section "Relative Frequency LTL" theory RF_LTL imports Main "HOL-Library.Sublist" Auxiliary DynamicArchitectures.Dynamic_Architecture_Calculus begin type_synonym 's seq = "nat \ 's" abbreviation "ccard n n' p \ card {i. i>n \ i \ n' \ p i}" lemma ccard_same: assumes "\ p (Suc n')" shows "ccard n n' p = ccard n (Suc n') p" proof - have "{i. i > n \ i \ Suc n' \ p i} = {i. i>n \ i \ n' \ p i}" proof show "{i. n < i \ i \ Suc n' \ p i} \ {i. n < i \ i \ n' \ p i}" proof fix x assume "x \ {i. n < i \ i \ Suc n' \ p i}" hence "nSuc n'" and "p x" by auto with assms (1) have "x\Suc n'" by auto with \x\Suc n'\ have "x \ n'" by simp with \n \p x\ show "x \ {i. n < i \ i \ n' \ p i}" by simp qed next show "{i. n < i \ i \ n' \ p i} \ {i. n < i \ i \ Suc n' \ p i}" by auto qed thus ?thesis by simp qed lemma ccard_zero[simp]: fixes n::nat shows "ccard n n p = 0" by auto lemma ccard_inc: assumes "p (Suc n')" and "n' \ n" shows "ccard n (Suc n') p = Suc (ccard n n' p)" proof - let ?A = "{i. i > n \ i \ n' \ p i}" have "finite ?A" by simp moreover have "Suc n' \ ?A" by simp ultimately have "card (insert (Suc n') ?A) = Suc (card ?A)" using card_insert_disjoint[of ?A] by simp moreover have "insert (Suc n') ?A = {i. i>n \ i \ (Suc n') \ p i}" proof show "insert (Suc n') ?A \ {i. n < i \ i \ Suc n' \ p i}" proof fix x assume "x \ insert (Suc n') {i. n < i \ i \ n' \ p i}" hence "x=Suc n' \ n < x \ x \ n' \ p x" by simp thus "x \ {i. n < i \ i \ Suc n' \ p i}" proof assume "x = Suc n'" with assms (1) assms (2) show ?thesis by simp next assume "n < x \ x \ n' \ p x" thus ?thesis by simp qed qed next show "{i. n < i \ i \ Suc n' \ p i} \ insert (Suc n') ?A" by auto qed ultimately show ?thesis by simp qed lemma ccard_mono: assumes "n'\n" shows "n''\n' \ ccard n (n''::nat) p \ ccard n n' p" proof (induction n'' rule: dec_induct) case base then show ?case .. next case (step n'') then show ?case proof cases assume "p (Suc n'')" moreover from step.hyps assms have "n\n''" by simp ultimately have "ccard n (Suc n'') p = Suc (ccard n n'' p)" using ccard_inc[of p n'' n] by simp also have "\ \ ccard n n' p" using step.IH by simp finally show ?case . next assume "\ p (Suc n'')" moreover from step.hyps assms have "n\n''" by simp ultimately have "ccard n (Suc n'') p = ccard n n'' p" using ccard_same[of p n'' n] by simp also have "\ \ ccard n n' p" using step.IH by simp finally show ?case by simp qed qed lemma ccard_ub[simp]: "ccard n n' p \ Suc n' - n" proof - have "{i. i>n \ i \ n' \ p i} \ {i. i\n \ i \ n'}" by auto hence "ccard n n' p \ card {i. i\n \ i \ n'}" by (simp add: card_mono) moreover have "{i. i\n \ i \ n'} = {n..n'}" by auto hence "card {i. i\n \ i \ n'} = Suc n' - n" by simp ultimately show ?thesis by simp qed lemma ccard_sum: fixes n::nat assumes "n'\n''" and "n''\n" shows "ccard n n' P = ccard n n'' P + ccard n'' n' P" proof - have "ccard n n' P = card {i. i>n \ i \ n' \ P i}" by simp moreover have "{i. i>n \ i \ n' \ P i} = {i. i>n \ i \ n'' \ P i} \ {i. i>n'' \ i \ n' \ P i}" (is "?LHS = ?RHS") proof show "?LHS \ ?RHS" by auto next show "?RHS \ ?LHS" proof fix x assume "x\?RHS" hence "x>n \ x \ n'' \ P x \ x>n'' \ x \ n' \ P x" by auto thus "x\?LHS" proof assume "n < x \ x \ n'' \ P x" with assms show ?thesis by simp next assume "n'' < x \ x \ n' \ P x" with assms show ?thesis by simp qed qed qed hence "card ?LHS = card ?RHS" by simp ultimately have "ccard n n' P = card ?RHS" by simp moreover have "card ?RHS = card {i. i>n \ i \ n'' \ P i} + card {i. i>n'' \ i \ n' \ P i}" proof (rule card_Un_disjoint) show "finite {i. n < i \ i \ n'' \ P i}" by simp show "finite {i. n'' < i \ i \ n' \ P i}" by simp show "{i. n < i \ i \ n'' \ P i} \ {i. n'' < i \ i \ n' \ P i} = {}" by auto qed moreover have "ccard n n'' P = card {i. i>n \ i \ n'' \ P i}" by simp moreover have "ccard n'' n' P= card {i. i>n'' \ i \ n' \ P i}" by simp ultimately show ?thesis by simp qed lemma ccard_ex: fixes n::nat shows "c\1 \ c < ccard n n'' P \ \n'n \ ccard n n' P = c" proof (induction c rule: dec_induct) let ?l = "LEAST i::nat. n < i \ i < n'' \ P i" case base moreover have "ccard n n'' P \ Suc (card {i. n < i \ i < n'' \ P i})" proof - from \ccard n n'' P > 1\ have "n''>n" using less_le_trans by force then obtain n' where "Suc n' = n''" and "Suc n' \ n" by (metis lessE less_imp_le_nat) moreover have "{i. n < i \ i < Suc n' \ P i} = {i. n < i \ i \ n' \ P i}" by auto hence "card {i. n < i \ i < Suc n' \ P i} = card {i. n < i \ i \ n' \ P i}" by simp moreover have "card {i. n < i \ i \ Suc n' \ P i} \ Suc (card {i. n < i \ i \ n' \ P i})" proof cases assume "P (Suc n')" moreover from \n''>n\ \Suc n'=n''\ have "n'\n" by simp ultimately show ?thesis using ccard_inc[of P n' n] by simp next assume "\ P (Suc n')" moreover from \n''>n\ \Suc n'=n''\ have "n'\n" by simp ultimately show ?thesis using ccard_same[of P n' n] by simp qed ultimately show ?thesis by simp qed ultimately have "card {i. n < i \ i < n'' \ P i} \ 1" by simp hence "{i. n < i \ i < n'' \ P i} \ {}" by fastforce hence "\i. n < i \ i < n'' \ P i" by auto hence "?l>n" and "?li::nat. n < i \ i < n'' \ P i"] by auto moreover have "{i. n < i \ i \ ?l \ P i} = {?l}" proof show "{i. n < i \ i \ ?l \ P i} \ {?l}" proof fix i assume "i\{i. n < i \ i \ ?l \ P i}" hence "n < i" and "i \ ?l" and "P i" by auto with \\i. n < i \ i < n'' \ P i\ have "i=?l" using Least_le[of "\i. n < i \ i < n'' \ P i"] by (meson antisym le_less_trans) thus "i\{?l}" by simp qed next show "{?l} \ {i. n < i \ i \ ?l \ P i}" proof fix i assume "i\{?l}" hence "i=?l" by simp with \?l>n\ \?l \P ?l\ show "i\{i. n < i \ i \ ?l \ P i}" by simp qed qed hence "ccard n ?l P = 1" by simp ultimately show ?case by auto next case (step c) moreover from step.prems have "Suc cSuc c \ccard n n' P = c\ have "ccard n' n'' P>1" by simp moreover have "ccard n' n'' P \ Suc (card {i. n' < i \ i < n'' \ P i})" proof - from \ccard n' n'' P > 1\ have "n''>n'" using less_le_trans by force then obtain n''' where "Suc n''' = n''" and "Suc n''' \ n'" by (metis lessE less_imp_le_nat) moreover have "{i. n' < i \ i < Suc n''' \ P i} = {i. n' < i \ i \ n''' \ P i}" by auto hence "card {i. n' < i \ i < Suc n''' \ P i} = card {i. n' < i \ i \ n''' \ P i}" by simp moreover have "card {i. n' < i \ i \ Suc n''' \ P i} \ Suc (card {i. n' < i \ i \ n''' \ P i})" proof cases assume "P (Suc n''')" moreover from \n''>n'\ \Suc n'''=n''\ have "n'''\n'" by simp ultimately show ?thesis using ccard_inc[of P n''' n'] by simp next assume "\ P (Suc n''')" moreover from \n''>n'\ \Suc n'''=n''\ have "n'''\n'" by simp ultimately show ?thesis using ccard_same[of P n''' n'] by simp qed ultimately show ?thesis by simp qed ultimately have "card {i. n' < i \ i < n'' \ P i} \ 1" by simp hence "{i. n' < i \ i < n'' \ P i} \ {}" by fastforce hence "\i. n' < i \ i < n'' \ P i" by auto let ?l = "LEAST i::nat. n' < i \ i < n'' \ P i" from \\i. n' < i \ i < n'' \ P i\ have "n' < ?l" using LeastI_ex[of "\i::nat. n' < i \ i < n'' \ P i"] by auto with \n < n'\ have "ccard n ?l P = ccard n n' P + ccard n' ?l P" using ccard_sum[of n' ?l n] by simp moreover have "{i. n' < i \ i \ ?l \ P i} = {?l}" proof show "{i. n' < i \ i \ ?l \ P i} \ {?l}" proof fix i assume "i\{i. n' < i \ i \ ?l \ P i}" hence "n' < i" and "i \ ?l" and "P i" by auto with \\i. n' < i \ i < n'' \ P i\ have "i=?l" using Least_le[of "\i. n' < i \ i < n'' \ P i"] by (meson antisym le_less_trans) thus "i\{?l}" by simp qed next show "{?l} \ {i. n' < i \ i \ ?l \ P i}" proof fix i assume "i\{?l}" hence "i=?l" by simp moreover from \\i. n' < i \ i < n'' \ P i\ have "?li. n' < i \ i < n'' \ P i"] by auto ultimately show "i\{i. n' < i \ i \ ?l \ P i}" using \?l>n'\ by simp qed qed hence "ccard n' ?l P = 1" by simp ultimately have "card {i. n < i \ i \ ?l \ P i} = Suc c" using \ccard n n' P = c\ by simp moreover from \\i. n' < i \ i < n'' \ P i\ have "n' < ?l" and "?l < n''" and "P ?l" using LeastI_ex[of "\i::nat. n' < i \ i < n'' \ P i"] by auto with \n < n'\ have "nn" and "ccard n n' P > ccard n n' Q + cnf" shows "\n' n''. ccard n' n'' P > cnf \ ccard n' n'' Q \ cnf" proof cases assume "cnf = 0" with assms(2) have "ccard n n' P > ccard n n' Q" by simp hence "card {i. n < i \ i \ n' \ P i}>card {i. n < i \ i \ n' \ Q i}" (is "card ?LHS>card ?RHS") by simp then obtain i where "i\?LHS" and "\ i \ ?RHS" and "i>0" using cardEx[of ?LHS ?RHS] by auto hence "P i" and "\ Q i" by auto with \i>0\ obtain n'' where "P (Suc n'')" and "\Q (Suc n'')" using gr0_implies_Suc by auto hence "ccard n'' (Suc n'') P = 1" using ccard_inc by auto with \cnf = 0\ have "ccard n'' (Suc n'') P > cnf" by simp moreover from \\Q (Suc n'')\ have "ccard n'' (Suc n'') Q = 0" using ccard_same[of Q n'' n''] by auto with \cnf = 0\ have "ccard n'' (Suc n'') Q \ cnf" by simp ultimately show ?thesis by auto next assume "\ cnf = 0" show ?thesis proof (rule ccontr) assume "\ (\n' n''. ccard n' n'' P > cnf \ ccard n' n'' Q \ cnf)" hence hyp: "\n' n''. ccard n' n'' Q \ cnf \ ccard n' n'' P \ cnf" using leI less_imp_le_nat by blast show False proof cases assume "ccard n n' Q \ cnf" with hyp have "ccard n n' P \ cnf" by simp with assms show False by simp next let ?gcond="\n''. n''\n \ n''\n' \ (\x\1. ccard n n'' Q = x * cnf)" let ?g= "GREATEST n''. ?gcond n''" assume "\ ccard n n' Q \ cnf" hence "ccard n n' Q > cnf" by simp hence "\n''. ?gcond n''" proof - from \ccard n n' Q > cnf\ \\cnf=0\ obtain n'' where "n''>n" and "n''\n'" and "ccard n n'' Q = cnf" using ccard_ex[of cnf n n' Q ] by auto moreover from \ccard n n'' Q = cnf\ have "\x\1. ccard n n'' Q = x * cnf" by auto ultimately show ?thesis using less_imp_le_nat by blast qed moreover have "\n''>n'. \ ?gcond n''" by simp ultimately have gex: "\n''. ?gcond n'' \ (\n'''. ?gcond n''' \ n'''\n'')" using boundedGreatest[of ?gcond _ n'] by blast hence "\x\1. ccard n ?g Q = x * cnf" and "?g \ n" using GreatestI_ex_nat[of ?gcond] by auto moreover {fix n'' have "n''\n \ \x\1. ccard n n'' Q = x * cnf \ ccard n n'' P \ ccard n n'' Q" proof (induction n'' rule: ge_induct) case (step n') from step.prems obtain x where "x\1" and cas: "ccard n n' Q = x * cnf" by auto then show ?case proof cases assume "x=1" with cas have "ccard n n' Q = cnf" by simp with hyp have "ccard n n' P \ cnf" by simp with \ccard n n' Q = cnf\ show ?thesis by simp next assume "\x=1" with \x\1\ have "x>1" by simp hence "x-1 \ 1" by simp moreover from \cnf\0\ \x-1 \ 1\ have "(x-1) * cnf < x * cnf \ (x - 1) * cnf \ 0" by auto with \x-1 \ 1\ \cnf\0\\ccard n n' Q = x * cnf\ obtain n'' where "n''>n" and "n''x\1. ccard n n'' Q = x * cnf" and "n''\n" by auto with \n''\n\ \n'' have "ccard n n'' P \ ccard n n'' Q" using step.IH by simp moreover have "ccard n'' n' Q = cnf" proof - from \x-1 \ 1\ have "x*cnf = ((x-1) * cnf) + cnf" using semiring_normalization_rules(2)[of "(x - 1)" cnf] by simp with \ccard n n'' Q = (x-1) * cnf\ \ccard n n' Q = x * cnf\ have "ccard n n' Q = ccard n n'' Q + cnf" by simp moreover from \n''\n\ \n'' have "ccard n n' Q = ccard n n'' Q + ccard n'' n' Q" using ccard_sum[of n'' n' n] by simp ultimately show ?thesis by simp qed moreover from \ccard n'' n' Q = cnf\ have "ccard n'' n' P \ cnf" using hyp by simp ultimately show ?thesis using \n''\n\ \n'' ccard_sum[of n'' n' n] by simp qed qed } note geq = this ultimately have "ccard n ?g P \ ccard n ?g Q" by simp moreover have "ccard ?g n' P \ cnf" proof (rule ccontr) assume "\ ccard ?g n' P \ cnf" hence "ccard ?g n' P > cnf" by simp have "ccard ?g n' Q > cnf" proof (rule ccontr) assume "\ccard ?g n' Q > cnf" hence "ccard ?g n' Q \ cnf" by simp with \ccard ?g n' P > cnf\ show False using \\ (\n' n''. ccard n' n'' P > cnf \ ccard n' n'' Q \ cnf)\ by simp qed with \\ cnf=0\ obtain n'' where "n''>?g" and "n''x\1. ccard n n'' Q = x * cnf" proof - from \\x\1. ccard n ?g Q = x * cnf\ obtain x where "x\1" and "ccard n ?g Q = x * cnf" by auto from \n''>?g\ \?g\n\ have "ccard n n'' Q = ccard n ?g Q + ccard ?g n'' Q" using ccard_sum[of ?g n'' n Q] by simp with \ccard n ?g Q = x * cnf\ have "ccard n n'' Q = x * cnf + ccard ?g n'' Q" by simp with \ccard ?g n'' Q = cnf\ have "ccard n n'' Q = Suc x * cnf" by simp thus ?thesis by auto qed moreover from \n''>?g\ \?g\n\ have "n''\n" by simp ultimately have "\n''>?g. ?gcond n''" by auto moreover from gex have "\n'''. ?gcond n''' \ n'''\?g" using Greatest_le_nat[of ?gcond] by auto ultimately show False by auto qed moreover from gex have "n'\?g" using GreatestI_ex_nat[of ?gcond] by auto ultimately have "ccard n n' P\ccard n n' Q + cnf" using ccard_sum[of ?g n' n] using \?g \ n\ by simp with assms show False by simp qed qed qed locale honest = fixes bc:: "('a list) seq" and n::nat assumes growth: "n'\0 \ n'\n \ bc n' = bc (n'-1) \ (\b. bc n' = bc (n' - 1) @ b)" begin end locale dishonest = fixes bc:: "('a list) seq" and mining::"bool seq" assumes growth: "\n::nat. prefix (bc (Suc n)) (bc n) \ (\b::'a. bc (Suc n) = bc n @ [b]) \ mining (Suc n)" begin lemma prefix_save: assumes "prefix sbc (bc n')" and "\n'''>n'. n'''\n'' \ length (bc n''') \ length sbc" shows "n''\n' \ prefix sbc (bc n'')" proof (induction n'' rule: dec_induct) case base with assms(1) show ?case by simp next case (step n) from growth[of n] show ?case proof assume "prefix (bc (Suc n)) (bc n)" moreover from step.hyps have "length (bc (Suc n)) \ length sbc" using assms(2) by simp ultimately show ?thesis using step.IH using prefix_length_prefix by auto next assume "(\b. bc (Suc n) = bc n @ [b]) \ mining (Suc n)" with step.IH show ?thesis by auto qed qed theorem prefix_length: assumes "prefix sbc (bc n')" and "\ prefix sbc (bc n'')" and "n'\n''" shows "\n'''>n'. n'''\n'' \ length (bc n''') < length sbc" proof (rule ccontr) assume "\ (\n'''>n'. n'''\n'' \ length (bc n''') < length sbc)" hence "\n'''>n'. n'''\n'' \ length (bc n''') \ length sbc" by auto with assms have "prefix sbc (bc n'')" using prefix_save[of sbc n' n''] by simp with assms (2) show False by simp qed theorem grow_mining: assumes "length (bc n) < length (bc (Suc n))" shows "mining (Suc n)" using assms growth leD prefix_length_le by blast lemma length_suc_length: "length (bc (Suc n)) \ Suc (length (bc n))" by (metis eq_iff growth le_SucI length_append_singleton prefix_length_le) end locale dishonest_growth = fixes bc:: "nat seq" and mining:: "nat \ bool" assumes as1: "\n::nat. bc (Suc n) \ Suc (bc n)" and as2: "\n::nat. bc (Suc n) > bc n \ mining (Suc n)" begin end sublocale dishonest \ dishonest_growth "\n. length (bc n)" using grow_mining length_suc_length by unfold_locales auto context dishonest_growth begin theorem ccard_diff_lgth: "n'\n \ ccard n n' (\n. mining n) \ (bc n' - bc n)" proof (induction n' rule: dec_induct) case base then show ?case by simp next case (step n') from as1 have "bc (Suc n') < Suc (bc n') \ bc (Suc n') = Suc (bc n')" using le_neq_implies_less by blast then show ?case proof assume "bc (Suc n') < Suc (bc n')" hence "bc (Suc n') - bc n \ bc n' - bc n" by simp moreover from step.hyps have "ccard n (Suc n') (\n. mining n) \ ccard n n' (\n. mining n)" using ccard_mono[of n n' "Suc n'"] by simp ultimately show ?thesis using step.IH by simp next assume "bc (Suc n') = Suc (bc n')" hence "bc (Suc n') - bc n \ Suc (bc n' - bc n)" by simp moreover from \bc (Suc n') = Suc (bc n')\ have "mining (Suc n')" using as2 by simp with step.hyps have "ccard n (Suc n') (\n. mining n) \ Suc (ccard n n' (\n. mining n))" using ccard_inc by simp ultimately show ?thesis using step.IH by simp qed qed end locale honest_growth = fixes bc:: "nat seq" and mining:: "nat \ bool" and init:: nat assumes as1: "\n::nat. bc (Suc n) \ bc n" and as2: "\n::nat. mining (Suc n) \ bc (Suc n) > bc n" begin lemma grow_mono: "n'\n\bc n'\bc n" proof (induction n' rule: dec_induct) case base then show ?case by simp next case (step n') then show ?case using as1[of n'] by simp qed theorem ccard_diff_lgth: shows "n'\n \ bc n' - bc n \ ccard n n' (\n. mining n)" proof (induction n' rule: dec_induct) case base then show ?case by simp next case (step n') then show ?case proof cases assume "mining (Suc n')" with as2 have "bc (Suc n') > bc n'" by simp moreover from step.hyps have "bc n'\bc n" using grow_mono by simp ultimately have "bc (Suc n') - bc n > bc n' - bc n" by simp moreover from as1 have "bc (Suc n') - bc n \ bc n' - bc n" by (simp add: diff_le_mono) moreover from \mining (Suc n')\ step.hyps have "ccard n (Suc n') (\n. mining n) \ Suc (ccard n n' (\n. mining n))" using ccard_inc by simp ultimately show ?thesis using step.IH by simp next assume "\ mining (Suc n')" hence "ccard n (Suc n') (\n. mining n) \ (ccard n n' (\n. mining n))" using ccard_same by simp moreover from as1 have "bc (Suc n') - bc n \ bc n' - bc n" by (simp add: diff_le_mono) ultimately show ?thesis using step.IH by simp qed qed end locale bounded_growth = hg: honest_growth hbc hmining + dg: dishonest_growth dbc dmining for hbc:: "nat seq" and dbc:: "nat seq" and hmining:: "nat \ bool" and dmining:: "nat \ bool" and sbc::nat and cnf::nat + assumes fair: "\n n'. ccard n n' (\n. dmining n) > cnf \ ccard n n' (\n. hmining n) > cnf" and a2: "hbc 0 \ sbc+cnf" and a3: "dbc 0 < sbc" begin theorem hn_upper_bound: shows "dbc n < hbc n" proof (rule ccontr) assume "\ dbc n < hbc n" hence "dbc n \ hbc n" by simp moreover from a2 a3 have "hbc 0 > dbc 0 + cnf" by simp moreover have "hbc n\hbc 0" using hg.grow_mono by simp ultimately have "dbc n - dbc 0 > hbc n - hbc 0 + cnf" by simp moreover have "ccard 0 n (\n. hmining n) \ hbc n - hbc 0" using hg.ccard_diff_lgth by simp moreover have "dbc n - dbc 0 \ ccard 0 n (\n. dmining n)" using dg.ccard_diff_lgth by simp ultimately have "ccard 0 n (\n. dmining n) > ccard 0 n (\n. hmining n) + cnf" by simp hence "\n' n''. ccard n' n'' (\n. dmining n) > cnf \ ccard n' n'' (\n. hmining n) \ cnf" using ccard_freq by blast with fair show False using leD by blast qed end end