author  blanchet 
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child 48329  5781c4620245 
permissions  rwrr 
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(* Title: HOL/Tools/Sledgehammer/sledgehammer_filter_mash.ML 
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Author: Jasmin Blanchette, TU Muenchen 

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Sledgehammer's machinelearningbased relevance filter (MaSh). 

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*) 

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signature SLEDGEHAMMER_FILTER_MASH = 

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sig 

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type status = ATP_Problem_Generate.status 
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type stature = ATP_Problem_Generate.stature 
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type fact = Sledgehammer_Fact.fact 
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type fact_override = Sledgehammer_Fact.fact_override 
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type params = Sledgehammer_Provers.params 
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type relevance_fudge = Sledgehammer_Provers.relevance_fudge 
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type prover_result = Sledgehammer_Provers.prover_result 
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val trace : bool Config.T 
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val MaShN : string 
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val meshN : string 
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val iterN : string 
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val mashN : string 
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val fact_filters : string list 
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val escape_meta : string > string 
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val escape_metas : string list > string 
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val unescape_meta : string > string 
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val unescape_metas : string > string list 

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val extract_query : string > string * string list 
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val suggested_facts : string list > ('a * thm) list > ('a * thm) list 
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val mesh_facts : 

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int > (('a * thm) list * ('a * thm) list) list > ('a * thm) list 

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val is_likely_tautology_or_too_meta : thm > bool 
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val theory_ord : theory * theory > order 
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val thm_ord : thm * thm > order 
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val features_of : 
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Proof.context > string > theory > status > term list > string list 

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val isabelle_dependencies_of : unit Symtab.table > thm > string list 
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val goal_of_thm : theory > thm > thm 
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val run_prover_for_mash : 
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Proof.context > params > string > fact list > thm > prover_result 
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val mash_RESET : Proof.context > unit 
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val mash_INIT : 
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Proof.context > bool 
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> (string * string list * string list * string list) list > unit 
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val mash_ADD : 
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Proof.context > bool 
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> (string * string list * string list * string list) list > unit 
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val mash_QUERY : 
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Proof.context > bool > int > string list * string list > string list 
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val mash_reset : Proof.context > unit 
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val mash_could_suggest_facts : unit > bool 
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val mash_can_suggest_facts : Proof.context > bool 
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val mash_suggest_facts : 
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Proof.context > params > string > int > term list > term 
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> ('a * thm) list > ('a * thm) list * ('a * thm) list 

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val mash_learn_thy : 
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Proof.context > params > theory > Time.time > fact list > string 
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val mash_learn_proof : 
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Proof.context > params > term > ('a * thm) list > thm list > unit 
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val relevant_facts : 
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Proof.context > params > string > int > fact_override > term list 
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> term > fact list > fact list 
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val kill_learners : unit > unit 
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val running_learners : unit > unit 
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end; 
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structure Sledgehammer_Filter_MaSh : SLEDGEHAMMER_FILTER_MASH = 

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struct 

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open ATP_Util 
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open ATP_Problem_Generate 
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open Sledgehammer_Util 
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open Sledgehammer_Fact 
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open Sledgehammer_Filter_Iter 
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open Sledgehammer_Provers 
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open Sledgehammer_Minimize 
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val trace = 
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Attrib.setup_config_bool @{binding sledgehammer_filter_mash_trace} (K false) 

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fun trace_msg ctxt msg = if Config.get ctxt trace then tracing (msg ()) else () 

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val MaShN = "MaSh" 
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val meshN = "mesh" 
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val iterN = "iter" 
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val mashN = "mash" 
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val fact_filters = [meshN, iterN, mashN] 
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fun mash_home () = getenv "MASH_HOME" 
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fun mash_state_dir () = 
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getenv "ISABELLE_HOME_USER" ^ "/mash" 
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> tap (Isabelle_System.mkdir o Path.explode) 
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fun mash_state_path () = mash_state_dir () ^ "/state" > Path.explode 
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(*** Isabelle helpers ***) 
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fun meta_char c = 
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if Char.isAlphaNum c orelse c = #"_" orelse c = #"." orelse c = #"(" orelse 
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c = #")" orelse c = #"," then 
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String.str c 
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else 
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(* fixed width, in case more digits follow *) 
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"\\" ^ stringN_of_int 3 (Char.ord c) 
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fun unmeta_chars accum [] = String.implode (rev accum) 
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 unmeta_chars accum (#"\\" :: d1 :: d2 :: d3 :: cs) = 

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(case Int.fromString (String.implode [d1, d2, d3]) of 

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SOME n => unmeta_chars (Char.chr n :: accum) cs 

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 NONE => "" (* error *)) 

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 unmeta_chars _ (#"\\" :: _) = "" (* error *) 

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 unmeta_chars accum (c :: cs) = unmeta_chars (c :: accum) cs 

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val escape_meta = String.translate meta_char 

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val escape_metas = map escape_meta #> space_implode " " 
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val unescape_meta = String.explode #> unmeta_chars [] 
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val unescape_metas = 
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space_explode " " #> filter_out (curry (op =) "") #> map unescape_meta 
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fun extract_query line = 
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case space_explode ":" line of 

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[goal_name, suggs] => (unescape_meta goal_name, unescape_metas suggs) 
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 _ => ("", []) 
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fun find_suggested facts sugg = 

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find_first (fn (_, th) => Thm.get_name_hint th = sugg) facts 

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fun suggested_facts suggs facts = map_filter (find_suggested facts) suggs 

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val scale_factor = 1000 
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fun scaled_powX x = Integer.pow 8 x 
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fun sum_sq_avg [] = 0 
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 sum_sq_avg xs = fold (Integer.add o scaled_powX) xs 0 div (length xs) 
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fun mesh_facts max_facts [(selected, unknown)] = 
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take max_facts selected @ take (max_facts  length selected) unknown 
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 mesh_facts max_facts mess = 
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let 
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val mess = mess > map (apfst (`length)) 
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val fact_eq = Thm.eq_thm o pairself snd 
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fun score_in fact ((sel_len, sels), unks) = 
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case find_index (curry fact_eq fact) sels of 
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~1 => (case find_index (curry fact_eq fact) unks of 
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~1 => SOME 0 
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 _ => NONE) 
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 j => SOME (scale_factor * (sel_len  j) div sel_len) 
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fun score_of fact = mess > map_filter (score_in fact) > sum_sq_avg 
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val facts = fold (union fact_eq o take max_facts o snd o fst) mess [] 
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in 
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facts > map (`score_of) > sort (int_ord o swap o pairself fst) 
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> tap (List.app (fn (score, (_, th)) => tracing ("score: " ^ string_of_int score ^ " " ^ Thm.get_name_hint th)) 
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) 
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> map snd > take max_facts 
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end 
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val thy_feature_prefix = "y_" 
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val thy_feature_name_of = prefix thy_feature_prefix 
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val const_name_of = prefix const_prefix 
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val type_name_of = prefix type_const_prefix 
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val class_name_of = prefix class_prefix 
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fun is_likely_tautology_or_too_meta th = 
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let 

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val is_boring_const = member (op =) atp_widely_irrelevant_consts 

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fun is_boring_bool t = 

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not (exists_Const (not o is_boring_const o fst) t) orelse 

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exists_type (exists_subtype (curry (op =) @{typ prop})) t 

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fun is_boring_prop (@{const Trueprop} $ t) = is_boring_bool t 

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 is_boring_prop (@{const "==>"} $ t $ u) = 

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is_boring_prop t andalso is_boring_prop u 

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 is_boring_prop (Const (@{const_name all}, _) $ (Abs (_, _, t)) $ u) = 

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is_boring_prop t andalso is_boring_prop u 

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 is_boring_prop (Const (@{const_name "=="}, _) $ t $ u) = 

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is_boring_bool t andalso is_boring_bool u 

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 is_boring_prop _ = true 

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in 

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is_boring_prop (prop_of th) andalso not (Thm.eq_thm_prop (@{thm ext}, th)) 

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end 

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fun theory_ord p = 

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if Theory.eq_thy p then 

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EQUAL 

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else if Theory.subthy p then 

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LESS 

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else if Theory.subthy (swap p) then 

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GREATER 

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else case int_ord (pairself (length o Theory.ancestors_of) p) of 

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EQUAL => string_ord (pairself Context.theory_name p) 

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 order => order 

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val thm_ord = theory_ord o pairself theory_of_thm 

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val bad_types = [@{type_name prop}, @{type_name bool}, @{type_name fun}] 
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fun interesting_terms_types_and_classes ctxt prover term_max_depth 
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type_max_depth ts = 

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let 
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fun is_bad_const (x as (s, _)) args = 
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member (op =) atp_logical_consts s orelse 

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fst (is_built_in_const_for_prover ctxt prover x args) 

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fun add_classes @{sort type} = I 
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 add_classes S = union (op =) (map class_name_of S) 

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fun do_add_type (Type (s, Ts)) = 
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(not (member (op =) bad_types s) ? insert (op =) (type_name_of s)) 
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#> fold do_add_type Ts 
48304  207 
 do_add_type (TFree (_, S)) = add_classes S 
208 
 do_add_type (TVar (_, S)) = add_classes S 

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fun add_type T = type_max_depth >= 0 ? do_add_type T 
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fun mk_app s args = 
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if member (op <>) args "" then s ^ "(" ^ space_implode "," args ^ ")" 
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else s 
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fun patternify ~1 _ = "" 
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 patternify depth t = 
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case strip_comb t of 
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(Const (s, _), args) => 
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mk_app (const_name_of s) (map (patternify (depth  1)) args) 
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 _ => "" 
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fun add_term_patterns ~1 _ = I 
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 add_term_patterns depth t = 
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insert (op =) (patternify depth t) 
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#> add_term_patterns (depth  1) t 
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val add_term = add_term_patterns term_max_depth 
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fun add_patterns t = 
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let val (head, args) = strip_comb t in 
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(case head of 
48318  227 
Const (x as (_, T)) => 
228 
not (is_bad_const x args) ? (add_term t #> add_type T) 

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 Free (_, T) => add_type T 
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 Var (_, T) => add_type T 
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 Abs (_, T, body) => add_type T #> add_patterns body 
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 _ => I) 
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#> fold add_patterns args 
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end 
48326  235 
in [] > fold add_patterns ts end 
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fun is_exists (s, _) = (s = @{const_name Ex} orelse s = @{const_name Ex1}) 
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48297  239 
val term_max_depth = 1 
240 
val type_max_depth = 1 

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(* TODO: Generate type classes for types? *) 
48318  243 
fun features_of ctxt prover thy status ts = 
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thy_feature_name_of (Context.theory_name thy) :: 
48318  245 
interesting_terms_types_and_classes ctxt prover term_max_depth type_max_depth 
246 
ts 

48302  247 
> exists (not o is_lambda_free) ts ? cons "lambdas" 
248 
> exists (exists_Const is_exists) ts ? cons "skolems" 

249 
> (case status of 

250 
General => I 

251 
 Induction => cons "induction" 

252 
 Intro => cons "intro" 

253 
 Inductive => cons "inductive" 

254 
 Elim => cons "elim" 

255 
 Simp => cons "simp" 

256 
 Def => cons "def") 

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48326  258 
fun isabelle_dependencies_of all_facts = thms_in_proof (SOME all_facts) 
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val freezeT = Type.legacy_freeze_type 
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261 

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fun freeze (t $ u) = freeze t $ freeze u 
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 freeze (Abs (s, T, t)) = Abs (s, freezeT T, freeze t) 
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 freeze (Var ((s, _), T)) = Free (s, freezeT T) 
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 freeze (Const (s, T)) = Const (s, freezeT T) 
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 freeze (Free (s, T)) = Free (s, freezeT T) 
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 freeze t = t 
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268 

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fun goal_of_thm thy = prop_of #> freeze #> cterm_of thy #> Goal.init 
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48321  271 
fun run_prover_for_mash ctxt params prover facts goal = 
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let 
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val problem = 
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{state = Proof.init ctxt, goal = goal, subgoal = 1, subgoal_count = 1, 
48289  275 
facts = facts > map (apfst (apfst (fn name => name ()))) 
48318  276 
> map Untranslated_Fact} 
48321  277 
val prover = get_minimizing_prover ctxt Normal (K ()) prover 
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in prover params (K (K (K ""))) problem end 
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48302  281 
(*** Lowlevel communication with MaSh ***) 
282 

48323  283 
fun write_file (xs, f) file = 
48318  284 
let val path = Path.explode file in 
48323  285 
File.write path ""; 
286 
xs > chunk_list 500 

287 
> List.app (File.append path o space_implode "" o map f) 

48318  288 
end 
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fun mash_info overlord = 
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if overlord then (getenv "ISABELLE_HOME_USER", "") 
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else (getenv "ISABELLE_TMP", serial_string ()) 
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293 

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fun run_mash ctxt (temp_dir, serial) core = 
48311  295 
let 
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val log_file = temp_dir ^ "/mash_log" ^ serial 
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val err_file = temp_dir ^ "/mash_err" ^ serial 
48311  298 
val command = 
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mash_home () ^ "/mash.py quiet outputDir " ^ mash_state_dir () ^ 
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" log " ^ log_file ^ " " ^ core ^ " 2>&1 > " ^ err_file 
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in 
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trace_msg ctxt (fn () => "Running " ^ command); 
48323  303 
write_file ([], K "") log_file; 
304 
write_file ([], K "") err_file; 

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Isabelle_System.bash command; () 
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end 
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307 

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fun run_mash_init ctxt overlord write_access write_feats write_deps = 
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let 
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val info as (temp_dir, serial) = mash_info overlord 
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val in_dir = temp_dir ^ "/mash_init" ^ serial 
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> tap (Isabelle_System.mkdir o Path.explode) 
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in 
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write_file write_access (in_dir ^ "/mash_accessibility"); 
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315 
write_file write_feats (in_dir ^ "/mash_features"); 
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write_file write_deps (in_dir ^ "/mash_dependencies"); 
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run_mash ctxt info ("init inputDir " ^ in_dir) 
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318 
end 
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48318  320 
fun run_mash_commands ctxt overlord save max_suggs write_cmds read_suggs = 
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let 
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val info as (temp_dir, serial) = mash_info overlord 
48318  323 
val sugg_file = temp_dir ^ "/mash_suggs" ^ serial 
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val cmd_file = temp_dir ^ "/mash_commands" ^ serial 
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in 
48323  326 
write_file ([], K "") sugg_file; 
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write_file write_cmds cmd_file; 
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run_mash ctxt info 
48318  329 
("inputFile " ^ cmd_file ^ " predictions " ^ sugg_file ^ 
330 
" numberOfPredictions " ^ string_of_int max_suggs ^ 

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(if save then " saveModel" else "")); 
48318  332 
read_suggs (fn () => File.read_lines (Path.explode sugg_file)) 
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333 
end 
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334 

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fun str_of_update (name, parents, feats, deps) = 
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"! " ^ escape_meta name ^ ": " ^ escape_metas parents ^ "; " ^ 
48311  337 
escape_metas feats ^ "; " ^ escape_metas deps ^ "\n" 
338 

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fun str_of_query (parents, feats) = 
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"? " ^ escape_metas parents ^ "; " ^ escape_metas feats 
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341 

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fun init_str_of_update get (upd as (name, _, _, _)) = 
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escape_meta name ^ ": " ^ escape_metas (get upd) ^ "\n" 
48311  344 

48308  345 
fun mash_RESET ctxt = 
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let val path = mash_state_dir () > Path.explode in 
48309  347 
trace_msg ctxt (K "MaSh RESET"); 
348 
File.fold_dir (fn file => fn () => 

349 
File.rm (Path.append path (Path.basic file))) 

350 
path () 

351 
end 

48302  352 

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fun mash_INIT ctxt _ [] = mash_RESET ctxt 
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354 
 mash_INIT ctxt overlord upds = 
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355 
(trace_msg ctxt (fn () => "MaSh INIT " ^ 
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356 
elide_string 1000 (space_implode " " (map #1 upds))); 
48323  357 
run_mash_init ctxt overlord (upds, init_str_of_update #2) 
358 
(upds, init_str_of_update #3) (upds, init_str_of_update #4)) 

48302  359 

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360 
fun mash_ADD _ _ [] = () 
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361 
 mash_ADD ctxt overlord upds = 
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(trace_msg ctxt (fn () => "MaSh ADD " ^ 
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363 
elide_string 1000 (space_implode " " (map #1 upds))); 
48323  364 
run_mash_commands ctxt overlord true 0 (upds, str_of_update) (K ())) 
48302  365 

48318  366 
fun mash_QUERY ctxt overlord max_suggs (query as (_, feats)) = 
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(trace_msg ctxt (fn () => "MaSh QUERY " ^ space_implode " " feats); 
48318  368 
run_mash_commands ctxt overlord false max_suggs 
48323  369 
([query], str_of_query) 
48318  370 
(fn suggs => snd (extract_query (List.last (suggs ())))) 
48311  371 
handle List.Empty => []) 
48302  372 

373 

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(*** Highlevel communication with MaSh ***) 
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375 

48321  376 
fun try_graph ctxt when def f = 
377 
f () 

378 
handle Graph.CYCLES (cycle :: _) => 

379 
(trace_msg ctxt (fn () => 

380 
"Cycle involving " ^ commas cycle ^ " when " ^ when); def) 

381 
 Graph.UNDEF name => 

382 
(trace_msg ctxt (fn () => 

383 
"Unknown fact " ^ quote name ^ " when " ^ when); def) 

384 

48301  385 
type mash_state = 
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386 
{thys : bool Symtab.table, 
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fact_graph : unit Graph.T} 
48301  388 

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389 
val empty_state = {thys = Symtab.empty, fact_graph = Graph.empty} 
48301  390 

391 
local 

392 

48321  393 
fun mash_load _ (state as (true, _)) = state 
394 
 mash_load ctxt _ = 

48309  395 
let val path = mash_state_path () in 
48302  396 
(true, 
397 
case try File.read_lines path of 

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398 
SOME (comp_thys :: incomp_thys :: fact_lines) => 
48302  399 
let 
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400 
fun add_thy comp thy = Symtab.update (thy, comp) 
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changeset

401 
fun add_edge_to name parent = 
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changeset

402 
Graph.default_node (parent, ()) 
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diff
changeset

403 
#> Graph.add_edge (parent, name) 
48316
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changeset

404 
fun add_fact_line line = 
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405 
case extract_query line of 
252f45c04042
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changeset

406 
("", _) => I (* shouldn't happen *) 
252f45c04042
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changeset

407 
 (name, parents) => 
252f45c04042
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changeset

408 
Graph.default_node (name, ()) 
48322
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diff
changeset

409 
#> fold (add_edge_to name) parents 
48316
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changeset

410 
val thys = 
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changeset

411 
Symtab.empty > fold (add_thy true) (unescape_metas comp_thys) 
252f45c04042
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changeset

412 
> fold (add_thy false) (unescape_metas incomp_thys) 
48321  413 
val fact_graph = 
48322
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parents:
48321
diff
changeset

414 
try_graph ctxt "loading state" Graph.empty (fn () => 
48321  415 
Graph.empty > fold add_fact_line fact_lines) 
48316
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changeset

416 
in {thys = thys, fact_graph = fact_graph} end 
48304  417 
 _ => empty_state) 
48302  418 
end 
48249  419 

48316
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changeset

420 
fun mash_save ({thys, fact_graph, ...} : mash_state) = 
48301  421 
let 
48309  422 
val path = mash_state_path () 
48316
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changeset

423 
val thys = Symtab.dest thys 
48318  424 
val line_for_thys = escape_metas o AList.find (op =) thys 
425 
fun fact_line_for name parents = 

426 
escape_meta name ^ ": " ^ escape_metas parents 

48316
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changeset

427 
val append_fact = File.append path o suffix "\n" oo fact_line_for 
48301  428 
in 
48316
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drastic overhaul of MaSh data structures + fixed a few performance issues
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changeset

429 
File.write path (line_for_thys true ^ "\n" ^ line_for_thys false ^ "\n"); 
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changeset

430 
Graph.fold (fn (name, ((), (parents, _))) => fn () => 
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changeset

431 
append_fact name (Graph.Keys.dest parents)) 
252f45c04042
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changeset

432 
fact_graph () 
48301  433 
end 
434 

48302  435 
val global_state = 
48304  436 
Synchronized.var "Sledgehammer_Filter_MaSh.global_state" (false, empty_state) 
48301  437 

438 
in 

439 

48321  440 
fun mash_map ctxt f = 
441 
Synchronized.change global_state (mash_load ctxt ##> (f #> tap mash_save)) 

48302  442 

48321  443 
fun mash_get ctxt = 
444 
Synchronized.change_result global_state (mash_load ctxt #> `snd) 

48302  445 

48308  446 
fun mash_reset ctxt = 
48302  447 
Synchronized.change global_state (fn _ => 
48309  448 
(mash_RESET ctxt; File.write (mash_state_path ()) ""; 
48308  449 
(true, empty_state))) 
48301  450 

451 
end 

452 

48318  453 
fun mash_could_suggest_facts () = mash_home () <> "" 
48321  454 
fun mash_can_suggest_facts ctxt = 
455 
not (Graph.is_empty (#fact_graph (mash_get ctxt))) 

48249  456 

48321  457 
fun parents_wrt_facts ctxt facts fact_graph = 
48316
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changeset

458 
let 
48318  459 
val graph_facts = Symtab.make (map (rpair ()) (Graph.keys fact_graph)) 
48316
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changeset

460 
val facts = 
48321  461 
try_graph ctxt "when computing ancestor facts" [] (fn () => 
462 
[] > fold (cons o Thm.get_name_hint o snd) facts 

463 
> filter (Symtab.defined graph_facts) 

464 
> Graph.all_preds fact_graph) 

48318  465 
val facts = Symtab.empty > fold (fn name => Symtab.update (name, ())) facts 
48321  466 
in 
467 
try_graph ctxt "when computing parent facts" [] (fn () => 

468 
fact_graph > Graph.restrict (Symtab.defined facts) > Graph.maximals) 

469 
end 

48316
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changeset

470 

48318  471 
(* Generate more suggestions than requested, because some might be thrown out 
472 
later for various reasons and "meshing" gives better results with some 

473 
slack. *) 

474 
fun max_suggs_of max_facts = max_facts + Int.min (200, max_facts) 

475 

48320
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changeset

476 
fun is_fact_in_graph fact_graph (_, th) = 
891a24a48155
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diff
changeset

477 
can (Graph.get_node fact_graph) (Thm.get_name_hint th) 
891a24a48155
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changeset

478 

48318  479 
fun mash_suggest_facts ctxt ({overlord, ...} : params) prover max_facts hyp_ts 
480 
concl_t facts = 

48301  481 
let 
48302  482 
val thy = Proof_Context.theory_of ctxt 
48321  483 
val fact_graph = #fact_graph (mash_get ctxt) 
484 
val parents = parents_wrt_facts ctxt facts fact_graph 

48318  485 
val feats = features_of ctxt prover thy General (concl_t :: hyp_ts) 
486 
val suggs = 

48320
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changeset

487 
if Graph.is_empty fact_graph then [] 
891a24a48155
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diff
changeset

488 
else mash_QUERY ctxt overlord (max_suggs_of max_facts) (parents, feats) 
891a24a48155
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diff
changeset

489 
val selected = facts > suggested_facts suggs 
891a24a48155
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parents:
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changeset

490 
val unknown = facts > filter_out (is_fact_in_graph fact_graph) 
891a24a48155
improved meshing of MaSh and MengPaulson if some MaSh suggestions are cutoff (the common case)
blanchet
parents:
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changeset

491 
in (selected, unknown) end 
48249  492 

48316
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drastic overhaul of MaSh data structures + fixed a few performance issues
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diff
changeset

493 
fun add_thys_for thy = 
252f45c04042
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changeset

494 
let fun add comp thy = Symtab.update (Context.theory_name thy, comp) in 
252f45c04042
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changeset

495 
add false thy #> fold (add true) (Theory.ancestors_of thy) 
252f45c04042
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changeset

496 
end 
48249  497 

48316
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changeset

498 
fun update_fact_graph ctxt (name, parents, feats, deps) (upds, graph) = 
252f45c04042
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changeset

499 
let 
252f45c04042
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changeset

500 
fun maybe_add_from from (accum as (parents, graph)) = 
48321  501 
try_graph ctxt "updating graph" accum (fn () => 
502 
(from :: parents, Graph.add_edge_acyclic (from, name) graph)) 

503 
val graph = graph > Graph.default_node (name, ()) 

48316
252f45c04042
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changeset

504 
val (parents, graph) = ([], graph) > fold maybe_add_from parents 
252f45c04042
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parents:
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diff
changeset

505 
val (deps, graph) = ([], graph) > fold maybe_add_from deps 
252f45c04042
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changeset

506 
in ((name, parents, feats, deps) :: upds, graph) end 
48306  507 

48318  508 
val pass1_learn_timeout_factor = 0.5 
509 

510 
(* The timeout is understood in a very slack fashion. *) 

48319
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parents:
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diff
changeset

511 
fun mash_learn_thy ctxt ({provers, verbose, overlord, ...} : params) thy timeout 
340187063d84
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diff
changeset

512 
facts = 
48304  513 
let 
48318  514 
val timer = Timer.startRealTimer () 
515 
val prover = hd provers 

516 
fun timed_out frac = 

517 
Time.> (Timer.checkRealTimer timer, time_mult frac timeout) 

48321  518 
val {fact_graph, ...} = mash_get ctxt 
48320
891a24a48155
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blanchet
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diff
changeset

519 
val new_facts = 
891a24a48155
improved meshing of MaSh and MengPaulson if some MaSh suggestions are cutoff (the common case)
blanchet
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changeset

520 
facts > filter_out (is_fact_in_graph fact_graph) 
891a24a48155
improved meshing of MaSh and MengPaulson if some MaSh suggestions are cutoff (the common case)
blanchet
parents:
48319
diff
changeset

521 
> sort (thm_ord o pairself snd) 
48308  522 
in 
523 
if null new_facts then 

48319
340187063d84
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blanchet
parents:
48318
diff
changeset

524 
"" 
48308  525 
else 
48304  526 
let 
48308  527 
val ths = facts > map snd 
48315
82d6e46c673f
fixed order of accessibles + other tweaks to MaSh
blanchet
parents:
48314
diff
changeset

528 
val all_names = 
48324  529 
ths > filter_out is_likely_tautology_or_too_meta 
48316
252f45c04042
drastic overhaul of MaSh data structures + fixed a few performance issues
blanchet
parents:
48315
diff
changeset

530 
> map (rpair () o Thm.get_name_hint) 
252f45c04042
drastic overhaul of MaSh data structures + fixed a few performance issues
blanchet
parents:
48315
diff
changeset

531 
> Symtab.make 
48318  532 
fun do_fact _ (accum as (_, true)) = accum 
533 
 do_fact ((_, (_, status)), th) ((parents, upds), false) = 

534 
let 

535 
val name = Thm.get_name_hint th 

536 
val feats = features_of ctxt prover thy status [prop_of th] 

537 
val deps = isabelle_dependencies_of all_names th 

538 
val upd = (name, parents, feats, deps) 

539 
in (([name], upd :: upds), timed_out pass1_learn_timeout_factor) end 

48321  540 
val parents = parents_wrt_facts ctxt facts fact_graph 
48318  541 
val ((_, upds), _) = 
542 
((parents, []), false) > fold do_fact new_facts >> apsnd rev 

543 
val n = length upds 

48316
252f45c04042
drastic overhaul of MaSh data structures + fixed a few performance issues
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parents:
48315
diff
changeset

544 
fun trans {thys, fact_graph} = 
252f45c04042
drastic overhaul of MaSh data structures + fixed a few performance issues
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parents:
48315
diff
changeset

545 
let 
252f45c04042
drastic overhaul of MaSh data structures + fixed a few performance issues
blanchet
parents:
48315
diff
changeset

546 
val mash_INIT_or_ADD = 
252f45c04042
drastic overhaul of MaSh data structures + fixed a few performance issues
blanchet
parents:
48315
diff
changeset

547 
if Graph.is_empty fact_graph then mash_INIT else mash_ADD 
252f45c04042
drastic overhaul of MaSh data structures + fixed a few performance issues
blanchet
parents:
48315
diff
changeset

548 
val (upds, fact_graph) = 
252f45c04042
drastic overhaul of MaSh data structures + fixed a few performance issues
blanchet
parents:
48315
diff
changeset

549 
([], fact_graph) > fold (update_fact_graph ctxt) upds 
252f45c04042
drastic overhaul of MaSh data structures + fixed a few performance issues
blanchet
parents:
48315
diff
changeset

550 
in 
252f45c04042
drastic overhaul of MaSh data structures + fixed a few performance issues
blanchet
parents:
48315
diff
changeset

551 
(mash_INIT_or_ADD ctxt overlord (rev upds); 
252f45c04042
drastic overhaul of MaSh data structures + fixed a few performance issues
blanchet
parents:
48315
diff
changeset

552 
{thys = thys > add_thys_for thy, 
252f45c04042
drastic overhaul of MaSh data structures + fixed a few performance issues
blanchet
parents:
48315
diff
changeset

553 
fact_graph = fact_graph}) 
252f45c04042
drastic overhaul of MaSh data structures + fixed a few performance issues
blanchet
parents:
48315
diff
changeset

554 
end 
48318  555 
in 
48321  556 
mash_map ctxt trans; 
48319
340187063d84
use async manager to manage MaSh learners to make sure they get killed cleanly
blanchet
parents:
48318
diff
changeset

557 
if verbose then 
340187063d84
use async manager to manage MaSh learners to make sure they get killed cleanly
blanchet
parents:
48318
diff
changeset

558 
"Processed " ^ string_of_int n ^ " proof" ^ plural_s n ^ 
340187063d84
use async manager to manage MaSh learners to make sure they get killed cleanly
blanchet
parents:
48318
diff
changeset

559 
(if verbose then 
340187063d84
use async manager to manage MaSh learners to make sure they get killed cleanly
blanchet
parents:
48318
diff
changeset

560 
" in " ^ string_from_time (Timer.checkRealTimer timer) 
340187063d84
use async manager to manage MaSh learners to make sure they get killed cleanly
blanchet
parents:
48318
diff
changeset

561 
else 
340187063d84
use async manager to manage MaSh learners to make sure they get killed cleanly
blanchet
parents:
48318
diff
changeset

562 
"") ^ "." 
340187063d84
use async manager to manage MaSh learners to make sure they get killed cleanly
blanchet
parents:
48318
diff
changeset

563 
else 
340187063d84
use async manager to manage MaSh learners to make sure they get killed cleanly
blanchet
parents:
48318
diff
changeset

564 
"" 
48318  565 
end 
48308  566 
end 
48304  567 

48321  568 
fun mash_learn_proof ctxt ({provers, overlord, ...} : params) t facts used_ths = 
48316
252f45c04042
drastic overhaul of MaSh data structures + fixed a few performance issues
blanchet
parents:
48315
diff
changeset

569 
let 
252f45c04042
drastic overhaul of MaSh data structures + fixed a few performance issues
blanchet
parents:
48315
diff
changeset

570 
val thy = Proof_Context.theory_of ctxt 
48318  571 
val prover = hd provers 
48327
568b3193e53e
don't include hidden facts in relevance filter + tweak MaSh learning
blanchet
parents:
48326
diff
changeset

572 
val name = ATP_Util.timestamp () ^ " " ^ serial_string () (* fresh enough *) 
48318  573 
val feats = features_of ctxt prover thy General [t] 
48316
252f45c04042
drastic overhaul of MaSh data structures + fixed a few performance issues
blanchet
parents:
48315
diff
changeset

574 
val deps = used_ths > map Thm.get_name_hint 
252f45c04042
drastic overhaul of MaSh data structures + fixed a few performance issues
blanchet
parents:
48315
diff
changeset

575 
in 
48321  576 
mash_map ctxt (fn {thys, fact_graph} => 
48309  577 
let 
48321  578 
val parents = parents_wrt_facts ctxt facts fact_graph 
48316
252f45c04042
drastic overhaul of MaSh data structures + fixed a few performance issues
blanchet
parents:
48315
diff
changeset

579 
val upds = [(name, parents, feats, deps)] 
252f45c04042
drastic overhaul of MaSh data structures + fixed a few performance issues
blanchet
parents:
48315
diff
changeset

580 
val (upds, fact_graph) = 
252f45c04042
drastic overhaul of MaSh data structures + fixed a few performance issues
blanchet
parents:
48315
diff
changeset

581 
([], fact_graph) > fold (update_fact_graph ctxt) upds 
48309  582 
in 
48316
252f45c04042
drastic overhaul of MaSh data structures + fixed a few performance issues
blanchet
parents:
48315
diff
changeset

583 
mash_ADD ctxt overlord upds; 
252f45c04042
drastic overhaul of MaSh data structures + fixed a few performance issues
blanchet
parents:
48315
diff
changeset

584 
{thys = thys, fact_graph = fact_graph} 
252f45c04042
drastic overhaul of MaSh data structures + fixed a few performance issues
blanchet
parents:
48315
diff
changeset

585 
end) 
252f45c04042
drastic overhaul of MaSh data structures + fixed a few performance issues
blanchet
parents:
48315
diff
changeset

586 
end 
48249  587 

48318  588 
(* The threshold should be large enough so that MaSh doesn't kick in for Auto 
589 
Sledgehammer and Try. *) 

590 
val min_secs_for_learning = 15 

48327
568b3193e53e
don't include hidden facts in relevance filter + tweak MaSh learning
blanchet
parents:
48326
diff
changeset

591 
val learn_timeout_factor = 2.0 
48318  592 

48321  593 
fun relevant_facts ctxt (params as {learn, fact_filter, timeout, ...}) prover 
594 
max_facts ({add, only, ...} : fact_override) hyp_ts concl_t facts = 

48314
ee33ba3c0e05
added option to control which fact filter is used
blanchet
parents:
48313
diff
changeset

595 
if not (subset (op =) (the_list fact_filter, fact_filters)) then 
ee33ba3c0e05
added option to control which fact filter is used
blanchet
parents:
48313
diff
changeset

596 
error ("Unknown fact filter: " ^ quote (the fact_filter) ^ ".") 
ee33ba3c0e05
added option to control which fact filter is used
blanchet
parents:
48313
diff
changeset

597 
else if only then 
48289  598 
facts 
48321  599 
else if max_facts <= 0 orelse null facts then 
48288
255c6e1fd505
rationalize relevance filter, slowing moving code from Iter to MaSh
blanchet
parents:
48251
diff
changeset

600 
[] 
255c6e1fd505
rationalize relevance filter, slowing moving code from Iter to MaSh
blanchet
parents:
48251
diff
changeset

601 
else 
255c6e1fd505
rationalize relevance filter, slowing moving code from Iter to MaSh
blanchet
parents:
48251
diff
changeset

602 
let 
48318  603 
val thy = Proof_Context.theory_of ctxt 
48327
568b3193e53e
don't include hidden facts in relevance filter + tweak MaSh learning
blanchet
parents:
48326
diff
changeset

604 
fun maybe_learn () = 
48321  605 
if not learn orelse Async_Manager.has_running_threads MaShN then 
48319
340187063d84
use async manager to manage MaSh learners to make sure they get killed cleanly
blanchet
parents:
48318
diff
changeset

606 
() 
340187063d84
use async manager to manage MaSh learners to make sure they get killed cleanly
blanchet
parents:
48318
diff
changeset

607 
else if Time.toSeconds timeout >= min_secs_for_learning then 
340187063d84
use async manager to manage MaSh learners to make sure they get killed cleanly
blanchet
parents:
48318
diff
changeset

608 
let 
48327
568b3193e53e
don't include hidden facts in relevance filter + tweak MaSh learning
blanchet
parents:
48326
diff
changeset

609 
val soft_timeout = time_mult learn_timeout_factor timeout 
568b3193e53e
don't include hidden facts in relevance filter + tweak MaSh learning
blanchet
parents:
48326
diff
changeset

610 
val hard_timeout = time_mult 4.0 soft_timeout 
48319
340187063d84
use async manager to manage MaSh learners to make sure they get killed cleanly
blanchet
parents:
48318
diff
changeset

611 
val birth_time = Time.now () 
340187063d84
use async manager to manage MaSh learners to make sure they get killed cleanly
blanchet
parents:
48318
diff
changeset

612 
val death_time = Time.+ (birth_time, hard_timeout) 
340187063d84
use async manager to manage MaSh learners to make sure they get killed cleanly
blanchet
parents:
48318
diff
changeset

613 
val desc = ("machine learner for Sledgehammer", "") 
340187063d84
use async manager to manage MaSh learners to make sure they get killed cleanly
blanchet
parents:
48318
diff
changeset

614 
in 
340187063d84
use async manager to manage MaSh learners to make sure they get killed cleanly
blanchet
parents:
48318
diff
changeset

615 
Async_Manager.launch MaShN birth_time death_time desc 
340187063d84
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616 
(fn () => 
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617 
(true, mash_learn_thy ctxt params thy soft_timeout facts)) 
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618 
end 
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else 
620 
() 

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621 
val fact_filter = 
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622 
case fact_filter of 
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623 
SOME ff => (() > ff <> iterN ? maybe_learn; ff) 
48318  624 
 NONE => 
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625 
if mash_can_suggest_facts ctxt then (maybe_learn (); meshN) 
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626 
else if mash_could_suggest_facts () then (maybe_learn (); iterN) 
48318  627 
else iterN 
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628 
val add_ths = Attrib.eval_thms ctxt add 
48292  629 
fun prepend_facts ths accepts = 
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630 
((facts > filter (member Thm.eq_thm_prop ths o snd)) @ 
48292  631 
(accepts > filter_out (member Thm.eq_thm_prop ths o snd))) 
48293  632 
> take max_facts 
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633 
fun iter () = 
48298  634 
iterative_relevant_facts ctxt params prover max_facts NONE hyp_ts 
635 
concl_t facts 

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636 
fun mash () = 
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637 
mash_suggest_facts ctxt params prover max_facts hyp_ts concl_t facts 
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638 
val mess = 
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639 
[] > (if fact_filter <> mashN then cons (iter (), []) else I) 
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640 
> (if fact_filter <> iterN then cons (mash ()) else I) 
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641 
in 
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642 
mesh_facts max_facts mess 
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643 
> not (null add_ths) ? prepend_facts add_ths 
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644 
end 
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645 

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646 
fun kill_learners () = Async_Manager.kill_threads MaShN "learner" 
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647 
fun running_learners () = Async_Manager.running_threads MaShN "learner" 
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648 

48248  649 
end; 