder, Snapshot}; pub use error::Error; diff --git a/crates/sdk/tests/agreement.rs b/crates/sdk/tests/agreement.rs index 6c92944..66d734b 100644 --- a/crates/sdk/tests/agreement.rs +++ b/crates/sdk/tests/agreement.rs @@ -165,6 +165,18 @@ impl Fixture { assert!(response.status().is_success(), "PUT {path} failed: {}", response.status()); } + async fn get(&self, path: &str) -> Value { + let response = self + .http + .get(format!("{}{path}", self.base)) + .header("authorization", format!("Bearer {}", self.token)) + .send() + .await + .unwrap(); + assert!(response.status().is_success(), "GET {path} failed: {}", response.status()); + response.json().await.unwrap() + } + /// Asks the server for a decision, the way a thin client would. async fn evaluate_remotely(&self, flag: &str, context: &EvaluationContext) -> bool { let response: Value = self @@ -303,6 +315,80 @@ async fn local_and_remote_agree_on_flags_gated_by_a_segment(pool: PgPool) { ); } +/// Exposures and conversions are attributed client-side, by the same +/// deterministic evaluation the flag check used. If that attribution drifted +/// from local assignment, an experiment would compare cohorts that do not +/// exist — so the counters the server ends up holding must equal a tally the +/// test keeps by hand. +#[sqlx::test(migrations = "../../migrations")] +async fn recorded_counters_agree_with_local_assignment(pool: PgPool) { + use std::collections::HashMap; + + let address = serve(pool).await; + let fixture = Fixture::create(address).await; + let experiments = "/api/v1/projects/checkout/environments/production/experiments"; + + fixture + .post( + experiments, + json!({ + "key": "cta", "name": "Checkout CTA", "flag_key": "checkout.v2", + "metric_key": "order.completed", "control_variant": "off", + }), + ) + .await; + fixture.post(&format!("{experiments}/cta/start"), json!({})).await; + + // Both background tasks off: the test drives the flush itself. + let client = Client::builder(&fixture.base, &fixture.sdk_key) + .poll_interval(Duration::ZERO) + .event_flush_interval(Duration::ZERO) + .connect() + .await + .unwrap(); + + let mut exposures: HashMap = HashMap::new(); + let mut conversions: HashMap = HashMap::new(); + for i in 0..200 { + let context = context(i); + let decision = + client.evaluate("checkout.v2", &context, flagforge_sdk::VariantValue::null()); + let variant = decision.variant.clone().expect("a configured flag resolves a variant"); + *exposures.entry(variant.clone()).or_default() += 1; + + // Every third user converts. + if i % 3 == 0 { + assert_eq!(client.track("order.completed", &context), 1); + *conversions.entry(variant).or_default() += 1; + } + } + + // A metric nobody measures is not an error — it counts toward nothing. + assert_eq!(client.track("unmeasured.metric", &context(0)), 0); + + client.flush_events().await.expect("the flush must reach the server"); + + let body = fixture.get(&format!("{experiments}/cta/results")).await; + let results = body["results"].as_array().expect("results array"); + assert_eq!(results.len(), 2, "{body}"); + for arm in results { + let variant = arm["variant"].as_str().unwrap(); + assert_eq!( + arm["exposures"].as_u64().unwrap(), + exposures.get(variant).copied().unwrap_or(0), + "exposures for `{variant}` disagree with local assignment: {body}" + ); + assert_eq!( + arm["conversions"].as_u64().unwrap(), + conversions.get(variant).copied().unwrap_or(0), + "conversions for `{variant}` disagree with local attribution: {body}" + ); + } + + // Flushing with nothing accumulated is a no-op, not a request. + client.flush_events().await.unwrap(); +} + #[sqlx::test(migrations = "../../migrations")] async fn the_sdk_sees_a_change_after_refreshing(pool: PgPool) { let address = serve(pool).await; From 73735fff7236c37c15b648b6de351b6e7e4ce49b Mon Sep 17 00:00:00 2001 From: Ssebv Date: Mon, 10 Aug 2026 22:47:15 -0400 Subject: [PATCH 5/6] feat(web): experiments page with judged results MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Organised like the segments page — pick an environment, work inside it — with lifecycle actions that mirror the API's state machine. The results view puts one meter per arm on a shared scale snapped to the next 5%, the 95% interval as end ticks over the fill, and the exact numbers printed beside every bar: the meter is the shape, never the source. Fill colours reuse the distribution bar's position-keyed tokens, so an arm keeps its colour between the two views, and the z-test verdict is words with a badge, never colour alone. The create form defaults the control to the flag's off variant — the behaviour traffic outside the experiment would have seen. Co-Authored-By: Claude Fable 5 --- crates/web/src/api.rs | 116 ++++ crates/web/src/app.rs | 1 + crates/web/src/components.rs | 3 + crates/web/src/pages/experiments.rs | 858 ++++++++++++++++++++++++++++ crates/web/src/pages/mod.rs | 2 + crates/web/src/pages/project.rs | 7 + crates/web/styles/app.css | 53 ++ 7 files changed, 1040 insertions(+) create mode 100644 crates/web/src/pages/experiments.rs diff --git a/crates/web/src/api.rs b/crates/web/src/api.rs index 9590bea..0ba008c 100644 --- a/crates/web/src/api.rs +++ b/crates/web/src/api.rs @@ -206,6 +206,33 @@ pub mod models { pub referenced_by: Vec, } + /// An A/B experiment, as the management API returns it. + #[derive(Debug, Clone, PartialEq, Deserialize)] + pub struct Experiment { + pub id: String, + pub key: String, + pub name: String, + pub description: Option, + pub flag_key: String, + /// The flag's variants, denormalized so the results view can render + /// every arm without a second request. + pub variants: Vec, + pub metric_key: String, + pub control_variant: String, + /// `draft`, `running` or `stopped`. + pub state: String, + pub started_at: Option, + pub stopped_at: Option, + pub version: i64, + } + + /// An experiment next to its judged results. + #[derive(Debug, Clone, PartialEq, Deserialize)] + pub struct ExperimentResults { + pub experiment: Experiment, + pub results: Vec, + } + #[derive(Debug, Clone, PartialEq, Deserialize)] pub struct ApiKey { pub id: String, @@ -323,6 +350,17 @@ pub struct SegmentBody { pub expected_version: i64, } +#[derive(Serialize)] +pub struct NewExperiment<'a> { + pub key: &'a str, + pub name: &'a str, + #[serde(skip_serializing_if = "Option::is_none")] + pub description: Option<&'a str>, + pub flag_key: &'a str, + pub metric_key: &'a str, + pub control_variant: &'a str, +} + #[derive(Serialize)] pub struct NewKey<'a> { pub name: &'a str, @@ -596,6 +634,84 @@ pub async fn delete_segment( .await } +pub async fn list_experiments( + token: &str, + project: &str, + environment: &str, +) -> Result, ApiError> { + send( + Method::Get, + &format!("/projects/{project}/environments/{environment}/experiments"), + Some(token), + None, + ) + .await +} + +pub async fn create_experiment( + token: &str, + project: &str, + environment: &str, + body: NewExperiment<'_>, +) -> Result { + send( + Method::Post, + &format!("/projects/{project}/environments/{environment}/experiments"), + Some(token), + json(body), + ) + .await +} + +/// `action` is `start` or `stop` — the two lifecycle transitions. +pub async fn transition_experiment( + token: &str, + project: &str, + environment: &str, + experiment: &str, + action: &str, +) -> Result { + send( + Method::Post, + &format!( + "/projects/{project}/environments/{environment}/experiments/{experiment}/{action}" + ), + Some(token), + Some(Value::Null), + ) + .await +} + +pub async fn experiment_results( + token: &str, + project: &str, + environment: &str, + experiment: &str, +) -> Result { + send( + Method::Get, + &format!("/projects/{project}/environments/{environment}/experiments/{experiment}/results"), + Some(token), + None, + ) + .await +} + +pub async fn delete_experiment( + token: &str, + project: &str, + environment: &str, + experiment: &str, +) -> Result<(), ApiError> { + send( + Method::Delete, + &format!("/projects/{project}/environments/{environment}/experiments/{experiment}"), + Some(token), + None, + ) + .await +} + pub async fn list_keys( token: &str, project: &str, diff --git a/crates/web/src/app.rs b/crates/web/src/app.rs index 48a69ac..cd45bf8 100644 --- a/crates/web/src/app.rs +++ b/crates/web/src/app.rs @@ -32,6 +32,7 @@ pub fn App() -> impl IntoView { + diff --git a/crates/web/src/components.rs b/crates/web/src/components.rs index b878705..3f2ff34 100644 --- a/crates/web/src/components.rs +++ b/crates/web/src/components.rs @@ -44,6 +44,9 @@ fn path_for(name: &str) -> &'static str { r#""# } "moon" => r#""#, + "flask" => { + r#""# + } "plus" => r#""#, "trash" => { r#""# diff --git a/crates/web/src/pages/experiments.rs b/crates/web/src/pages/experiments.rs new file mode 100644 index 0000000..79f6cb0 --- /dev/null +++ b/crates/web/src/pages/experiments.rs @@ -0,0 +1,858 @@ +//! A/B experiments for one environment. +//! +//! Organised like the segments page — pick an environment, then work inside +//! it — because an experiment *is* a measurement of one environment's traffic. +//! The list shows lifecycle at a glance; opening an experiment shows its +//! judged results: rates, intervals and the verdict against the control. + +use flagforge_core::VariantResult; +use leptos::prelude::*; +use leptos_router::components::A; +use leptos_router::hooks::use_params_map; + +use crate::api::{ + self, Load, NewExperiment, + models::{ConfiguredFlag, Environment, Experiment, ExperimentResults}, +}; +use crate::app::{PageHeader, fixed}; +use crate::components::{ConfirmButton, Empty, Failure, Icon, Modal, SkeletonRows, defer}; +use crate::pages::projects_slug; +use crate::session::use_session; +use crate::toast::use_toaster; + +#[component] +pub fn Experiments() -> impl IntoView { + let session = use_session(); + let toaster = use_toaster(); + let params = use_params_map(); + + let project_key = move || params.read().get("project").unwrap_or_default(); + + let environments = RwSignal::new(Load::>::Loading); + let selected_env = RwSignal::new(Option::::None); + let experiments = RwSignal::new(Load::>::Loading); + let opened = RwSignal::new(Option::>::None); + let opened_key = RwSignal::new(Option::::None); + let creating = RwSignal::new(false); + + let load_environments = move || { + let (Some(token), project) = (session.token_untracked(), project_key()) else { return }; + leptos::task::spawn_local(async move { + let list = api::list_environments(&token, &project).await; + if let Ok(list) = &list { + selected_env.set( + list.iter() + .find(|e| e.is_production) + .or_else(|| list.first()) + .map(|e| e.key.clone()), + ); + } + environments.set(list.into()); + }); + }; + + let load_experiments = move || { + let (Some(token), project) = (session.token_untracked(), project_key()) else { return }; + let Some(environment) = selected_env.get_untracked() else { return }; + experiments.set(Load::Loading); + leptos::task::spawn_local(async move { + experiments.set(api::list_experiments(&token, &project, &environment).await.into()); + }); + }; + + let open = move |key: String| { + let (Some(token), project) = (session.token_untracked(), project_key()) else { return }; + let Some(environment) = selected_env.get_untracked() else { return }; + opened_key.set(Some(key.clone())); + opened.set(Some(Load::Loading)); + leptos::task::spawn_local(async move { + opened.set(Some( + api::experiment_results(&token, &project, &environment, &key).await.into(), + )); + }); + }; + + Effect::new(move |_| { + let _ = project_key(); + load_environments(); + }); + + Effect::new(move |_| { + let _ = selected_env.get(); + opened.set(None); + opened_key.set(None); + load_experiments(); + }); + + let can_write = move || session.identity().is_some_and(|me| me.user.can_write()); + + // Start and stop share everything but the verb and the toast. + let transition = move |key: String, action: &'static str| { + let (Some(token), project) = (session.token_untracked(), project_key()) else { return }; + let Some(environment) = selected_env.get_untracked() else { return }; + leptos::task::spawn_local(async move { + match api::transition_experiment(&token, &project, &environment, &key, action).await { + Ok(_) => { + toaster.success(if action == "start" { + "Experiment running — SDKs will start recording" + } else { + "Experiment stopped — the results are final" + }); + load_experiments(); + if opened_key.get_untracked().as_deref() == Some(key.as_str()) { + open(key); + } + } + Err(error) => toaster.error("Could not change the experiment", &error), + } + }); + }; + + let delete = move |key: String| { + let (Some(token), project) = (session.token_untracked(), project_key()) else { return }; + let Some(environment) = selected_env.get_untracked() else { return }; + leptos::task::spawn_local(async move { + match api::delete_experiment(&token, &project, &environment, &key).await { + Ok(()) => { + toaster.success("Experiment deleted"); + opened.set(None); + opened_key.set(None); + load_experiments(); + } + Err(error) => toaster.error("Could not delete the experiment", &error), + } + }); + }; + + view! { + + + + "Back" + + + + + + +
+ {move || match environments.get() { + Load::Ready(list) => { + view! { +
+ {list + .into_iter() + .map(|environment| { + let key = environment.key.clone(); + let active = { + let key = key.clone(); + Signal::derive(move || { + selected_env.get().as_deref() == Some(key.as_str()) + }) + }; + view! { + + } + }) + .collect_view()} +
+ } + .into_any() + } + _ => view! {
}.into_any(), + }} + + {move || match experiments.get() { + Load::Loading => { + view! {
}.into_any() + } + Load::Failed(error) => { + view! { +
+ +
+ } + .into_any() + } + Load::Ready(list) if list.is_empty() => { + view! { +
+ +
+ } + .into_any() + } + Load::Ready(list) => { + view! { +
+
+ + + + + + + + + + + {list + .into_iter() + .map(|experiment| { + let key = experiment.key.clone(); + let open_key = key.clone(); + let start_key = key.clone(); + let stop_key = key.clone(); + let state = experiment.state.clone(); + let is_draft = state == "draft"; + let is_running = state == "running"; + // Callbacks are Copy, so the Show children stay Fn. + let start_now = Callback::new(move |_: ()| { + transition(start_key.clone(), "start") + }); + let stop_now = Callback::new(move |_: ()| { + transition(stop_key.clone(), "stop") + }); + view! { + + + + + + + } + }) + .collect_view()} + +
"Key""Measures""State"
+ {experiment.key.clone()} +
{experiment.name.clone()}
+ 		+ {experiment.flag_key.clone()} + " → " + {experiment.metric_key.clone()} + + + + + + + + +
+
+
+ } + .into_any() + } + }} + + {move || { + opened + .get() + .map(|load| match load { + Load::Loading => { + view! {
}.into_any() + } + Load::Failed(error) => { + view! { +
+ +
+ } + .into_any() + } + Load::Ready(loaded) => { + let key = loaded.experiment.key.clone(); + let delete_this = Callback::new(move |_| delete(key.clone())); + view! { + + } + .into_any() + } + }) + }} +
+ + + + + } +} + +#[component] +fn StateBadge(state: String) -> impl IntoView { + // The dot plus the word: state is never colour alone. + match state.as_str() { + "running" => view! { + + + "Running" + + } + .into_any(), + "stopped" => view! { "Stopped" }.into_any(), + _ => view! { "Draft" }.into_any(), + } +} + +/// The results view: one meter per arm on a shared scale, numbers beside it, +/// and the z-test's verdict in words. +#[component] +fn ResultsPanel( + loaded: ExperimentResults, + can_write: Signal, + #[prop(into)] on_close: Callback<()>, + #[prop(into)] on_delete: Callback<()>, +) -> impl IntoView { + let experiment = loaded.experiment; + let running = experiment.state == "running"; + let control = experiment.control_variant.clone(); + + // One scale for every arm, snapped up to the next 5 % so the bars have + // headroom and the axis note reads as a round number. + let top = loaded + .results + .iter() + .filter_map(|r| r.interval.map(|ci| ci.high).or(r.rate)) + .fold(0.0_f64, f64::max); + let scale = ((top / 0.05).ceil() * 0.05).max(0.05); + + let no_data = loaded.results.iter().all(|r| r.exposures == 0 && r.conversions == 0); + let has_excess = loaded.results.iter().any(|r| r.exposures > 0 && r.conversions > r.exposures); + + // Colour is keyed to the arm's position in the flag definition, matching + // the distribution bar on the flag page, so an arm keeps its colour + // between the two views. + let position_of = { + let variants: Vec = experiment.variants.iter().map(|v| v.key.clone()).collect(); + move |variant: &str| variants.iter().position(|v| v == variant).unwrap_or(0) % 4 + }; + + view! { +
+
+

+ {experiment.name.clone()} + " " + +

+
+ +
+ +
+
+ "Flag" + {experiment.flag_key.clone()} + "Metric" + {experiment.metric_key.clone()} + "Control" + {control.clone()} + {experiment + .started_at + .clone() + .map(|at| { + view! { + "Started" + {at.chars().take(10).collect::()} + } + })} + {experiment + .stopped_at + .clone() + .map(|at| { + view! { + "Stopped" + {at.chars().take(10).collect::()} + } + })} +
+ + +
+
+ +
+ + "No events yet. Exposures arrive when SDKs evaluate the flag; conversions when they call " + "track(\"" {experiment.metric_key.clone()} "\")" + "." + +
+ + + +
+
+ +
+ + "An arm has more conversions than exposures — the metric is being tracked for contexts that never evaluated the flag. Rates are clamped, raw counts shown." + +
+ + +
+ + + + + + + + + + + + {loaded + .results + .iter() + .map(|arm| { + let is_control = arm.variant == control; + let position = position_of(&arm.variant); + view! { + + } + }) + .collect_view()} + +
"Arm""Exposures""Conversions" + "Conversion rate" + + {format!(" (scale 0–{:.0} %)", scale * 100.0)} + + "Against control"
+
+
+ +
+ + + "Running experiments cannot be deleted — stop it first." + + } + } + > + + + +
+
+
+ } +} + +#[component] +fn ArmRow(arm: VariantResult, is_control: bool, position: usize, scale: f64) -> impl IntoView { + let rate_text = arm.rate.map(|rate| format!("{:.1} %", rate * 100.0)); + let ci_text = + arm.interval.map(|ci| format!("95 % CI {:.1}–{:.1} %", ci.low * 100.0, ci.high * 100.0)); + let meter_label = match (&rate_text, &ci_text) { + (Some(rate), Some(ci)) => format!("{}: {rate}, {ci}", arm.variant), + _ => format!("{}: no exposures yet", arm.variant), + }; + + let fill_width = arm.rate.map(|rate| format!("width:{:.2}%", (rate / scale) * 100.0)); + let ci_style = arm.interval.map(|ci| { + format!( + "left:{:.2}%;width:{:.2}%", + (ci.low / scale) * 100.0, + ((ci.high - ci.low) / scale).max(0.0) * 100.0, + ) + }); + + view! { + + + {arm.variant.clone()} + + "control" + + + {arm.exposures} + {arm.conversions} + + +
+ {match (rate_text, ci_text) { + (Some(rate), Some(ci)) => format!("{rate} · {ci}"), + _ => "No exposures yet".to_owned(), + }} +
+ + {verdict(&arm, is_control)} + + } +} + +/// The comparison cell, in words. The badge never carries the verdict alone. +fn verdict(arm: &VariantResult, is_control: bool) -> impl IntoView + use<> { + if is_control { + return view! { "— baseline" }.into_any(); + } + match arm.vs_control { + Some(comparison) => { + let lift = format!("{:+.1} pts", comparison.lift * 100.0); + let p = if comparison.p_value < 0.001 { + "p < 0.001".to_owned() + } else { + format!("p = {:.3}", comparison.p_value) + }; + let badge = if comparison.significant { + view! { + + + "Significant" + + } + .into_any() + } else { + view! { "Not significant" }.into_any() + }; + view! { +
+ {badge} + + {format!("{lift} · {p}")} + +
+ } + .into_any() + } + None => view! { "Awaiting data" }.into_any(), + } +} + +#[component] +fn CreateExperiment( + project: Signal, + environment: Signal, + #[prop(into)] on_close: Callback<()>, + #[prop(into)] on_created: Callback, +) -> impl IntoView { + let session = use_session(); + let toaster = use_toaster(); + + let flags = RwSignal::new(Load::>::Loading); + let name = RwSignal::new(String::new()); + let key = RwSignal::new(String::new()); + let key_touched = RwSignal::new(false); + let flag_key = RwSignal::new(String::new()); + let metric_key = RwSignal::new(String::new()); + let control = RwSignal::new(String::new()); + let busy = RwSignal::new(false); + + // The flag picker needs the environment's flags; their variants feed the + // control picker, and the off variant is the natural default control — + // it is what traffic outside the experiment would have seen. + Effect::new(move |_| { + let (Some(token), project, environment) = + (session.token_untracked(), project.get(), environment.get()) + else { + return; + }; + leptos::task::spawn_local(async move { + let list = api::list_configured(&token, &project, &environment).await; + if let Ok(list) = &list + && let Some(first) = list.iter().find(|c| !c.flag.archived) + { + flag_key.set(first.flag.key.clone()); + control.set(first.config.off_variant.clone()); + } + flags.set(list.into()); + }); + }); + + let variants_of_selected = Signal::derive(move || match flags.get() { + Load::Ready(list) => list + .iter() + .find(|c| c.flag.key == flag_key.get()) + .map(|c| c.flag.variants.clone()) + .unwrap_or_default(), + _ => Vec::new(), + }); + + let submit = move |event: leptos::ev::SubmitEvent| { + event.prevent_default(); + if busy.get_untracked() { + return; + } + busy.set(true); + + let Some(token) = session.token_untracked() else { return }; + let (project, environment) = (project.get_untracked(), environment.get_untracked()); + let (name_value, key_value, flag_value, metric_value, control_value) = ( + name.get_untracked(), + key.get_untracked(), + flag_key.get_untracked(), + metric_key.get_untracked(), + control.get_untracked(), + ); + + leptos::task::spawn_local(async move { + let result = api::create_experiment( + &token, + &project, + &environment, + NewExperiment { + key: &key_value, + name: &name_value, + description: None, + flag_key: &flag_value, + metric_key: &metric_value, + control_variant: &control_value, + }, + ) + .await; + + busy.set(false); + match result { + Ok(created) => on_created.run(created.key), + Err(error) => toaster.error("Could not create the experiment", &error), + } + }); + }; + + view! { + +
+
+
+ + +
+ +
+ + +
+ +
+ + + + "Its variants become the arms. Fixed once created." + +
+ +
+ + + + "What your service passes to " "track()" + " when the thing you care about happens." + +
+ +
+ + + + "The baseline every other arm is judged against — usually the behaviour users had before." + +
+ +
+
+ +
+ + "Created as a draft. Nothing is measured until you press Start, and a stopped experiment cannot restart." + +
+
+ +
+
+ + +
+
+ + } +} diff --git a/crates/web/src/pages/mod.rs b/crates/web/src/pages/mod.rs index a0210d2..0408c7e 100644 --- a/crates/web/src/pages/mod.rs +++ b/crates/web/src/pages/mod.rs @@ -1,6 +1,7 @@ //! Route views. mod audit; +mod experiments; pub(crate) mod flag; mod keys; mod login; @@ -9,6 +10,7 @@ mod projects; mod segments; pub use audit::Audit; +pub use experiments::Experiments; pub use flag::FlagDetail; pub use keys::Keys; pub use login::Login; diff --git a/crates/web/src/pages/project.rs b/crates/web/src/pages/project.rs index 181f9f6..0f052c1 100644 --- a/crates/web/src/pages/project.rs +++ b/crates/web/src/pages/project.rs @@ -172,6 +172,13 @@ pub fn ProjectDetail() -> impl IntoView { "Segments" + + + "Experiments" + Date: Mon, 10 Aug 2026 22:58:07 -0400 Subject: [PATCH 6/6] docs: experiments in the README, and the gallery regenerated as one pass MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit A feature bullet, a dashboard section ending in a verdict, a design note on why the counters are bounded by time rather than traffic, the SDK example gaining track(), and the test count moving to 244 with the new layers accounted for. All eight screenshots come from one scripted pass over a fresh seed — the project header gained an Experiments button, which dates every shot that shows it, and a gallery mixing UI states looks worse than a dated one. Co-Authored-By: Claude Fable 5 --- README.md | 75 +++++++++++++++++++++++++++---- docs/screenshots/audit-log.png | Bin 129102 -> 135488 bytes docs/screenshots/experiments.png | Bin 0 -> 87046 bytes docs/screenshots/flag-editor.png | Bin 84005 -> 83922 bytes docs/screenshots/flag-rules.png | Bin 74343 -> 73856 bytes docs/screenshots/flags-dark.png | Bin 89571 -> 90885 bytes docs/screenshots/flags-light.png | Bin 89354 -> 90528 bytes docs/screenshots/sdk-keys.png | Bin 86840 -> 86751 bytes docs/screenshots/segments.png | Bin 89179 -> 89003 bytes 9 files changed, 67 insertions(+), 8 deletions(-) create mode 100644 docs/screenshots/experiments.png diff --git a/README.md b/README.md index e5d6ef3..cf9efc1 100644 --- a/README.md +++ b/README.md @@ -39,6 +39,10 @@ FlagForge is the service behind that question: people are in it wherever it is referenced. - **Percentage rollouts.** Deterministic and sticky: `user-42` lands in the same bucket on every node, forever, without any shared state. +- **A/B experiments.** Bind a flag to a conversion metric and its variants + become the arms. SDKs count exposures and conversions locally and flush + hourly totals; the dashboard answers with rates, 95 % confidence intervals + and a two-proportion z-test against the control — a verdict, not a hunch. - **Per-environment configuration.** One flag, on in staging, at 5 % in production. Each environment has its own bucketing salt, so a canary in staging does not preselect the same users in production. Every flag is @@ -272,6 +276,18 @@ WASM. The editor is not approximating what the server would do — it is calling user lands on does depend on the salt, and the salt never leaves the server — so the UI says that rather than pretending otherwise. +### Experiments end in a verdict + +An experiment's results: one meter per arm with a confidence interval, and a significance verdict against the control + +An experiment binds a flag to a conversion metric; the flag's variants become +the arms and the traffic you already serve becomes the sample. Each arm gets a +rate, a 95 % Wilson interval drawn on a shared scale, and a two-proportion +z-test against the control — in words, with the exact numbers printed beside +every bar. The lifecycle is one-way (draft → running → stopped) because a +reopened measurement window would average two populations into an answer about +neither, and a stopped experiment's results stay exactly as they ended. + ### The rest of it | | | @@ -334,6 +350,12 @@ let user = EvaluationContext::new(&user_id).with("plan", plan).with("country", c if flags.is_enabled("checkout.v2", &user, false) { render_new_checkout() } + +// When the thing you care about happens, name it. If a running experiment +// measures this metric, the conversion is attributed to whichever variant +// this user was assigned; if none does, it counts toward nothing — so you +// instrument once and experiments come and go without code changes. +flags.track("order.completed", &user); ``` It fetches the environment's configuration once, keeps it in memory, refreshes @@ -492,6 +514,35 @@ Rollouts can also bucket on an attribute instead of the context key (`bucket_by: "account_id"`), which keeps every user of one account on the same side of a rollout. Half a team seeing a new UI is its own kind of bug. +### Experiment counters are bounded by time, not traffic + +An experiments feature usually arrives with an event pipeline: a queue, a raw +event table, a nightly aggregation job. FlagForge stores none of that. SDKs +collapse events into an in-process counter map — one cell per (experiment, +variant, kind) — and flush the *counts*; the server adds them into hourly +cells with a single `INSERT … ON CONFLICT` round trip. A service evaluating a +flag a million times an hour sends the same few dozen bytes as one evaluating +it twice, and the table grows with hours elapsed times variants, not with +traffic. The price, accepted knowingly: individual events are gone, so there +is nothing to re-analyse later. + +Attribution needs no per-user state either. Because assignment is a pure +function, `track("order.completed", &user)` simply re-evaluates the +experiment's flag for that context — the same deterministic bucketing the +exposure went through — so both sides of the rate land on the same arm. The +corner this cuts is visible rather than hidden: a conversion can be tracked +for a context that never evaluated the flag, and the results view reports the +excess instead of laundering it into the rate. + +The statistics are deliberately conventional: a 95 % Wilson interval per arm — +chosen over the normal approximation because young experiments live exactly +where that one misbehaves — and a pooled two-proportion z-test against the +control, with the normal CDF via Abramowitz & Stegun rather than a statistics +crate an order of magnitude larger than the module it would serve. The +approximation's maximum error (1.5 × 10⁻⁷) sits four decimal places below any +p-value cutoff a reader would act on, and the tests pin it against published +values. + ### An invalid flag can never reach the database `flagforge-core::validate` rejects anything the engine could not evaluate @@ -580,26 +631,30 @@ async fn internal_errors_never_leak_their_cause() { cargo test --workspace # needs DATABASE_URL for the integration suite ``` -**219 tests**, in four layers — plus a CI job that runs the quick start above +**244 tests**, in four layers — plus a CI job that runs the quick start above and checks what it promises, because it was once broken while every other check stayed green: -- **Domain (74).** Pure unit tests plus `proptest` properties: buckets stay in +- **Domain (86).** Pure unit tests plus `proptest` properties: buckets stay in range, bucketing is referentially transparent, field boundaries are unambiguous, any full weight partition resolves, and a segment cohort cannot - alias the flag of the same name. -- **HTTP unit (77).** Error mapping, token round trips, tampering detection, + alias the flag of the same name. The experiment statistics live here too — + Wilson intervals that always contain their point estimate, a z-test that is + antisymmetric, and an `erf` checked against published values. +- **HTTP unit (79).** Error mapping, token round trips, tampering detection, the rate limiter's refill maths, key generation, usage-write throttling, and OpenAPI generation (including a check that the domain and storage `Flag` and `Segment` types do not collide into one schema — utoipa keys schemas by type name). -- **Integration (58).** `#[sqlx::test]` gives each test its own freshly +- **Integration (64).** `#[sqlx::test]` gives each test its own freshly migrated database, and the suite drives the *real* router — middleware, extractors and all — via `tower::ServiceExt::oneshot`. Includes the ones a public deployment rests on: that the seed is a no-op the second time, and that the published read-only account is refused every write. -- **SDK (11).** Including the one that matters: a real server on a real socket, - and 300 users evaluated both locally and remotely to prove the two agree. +- **SDK (15).** Including the one that matters: a real server on a real socket, + and 300 users evaluated both locally and remotely to prove the two agree — + and, for experiments, that the counters the server ends up holding equal a + tally the test keeps by hand from local assignment. The integration tests assert the things that would actually hurt: @@ -618,6 +673,9 @@ a_percentage_rollout_is_sticky_and_lands_near_its_target a_revoked_sdk_key_stops_working_immediately two_unrelated_companies_may_share_a_name a_flag_defined_before_an_environment_is_still_configured_in_it +recorded_counters_agree_with_local_assignment +an_experiment_pins_its_flag_against_deletion +duplicate_cells_in_one_batch_are_summed_not_a_server_error ``` CI runs `cargo fmt --check`, `clippy -D warnings`, the full suite against a @@ -719,6 +777,7 @@ flagforge/ │ ├── core/ # domain model + evaluation engine (no I/O) │ │ ├── bucket.rs # deterministic hashing, + property tests │ │ ├── engine.rs # evaluate(flag, context, environment) +│ │ ├── experiment.rs # A/B specs + the statistics that judge them │ │ ├── matcher.rs # targeting operators, segment membership │ │ ├── segment.rs # reusable audiences │ │ └── validate.rs # what may never reach the database @@ -726,7 +785,7 @@ flagforge/ │ ├── api/ # 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