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LeanPool.ParameterFreeGradient.V7.Proofs.Stage5AboveTwoLowerS5F.LocalTrialAdapter

A causal local trial induces a deterministic exact-pair algorithm with its cached query charged.

def V7.Stage5AboveTwoLowerS5F.replayTrial {d : ℕ} (trial : LocalTrial d) :
trial.State → List (Observation d) → trial.State

The trial state obtained by replaying a recorded observation list.

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    def V7.Stage5AboveTwoLowerS5F.trialActionPoint {d : ℕ} (trial : LocalTrial d) (state : trial.State) (fallback : Point d) :

    The next point requested by a trial state, or a fallback if the trial has finished.

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      The deterministic algorithm induced by a local trial with its cached query charged.

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        The observation list follows the query actions of the trial from the supplied state.

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          theorem V7.Stage5AboveTwoLowerS5F.runFuel_suffix {d : ℕ} (trial : LocalTrial d) (oracle : PairOracle d) {fuel : ℕ} {state : trial.State} {history : List (Observation d)} {report : TrialReport d} (hrun : trial.runFuel oracle fuel state history = some report) :
          ∃ (suffix : List (Observation d)), report.trace = history ++ suffix ∧ TrialGeneratedFrom trial state suffix ∧ TraceExact oracle suffix
          theorem V7.Stage5AboveTwoLowerS5F.generatedFrom_action_at {d : ℕ} (trial : LocalTrial d) {state : trial.State} {trace : List (Observation d)} (fallback : Point d) (hgen : TrialGeneratedFrom trial state trace) {k : ℕ} (hk : k < trace.length) :
          trialActionPoint trial (replayTrial trial state (List.take k trace)) fallback = (trace.get ⟨k, hk⟩).point
          theorem V7.Stage5AboveTwoLowerS5F.chargedTrace_generated {d : ℕ} {p : ℝ} (trial : LocalTrial d) (M D eps : ℝ) (x0 : Point d) (cached : Observation d) (suffix : List (Observation d)) (hcached : cached.point = x0) (hgen : TrialGeneratedFrom trial (trial.initial M D { observation := cached }) suffix) :
          GeneratedBy (chargedTrialAlgorithm p trial M D eps) x0 (cached :: suffix)
          theorem V7.Stage5AboveTwoLowerS5F.chargedTrial_output_spec {d : ℕ} {p : ℝ} (trial : LocalTrial d) (M D : ℝ) {eps : ℝ} (x0 : Point d) (history : List (Observation d)) (hex : ∃ obs ∈ history, lpNorm (conjugateExponent p) obs.gradient ≤ eps) :
          ∃ obs ∈ history, (chargedTrialAlgorithm p trial M D eps).output x0 history = obs.point ∧ lpNorm (conjugateExponent p) obs.gradient ≤ eps