import OAI.Probability.SATComputability.FinitePushforward import Mathlib.MeasureTheory.Integral.Pi namespace OAI namespace FixedClauseThreshold.Computability open DilutedSpinGlass _root_.MeasureTheory _root_.OAI.MeasureTheory open scoped BigOperators Classical theorem product_indicator_eq {I : Type*} [Fintype I] {X : I → Type*} (x y : ∀ i, X i) : (if x = y then (1 : ℝ) else 0) = ∏ i, if x i = y i then 1 else 0 := by by_cases h : x = y · simp [h] · obtain ⟨i,hi⟩ := Function.ne_iff.mp h rw [ite_eq_right h] exact (Finset.prod_eq_zero (Finset.mem_univ i) (ite_eq_right hi)).symm theorem finitePushforward_pi {I : Type*} [Fintype I] [DecidableEq I] {X Y : I → Type*} [∀ i, MeasurableSpace (X i)] [∀ i, Fintype (Y i)] [∀ i, MeasurableSpace (Y i)] [∀ i, MeasurableSingletonClass (Y i)] (μ : ∀ i, Measure (X i)) [∀ i, IsProbabilityMeasure (μ i)] (g : ∀ i, X i → Y i) (hg : ∀ i, Measurable (g i)) : finitePushforward (Measure.pi μ) (fun x i => g i (x i)) (Measurable.of_eval (fun i => (hg i).comp (measurable_pi_apply i))) = FiniteLaw.pi (fun i => finitePushforward (μ i) (g i) (hg i)) := by classical let : DecidableEq ((i : I) → Y i) := Classical.decEq _ apply FiniteLaw.weights_ext intro y simp only [finitePushforward, FiniteLaw.pi] have he (x : ∀ i, X i) : (if (fun i => g i (x i)) = y then (1 : ℝ) else 0) = ∏ i, if g i (x i) = y i then (1 : ℝ) else 0 := by by_cases h : (fun i => g i (x i)) = y · have hh (i : I) := congrFun h i simp [hh] · rw [ite_eq_right h] obtain ⟨i,hi⟩ := Function.ne_iff.mp h exact (Finset.prod_eq_zero (Finset.mem_univ i) (ite_eq_right hi)).symm exact (integral_congr_ae (ae_of_all (Measure.pi μ) he)).trans (integral_fintype_prod_eq_prod (μ := μ) (fun i x => if g i x = y i then (1 : ℝ) else 0)) theorem finitePushforward_congr {X Y : Type*} [MeasurableSpace X] [Fintype Y] [MeasurableSpace Y] [MeasurableSingletonClass Y] (μ : Measure X) [IsProbabilityMeasure μ] (f g : X → Y) (hf : Measurable f) (hg : Measurable g) (he : ∀ x, f x = g x) : finitePushforward μ f hf = finitePushforward μ g hg := by cases funext he rfl theorem finiteLaw_eq_of_expect {Y : Type*} [Fintype Y] (P Q : FiniteLaw Y) (h : ∀ f, P.expect f = Q.expect f) : P = Q := by apply FiniteLaw.weights_ext intro y simpa only [FiniteLaw.expect, mul_ite, mul_one, mul_zero, Finset.sum_ite_eq', Finset.mem_univ, ite_true] using h (fun x => if x = y then 1 else 0) end FixedClauseThreshold.Computability end OAI