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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]>
432 lines
14 KiB
Go
432 lines
14 KiB
Go
package dedupe
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import (
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"reflect"
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"testing"
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"time"
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"github.com/hanzoai/semantic"
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)
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// said is one record of a thing as one document stated it, which is the shape
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// every conflict is found in.
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func said(id, doc string, confidence float64, props map[string]any) Entity {
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return Entity{ID: id, Props: props, From: Source{Doc: doc, Score: confidence}}
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}
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// ages is the Python conflict fixture: one thing, two documents, two ages.
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func ages() []Entity {
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return []Entity{
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said("e1", "source1", 0.9, map[string]any{"age": 30}),
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said("e1", "source2", 0.8, map[string]any{"age": 32}),
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}
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}
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func values(c Conflict) []any {
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out := make([]any, 0, len(c.Values))
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for _, v := range c.Values {
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out = append(out, v.Value)
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}
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return out
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}
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func TestValuesFindsDocumentsThatDisagree(t *testing.T) {
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cs := Values(ages(), "age")
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if len(cs) != 1 {
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t.Fatalf("found %d conflicts, want 1: %v", len(cs), cs)
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}
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c := cs[0]
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if c.Kind != Value || c.Subject != "e1" || c.Prop != "age" {
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t.Errorf("conflict = %+v, want a value conflict about e1's age", c)
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}
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if got, want := values(c), []any{30, 32}; !reflect.DeepEqual(got, want) {
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t.Errorf("values %v, want %v", got, want)
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}
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if c.ID != "e1.age#value" {
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t.Errorf("id = %q", c.ID)
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}
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if c.Level != Medium {
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t.Errorf("level = %q, want medium — two ages two apart", c.Level)
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}
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if c.Values[0].From.Doc != "source1" || c.Values[1].From.Doc != "source2" {
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t.Errorf("values lost the documents behind them: %+v", c.Values)
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}
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}
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func TestValuesNeedsTwoDocuments(t *testing.T) {
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for _, c := range []struct {
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name string
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es []Entity
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}{
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{"one document", []Entity{said("e1", "source1", 0.9, map[string]any{"age": 30})}},
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{"two documents agreeing", []Entity{
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said("e1", "source1", 0.9, map[string]any{"age": 30}),
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said("e1", "source2", 0.9, map[string]any{"age": 30}),
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}},
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{"two documents about different things", []Entity{
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said("e1", "source1", 0.9, map[string]any{"age": 30}),
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said("e2", "source2", 0.9, map[string]any{"age": 32}),
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}},
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{"a property only one states", []Entity{
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said("e1", "source1", 0.9, map[string]any{"age": 30}),
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said("e1", "source2", 0.9, map[string]any{"height": 180}),
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}},
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} {
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if cs := Values(c.es, "age"); len(cs) != 0 {
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t.Errorf("%s: found %v, want nothing", c.name, cs)
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}
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}
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}
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func TestValuesGradesSpellingLowAndIdentityCritical(t *testing.T) {
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for _, c := range []struct {
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name string
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prop string
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a, b any
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level Level
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}{
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{"a spelling", "town", "New York", "new york", Low},
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{"a name", "name", "Ada Lovelace", "Ada Byron", Critical},
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{"numbers far apart", "revenue", 100, 100000, High},
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{"numbers close together", "age", 30, 32, Medium},
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} {
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es := []Entity{
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said("e1", "a", 0.9, map[string]any{c.prop: c.a}),
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said("e1", "b", 0.9, map[string]any{c.prop: c.b}),
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}
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cs := Values(es, c.prop)
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if len(cs) != 1 {
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t.Fatalf("%s: found %d conflicts, want 1", c.name, len(cs))
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}
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if cs[0].Level != c.level {
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t.Errorf("%s: level %q, want %q", c.name, cs[0].Level, c.level)
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}
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}
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}
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func TestValuesConfidenceRisesWithTheDocumentsBehindIt(t *testing.T) {
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weak := []Entity{
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said("e1", "a", 0.2, map[string]any{"age": 30}),
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said("e1", "b", 0.2, map[string]any{"age": 32}),
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}
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if got := Values(weak, "age")[0].Score; got >= Values(ages(), "age")[0].Score {
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t.Errorf("unsure documents gave confidence %v, want less than sure ones", got)
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}
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if got := Values(weak, "age")[0].Score; got != 0.4 {
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t.Errorf("confidence = %v, want 0.4: two documents 0.2 sure, disagreeing entirely", got)
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}
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}
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func TestTypesAndExcludes(t *testing.T) {
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kinds := func(a, b string) []Entity {
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return []Entity{
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{ID: "e2", Kind: a, From: Source{Doc: "s1"}},
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{ID: "e2", Kind: b, From: Source{Doc: "s2"}},
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}
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}
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for _, c := range []struct {
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a, b string
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types, excludes int
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}{
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{"Person", "Organization", 1, 1}, // different, and cannot both hold
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{"Person", "Employee", 1, 0}, // different, but both may hold
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{"Person", "Person", 0, 0}, // agreement
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{"Person", "person", 1, 0}, // a spelling, not a disagreement of kind
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{"Company", "Person", 1, 1}, // the table reads both ways
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} {
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if got := len(Types(kinds(c.a, c.b))); got != c.types {
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t.Errorf("Types(%s,%s) = %d, want %d", c.a, c.b, got, c.types)
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}
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if got := len(Excludes(kinds(c.a, c.b), nil)); got != c.excludes {
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t.Errorf("Excludes(%s,%s) = %d, want %d", c.a, c.b, got, c.excludes)
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}
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}
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}
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func TestExcludesIsCriticalAndCertain(t *testing.T) {
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cs := Excludes([]Entity{
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{ID: "e1", Kind: "Person", From: Source{Doc: "doc1"}},
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{ID: "e1", Kind: "Organization", From: Source{Doc: "doc2"}},
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}, nil)
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if len(cs) != 1 {
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t.Fatalf("found %d conflicts, want 1", len(cs))
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}
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if cs[0].Kind != Logic || cs[0].Level != Critical || cs[0].Score != 1 {
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t.Errorf("conflict = %+v, want a certain, critical logic conflict", cs[0])
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}
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if got, want := values(cs[0]), []any{"Person", "Organization"}; !reflect.DeepEqual(got, want) {
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t.Errorf("values %v, want %v", got, want)
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}
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}
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func TestExcludesTakesItsOwnTable(t *testing.T) {
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es := []Entity{
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{ID: "e1", Kind: "Draft", From: Source{Doc: "a"}},
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{ID: "e1", Kind: "Final", From: Source{Doc: "b"}},
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}
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if cs := Excludes(es, nil); len(cs) != 0 {
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t.Errorf("the default table knows nothing of drafts: %v", cs)
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}
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if cs := Excludes(es, Disjoint{"draft": {"final"}}); len(cs) != 1 {
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t.Errorf("a table naming them found %d conflicts, want 1", len(cs))
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}
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}
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func TestTimesComparesDatesByTheYearTheyName(t *testing.T) {
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for _, c := range []struct {
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name string
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a, b any
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want int
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}{
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{"different years", "1998", "2004", 1},
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{"the same year", "1998", "1998", 0},
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{"the same year written differently", "founded in 1998", 1998, 0},
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{"a year and a full date", "1998-04-01", "1998", 0},
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{"neither is a date", "spring", "summer", 1},
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} {
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es := []Entity{
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said("e1", "doc1", 0.9, map[string]any{"founded": c.a}),
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said("e1", "doc2", 0.8, map[string]any{"founded": c.b}),
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}
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cs := Times(es)
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if len(cs) != c.want {
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t.Errorf("%s: found %d conflicts, want %d", c.name, len(cs), c.want)
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}
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if c.want == 1 && (cs[0].Kind != Time || cs[0].Prop != "founded") {
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t.Errorf("%s: conflict = %+v", c.name, cs[0])
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}
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}
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}
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func TestTimesReadsOnlyThePropertiesItIsGiven(t *testing.T) {
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es := []Entity{
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said("e1", "doc1", 0.9, map[string]any{"founded": "1998", "seen": "2001"}),
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said("e1", "doc2", 0.9, map[string]any{"founded": "2004", "seen": "2002"}),
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}
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if got := len(Times(es)); got != 1 {
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t.Errorf("the default list found %d conflicts, want the founding alone", got)
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}
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if got := len(Times(es, "seen")); got != 1 {
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t.Errorf("naming a property found %d conflicts, want 1", got)
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}
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if got := len(Times(es, "founded", "seen")); got != 2 {
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t.Errorf("naming both found %d conflicts, want 2", got)
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}
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}
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func TestOverlapsFindsSpansThatCannotBothHold(t *testing.T) {
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span := func(doc, from, to string) Entity {
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return said("e1", doc, 0.9, map[string]any{"start": from, "end": to})
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}
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for _, c := range []struct {
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name string
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es []Entity
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want int
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}{
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{"spans that run over one another", []Entity{
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span("doc1", "2000-01-01", "2005-01-01"),
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span("doc2", "2003-01-01", "2008-01-01"),
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}, 1},
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{"spans that follow one another", []Entity{
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span("doc1", "2000-01-01", "2002-01-01"),
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span("doc2", "2003-01-01", "2005-01-01"),
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}, 0},
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{"the same span twice", []Entity{
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span("doc1", "2000-01-01", "2005-01-01"),
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span("doc2", "2000-01-01", "2005-01-01"),
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}, 0},
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{"a span inside another", []Entity{
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span("doc1", "2000-01-01", "2009-01-01"),
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span("doc2", "2003-01-01", "2005-01-01"),
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}, 1},
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{"one span only", []Entity{span("doc1", "2000-01-01", "2005-01-01")}, 0},
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{"a span that runs backwards is not a span", []Entity{
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span("doc1", "2005-01-01", "2000-01-01"),
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span("doc2", "2003-01-01", "2008-01-01"),
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}, 0},
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} {
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cs := Overlaps(c.es, "start", "end")
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if len(cs) != c.want {
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t.Errorf("%s: found %d conflicts, want %d", c.name, len(cs), c.want)
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}
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if c.want == 1 && cs[0].Kind != Time {
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t.Errorf("%s: kind = %q, want time", c.name, cs[0].Kind)
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}
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}
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}
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func TestOverlapsReadsTimesHoweverTheyAreWritten(t *testing.T) {
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es := []Entity{
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said("e1", "doc1", 0.9, map[string]any{"start": time.Date(2000, 1, 1, 0, 0, 0, 0, time.UTC), "end": "2005"}),
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said("e1", "doc2", 0.9, map[string]any{"start": "2003-01-01", "end": "2008-01-01T00:00:00Z"}),
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}
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if got := len(Overlaps(es, "start", "end")); got != 1 {
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t.Errorf("found %d conflicts, want 1", got)
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}
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}
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func TestLimitsFindsValuesOutsideTheirRange(t *testing.T) {
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lim := map[string]Limit{"age": {Lo: 0, Hi: 130}}
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for _, c := range []struct {
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name string
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age any
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want int
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}{
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{"inside", 30, 0},
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{"at the top", 130, 0},
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{"above", 200, 1},
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{"below", -1, 1},
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{"written out", "200", 1},
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{"not a number at all", "old", 0},
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} {
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cs := Limits([]Entity{said("e1", "doc1", 0.9, map[string]any{"age": c.age})}, lim)
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if len(cs) != c.want {
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t.Errorf("%s: found %d conflicts, want %d", c.name, len(cs), c.want)
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}
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if c.want == 1 {
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if cs[0].Kind != Range || cs[0].Level != High {
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t.Errorf("%s: conflict = %+v", c.name, cs[0])
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}
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if len(cs[0].Values) != 1 {
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t.Errorf("%s: a range conflict holds the one value that broke it", c.name)
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}
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}
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}
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}
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func TestEdgesFindsOneSubjectGivenTwoObjects(t *testing.T) {
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tri := func(s, p, o, doc string) semantic.Triple {
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return semantic.Triple{Subject: s, Predicate: p, Object: o, From: semantic.Chunk{DocID: doc}}
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}
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ts := []semantic.Triple{
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tri("Ada", "works at", "Acme", "doc1"),
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tri("Ada", "works at", "Globex", "doc2"),
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tri("Ada", "knows", "Charles", "doc1"),
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tri("Ada", "knows", "Mary", "doc2"),
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tri("Bob", "works at", "Acme", "doc1"),
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}
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cs := Edges(ts, Canon{}, nil)
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if len(cs) != 2 {
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t.Fatalf("found %d conflicts, want both relations read strictly: %v", len(cs), cs)
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}
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many := Edges(ts, Canon{}, map[string]bool{"knows": true})
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if len(many) != 1 {
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t.Fatalf("found %d conflicts, want the employer alone: %v", len(many), many)
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}
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c := many[0]
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if c.Kind != Edge || c.Subject != "ada" || c.Prop != "works at" {
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t.Errorf("conflict = %+v", c)
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}
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if got, want := values(c), []any{"Acme", "Globex"}; !reflect.DeepEqual(got, want) {
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t.Errorf("values %v, want %v", got, want)
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}
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if c.Values[0].From.Doc != "doc1" || c.Values[1].From.Doc != "doc2" {
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t.Errorf("values lost the documents behind them: %+v", c.Values)
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}
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}
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func TestEdgesFoldsPredicatesThroughTheSynonyms(t *testing.T) {
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c := Canon{Synonyms: map[string]string{"employed by": "works at"}, Fold: true}
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ts := []semantic.Triple{
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{Subject: "Ada", Predicate: "works at", Object: "Acme"},
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{Subject: "Ada", Predicate: "Employed By", Object: "Globex"},
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}
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if got := len(Edges(ts, c, nil)); got != 1 {
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t.Errorf("found %d conflicts, want the two spellings read as one relation", got)
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}
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if got := len(Edges(ts, Canon{}, nil)); got != 0 {
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t.Errorf("without the synonyms they are two relations, got %d conflicts", got)
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}
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}
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func TestConflictsRunsEveryCheck(t *testing.T) {
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es := []Entity{
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{ID: "e1", Kind: "Person", From: Source{Doc: "doc1", Score: 0.9},
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Props: map[string]any{"age": 30, "founded": "1998"}},
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{ID: "e1", Kind: "Organization", From: Source{Doc: "doc2", Score: 0.8},
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Props: map[string]any{"age": 200, "founded": "2004"}},
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}
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cs := Conflicts(es, Watch{Limits: map[string]Limit{"age": {Lo: 0, Hi: 130}}})
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found := map[Kind]int{}
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for _, c := range cs {
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found[c.Kind]++
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}
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for _, want := range [...]Kind{Value, Type, Time, Range, Logic} {
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if found[want] == 0 {
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t.Errorf("no %s conflict among %v", want, cs)
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}
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}
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if found[Value] != 2 {
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t.Errorf("value conflicts = %d, want the age and the founding", found[Value])
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}
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seen := map[string]bool{}
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for _, c := range cs {
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if seen[c.ID] {
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t.Errorf("two conflicts share the id %q", c.ID)
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}
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seen[c.ID] = true
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if c.Advice == "" {
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t.Errorf("%s says nothing about what to do next", c.ID)
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}
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if c.Score <= 0 || c.Score > 1 {
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t.Errorf("%s is %v sure, want a confidence in 0 to 1", c.ID, c.Score)
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}
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}
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}
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func TestConflictsComparesOnlyThePropertiesWatched(t *testing.T) {
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es := []Entity{
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said("e1", "doc1", 0.9, map[string]any{"age": 30, "town": "York"}),
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said("e1", "doc2", 0.9, map[string]any{"age": 32, "town": "Leeds"}),
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}
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if got := len(Conflicts(es, Watch{Props: []string{"age"}})); got != 1 {
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t.Errorf("watching one property found %d conflicts, want 1", got)
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}
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if got := len(Conflicts(es, Watch{})); got != 2 {
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t.Errorf("watching everything stated found %d conflicts, want 2", got)
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}
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}
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func TestClaimsRecordWhoSaidWhat(t *testing.T) {
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got := Claims(ages(), "age")
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if len(got) != 1 {
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t.Fatalf("tracked %d things, want 1", len(got))
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}
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want := []Claim{
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{Value: 30, From: Source{Doc: "source1", Score: 0.9}},
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{Value: 32, From: Source{Doc: "source2", Score: 0.8}},
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}
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if !reflect.DeepEqual(got["e1"], want) {
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t.Errorf("claims = %v, want %v", got["e1"], want)
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}
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if len(Claims(ages(), "height")) != 0 {
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t.Error("a property nobody states has no claims")
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}
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}
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func TestCount(t *testing.T) {
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es := []Entity{
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{ID: "e1", Kind: "Person", From: Source{Doc: "doc1"}, Props: map[string]any{"age": 30}},
|
|
{ID: "e1", Kind: "Organization", From: Source{Doc: "doc2"}, Props: map[string]any{"age": 32}},
|
|
}
|
|
t1 := Count(Conflicts(es, Watch{}))
|
|
if t1.Total != len(Conflicts(es, Watch{})) {
|
|
t.Errorf("total %d does not match what was counted", t1.Total)
|
|
}
|
|
if t1.Kind[Type] != 1 || t1.Kind[Logic] != 1 || t1.Kind[Value] != 1 {
|
|
t.Errorf("by kind = %v", t1.Kind)
|
|
}
|
|
if t1.Level[Critical] < 1 {
|
|
t.Errorf("by level = %v, want the logic conflict counted critical", t1.Level)
|
|
}
|
|
if t1.Doc["doc1"] != 3 || t1.Doc["doc2"] != 3 {
|
|
t.Errorf("by document = %v, want each document in all three conflicts", t1.Doc)
|
|
}
|
|
if t1.Prop["age"] != 1 || t1.Prop["kind"] != 2 {
|
|
t.Errorf("by property = %v", t1.Prop)
|
|
}
|
|
if empty := Count(nil); empty.Total != 0 || len(empty.Kind) != 0 {
|
|
t.Errorf("counting nothing gave %+v", empty)
|
|
}
|
|
}
|