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The first commit was the shape. This is the implementation: every stage of the pipeline, the graph and its measures, the type system over it, entailment, deduplication and conflict resolution, the decision layer, the stores and the export formats. Twenty-six thousand lines of Go and sixteen thousand of tests, against no dependency but the standard library. Where the Python reaches for torch, spacy or a database driver, the Go states an interface and reports what is missing rather than pretending. A caller can tell "this build cannot serve that" from "nobody has heard of it", which is the difference between a port and a stub. The deterministic paths are complete and are what the tests exercise; the model-shaped ones are one adapter away. Porting a bug is not parity, so several places now disagree with the original on purpose. The JSON repair that closed a truncated reply counted each bracket kind separately and closed them backwards on the one input it exists for; it now works off a stack and ignores brackets inside strings. The entity patterns joined words with \s, so a heading ran into the sentence beneath it and became one name while the real relation was lost; a name is separated by horizontal space now. Eigenvector centrality ran plain power iteration, which on a bipartite graph swings between the two ends of a sign-paired eigenvalue forever and reported every node in a star as equally central; it iterates with A+I, which moves no eigenvector and settles. Similarity summed its weighted parts in map order, and float addition is not associative, so the same comparison scored differently between runs and duplicate detection returned a different answer each time. An inferred ontology named object-property endpoints by raw source type and data-property endpoints by class, so the schema referred to classes it did not contain. A property with no IRI of its own was minted as a class and came back Pascal-cased, renaming the term on the way out of the document. The command built a pipeline with every stage nil and panicked on each invocation. It is now the composition the package documents, and Run reports a missing ingester instead of dereferencing it. Co-authored-by: Hanzo Dev <[email protected]>
391 lines
12 KiB
Go
391 lines
12 KiB
Go
package reason
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import (
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"context"
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"errors"
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"math"
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"reflect"
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"sort"
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"testing"
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"github.com/hanzoai/semantic"
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)
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// tri writes a triple the way the tests read: subject, predicate, object.
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func tri(s, p, o string) semantic.Triple {
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return semantic.Triple{Subject: s, Predicate: p, Object: o}
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}
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// rule parses a rule or fails the test; a malformed rule in a test is a bug
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// in the test.
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func rule(t *testing.T, s string) Rule {
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t.Helper()
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r, err := Parse(s)
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if err != nil {
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t.Fatalf("Parse(%q): %v", s, err)
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}
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return r
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}
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// run closes the engine over the facts and fails on any error.
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func run(t *testing.T, e Engine, facts ...semantic.Triple) *Model {
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t.Helper()
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m, err := e.Run(context.Background(), facts)
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if err != nil {
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t.Fatalf("Run: %v", err)
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}
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return m
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}
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// said lists facts as predicate(subject, object), sorted, which is how the
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// Python suite reads its assertions.
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func said(facts []Fact) []string {
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out := make([]string, 0, len(facts))
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for _, f := range facts {
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out = append(out, f.String())
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}
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sort.Strings(out)
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return out
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}
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func TestSingleRule(t *testing.T) {
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e := Engine{Rules: []Rule{rule(t, "ancestor(?x, ?y) :- parent(?x, ?y).")}}
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m := run(t, e, tri("tom", "parent", "bob"))
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if got, want := said(m.Derived()), []string{"ancestor(tom, bob)"}; !reflect.DeepEqual(got, want) {
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t.Errorf("derived %v, want %v", got, want)
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}
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if got, want := len(m.All()), 2; got != want {
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t.Errorf("model holds %d facts, want %d", got, want)
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}
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}
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func TestRecursiveAncestor(t *testing.T) {
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e := Engine{Rules: []Rule{
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rule(t, "ancestor(?x, ?y) :- parent(?x, ?y)."),
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rule(t, "ancestor(?x, ?y) :- parent(?x, ?z), ancestor(?z, ?y)."),
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}}
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m := run(t, e, tri("tom", "parent", "bob"), tri("bob", "parent", "ann"))
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want := []string{"ancestor(bob, ann)", "ancestor(tom, ann)", "ancestor(tom, bob)"}
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if got := said(m.Derived()); !reflect.DeepEqual(got, want) {
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t.Errorf("derived %v, want %v", got, want)
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}
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}
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func TestMultiHop(t *testing.T) {
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e := Engine{Rules: []Rule{
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rule(t, "reachable(?x, ?y) :- edge(?x, ?y)."),
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rule(t, "reachable(?x, ?y) :- edge(?x, ?z), reachable(?z, ?y)."),
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}}
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m := run(t, e, tri("1", "edge", "2"), tri("2", "edge", "3"), tri("3", "edge", "4"))
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if !m.Has(tri("1", "reachable", "4")) {
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t.Errorf("reachable(1, 4) was not derived; derived %v", said(m.Derived()))
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}
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if got, want := len(m.Derived()), 6; got != want {
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t.Errorf("derived %d facts, want %d (every pair on the chain)", got, want)
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}
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}
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func TestGrandparent(t *testing.T) {
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e := Engine{Rules: []Rule{rule(t, "grandparent(?x, ?y) :- parent(?x, ?z), parent(?z, ?y).")}}
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m := run(t, e, tri("tom", "parent", "bob"), tri("bob", "parent", "ann"))
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if !m.Has(tri("tom", "grandparent", "ann")) {
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t.Error("grandparent(tom, ann) was not derived")
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}
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if m.Has(tri("tom", "grandparent", "bob")) {
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t.Error("grandparent(tom, bob) was derived; a parent is not a grandparent")
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}
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}
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// TestConjunction is the Python reasoner's forward-chaining case written as
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// triples: a type assertion and a relation join on the same subject.
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func TestConjunction(t *testing.T) {
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e := Engine{Rules: []Rule{rule(t, "child(?y, ?x) :- type(?x, Person), parent(?x, ?y).")}}
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m := run(t, e, tri("John", "type", "Person"), tri("John", "parent", "Jane"))
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derived := m.Derived()
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if len(derived) != 1 || derived[0].String() != "child(Jane, John)" {
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t.Fatalf("derived %v, want [child(Jane, John)]", said(derived))
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}
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want := []string{Key(tri("John", "type", "Person")), Key(tri("John", "parent", "Jane"))}
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if got := derived[0].Premises; !reflect.DeepEqual(got, want) {
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t.Errorf("premises %q, want the two facts that matched the body", got)
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}
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if got := derived[0].Rule; got != "child(?y, ?x) :- type(?x, Person), parent(?x, ?y)." {
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t.Errorf("rule recorded as %q; an unnamed rule records itself", got)
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}
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if got := derived[0].Depth; got != 1 {
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t.Errorf("depth %d, want 1", got)
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}
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}
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func TestTransitiveCycle(t *testing.T) {
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e := Engine{Rules: []Rule{Transitive("part_of")}}
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m := run(t, e, tri("a", "part_of", "b"), tri("b", "part_of", "a"))
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want := []string{"part_of(a, a)", "part_of(b, b)"}
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if got := said(m.Derived()); !reflect.DeepEqual(got, want) {
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t.Errorf("derived %v, want %v — a cycle closes, it does not run", got, want)
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}
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}
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func TestSymmetric(t *testing.T) {
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e := Engine{Rules: []Rule{Symmetric("sibling")}}
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m := run(t, e, tri("ada", "sibling", "bob"))
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if got, want := said(m.Derived()), []string{"sibling(bob, ada)"}; !reflect.DeepEqual(got, want) {
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t.Errorf("derived %v, want %v", got, want)
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}
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if got := m.Derived()[0].Rule; got != "symmetric sibling" {
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t.Errorf("rule recorded as %q, want %q", got, "symmetric sibling")
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}
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}
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func TestInverse(t *testing.T) {
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e := Engine{Rules: []Rule{Inverse("parent", "child"), Inverse("child", "parent")}}
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m := run(t, e, tri("john", "parent", "jane"))
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if got, want := said(m.Derived()), []string{"child(jane, john)"}; !reflect.DeepEqual(got, want) {
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t.Errorf("derived %v, want %v — reading back gives nothing new", got, want)
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}
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}
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func TestSubclass(t *testing.T) {
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e := Engine{Class: Tree{"dog": "mammal", "mammal": "animal"}}
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m := run(t, e, tri("rex", "type", "dog"), tri("rex", "name", "Rex"))
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want := []string{"type(rex, animal)", "type(rex, mammal)"}
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if got := said(m.Derived()); !reflect.DeepEqual(got, want) {
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t.Errorf("derived %v, want %v", got, want)
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}
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for _, f := range m.Derived() {
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if f.Rule != "subclass" {
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t.Errorf("%s recorded as %q, want subclass", f, f.Rule)
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}
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if got, want := f.Premises, []string{Key(tri("rex", "type", "dog"))}; !reflect.DeepEqual(got, want) {
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t.Errorf("%s rests on %q, want the stated type", f, got)
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}
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}
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}
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func TestSubclassNeedsTheTypePredicate(t *testing.T) {
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e := Engine{Class: Tree{"dog": "mammal"}, Type: "is_a"}
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m := run(t, e, tri("rex", "type", "dog"), tri("fido", "is_a", "dog"))
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if got, want := said(m.Derived()), []string{"is_a(fido, mammal)"}; !reflect.DeepEqual(got, want) {
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t.Errorf("derived %v, want %v — only the configured predicate states a class", got, want)
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}
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}
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func TestSubproperty(t *testing.T) {
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e := Engine{Prop: Tree{"mother": "parent", "parent": "relative"}}
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m := run(t, e, tri("mary", "mother", "john"))
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want := []string{"parent(mary, john)", "relative(mary, john)"}
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if got := said(m.Derived()); !reflect.DeepEqual(got, want) {
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t.Errorf("derived %v, want %v", got, want)
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}
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if got := m.Derived()[0].Rule; got != "subproperty" {
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t.Errorf("rule recorded as %q, want subproperty", got)
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}
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}
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// TestSchemaFeedsRules is the interaction that makes one fixpoint worth
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// having: the schema lifts mother to parent, and the transitive rule then
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// closes over what the schema produced.
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func TestSchemaFeedsRules(t *testing.T) {
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e := Engine{
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Rules: []Rule{Transitive("parent")},
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Prop: Tree{"mother": "parent"},
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}
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m := run(t, e, tri("a", "mother", "b"), tri("b", "mother", "c"))
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want := []string{"parent(a, b)", "parent(a, c)", "parent(b, c)"}
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if got := said(m.Derived()); !reflect.DeepEqual(got, want) {
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t.Fatalf("derived %v, want %v", got, want)
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}
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deep, ok := m.Fact(Key(tri("a", "parent", "c")))
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if !ok {
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t.Fatal("parent(a, c) missing")
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}
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if deep.Depth != 2 {
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t.Errorf("parent(a, c) has depth %d, want 2: the schema had to fire first", deep.Depth)
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}
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}
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func TestDepth(t *testing.T) {
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facts := []semantic.Triple{
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tri("1", "edge", "2"), tri("2", "edge", "3"),
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tri("3", "edge", "4"), tri("4", "edge", "5"),
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}
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full := run(t, Engine{Rules: []Rule{Transitive("edge")}}, facts...)
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if got, want := len(full.Derived()), 6; got != want {
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t.Errorf("closure derived %d, want %d", got, want)
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}
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e := Engine{Rules: []Rule{Transitive("edge")}, Depth: 1}
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m, err := e.Run(context.Background(), facts)
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if !errors.Is(err, ErrDepth) {
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t.Fatalf("Run with Depth 1 error = %v, want ErrDepth", err)
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}
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if m == nil {
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t.Fatal("Run returned no model; a partial answer is still an answer")
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}
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want := []string{"edge(1, 3)", "edge(2, 4)", "edge(3, 5)"}
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if got := said(m.Derived()); !reflect.DeepEqual(got, want) {
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t.Errorf("one round derived %v, want %v", got, want)
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}
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for _, f := range m.Derived() {
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if f.Depth != 1 {
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t.Errorf("%s has depth %d after one round", f, f.Depth)
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}
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}
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}
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// TestDepthCertifiesClosure pins the one-round gap between producing a
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// closure and knowing it is closed: two rounds derive everything a
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// three-edge chain implies, and the third is what proves nothing is left.
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func TestDepthCertifiesClosure(t *testing.T) {
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chain := []semantic.Triple{tri("1", "edge", "2"), tri("2", "edge", "3"), tri("3", "edge", "4")}
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short, err := Engine{Rules: []Rule{Transitive("edge")}, Depth: 2}.Run(context.Background(), chain)
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if !errors.Is(err, ErrDepth) {
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t.Fatalf("Depth 2 error = %v, want ErrDepth: the run stopped before it could tell", err)
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}
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want := []string{"edge(1, 3)", "edge(1, 4)", "edge(2, 4)"}
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if got := said(short.Derived()); !reflect.DeepEqual(got, want) {
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t.Errorf("Depth 2 derived %v, want %v", got, want)
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}
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full, err := Engine{Rules: []Rule{Transitive("edge")}, Depth: 3}.Run(context.Background(), chain)
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if err != nil {
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t.Fatalf("Depth 3: %v", err)
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}
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if got := said(full.Derived()); !reflect.DeepEqual(got, want) {
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t.Errorf("Depth 3 derived %v, want the same %v", got, want)
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}
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}
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func TestCancel(t *testing.T) {
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ctx, stop := context.WithCancel(context.Background())
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stop()
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e := Engine{Rules: []Rule{Transitive("edge")}}
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m, err := e.Run(ctx, []semantic.Triple{tri("1", "edge", "2"), tri("2", "edge", "3")})
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if !errors.Is(err, context.Canceled) {
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t.Fatalf("Run error = %v, want context.Canceled", err)
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}
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if m == nil || len(m.All()) != 2 {
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t.Fatal("a cancelled run must still return what it was given")
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}
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if len(m.Derived()) != 0 {
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t.Errorf("derived %v after cancellation", said(m.Derived()))
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}
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}
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func TestBadRuleStopsBeforeWork(t *testing.T) {
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e := Engine{Rules: []Rule{
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Transitive("edge"),
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{Body: []Pattern{{"?x", "edge", "?y"}}, Head: Pattern{"?x", "edge", "?z"}},
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}}
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m, err := e.Run(context.Background(), []semantic.Triple{tri("1", "edge", "2")})
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if !errors.Is(err, ErrRule) {
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t.Fatalf("Run error = %v, want ErrRule", err)
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}
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if m != nil {
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t.Error("a rule that cannot fire must be reported before any work is done")
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}
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}
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func TestGivenFacts(t *testing.T) {
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m := run(t, Engine{},
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tri("a", "p", "b"),
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tri("a", "p", "b"), // the same claim twice is one fact
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tri("", "p", "b"), // states nothing
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tri("a", "", "b"),
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tri("a", "p", " "),
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)
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if got, want := said(m.Given()), []string{"p(a, b)"}; !reflect.DeepEqual(got, want) {
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t.Errorf("given %v, want %v", got, want)
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}
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if len(m.Derived()) != 0 {
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t.Errorf("an engine with no rule and no schema derived %v", said(m.Derived()))
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}
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}
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func TestScore(t *testing.T) {
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weak := tri("a", "edge", "b")
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weak.Score = 0.5
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strong := tri("b", "edge", "c")
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strong.Score = 0.9
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r := Transitive("edge")
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r.Score = 0.8
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m := run(t, Engine{Rules: []Rule{r}}, weak, strong)
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got, ok := m.Fact(Key(tri("a", "edge", "c")))
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if !ok {
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t.Fatal("edge(a, c) was not derived")
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}
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if want := 0.5 * 0.8; math.Abs(got.Score-want) > 1e-9 {
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t.Errorf("score %v, want %v: the weakest premise, discounted by the rule", got.Score, want)
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}
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}
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func TestScoreUnstated(t *testing.T) {
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m := run(t, Engine{Rules: []Rule{Transitive("edge")}},
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tri("a", "edge", "b"), tri("b", "edge", "c"))
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got, _ := m.Fact(Key(tri("a", "edge", "c")))
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if got.Score != 1 {
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t.Errorf("score %v, want 1: facts stating no confidence are not stating no confidence", got.Score)
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}
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}
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func TestDerivedCarriesNoChunk(t *testing.T) {
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m := run(t, Engine{Rules: []Rule{Symmetric("sibling")}}, semantic.Triple{
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Subject: "ada",
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Predicate: "sibling",
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Object: "bob",
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From: semantic.Chunk{DocID: "d1", Index: 3, Text: "Ada and Bob"},
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})
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if got := m.Derived()[0].From; got != (semantic.Chunk{}) {
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t.Errorf("derived fact claims chunk %+v; it came from a rule, not a document", got)
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}
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}
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func TestDeterministic(t *testing.T) {
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e := Engine{
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Rules: []Rule{Transitive("edge"), Symmetric("near")},
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Class: Tree{"dog": "mammal"},
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}
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facts := []semantic.Triple{
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tri("1", "edge", "2"), tri("2", "edge", "3"), tri("3", "edge", "4"),
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tri("a", "near", "b"), tri("rex", "type", "dog"),
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}
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first := run(t, e, facts...)
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second := run(t, e, facts...)
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keys := func(m *Model) []string {
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out := make([]string, 0, len(m.All()))
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for _, f := range m.All() {
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out = append(out, f.String())
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}
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return out
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}
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if !reflect.DeepEqual(keys(first), keys(second)) {
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t.Error("two runs over the same input disagreed on order")
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}
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}
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func TestEmpty(t *testing.T) {
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m := run(t, Engine{Rules: []Rule{Transitive("edge")}})
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if len(m.All()) != 0 {
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t.Errorf("empty input gave %v", said(m.All()))
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}
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if got := m.Triples(); len(got) != 0 {
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t.Errorf("Triples = %v, want none", got)
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}
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}
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