mathlib-initiative/mathlib-tactics huggingface dataset:
Module: Mathlib.MeasureTheory.Measure.Tilted

Goal state before:
pp: α : Type u_1
mα : MeasurableSpace α
μ : Measure α
f g : α → ℝ
hfg : f =ᵐ[μ] g
h_int_eq : ∫ (x : α), rexp (f x) ∂μ = ∫ (x : α), rexp (g x) ∂μ
x : α
hx : f x = g x
⊢ ENNReal.ofReal (rexp (f x) / ∫ (x : α), rexp (f x) ∂μ) = ENNReal.ofReal (rexp (g x) / ∫ (x : α), rexp (g x) ∂μ)

Tactic:
h_int_eq,

Goal state after:
α : Type u_1
mα : MeasurableSpace α
μ : Measure α
f g : α → ℝ
hfg : f =ᵐ[μ] g
h_int_eq : ∫ (x : α), rexp (f x) ∂μ = ∫ (x : α), rexp (g x) ∂μ
x : α
hx : f x = g x
⊢ ENNReal.ofReal (rexp (f x) / ∫ (x : α), rexp (g x) ∂μ) = ENNReal.ofReal (rexp (g x) / ∫ (x : α), rexp (g x) ∂μ)
Module: Mathlib.Probability.Kernel.Composition.CompProd

Goal state before:
pp: case pos
α : Type u_1
β : Type u_2
γ : Type u_3
mα : MeasurableSpace α
mβ : MeasurableSpace β
mγ : MeasurableSpace γ
ι : Type u_4
inst✝¹ : Countable ι
κ : ι → Kernel α β
η : Kernel (α × β) γ
inst✝ : ∀ (i : ι), IsSFiniteKernel (κ i)
hη : IsSFiniteKernel η
a : α
s : Set (β × γ)
hs : MeasurableSet s
⊢ ∑' (i : ι), ∫⁻ (b : β), (η (a, b)) (Prod.mk b ⁻¹' s) ∂(κ i) a = (Measure.sum fun n ↦ (κ n ⊗ₖ η) a) s

Tactic:
Measure.sum_apply _ hs,

Goal state after:
case pos
α : Type u_1
β : Type u_2
γ : Type u_3
mα : MeasurableSpace α
mβ : MeasurableSpace β
mγ : MeasurableSpace γ
ι : Type u_4
inst✝¹ : Countable ι
κ : ι → Kernel α β
η : Kernel (α × β) γ
inst✝ : ∀ (i : ι), IsSFiniteKernel (κ i)
hη : IsSFiniteKernel η
a : α
s : Set (β × γ)
hs : MeasurableSet s
⊢ ∑' (i : ι), ∫⁻ (b : β), (η (a, b)) (Prod.mk b ⁻¹' s) ∂(κ i) a = ∑' (i : ι), ((κ i ⊗ₖ η) a) s
Module: Mathlib.Probability.Kernel.Composition.CompProd

Goal state before:
pp: case pos
α : Type u_1
β : Type u_2
γ : Type u_3
mα : MeasurableSpace α
mβ : MeasurableSpace β
mγ : MeasurableSpace γ
ι : Type u_4
inst✝¹ : Countable ι
κ : Kernel α β
η : ι → Kernel (α × β) γ
inst✝ : ∀ (i : ι), IsSFiniteKernel (η i)
hκ : IsSFiniteKernel κ
a : α
s : Set (β × γ)
hs : MeasurableSet s
⊢ ∫⁻ (b : β), ((Kernel.sum η) (a, b)) (Prod.mk b ⁻¹' s) ∂κ a = (Measure.sum fun n ↦ (κ ⊗ₖ η n) a) s

Tactic:
Measure.sum_apply _ hs,

Goal state after:
case pos
α : Type u_1
β : Type u_2
γ : Type u_3
mα : MeasurableSpace α
mβ : MeasurableSpace β
mγ : MeasurableSpace γ
ι : Type u_4
inst✝¹ : Countable ι
κ : Kernel α β
η : ι → Kernel (α × β) γ
inst✝ : ∀ (i : ι), IsSFiniteKernel (η i)
hκ : IsSFiniteKernel κ
a : α
s : Set (β × γ)
hs : MeasurableSet s
⊢ ∫⁻ (b : β), ((Kernel.sum η) (a, b)) (Prod.mk b ⁻¹' s) ∂κ a = ∑' (i : ι), ((κ ⊗ₖ η i) a) s
Module: Mathlib.MeasureTheory.Measure.Decomposition.IntegralRNDeriv

Goal state before:
pp: 𝓧 : Type u_1
m𝓧 : MeasurableSpace 𝓧
μ ν : Measure 𝓧
𝓨 : Type u_2
m𝓨 : MeasurableSpace 𝓨
κ η : Kernel 𝓧 𝓨
f : ℝ → ℝ
inst✝³ : IsFiniteMeasure μ
inst✝² : IsFiniteMeasure ν
inst✝¹ : IsMarkovKernel κ
inst✝ : IsMarkovKernel η
hf : StronglyMeasurable f
hf_cvx : ConvexOn ℝ (Ici 0) f
hf_cont_at : ContinuousWithinAt f (Ici 0) 0
h_int :
  (∀ᵐ (x : 𝓧) ∂ν, Integrable (fun y ↦ f ((μ ⊗ₘ κ).rnDeriv (ν ⊗ₘ η) (x, y)).toReal) (η x)) ∧
    Integrable (fun x ↦ ∫ (y : 𝓨), ‖f ((μ ⊗ₘ κ).rnDeriv (ν ⊗ₘ η) (x, y)).toReal‖ ∂η x) ν
hκη : μ ⊗ₘ κ ≪ μ ⊗ₘ η
hf_cont : ContinuousOn f (Ici 0)
h_lt_top : ∀ᵐ (a : 𝓧) ∂ν, ∀ᵐ (b : 𝓨) ∂η a, (μ ⊗ₘ κ).rnDeriv (ν ⊗ₘ η) (a, b) < ∞
h_integrable :
  (∀ᵐ (x : 𝓧) ∂ν, Integrable (fun y ↦ ((μ ⊗ₘ κ).rnDeriv (ν ⊗ₘ η) (x, y)).toReal) (η x)) ∧
    Integrable (fun x ↦ ∫ (y : 𝓨), ‖((μ ⊗ₘ κ).rnDeriv (ν ⊗ₘ η) (x, y)).toReal‖ ∂η x) ν
h_ae1 : ∀ᵐ (a : 𝓧) ∂ν, μ.rnDeriv ν a * ∫⁻ (b : 𝓨), (μ ⊗ₘ κ).rnDeriv (μ ⊗ₘ η) (a, b) ∂η a = μ.rnDeriv ν a
h_compProd : (fun p ↦ μ.rnDeriv ν p.1 * (μ ⊗ₘ κ).rnDeriv (μ ⊗ₘ η) p) =ᵐ[ν ⊗ₘ η] (μ ⊗ₘ κ).rnDeriv (ν ⊗ₘ η)
⊢ ∀ᵐ (a : 𝓧) ∂ν, ∀ᵐ (b : 𝓨) ∂η a, μ.rnDeriv ν a * (μ ⊗ₘ κ).rnDeriv (μ ⊗ₘ η) (a, b) = (μ ⊗ₘ κ).rnDeriv (ν ⊗ₘ η) (a, b)

Tactic:
rwa [Filter.EventuallyEq, Measure.ae_compProd_iff] at h_compProd

Goal state after:
𝓧 : Type u_1
m𝓧 : MeasurableSpace 𝓧
μ ν : Measure 𝓧
𝓨 : Type u_2
m𝓨 : MeasurableSpace 𝓨
κ η : Kernel 𝓧 𝓨
f : ℝ → ℝ
inst✝³ : IsFiniteMeasure μ
inst✝² : IsFiniteMeasure ν
inst✝¹ : IsMarkovKernel κ
inst✝ : IsMarkovKernel η
hf : StronglyMeasurable f
hf_cvx : ConvexOn ℝ (Ici 0) f
hf_cont_at : ContinuousWithinAt f (Ici 0) 0
h_int :
  (∀ᵐ (x : 𝓧) ∂ν, Integrable (fun y ↦ f ((μ ⊗ₘ κ).rnDeriv (ν ⊗ₘ η) (x, y)).toReal) (η x)) ∧
    Integrable (fun x ↦ ∫ (y : 𝓨), ‖f ((μ ⊗ₘ κ).rnDeriv (ν ⊗ₘ η) (x, y)).toReal‖ ∂η x) ν
hκη : μ ⊗ₘ κ ≪ μ ⊗ₘ η
hf_cont : ContinuousOn f (Ici 0)
h_lt_top : ∀ᵐ (a : 𝓧) ∂ν, ∀ᵐ (b : 𝓨) ∂η a, (μ ⊗ₘ κ).rnDeriv (ν ⊗ₘ η) (a, b) < ∞
h_integrable :
  (∀ᵐ (x : 𝓧) ∂ν, Integrable (fun y ↦ ((μ ⊗ₘ κ).rnDeriv (ν ⊗ₘ η) (x, y)).toReal) (η x)) ∧
    Integrable (fun x ↦ ∫ (y : 𝓨), ‖((μ ⊗ₘ κ).rnDeriv (ν ⊗ₘ η) (x, y)).toReal‖ ∂η x) ν
h_ae1 : ∀ᵐ (a : 𝓧) ∂ν, μ.rnDeriv ν a * ∫⁻ (b : 𝓨), (μ ⊗ₘ κ).rnDeriv (μ ⊗ₘ η) (a, b) ∂η a = μ.rnDeriv ν a
h_compProd : ∀ᵐ (x : 𝓧 × 𝓨) ∂ν ⊗ₘ η, μ.rnDeriv ν x.1 * (μ ⊗ₘ κ).rnDeriv (μ ⊗ₘ η) x = (μ ⊗ₘ κ).rnDeriv (ν ⊗ₘ η) x
⊢ MeasurableSet {x | μ.rnDeriv ν x.1 * (μ ⊗ₘ κ).rnDeriv (μ ⊗ₘ η) x = (μ ⊗ₘ κ).rnDeriv (ν ⊗ₘ η) x}
Module: Mathlib.MeasureTheory.Measure.LogLikelihoodRatio

Goal state before:
pp: α : Type u_1
mα : MeasurableSpace α
μ ν : Measure α
inst✝¹ : SigmaFinite μ
inst✝ : μ.HaveLebesgueDecomposition ν
hμν : μ ≪ ν
⊢ (fun x ↦ rexp (llr μ ν x)) =ᵐ[μ] fun x ↦ (μ.rnDeriv ν x).toReal

Tactic:
filter_upwards [hμν.ae_le (exp_llr μ ν), Measure.rnDeriv_pos hμν] with x hx_eq hx_pos

Goal state after:
α : Type u_1
mα : MeasurableSpace α
μ ν : Measure α
inst✝¹ : SigmaFinite μ
inst✝ : μ.HaveLebesgueDecomposition ν
hμν : μ ≪ ν
x : α
hx_eq : rexp (llr μ ν x) = if μ.rnDeriv ν x = 0 then 1 else (μ.rnDeriv ν x).toReal
hx_pos : 0 < μ.rnDeriv ν x
⊢ rexp (llr μ ν x) = (μ.rnDeriv ν x).toReal
Module: Mathlib.MeasureTheory.Measure.Tilted

Goal state before:
pp: case inl
α : Type u_1
mα : MeasurableSpace α
f : α → ℝ
μ ν : Measure α
inst✝¹ : SigmaFinite μ
inst✝ : SigmaFinite ν
hf : Integrable (fun x ↦ rexp (f x)) ν
h : ν = 0
⊢ μ.rnDeriv (ν.tilted f) =ᵐ[ν] fun x ↦ ENNReal.ofReal (rexp (-f x) * ∫ (x : α), rexp (f x) ∂ν) * μ.rnDeriv ν x

Tactic:
simp_rw [h, ae_zero, Filter.EventuallyEq]

Goal state after:
case inl
α : Type u_1
mα : MeasurableSpace α
f : α → ℝ
μ ν : Measure α
inst✝¹ : SigmaFinite μ
inst✝ : SigmaFinite ν
hf : Integrable (fun x ↦ rexp (f x)) ν
h : ν = 0
⊢ ∀ᶠ (x : α) in ⊥,
    μ.rnDeriv (Measure.tilted 0 f) x = ENNReal.ofReal (rexp (-f x) * ∫ (x : α), rexp (f x) ∂0) * μ.rnDeriv 0 x
Module: Mathlib.Probability.Kernel.Composition.IntegralCompProd

Goal state before:
pp: α : Type u_1
β : Type u_2
γ : Type u_3
E : Type u_4
mα : MeasurableSpace α
mβ : MeasurableSpace β
mγ : MeasurableSpace γ
inst✝¹ : NormedAddCommGroup E
a : α
κ : Kernel α β
η : Kernel β γ
inst✝ : NormedSpace ℝ E
f : γ → E
s : Set γ
hs : MeasurableSet s
hf : IntegrableOn f s ((η ∘ₖ κ) a)
⊢ Integrable f ((η.restrict hs ∘ₖ κ) a)

Tactic:
comp_restrict,

Goal state after:
α : Type u_1
β : Type u_2
γ : Type u_3
E : Type u_4
mα : MeasurableSpace α
mβ : MeasurableSpace β
mγ : MeasurableSpace γ
inst✝¹ : NormedAddCommGroup E
a : α
κ : Kernel α β
η : Kernel β γ
inst✝ : NormedSpace ℝ E
f : γ → E
s : Set γ
hs : MeasurableSet s
hf : IntegrableOn f s ((η ∘ₖ κ) a)
⊢ Integrable f (((η ∘ₖ κ).restrict hs) a)
Module: Mathlib.MeasureTheory.Measure.Tilted

Goal state before:
pp: case inl
α : Type u_1
mα : MeasurableSpace α
μ : Measure α
f : α → ℝ
inst✝ : SigmaFinite μ
hf : Integrable (fun x ↦ rexp (f x)) μ
h : μ = 0
⊢ (fun x ↦ log ((μ.tilted f).rnDeriv μ x).toReal) =ᵐ[μ] fun x ↦ f x - log (∫ (x : α), rexp (f x) ∂μ)

Tactic:
simp_rw [h, ae_zero, Filter.EventuallyEq]

Goal state after:
case inl
α : Type u_1
mα : MeasurableSpace α
μ : Measure α
f : α → ℝ
inst✝ : SigmaFinite μ
hf : Integrable (fun x ↦ rexp (f x)) μ
h : μ = 0
⊢ ∀ᶠ (x : α) in ⊥, log ((Measure.tilted 0 f).rnDeriv 0 x).toReal = f x - log (∫ (x : α), rexp (f x) ∂0)
Module: Mathlib.InformationTheory.KullbackLeibler.KLFun

Goal state before:
pp: α : Type u_1
mα : MeasurableSpace α
μ ν : Measure α
inst✝¹ : IsFiniteMeasure μ
inst✝ : IsFiniteMeasure ν
hμν : μ ≪ ν
⊢ Integrable (fun x ↦ (μ.rnDeriv ν x).toReal * log (μ.rnDeriv ν x).toReal + (1 - (μ.rnDeriv ν x).toReal)) ν ↔
    Integrable (llr μ ν) μ

Tactic:
rw [integrable_add_iff_integrable_left', integrable_rnDeriv_mul_log_iff hμν]

Goal state after:
α : Type u_1
mα : MeasurableSpace α
μ ν : Measure α
inst✝¹ : IsFiniteMeasure μ
inst✝ : IsFiniteMeasure ν
hμν : μ ≪ ν
⊢ Integrable (fun x ↦ 1 - (μ.rnDeriv ν x).toReal) ν
Module: Mathlib.MeasureTheory.Function.LpSeminorm.Trim

Goal state before:
pp: α : Type u_1
m m0 : MeasurableSpace α
μ : Measure α
hm : m ≤ m0
f : α → ℝ≥0∞
hf : Measurable f
h_set_eq : {a | ∀ᵐ (n : α) ∂μ.trim hm, f n ≤ a} = {a | ∀ᵐ (n : α) ∂μ, f n ≤ a}
⊢ sInf {a | ∀ᵐ (n : α) ∂μ.trim hm, f n ≤ a} = sInf {a | ∀ᵐ (n : α) ∂μ, f n ≤ a}

Tactic:
by
    rw [h_set_eq]

Goal state after:
Module: Mathlib.MeasureTheory.Function.LpSpace.CompleteOfCompleteLp

Goal state before:
pp: case inr.inr
α : Type u_1
E : Type u_2
inst✝¹ : NormedAddCommGroup E
mα : MeasurableSpace α
p : ℝ≥0∞
μ : Measure α
inst✝ : Nontrivial ↥(Lp E p μ)
f : ↥(Lp E p μ)
hf : f ≠ 0
hfne : ¬↑↑f =ᵐ[μ] 0
h'p : p < ∞
hp : p ≠ 0
h'f : AEFinStronglyMeasurable (↑↑f) μ
⊢ Nontrivial ↥(Lp ℝ p μ)

Tactic:
obtain ⟨s, s_meas, s_pos, s_top⟩ : ∃ s, MeasurableSet s ∧ 0 < μ s ∧ μ s < ∞ :=
      h'f.exists_measurableSet_measure_pos_lt_top hfne

Goal state after:
case inr.inr
α : Type u_1
E : Type u_2
inst✝¹ : NormedAddCommGroup E
mα : MeasurableSpace α
p : ℝ≥0∞
μ : Measure α
inst✝ : Nontrivial ↥(Lp E p μ)
f : ↥(Lp E p μ)
hf : f ≠ 0
hfne : ¬↑↑f =ᵐ[μ] 0
h'p : p < ∞
hp : p ≠ 0
h'f : AEFinStronglyMeasurable (↑↑f) μ
s : Set α
s_meas : MeasurableSet s
s_pos : 0 < μ s
s_top : μ s < ∞
⊢ Nontrivial ↥(Lp ℝ p μ)
Module: Mathlib.InformationTheory.KullbackLeibler.Basic

Goal state before:
pp: case neg
α : Type u_1
mα : MeasurableSpace α
μ ν : Measure α
inst✝¹ : IsFiniteMeasure μ
inst✝ : IsFiniteMeasure ν
hμν : μ ≪ ν
h_int_iff :
  ¬∫⁻ (a : α), ENNReal.ofReal (klFun (μ.rnDeriv ν a).toReal) ∂ν ≠ ∞ ↔
    ¬Integrable (fun x ↦ klFun (μ.rnDeriv ν x).toReal) ν
h_int : ¬Integrable (llr μ ν) μ
⊢ (if μ ≪ ν ∧ Integrable (llr μ ν) μ then ENNReal.ofReal (∫ (x : α), klFun (μ.rnDeriv ν x).toReal ∂ν) else ∞) =
    if μ ≪ ν then ∫⁻ (x : α), ENNReal.ofReal (klFun (μ.rnDeriv ν x).toReal) ∂ν else ∞

Tactic:
ne_eq,

Goal state after:
case neg
α : Type u_1
mα : MeasurableSpace α
μ ν : Measure α
inst✝¹ : IsFiniteMeasure μ
inst✝ : IsFiniteMeasure ν
hμν : μ ≪ ν
h_int_iff :
  ¬¬∫⁻ (a : α), ENNReal.ofReal (klFun (μ.rnDeriv ν a).toReal) ∂ν = ∞ ↔
    ¬Integrable (fun x ↦ klFun (μ.rnDeriv ν x).toReal) ν
h_int : ¬Integrable (llr μ ν) μ
⊢ (if μ ≪ ν ∧ Integrable (llr μ ν) μ then ENNReal.ofReal (∫ (x : α), klFun (μ.rnDeriv ν x).toReal ∂ν) else ∞) =
    if μ ≪ ν then ∫⁻ (x : α), ENNReal.ofReal (klFun (μ.rnDeriv ν x).toReal) ∂ν else ∞
Module: Mathlib.MeasureTheory.Function.ConditionalExpectation.Unique

Goal state before:
pp: α : Type u_1
E' : Type u_2
𝕜 : Type u_4
p : ℝ≥0∞
m m0 : MeasurableSpace α
μ : Measure α
inst✝⁴ : RCLike 𝕜
inst✝³ : NormedAddCommGroup E'
inst✝² : InnerProductSpace 𝕜 E'
inst✝¹ : CompleteSpace E'
inst✝ : NormedSpace ℝ E'
hm : m ≤ m0
f : ↥(Lp E' p μ)
hp_ne_zero : p ≠ 0
hp_ne_top : p ≠ ∞
hf_int_finite : ∀ (s : Set α), MeasurableSet s → μ s < ∞ → IntegrableOn (↑↑f) s μ
hf_zero : ∀ (s : Set α), MeasurableSet s → μ s < ∞ → ∫ (x : α) in s, ↑↑f x ∂μ = 0
hf_meas : AEStronglyMeasurable (↑↑f) μ
⊢ ↑↑f =ᵐ[μ] 0

Tactic:
let f_meas : lpMeas E' 𝕜 m p μ := ⟨f, hf_meas⟩

Goal state after:
α : Type u_1
E' : Type u_2
𝕜 : Type u_4
p : ℝ≥0∞
m m0 : MeasurableSpace α
μ : Measure α
inst✝⁴ : RCLike 𝕜
inst✝³ : NormedAddCommGroup E'
inst✝² : InnerProductSpace 𝕜 E'
inst✝¹ : CompleteSpace E'
inst✝ : NormedSpace ℝ E'
hm : m ≤ m0
f : ↥(Lp E' p μ)
hp_ne_zero : p ≠ 0
hp_ne_top : p ≠ ∞
hf_int_finite : ∀ (s : Set α), MeasurableSet s → μ s < ∞ → IntegrableOn (↑↑f) s μ
hf_zero : ∀ (s : Set α), MeasurableSet s → μ s < ∞ → ∫ (x : α) in s, ↑↑f x ∂μ = 0
hf_meas : AEStronglyMeasurable (↑↑f) μ
f_meas : ↥(lpMeas E' 𝕜 m p μ) := ⟨f, hf_meas⟩
⊢ ↑↑f =ᵐ[μ] 0
Module: Mathlib.MeasureTheory.Function.ConditionalExpectation.AEMeasurable

Goal state before:
pp: α : Type u_1
F : Type u_2
p : ℝ≥0∞
inst✝² : NormedAddCommGroup F
m m0 : MeasurableSpace α
μ : Measure α
inst✝¹ : Fact (1 ≤ p)
inst✝ : NormedSpace ℝ F
hm : m ≤ m0
hp_ne_top : p ≠ ∞
P : ↥(Lp F p μ) → Prop
h_ind : ∀ (c : F) {s : Set α} (hs : MeasurableSet s) (hμs : μ s < ∞), P ↑(simpleFunc.indicatorConst p ⋯ ⋯ c)
h_add :
  ∀ ⦃f g : α → F⦄ (hf : MemLp f p μ) (hg : MemLp g p μ),
    AEStronglyMeasurable f μ →
      AEStronglyMeasurable g μ →
        Disjoint (Function.support f) (Function.support g) →
          P (MemLp.toLp f hf) → P (MemLp.toLp g hg) → P (MemLp.toLp f hf + MemLp.toLp g hg)
h_closed : IsClosed {f | P ↑f}
f : ↥(Lp F p μ)
hf : AEStronglyMeasurable (↑↑f) μ
f' : ↥(lpMeas F ℝ m p μ) := ⟨f, hf⟩
g : ↥(Lp F p (μ.trim hm)) := (lpMeasToLpTrimLie F ℝ p μ hm) f'
hfg : f' = (lpMeasToLpTrimLie F ℝ p μ hm).symm g
⊢ P ↑f'

Tactic:
rw [hfg]

Goal state after:
α : Type u_1
F : Type u_2
p : ℝ≥0∞
inst✝² : NormedAddCommGroup F
m m0 : MeasurableSpace α
μ : Measure α
inst✝¹ : Fact (1 ≤ p)
inst✝ : NormedSpace ℝ F
hm : m ≤ m0
hp_ne_top : p ≠ ∞
P : ↥(Lp F p μ) → Prop
h_ind : ∀ (c : F) {s : Set α} (hs : MeasurableSet s) (hμs : μ s < ∞), P ↑(simpleFunc.indicatorConst p ⋯ ⋯ c)
h_add :
  ∀ ⦃f g : α → F⦄ (hf : MemLp f p μ) (hg : MemLp g p μ),
    AEStronglyMeasurable f μ →
      AEStronglyMeasurable g μ →
        Disjoint (Function.support f) (Function.support g) →
          P (MemLp.toLp f hf) → P (MemLp.toLp g hg) → P (MemLp.toLp f hf + MemLp.toLp g hg)
h_closed : IsClosed {f | P ↑f}
f : ↥(Lp F p μ)
hf : AEStronglyMeasurable (↑↑f) μ
f' : ↥(lpMeas F ℝ m p μ) := ⟨f, hf⟩
g : ↥(Lp F p (μ.trim hm)) := (lpMeasToLpTrimLie F ℝ p μ hm) f'
hfg : f' = (lpMeasToLpTrimLie F ℝ p μ hm).symm g
⊢ P ↑((lpMeasToLpTrimLie F ℝ p μ hm).symm g)
Module: Mathlib.MeasureTheory.Function.ConditionalExpectation.Basic

Goal state before:
pp: case pos
α : Type u_1
E : Type u_3
m m₀ : MeasurableSpace α
μ : Measure α
inst✝² : NormedAddCommGroup E
inst✝¹ : NormedSpace ℝ E
inst✝ : CompleteSpace E
hm : m ≤ m₀
hμm : SigmaFinite (μ.trim hm)
f : α → E
hfi : Integrable f μ
hfm : StronglyMeasurable f
⊢ (if StronglyMeasurable f then f else AEStronglyMeasurable.mk ↑↑(condExpL1 hm μ f) ⋯) =ᵐ[μ] ↑↑(condExpL1 hm μ f)

pp: case neg
α : Type u_1
E : Type u_3
m m₀ : MeasurableSpace α
μ : Measure α
inst✝² : NormedAddCommGroup E
inst✝¹ : NormedSpace ℝ E
inst✝ : CompleteSpace E
hm : m ≤ m₀
hμm : SigmaFinite (μ.trim hm)
f : α → E
hfi : Integrable f μ
hfm : ¬StronglyMeasurable f
⊢ (if StronglyMeasurable f then f else AEStronglyMeasurable.mk ↑↑(condExpL1 hm μ f) ⋯) =ᵐ[μ] ↑↑(condExpL1 hm μ f)

Tactic:
· rw [if_pos hfm]
      exact (condExpL1_of_aestronglyMeasurable' hfm.aestronglyMeasurable hfi).symm

Goal state after:
case neg
α : Type u_1
E : Type u_3
m m₀ : MeasurableSpace α
μ : Measure α
inst✝² : NormedAddCommGroup E
inst✝¹ : NormedSpace ℝ E
inst✝ : CompleteSpace E
hm : m ≤ m₀
hμm : SigmaFinite (μ.trim hm)
f : α → E
hfi : Integrable f μ
hfm : ¬StronglyMeasurable f
⊢ (if StronglyMeasurable f then f else AEStronglyMeasurable.mk ↑↑(condExpL1 hm μ f) ⋯) =ᵐ[μ] ↑↑(condExpL1 hm μ f)
Module: Mathlib.MeasureTheory.Function.ConditionalExpectation.Basic

Goal state before:
pp: case neg
α : Type u_1
E : Type u_3
m m₀ : MeasurableSpace α
μ : Measure α
inst✝² : NormedAddCommGroup E
inst✝¹ : NormedSpace ℝ E
inst✝ : CompleteSpace E
hm : m ≤ m₀
hμm : SigmaFinite (μ.trim hm)
f : α → E
hfi : Integrable f μ
hfm : ¬StronglyMeasurable f
⊢ (if StronglyMeasurable f then f else AEStronglyMeasurable.mk ↑↑(condExpL1 hm μ f) ⋯) =ᵐ[μ] ↑↑(condExpL1 hm μ f)

Tactic:
rw [if_neg hfm]
      exact aestronglyMeasurable_condExpL1.ae_eq_mk.symm

Goal state after:
Module: Mathlib.MeasureTheory.Function.ConditionalExpectation.CondexpL1

Goal state before:
pp: α : Type u_1
F' : Type u_3
inst✝³ : NormedAddCommGroup F'
inst✝² : NormedSpace ℝ F'
m m0 : MeasurableSpace α
μ : Measure α
hm : m ≤ m0
inst✝¹ : SigmaFinite (μ.trim hm)
inst✝ : CompleteSpace F'
f : ↥(lpMeas F' ℝ m 1 μ)
g : ↥(Lp F' 1 (μ.trim hm)) := (lpMeasToLpTrimLie F' ℝ 1 μ hm) f
hfg : f = (lpMeasToLpTrimLie F' ℝ 1 μ hm).symm g
⊢ (condExpL1CLM F' hm μ) ↑f = ↑f

Tactic:
rw [hfg]

Goal state after:
α : Type u_1
F' : Type u_3
inst✝³ : NormedAddCommGroup F'
inst✝² : NormedSpace ℝ F'
m m0 : MeasurableSpace α
μ : Measure α
hm : m ≤ m0
inst✝¹ : SigmaFinite (μ.trim hm)
inst✝ : CompleteSpace F'
f : ↥(lpMeas F' ℝ m 1 μ)
g : ↥(Lp F' 1 (μ.trim hm)) := (lpMeasToLpTrimLie F' ℝ 1 μ hm) f
hfg : f = (lpMeasToLpTrimLie F' ℝ 1 μ hm).symm g
⊢ (condExpL1CLM F' hm μ) ↑((lpMeasToLpTrimLie F' ℝ 1 μ hm).symm g) = ↑((lpMeasToLpTrimLie F' ℝ 1 μ hm).symm g)
Module: Mathlib.MeasureTheory.Function.ConditionalExpectation.Basic

Goal state before:
pp: case pos.refine_4
α : Type u_1
E : Type u_3
m m₀ : MeasurableSpace α
μ : Measure α
f : α → E
inst✝⁵ : NormedAddCommGroup E
inst✝⁴ : NormedSpace ℝ E
inst✝³ : CompleteSpace E
F : Type u_5
inst✝² : NormedAddCommGroup F
inst✝¹ : CompleteSpace F
inst✝ : NormedSpace ℝ F
hf_int : Integrable f μ
T : E →L[ℝ] F
hm : m ≤ m₀
hμ : SigmaFinite (μ.trim hm)
⊢ AEStronglyMeasurable (⇑T ∘ μ[f | m]) μ

Tactic:
exact T.cont.comp_aestronglyMeasurable stronglyMeasurable_condExp.aestronglyMeasurable

Goal state after:
Module: Mathlib.MeasureTheory.Function.ConditionalExpectation.Basic

Goal state before:
pp: α : Type u_1
E : Type u_3
𝕜 : Type u_4
inst✝⁵ : RCLike 𝕜
m m₀ : MeasurableSpace α
μ : Measure α
f : α → E
inst✝⁴ : NormedAddCommGroup E
inst✝³ : NormedSpace ℝ E
inst✝² : CompleteSpace E
inst✝¹ : InnerProductSpace 𝕜 E
hm : m ≤ m₀
hf1 : Integrable f μ
hf2 : MemLp f 2 μ
inst✝ : SigmaFinite (μ.trim hm)
s : Set α
hs : MeasurableSet s
htop : μ s < ∞
⊢ ∫ (x : α) in s, ↑↑↑((condExpL2 E 𝕜 hm) (toLp f hf2)) x ∂μ = ∫ (x : α) in s, f x ∂μ

Tactic:
integral_condExpL2_eq hm (hf2.toLp _) hs htop.ne

Goal state after:
α : Type u_1
E : Type u_3
𝕜 : Type u_4
inst✝⁵ : RCLike 𝕜
m m₀ : MeasurableSpace α
μ : Measure α
f : α → E
inst✝⁴ : NormedAddCommGroup E
inst✝³ : NormedSpace ℝ E
inst✝² : CompleteSpace E
inst✝¹ : InnerProductSpace 𝕜 E
hm : m ≤ m₀
hf1 : Integrable f μ
hf2 : MemLp f 2 μ
inst✝ : SigmaFinite (μ.trim hm)
s : Set α
hs : MeasurableSet s
htop : μ s < ∞
⊢ ∫ (x : α) in s, ↑↑(toLp f hf2) x ∂μ = ∫ (x : α) in s, f x ∂μ
Module: Mathlib.MeasureTheory.Function.ConditionalExpectation.CondexpL1

Goal state before:
pp: α : Type u_1
F' : Type u_3
inst✝² : NormedAddCommGroup F'
inst✝¹ : NormedSpace ℝ F'
m m0 : MeasurableSpace α
μ : Measure α
hm : m ≤ m0
inst✝ : SigmaFinite (μ.trim hm)
f : α → F'
hF' : CompleteSpace ↥(Lp F' 1 μ)
hf : Integrable f μ
hf' : ¬f =ᵐ[μ] 0
⊢ Integrable.toL1 f hf ≠ 0

Tactic:
ne_eq,

Goal state after:
α : Type u_1
F' : Type u_3
inst✝² : NormedAddCommGroup F'
inst✝¹ : NormedSpace ℝ F'
m m0 : MeasurableSpace α
μ : Measure α
hm : m ≤ m0
inst✝ : SigmaFinite (μ.trim hm)
f : α → F'
hF' : CompleteSpace ↥(Lp F' 1 μ)
hf : Integrable f μ
hf' : ¬f =ᵐ[μ] 0
⊢ ¬Integrable.toL1 f hf = 0
Module: Mathlib.MeasureTheory.Function.ConditionalExpectation.CondJensen

Goal state before:
pp: E : Type u_1
inst✝³ : NormedAddCommGroup E
inst✝² : NormedSpace ℝ E
inst✝¹ : CompleteSpace E
α : Type u_2
f : α → E
φ : E → ℝ
m mα : MeasurableSpace α
μ : Measure α
s : Set E
inst✝ : IsFiniteMeasure μ
hm : m ≤ mα
hφ_cvx : ConvexOn ℝ s φ
hφ_cont : LowerSemicontinuousOn φ s
hf : ∀ᵐ (a : α) ∂μ, f a ∈ s
hs : IsClosed s
hf_int : Integrable f μ
hφ_int : Integrable (φ ∘ f) μ
this✝² : MeasurableSpace E := borel E
this✝¹ : BorelSpace E
t : Set E
ht : TopologicalSpace.IsSeparable t
htt : ∀ᵐ (x : α) ∂μ, f x ∈ t
Y : Submodule ℝ E := (Submodule.span ℝ t).topologicalClosure
this✝ : CompleteSpace ↥Y
this : SecondCountableTopology ↥Y
φY : ↥Y → ℝ := φ ∘ ⇑Y.subtypeL
fY : α → ↥Y := fun a ↦ if h : f a ∈ Y then ⟨f a, h⟩ else 0
fX : α → E := ⇑Y.subtypeL ∘ fY
lem0 : ∀ᵐ (a : α) ∂μ, f a ∈ Y
lem1 : f =ᵐ[μ] fX
hfY_int : Integrable fY μ
lem2 : μ[f | m] =ᵐ[μ] ⇑Y.subtypeL ∘ μ[fY | m]
lem3 : φ ∘ f =ᵐ[μ] φY ∘ fY
x : ↥Y
⊢ x ∈ ⇑Y.subtypeL ⁻¹' s → Y.subtypeL x ∈ s

Tactic:
#adaptation_note /-- Before https://github.com/leanprover/lean4/pull/13166
          (replacing grind's canonicalizer with a type-directed normalizer), `grind` closed this
          goal. It is not yet clear whether this is due to defeq abuse in Mathlib or a problem
          in the new canonicalizer; a minimization would help. The original proof was: `grind` -/
          simp

Goal state after:
Module: Mathlib.InformationTheory.KullbackLeibler.DataProcessing

Goal state before:
pp: 𝓧 : Type u_1
m m𝓧 : MeasurableSpace 𝓧
μ ν : Measure 𝓧
inst✝¹ : IsFiniteMeasure μ
inst✝ : IsFiniteMeasure ν
f : ℝ → ℝ
hm : m ≤ m𝓧
hμν : μ ≪ ν
hf : StronglyMeasurable f
hf_cvx : ConvexOn ℝ (Ici 0) f
hf_cont_at : ContinuousWithinAt f (Ici 0) 0
h_int : Integrable (fun x ↦ f ((∂μ/∂ν) x).toReal) ν
a : 𝓧
ha1 : ((∂μ.trim hm/∂ν.trim hm) a).toReal = ν[fun x ↦ ((∂μ/∂ν) x).toReal | m] a
ha2 : f (ν[fun x ↦ ((∂μ/∂ν) x).toReal | m] a) ≤ ν[fun x ↦ f ((∂μ/∂ν) x).toReal | m] a
⊢ f ((∂μ.trim hm/∂ν.trim hm) a).toReal ≤ ν[fun x ↦ f ((∂μ/∂ν) x).toReal | m] a

Tactic:
calc f ((∂μ.trim hm/∂ν.trim hm) a).toReal
      = f ((ν[fun x ↦ (μ.rnDeriv ν x).toReal | m]) a) := by rw [ha1]
    _ ≤ (ν[fun x ↦ f (μ.rnDeriv ν x).toReal | m]) a := ha2

Goal state after:
Module: Mathlib.LinearAlgebra.AffineSpace.AffineSubspace.Shift

Goal state before:
pp: k : Type u_1
V : Type u_2
P : Type u_3
inst✝⁶ : Ring k
inst✝⁵ : PartialOrder k
inst✝⁴ : IsOrderedAddMonoid k
inst✝³ : AddCommGroup V
inst✝² : AffineSpace V P
inst✝¹ : Module k V
n : ℕ
inst✝ : NeZero n
s : Simplex k P n
i : Fin (n + 1)
x : k
hx : x < 0 ∨ 1 < x
w : Fin (n + 1) → k
hw : ∑ i, w i = 1
hleft : (affineCombination k univ s.points) w ∈ s.closedInterior
hright : (affineCombination k univ s.points) w ∈ (affineSpan k (s.points '' {i}ᶜ)).shift (s.points i) x
⊢ False

Tactic:
s.independent.affineCombination_mem_shift_iff i hw

Goal state after:
k : Type u_1
V : Type u_2
P : Type u_3
inst✝⁶ : Ring k
inst✝⁵ : PartialOrder k
inst✝⁴ : IsOrderedAddMonoid k
inst✝³ : AddCommGroup V
inst✝² : AffineSpace V P
inst✝¹ : Module k V
n : ℕ
inst✝ : NeZero n
s : Simplex k P n
i : Fin (n + 1)
x : k
hx : x < 0 ∨ 1 < x
w : Fin (n + 1) → k
hw : ∑ i, w i = 1
hleft : (affineCombination k univ s.points) w ∈ s.closedInterior
hright : w i = 1 - x
⊢ False
Module: Mathlib.RingTheory.TensorProduct.IsBaseChangeHom

Goal state before:
pp: R : Type u_1
inst✝¹² : CommSemiring R
S : Type u_2
inst✝¹¹ : CommSemiring S
inst✝¹⁰ : Algebra R S
M : Type u_3
inst✝⁹ : AddCommMonoid M
inst✝⁸ : Module R M
N : Type u_4
inst✝⁷ : AddCommMonoid N
inst✝⁶ : Module R N
P : Type u_5
inst✝⁵ : AddCommMonoid P
inst✝⁴ : Module R P
inst✝³ : Module S P
inst✝² : IsScalarTower R S P
inst✝¹ : Free R M
inst✝ : Module.Finite R M
ε : N →ₗ[R] P
ibc : IsBaseChange S ε
ι : Type u_3 := Free.ChooseBasisIndex R M
b : Basis ι R M
this : Fintype (Free.ChooseBasisIndex R M)
e : (M →ₗ[R] N) ≃ₗ[R] ι → N := LinearEquiv.congrLeft N R b.repr ≪≫ₗ (Finsupp.llift N R R ι).symm
f : (M →ₗ[R] P) ≃ₗ[S] ι → P := LinearEquiv.congrLeft P S b.repr ≪≫ₗ (Finsupp.llift P R S ι).symm
⊢ Function.Bijective ⇑(linearMapRightBaseChangeHom S M ε)

Tactic:
let h := linearMapRightBaseChangeHom S M ε

Goal state after:
R : Type u_1
inst✝¹² : CommSemiring R
S : Type u_2
inst✝¹¹ : CommSemiring S
inst✝¹⁰ : Algebra R S
M : Type u_3
inst✝⁹ : AddCommMonoid M
inst✝⁸ : Module R M
N : Type u_4
inst✝⁷ : AddCommMonoid N
inst✝⁶ : Module R N
P : Type u_5
inst✝⁵ : AddCommMonoid P
inst✝⁴ : Module R P
inst✝³ : Module S P
inst✝² : IsScalarTower R S P
inst✝¹ : Free R M
inst✝ : Module.Finite R M
ε : N →ₗ[R] P
ibc : IsBaseChange S ε
ι : Type u_3 := Free.ChooseBasisIndex R M
b : Basis ι R M
this : Fintype (Free.ChooseBasisIndex R M)
e : (M →ₗ[R] N) ≃ₗ[R] ι → N := LinearEquiv.congrLeft N R b.repr ≪≫ₗ (Finsupp.llift N R R ι).symm
f : (M →ₗ[R] P) ≃ₗ[S] ι → P := LinearEquiv.congrLeft P S b.repr ≪≫ₗ (Finsupp.llift P R S ι).symm
h : S ⊗[R] (M →ₗ[R] N) →ₗ[S] M →ₗ[R] P := linearMapRightBaseChangeHom S M ε
⊢ Function.Bijective ⇑(linearMapRightBaseChangeHom S M ε)
Module: Mathlib.LinearAlgebra.FixedSubmodule

Goal state before:
pp: case refine_2
R : Type u_1
inst✝² : Semiring R
V : Type u_3
inst✝¹ : AddCommMonoid V
inst✝ : Module R V
e : V ≃ₗ[R] V
W : Submodule R V
v : V
he : ∀ y ∈ W, e y = y
hv : v ∈ W
⊢ v ∈ map (↑e) W

Tactic:
· refine ⟨v, hv, he v hv⟩

Goal state after: