From 635594a7edd31ca084a7097956d203c404372aa9 Mon Sep 17 00:00:00 2001 From: James Fletcher Date: Tue, 10 Dec 2019 04:21:14 +0000 Subject: [PATCH 1/6] Commit previous original diagrams --- kglib/kgcn/images/interaction.png | Bin 0 -> 87130 bytes kglib/kgcn/images/interaction.svg | 3 +++ kglib/kgcn/images/interaction_edge_update.png | Bin 0 -> 88263 bytes kglib/kgcn/images/interaction_edge_update.svg | 3 +++ kglib/kgcn/images/interaction_node_update.png | Bin 0 -> 86571 bytes kglib/kgcn/images/interaction_node_update.svg | 3 +++ 6 files changed, 9 insertions(+) create mode 100644 kglib/kgcn/images/interaction.png create mode 100644 kglib/kgcn/images/interaction.svg create mode 100644 kglib/kgcn/images/interaction_edge_update.png create mode 100644 kglib/kgcn/images/interaction_edge_update.svg create mode 100644 kglib/kgcn/images/interaction_node_update.png create mode 100644 kglib/kgcn/images/interaction_node_update.svg diff --git a/kglib/kgcn/images/interaction.png 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effect
effect
cause
cause
has
has
has
has
activity
[Not supported by viewer]
chemical
[Not supported by viewer]
gene
[Not supported by viewer]
phosphorylation
[Not supported by viewer]
gene
[Not supported by viewer]
cause
cause
effect
effect
degree
"decreases"
[Not supported by viewer]
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effect
effect
cause
cause
has
has
has
has
activity
[Not supported by viewer]
chemical
[Not supported by viewer]
gene
[Not supported by viewer]
phosphorylation
[Not supported by viewer]
gene
[Not supported by viewer]
cause
cause
effect
effect
degree
"decreases"
[Not supported by viewer]
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\ No newline at end of file From 0cadb24894a15bb482ca95b6deb4f08ba3a149b8 Mon Sep 17 00:00:00 2001 From: James Fletcher Date: Tue, 10 Dec 2019 19:46:06 +0000 Subject: [PATCH 2/6] Significant change to diagnosis schema to showcase reasoning and a ternary relation. Update the example accordingly. --- kglib/kgcn/examples/diagnosis/diagnosis.py | 80 ++++++++++- kglib/kgcn/images/basic_schema.png | Bin 0 -> 66076 bytes kglib/kgcn/images/basic_schema.svg | 3 + kglib/kgcn/images/edge_update.png | Bin 153208 -> 78494 bytes kglib/kgcn/images/edge_update.svg | 3 + kglib/kgcn/images/edge_update_process.png | Bin 0 -> 153208 bytes kglib/kgcn/images/interaction.png | Bin 87130 -> 0 bytes kglib/kgcn/images/interaction.svg | 3 - kglib/kgcn/images/node_update.png | Bin 160843 -> 74923 bytes kglib/kgcn/images/node_update.svg | 3 + kglib/kgcn/images/node_update_process.png | Bin 0 -> 160843 bytes kglib/kgcn/images/reasoning.png | Bin 0 -> 147639 bytes kglib/kgcn/images/reasoning.svg | 3 + kglib/kgcn/images/ternary_diagnosis.png | Bin 0 -> 75931 bytes kglib/kgcn/images/ternary_diagnosis.svg | 3 + .../synthetic/examples/diagnosis/generate.py | 95 +++++++++---- .../synthetic/examples/diagnosis/schema.gql | 127 +++++++++++++++--- 17 files changed, 267 insertions(+), 53 deletions(-) create mode 100644 kglib/kgcn/images/basic_schema.png create mode 100644 kglib/kgcn/images/basic_schema.svg create mode 100644 kglib/kgcn/images/edge_update.svg create mode 100644 kglib/kgcn/images/edge_update_process.png delete mode 100644 kglib/kgcn/images/interaction.png delete mode 100644 kglib/kgcn/images/interaction.svg create mode 100644 kglib/kgcn/images/node_update.svg create mode 100644 kglib/kgcn/images/node_update_process.png create mode 100644 kglib/kgcn/images/reasoning.png create mode 100644 kglib/kgcn/images/reasoning.svg create mode 100644 kglib/kgcn/images/ternary_diagnosis.png create mode 100644 kglib/kgcn/images/ternary_diagnosis.svg diff --git a/kglib/kgcn/examples/diagnosis/diagnosis.py b/kglib/kgcn/examples/diagnosis/diagnosis.py index 77283abf..fedff897 100644 --- a/kglib/kgcn/examples/diagnosis/diagnosis.py +++ b/kglib/kgcn/examples/diagnosis/diagnosis.py @@ -72,8 +72,9 @@ def diagnosis_example(num_graphs=200, return solveds_tr, solveds_ge -CATEGORICAL_ATTRIBUTES = {'name': ['meningitis', 'flu', 'fever', 'light-sensitivity']} -CONTINUOUS_ATTRIBUTES = {'severity': (0, 1)} +CATEGORICAL_ATTRIBUTES = {'name': ['Diabetes Type II', 'Multiple Sclerosis', 'Blurred vision', 'Fatigue', 'Cigarettes', + 'Alcohol']} +CONTINUOUS_ATTRIBUTES = {'severity': (0, 1), 'age': (7, 80), 'units-per-week': (3, 29)} def create_concept_graphs(example_indices, grakn_session): @@ -124,6 +125,74 @@ class QueryHandler: 5. Combine all of these graphs into one single graph, and that’s your example subgraph """ + def hereditary_query(self, example_id): + return inspect.cleandoc(f'''match + $p isa person, has example-id {example_id}; + $par isa person; + $ps(child: $p, parent: $par) isa parentship; + $diag(patient:$par, diagnosed-disease: $d) isa diagnosis; + $d isa disease, has name $n; + get;''') + + def hereditary_query_graph(self): + vars = p, par, ps, d, diag, n = 'p', 'par', 'ps', 'd', 'diag', 'n' + g = QueryGraph() + g.add_vars(*vars, **PREEXISTS) + g.add_role_edge(ps, p, 'child', **PREEXISTS) + g.add_role_edge(ps, par, 'parent', **PREEXISTS) + g.add_role_edge(diag, par, 'patient', **PREEXISTS) + g.add_role_edge(diag, d, 'diagnosed-disease', **PREEXISTS) + g.add_has_edge(d, n, **PREEXISTS) + + return g + + def consumption_query(self, example_id): + return inspect.cleandoc(f'''match + $p isa person, has example-id {example_id}; + $s isa substance, has name $n; + $c(consumer: $p, consumed-substance: $s) isa consumption, + has units-per-week $u; get;''') + + def consumption_query_graph(self): + vars = p, s, n, c, u = 'p', 's', 'n', 'c', 'u' + g = QueryGraph() + g.add_vars(*vars, **PREEXISTS) + g.add_has_edge(s, n, **PREEXISTS) + g.add_role_edge(c, p, 'consumer', **PREEXISTS) + g.add_role_edge(c, s, 'consumed-substance', **PREEXISTS) + g.add_has_edge(c, u, **PREEXISTS) + + return g + + def person_age_query(self, example_id): + return inspect.cleandoc(f'''match + $p isa person, has example-id {example_id}, has age $a; + get;''') + + def person_age_query_graph(self): + vars = p, a = 'p', 'a' + g = QueryGraph() + g.add_vars(*vars, **PREEXISTS) + g.add_has_edge(p, a, **PREEXISTS) + + return g + + def risk_factor_query(self, example_id): + return inspect.cleandoc(f'''match + $d isa disease; + $p isa person, has example-id {example_id}; + $r(person-at-risk: $p, risked-disease: $d) isa risk-factor; + get;''') + + def risk_factor_query_graph(self): + vars = p, d, r = 'p', 'd', 'r' + g = QueryGraph() + g.add_vars(*vars, **PREEXISTS) + g.add_role_edge(r, p, 'person-at-risk', **PREEXISTS) + g.add_role_edge(r, d, 'risked-disease', **PREEXISTS) + + return g + def diagnosis_query(self, example_id): return inspect.cleandoc(f'''match $p isa person, has example-id {example_id}; @@ -185,6 +254,10 @@ def get_query_handles(self, example_id): return [ (self.diagnosis_query(example_id), lambda x: x, self.diagnosis_query_graph()), (self.candidate_diagnosis_query(example_id), lambda x: x, self.candidate_diagnosis_query_graph()), + (self.risk_factor_query(example_id), lambda x: x, self.risk_factor_query_graph()), + (self.person_age_query(example_id), lambda x: x, self.person_age_query_graph()), + (self.consumption_query(example_id), lambda x: x, self.consumption_query_graph()), + (self.hereditary_query(example_id), lambda x: x, self.hereditary_query_graph()) ] @@ -238,8 +311,9 @@ def write_predictions_to_grakn(graphs, tx): query = (f'match' f'$p id {person.id};' f'$d id {disease.id};' 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diagnosed-disease
diagnosed-disease
patient
patient
has
has
doctor
doctor
diagnosis
[Not supported by viewer]
person
[Not supported by viewer]
disease
[Not supported by viewer]
name
"Diabetes Type II"
[Not supported by viewer]
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diagnosed-disease
diagnosed-disease
patient
patient
has
has
doctor
doctor
diagnosis
[Not supported by viewer]
person
[Not supported by viewer]
disease
[Not supported by viewer]
person
[Not supported by viewer]
name
"Diabetes Type II"
[Not supported by viewer]
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effect
effect
cause
cause
has
has
has
has
activity
[Not supported by viewer]
chemical
[Not supported by viewer]
gene
[Not supported by viewer]
phosphorylation
[Not supported by viewer]
gene
[Not supported by viewer]
cause
cause
effect
effect
degree
"decreases"
[Not supported by viewer]
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diff --git a/kglib/kgcn/images/node_update.svg b/kglib/kgcn/images/node_update.svg new file mode 100644 index 00000000..aa04db8d --- /dev/null +++ b/kglib/kgcn/images/node_update.svg @@ -0,0 +1,3 @@ + + +
diagnosed-disease
diagnosed-disease
patient
patient
has
has
doctor
doctor
diagnosis
[Not supported by viewer]
person
[Not supported by viewer]
disease
[Not supported by viewer]
person
[Not supported by viewer]
name
"Diabetes Type II"
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diagnosed-disease
diagnosed-disease
patient
patient
has
has
doctor
doctor
diagnosis
[Not supported by viewer]
person
[Not supported by viewer]
disease
[Not supported by viewer]
person
[Not supported by viewer]
name
"Diabetes Type II"
[Not supported by viewer]
diagnosed-disease
diagnosed-disease
patient
patient
diagnosis
[Not supported by viewer]
parent
parent
child
child
parentship
[Not supported by viewer]
person
[Not supported by viewer]
risked-disease
risked-disease
person-at-risk
person-at-risk
hereditary-
risk-factor
[Not supported by viewer]
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diagnosed-disease
diagnosed-disease
patient
patient
has
has
doctor
doctor
diagnosis
[Not supported by viewer]
person
[Not supported by viewer]
disease
[Not supported by viewer]
person
[Not supported by viewer]
name
"Diabetes Type II"
[Not supported by viewer]
\ No newline at end of file diff --git a/kglib/utils/grakn/synthetic/examples/diagnosis/generate.py b/kglib/utils/grakn/synthetic/examples/diagnosis/generate.py index 7ebc8b6d..dc899f92 100644 --- a/kglib/utils/grakn/synthetic/examples/diagnosis/generate.py +++ b/kglib/utils/grakn/synthetic/examples/diagnosis/generate.py @@ -29,39 +29,68 @@ def get_example_queries(pmf, example_id): variable_values = pmf.select() - queries = [f'insert $p isa person, has example-id {example_id};'] + queries = [f'insert $p isa person, has example-id {example_id};', + f'insert $doc isa person, has example-id {20000 + example_id};'] - if variable_values['Meningitis']: + if variable_values['Multiple Sclerosis'] is not False: queries.append(inspect.cleandoc(f'''match - $d isa disease, has name "meningitis"; + $d isa disease, has name "Multiple Sclerosis"; $p isa person, has example-id {example_id}; + $doc isa person, has example-id {20000 + example_id}; insert - (patient: $p, diagnosed-disease: $d) - isa diagnosis;''')) + (patient: $p, diagnosed-disease: $d, doctor: $doc) isa diagnosis; + $p has age {int(variable_values['Multiple Sclerosis']['age']())};''')) - if variable_values['Flu']: + if variable_values['Diabetes Type II'] is not False: queries.append(inspect.cleandoc(f'''match $p isa person, has example-id {example_id}; - $d isa disease, has name "flu"; + $d isa disease, has name "Diabetes Type II"; + $doc isa person, has example-id {20000 + example_id}; insert - (patient: $p, diagnosed-disease: $d) - isa diagnosis;''')) + (patient: $p, diagnosed-disease: $d, doctor: $doc) isa diagnosis; + $p has age {int(variable_values['Diabetes Type II']['age']())};''')) - if variable_values['Light Sensitivity'] is not False: + if variable_values['Fatigue'] is not False: queries.append(inspect.cleandoc(f'''match $p isa person, has example-id {example_id}; - $s isa symptom, has name "light-sensitivity"; + $s isa symptom, has name "Fatigue"; insert (presented-symptom: $s, symptomatic-patient: $p) isa - symptom-presentation, has severity {variable_values['Light Sensitivity']()};''')) + symptom-presentation, has severity {variable_values['Fatigue']['severity']()};''')) - if variable_values['Fever'] is not False: + if variable_values['Blurred vision'] is not False: queries.append(inspect.cleandoc(f'''match $p isa person, has example-id {example_id}; - $s isa symptom, has name "fever"; + $s isa symptom, has name "Blurred vision"; insert (presented-symptom: $s, symptomatic-patient: $p) isa - symptom-presentation, has severity {variable_values['Fever']()};''')) + symptom-presentation, has severity {variable_values['Blurred vision']['severity']()};''')) + + if variable_values['Drinking'] is not False: + queries.append(inspect.cleandoc(f'''match + $p isa person, has example-id {example_id}; + $s isa substance, has name "Alcohol"; + insert + $c(consumer: $p, consumed-substance: $s) isa consumption, + has units-per-week {int(variable_values['Drinking']['units-per-week']())};''')) + + if variable_values['Parent has Diabetes Type II'] is not False: + queries.append(inspect.cleandoc(f'''match + $p isa person, has example-id {example_id}; + $d isa disease, has name "Diabetes Type II"; + insert + (parent: $parent, child: $p) isa parentship; + $parent isa person, has example-id {example_id + 10000}; + (patient: $parent, diagnosed-disease: $d) isa diagnosis; + ''')) + + if variable_values['Cigarettes'] is not False: + queries.append(inspect.cleandoc(f'''match + $p isa person, has example-id {example_id}; + $s isa substance, has name "Cigarettes"; + insert + $c(consumer: $p, consumed-substance: $s) isa consumption, + has units-per-week {int(variable_values['Cigarettes']['units-per-week']())};''')) return queries @@ -71,26 +100,34 @@ def generate_example_graphs(num_examples, keyspace="diagnosis", uri="localhost:4 client = GraknClient(uri=uri) session = client.session(keyspace=keyspace) - pmf_array = np.zeros([2, 2, 2, 2], dtype=np.float) - pmf_array[0, 1, 0, 1] = 0.1 - pmf_array[1, 0, 1, 0] = 0.15 - pmf_array[0, 1, 1, 0] = 0.05 - pmf_array[1, 0, 0, 1] = 0.34 - pmf_array[1, 1, 1, 1] = 0.01 - pmf_array[0, 1, 1, 1] = 0.3 - pmf_array[1, 0, 1, 1] = 0.05 + pmf_array = np.zeros([2, 2, 2, 2, 3, 2, 3], dtype=np.float) + pmf_array[0, 1, 0, 1, 0, 0, 0] = 0.1 + pmf_array[1, 0, 1, 0, 0, 0, 0] = 0.05 + pmf_array[1, 0, 1, 0, 2, 0, 0] = 0.1 + pmf_array[0, 1, 1, 0, 0, 0, 0] = 0.05 + pmf_array[1, 0, 0, 1, 0, 0, 0] = 0.19 + pmf_array[1, 0, 0, 1, 0, 1, 0] = 0.15 + pmf_array[1, 1, 1, 1, 0, 0, 0] = 0.01 + pmf_array[0, 1, 1, 1, 0, 0, 0] = 0.05 + pmf_array[0, 1, 1, 1, 0, 0, 1] = 0.05 + pmf_array[0, 1, 1, 1, 0, 0, 2] = 0.1 + pmf_array[1, 0, 1, 1, 0, 0, 0] = 0.05 + pmf_array[1, 0, 1, 1, 2, 1, 2] = 0.1 def normal_dist(mean, var): return lambda: round(np.random.normal(mean, var, 1)[0], 2) pmf = PMF({ - 'Flu': [False, True], - 'Meningitis': [False, True], - 'Light Sensitivity': [False, normal_dist(0.3, 0.1)], - 'Fever': [False, normal_dist(0.5, 0.2)] + 'Diabetes Type II': [False, {'age': normal_dist(60, 10)}], + 'Multiple Sclerosis': [False, {'age': normal_dist(30, 10)}], + 'Fatigue': [False, {'severity': normal_dist(0.3, 0.1)}], + 'Blurred vision': [False, {'severity': normal_dist(0.5, 0.2)}], + 'Drinking': [False, {'units-per-week': normal_dist(5, 1)}, {'units-per-week': normal_dist(20, 3)}], + 'Parent has Diabetes Type II': [False, True], + 'Cigarettes': [False, {'units-per-week': normal_dist(5, 1)}, {'units-per-week': normal_dist(20, 3)}], }, pmf_array, seed=0) - print(pmf.to_dataframe()) + # print(pmf.to_dataframe()) # TODO Remove pandas if this is not needed now for example_id in range(0, num_examples): tx = session.transaction().write() @@ -104,4 +141,4 @@ def normal_dist(mean, var): if __name__ == '__main__': - generate_example_graphs(20, keyspace="diagnosis", uri="localhost:48555") + generate_example_graphs(100, keyspace="diagnosis", uri="localhost:48555") diff --git a/kglib/utils/grakn/synthetic/examples/diagnosis/schema.gql b/kglib/utils/grakn/synthetic/examples/diagnosis/schema.gql index a5c13acc..cc5e4130 100644 --- a/kglib/utils/grakn/synthetic/examples/diagnosis/schema.gql +++ b/kglib/utils/grakn/synthetic/examples/diagnosis/schema.gql @@ -3,41 +3,58 @@ define example-id sub attribute, datatype long; +age sub attribute, + datatype long; + name sub attribute, datatype string; severity sub attribute, datatype double; +units-per-week sub attribute, + datatype long; + person sub entity, key example-id, + has age, plays patient, plays candidate-patient, plays symptomatic-patient, - plays predicted-patient; + plays consumer, + plays person-at-risk, + plays parent, + plays child, + plays doctor; disease sub entity, key name, plays cause, plays diagnosed-disease, plays candidate-diagnosed-disease, - plays predicted-diagnosed-disease; + plays risked-disease; + +substance sub entity, + key name, + plays consumed-substance; + +parentship sub relation, + relates child, + relates parent; diagnosis sub relation, relates patient, - relates diagnosed-disease; + relates diagnosed-disease, + relates doctor, + relates diagnoser, + has probability-exists, + has probability-non-exists, + has probability-preexists; candidate-diagnosis sub relation, relates candidate-patient, relates candidate-diagnosed-disease; -predicted-diagnosis sub relation, - relates predicted-patient, - relates predicted-diagnosed-disease, - has probability-exists, - has probability-non-exists, - has probability-preexists; - probability-exists sub attribute, datatype double; @@ -47,6 +64,8 @@ probability-non-exists sub attribute, probability-preexists sub attribute, datatype double; +kgcn sub entity, + plays diagnoser; where-no-diagnosis-add-candidate-diagnosis sub rule, when { @@ -71,13 +90,85 @@ symptom-presentation sub relation, relates presented-symptom, relates symptomatic-patient; +risk-factor sub relation, + relates person-at-risk, + relates risked-disease; + +consumption sub relation, + has units-per-week, + relates consumer, + relates consumed-substance; + +alcohol-risk-of-diabetes sub rule, +when { + $p isa person; + $c(consumer: $p, consumed-substance: $s) isa consumption, has units-per-week $u; + $u >= 10; + $s isa substance, has name "Alcohol"; + $d isa disease, has name "Diabetes Type II"; +}, then { + (person-at-risk: $p, risked-disease: $d) isa alcohol-risk-factor; +}; + +over-40-risk-of-diabetes sub rule, +when { + $p isa person, has age $a; + $a >= 40; + $d isa disease, has name "Diabetes Type II"; +}, then { + (person-at-risk: $p, risked-disease: $d) isa age-risk-factor; +}; + +heriditary-risk-of-diabetes sub rule, +when { + $p isa person; + $parent isa person; + $cause(parent: $parent, child: $p) isa parentship; + (patient: $parent, diagnosed-disease: $d) isa diagnosis; + $d isa disease, has name "Diabetes Type II"; +}, then { + (person-at-risk: $p, risked-disease: $d) isa hereditary-risk-factor; +}; + + +smoking-risk-of-multiple-sclerosis sub rule, +when { + $p isa person; + $c(consumer: $p, consumed-substance: $s) isa consumption, has units-per-week $u; + $u >= 12; + $s isa substance, has name "Cigarettes"; + $d isa disease, has name "Multiple Sclerosis"; +}, then { + (person-at-risk: $p, risked-disease: $d) isa smoking-risk-factor; +}; + +hereditary-risk-factor sub risk-factor, + relates person-at-risk, + relates risked-disease; + +age-risk-factor sub risk-factor, + relates person-at-risk, + relates risked-disease; + +alcohol-risk-factor sub risk-factor, + relates person-at-risk, + relates risked-disease; + +smoking-risk-factor sub risk-factor, + relates person-at-risk, + relates risked-disease; + # Add elements to the Knowledge Graph that are common to all examples insert - $men isa disease, has name "meningitis"; - $flu isa disease, has name "flu"; - $ls isa symptom, has name "light-sensitivity"; - $fever isa symptom, has name "fever"; - $c(cause: $men, effect: $ls) isa causality; - $c1(cause: $men, effect: $fever) isa causality; - $c2(cause: $flu, effect: $ls) isa causality; - $c3(cause: $flu, effect: $fever) isa causality; \ No newline at end of file + $ms isa disease, has name "Multiple Sclerosis"; + $diabetes isa disease, has name "Diabetes Type II"; + $fatigue isa symptom, has name "Fatigue"; + $vision isa symptom, has name "Blurred vision"; + $c(cause: $ms, effect: $fatigue) isa causality; + $c1(cause: $ms, effect: $vision) isa causality; + $c2(cause: $diabetes, effect: $fatigue) isa causality; + $c3(cause: $diabetes, effect: $vision) isa causality; + +insert $s isa substance, has name "Alcohol"; +insert $s isa substance, has name "Cigarettes"; +insert $kgcn isa kgcn; \ No newline at end of file From 1b01866d3f5eda86a8155dcab8eb8f5eb48a8b3b Mon Sep 17 00:00:00 2001 From: James Fletcher Date: Fri, 13 Dec 2019 12:34:06 +0000 Subject: [PATCH 3/6] Update the diagnosis readme and its images to be coherent with the new code --- kglib/kgcn/README.md | 10 +--- .../diagnosis/.images/diagnosis_schema.png | Bin 293454 -> 1118653 bytes .../kgcn/examples/diagnosis/.images/graph.png | Bin 0 -> 160427 bytes .../diagnosis/.images/graph_snippet.png | Bin 158986 -> 0 bytes .../examples/diagnosis/.images/learning.png | Bin 66974 -> 70360 bytes .../diagnosis/.images/queried_subgraph.png | Bin 252140 -> 893553 bytes kglib/kgcn/examples/diagnosis/README.md | 54 +++++------------- kglib/kgcn/images/message_passing.png | Bin 218410 -> 169088 bytes 8 files changed, 17 insertions(+), 47 deletions(-) create mode 100644 kglib/kgcn/examples/diagnosis/.images/graph.png delete mode 100644 kglib/kgcn/examples/diagnosis/.images/graph_snippet.png diff --git a/kglib/kgcn/README.md b/kglib/kgcn/README.md index 7a8c33f1..30a8ddd7 100644 --- a/kglib/kgcn/README.md +++ b/kglib/kgcn/README.md @@ -62,25 +62,19 @@ for step in supersteps: update all nodes; ``` - - ![Message Passing](images/message_passing.png) - - ### Edge Block Use as input the current edge features and the features of the nodes it connects. Update the edge's features as the output of some neural network layers. Do this for all edges. -![Edge Update](images/edge_update.png) - - + ### Node Block Use as input the node's features and the most up-to-date features of the edges that connect to it. Update the node's features as the output of some neural network layers. Do this for all nodes. -![Node Update](images/node_update.png) + ### How is this Convolutional? diff --git a/kglib/kgcn/examples/diagnosis/.images/diagnosis_schema.png b/kglib/kgcn/examples/diagnosis/.images/diagnosis_schema.png index c73ef6f8f2b7606b19ffc77c2ce14ee55dfc2062..e8e9aefcda81faa631e76f55f8e72ed0e9de1b1d 100644 GIT binary patch literal 1118653 zcmeFZc|27A`!_Brm5LT5%Or(_36HW z?Bcz!9R@pVcADj0+L^7(mmt%>P*rus7QPAA`q!Ulj{ol?VXnwUn`Al8ya7%{J$NJNejAJhf-T7v9n3rWu z26ST0bfe$iDb>8+lInSjz;VD%c?(kZu-%nNiDUkS3WtO5rl>sRQLqxfSNJ6%EqBTK zXmW(qeHABrr30f++*4xfde_fV?!5o<593PouRCQ=pcI29(MiDi=s*8lBgLA=)SoEi zbJA%`CQ0gja5f1i|3zup@IlS#L&g*cP_LhmQ>ZycJB?mxX+6hwPa)4xCQx$uW? zKf_<;O79`KY8gMn?W>nNzf;}+xxO@3M9C^f`;fq=PolGY|2#djVrSj;y@M-`e96(K zx=}1|7xn0~fRm9%6S`4{Z8hHV$s3$OiJg>-H8vwfIZQ4})_`EFZmxHeG8p_ zbhmG3%B+D*I_?vk#YR*UYZ_6zeqDXhs#$!WH_!Rq@3eE1Xd z$!Sj7^w{N@E)F?8)*a|Zs^_+!@ysnqPkd1@=2<&c!ZDJAE2~er#V9Q9 z-#Mq@bI57C?A)Q=ht}WYrI(sy=tiZ{PjZgGr8I|Yi~{vzj&?HYCw!eA%z884W}ZAK 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