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https://github.com/semantica-agi/semantica.git
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aaf7e0d133 | ||
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f45499b5a7 | ||
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c04adcd1a9 |
@@ -100,14 +100,15 @@ ner = NamedEntityRecognizer(
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methods=["llm", "ml", "pattern"],
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confidence_threshold=0.75,
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provider="anthropic",
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llm_model="claude-sonnet-4-6",
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llm_model="claude-sonnet-5",
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)
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entities = ner.extract_entities(report)
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for e in entities:
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print("[{:>5.2f}] {:15s} {}".format(e.confidence, e.label, e.text))
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# Expected output (abbreviated):
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# Illustrative output — exact labels and scores depend on the method and model.
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# Abbreviated:
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# [ 0.94] THREAT_ACTOR GAMMA-7
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# [ 0.91] THREAT_ACTOR DELTA-3
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# [ 0.97] MALWARE HAMMERTOSS
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@@ -262,16 +263,18 @@ from semantica.semantic_extract import TripletExtractor
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tri = TripletExtractor(
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method="llm",
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provider="anthropic",
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llm_model="claude-sonnet-4-6",
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llm_model="claude-sonnet-5",
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include_temporal=True, # attach time context to triplets when available
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include_provenance=True, # embed source document reference in each triplet
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validate=False, # return raw triplets; validate explicitly below
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)
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# Feed in the entities and relations you already extracted — the extractor
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# uses them to constrain and validate what it produces
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# uses them to constrain what it produces
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triplets = tri.extract_triplets(report, entities, relations)
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# Filter malformed triplets before serialisation
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# (extract_triplets validates automatically unless validate=False, as above)
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valid = tri.validate_triplets(triplets)
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print("Valid: {}/{}".format(len(valid), len(triplets)))
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@@ -320,7 +323,7 @@ def ingest_intel_report(
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methods=[method, "pattern"],
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confidence_threshold=0.70,
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provider="anthropic",
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llm_model="claude-sonnet-4-6",
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llm_model="claude-sonnet-5",
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)
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entities = ner.extract_entities(text)
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classified = ner.classify_entities(entities)
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@@ -335,7 +338,7 @@ def ingest_intel_report(
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relation_types=["deployed", "targets", "exploits", "operates_from", "provided_to"],
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confidence_threshold=0.65,
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provider="anthropic",
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llm_model="claude-sonnet-4-6",
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llm_model="claude-sonnet-5",
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)
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relations = rel.extract_relations(text, entities)
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@@ -347,9 +350,10 @@ def ingest_intel_report(
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tri = TripletExtractor(
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method=method,
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provider="anthropic",
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llm_model="claude-sonnet-4-6",
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llm_model="claude-sonnet-5",
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include_temporal=True,
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include_provenance=True,
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validate=False, # keep raw triplets so the summary can report rejections
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)
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triplets = tri.extract_triplets(text, entities, relations)
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valid = tri.validate_triplets(triplets)
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@@ -377,6 +381,7 @@ def ingest_intel_report(
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"coref_chains": len(chains),
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"relations": len(relations),
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"events": len(events),
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"triplets_total": len(triplets),
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"triplets_valid": len(valid),
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"graph_nodes": graph_stats.get("graph_nodes", 0),
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"graph_edges": graph_stats.get("graph_edges", 0),
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@@ -402,7 +407,7 @@ for text, doc_id in reports:
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summary["relations"],
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summary["events"],
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summary["triplets_valid"],
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len(summary["rdf_turtle"]),
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summary["triplets_total"],
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))
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```
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@@ -421,7 +426,7 @@ ner = NamedEntityRecognizer(
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methods=["llm", "pattern"],
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confidence_threshold=0.75,
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provider="anthropic",
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llm_model="claude-sonnet-4-6",
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llm_model="claude-sonnet-5",
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)
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entities = ner.extract_entities(fintel_text)
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grouped = ner.classify_entities(entities)
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@@ -438,14 +443,14 @@ rel = RelationExtractor(
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relation_types=["operates_from", "deployed", "targets", "exploits"],
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confidence_threshold=0.70,
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provider="anthropic",
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llm_model="claude-sonnet-4-6",
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llm_model="claude-sonnet-5",
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)
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relations = rel.extract_relations(fintel_text, entities)
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tri = TripletExtractor(
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method="llm",
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provider="anthropic",
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llm_model="claude-sonnet-4-6",
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llm_model="claude-sonnet-5",
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include_temporal=True,
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include_provenance=True,
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)
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@@ -544,14 +549,14 @@ rel = RelationExtractor(
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relation_types=["treats", "causes_adverse_event", "has_efficacy", "evaluated_in"],
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confidence_threshold=0.65,
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provider="anthropic",
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llm_model="claude-sonnet-4-6",
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llm_model="claude-sonnet-5",
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)
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relations = rel.extract_relations(paper, entities)
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tri = TripletExtractor(
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method="llm",
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provider="anthropic",
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llm_model="claude-sonnet-4-6",
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llm_model="claude-sonnet-5",
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triplet_types=["treats", "has_efficacy", "causes_adverse_event"],
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include_temporal=True,
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include_provenance=True,
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@@ -595,7 +600,7 @@ ner = NamedEntityRecognizer(
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methods=["llm", "ml", "pattern"],
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confidence_threshold=0.70,
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provider="anthropic",
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llm_model="claude-sonnet-4-6",
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llm_model="claude-sonnet-5",
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)
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entities = ner.extract_entities(credit_memo)
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grouped = ner.classify_entities(entities)
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@@ -612,14 +617,14 @@ rel = RelationExtractor(
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relation_types=["guaranteed_by", "secured_by", "classified_as", "exposed_to"],
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confidence_threshold=0.65,
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provider="anthropic",
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llm_model="claude-sonnet-4-6",
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llm_model="claude-sonnet-5",
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)
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relations = rel.extract_relations(credit_memo, entities)
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tri = TripletExtractor(
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method="llm",
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provider="anthropic",
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llm_model="claude-sonnet-4-6",
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llm_model="claude-sonnet-5",
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include_temporal=True,
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include_provenance=True,
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)
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+36
-7
@@ -47,7 +47,11 @@ dependencies = [
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"numpy>=2.0.2",
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"pandas>=1.3.0",
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"scipy>=1.13.1",
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"scikit-learn>=1.7.2",
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# scikit-learn dropped Python 3.9 support at 1.7.0 (requires_python >=3.10),
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# so an unqualified >=1.7.2 floor is unsatisfiable on 3.9. Cap 3.9 to the
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# last 3.9-compatible release line; 3.10+ is left unconstrained.
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"scikit-learn>=1.6.1,<1.7.0; python_version < '3.10'",
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"scikit-learn>=1.7.2; python_version >= '3.10'",
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"umap-learn>=0.5.12",
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# thinc (spacy's core dep) dropped Python 3.9 wheels at 8.3.10, and later
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# spacy patch releases (3.8.8+) require thinc>=8.3.9-only-on-3.10+ ranges,
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@@ -66,24 +70,49 @@ dependencies = [
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"seaborn>=0.13.2",
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"plotly>=6.8.0",
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"ipywidgets>=8.0.0",
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"requests>=2.34.2",
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# requests dropped Python 3.9 support at 2.33.0 (requires_python >=3.10),
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# so an unqualified >=2.34.2 floor is unsatisfiable on 3.9. Cap 3.9 to the
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# last 3.9-compatible release; 3.10+ is left unconstrained.
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"requests>=2.32.5,<2.33.0; python_version < '3.10'",
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"requests>=2.34.2; python_version >= '3.10'",
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"GitPython>=3.1.58",
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"chardet>=7.4.3",
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# chardet dropped Python 3.9 support at 6.0.0 (requires_python >=3.10), so
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# an unqualified >=7.4.3 floor is unsatisfiable on 3.9. Cap 3.9 to the last
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# 3.9-compatible release; 3.10+ is left unconstrained.
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"chardet>=5.2.0,<6.0.0; python_version < '3.10'",
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"chardet>=7.4.3; python_version >= '3.10'",
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"protobuf>=5.29.1,<8.0",
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"grpcio>=1.81.1",
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# grpcio dropped Python 3.9 support at 1.81.0 (requires_python >=3.10), so
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# an unqualified >=1.81.1 floor is unsatisfiable on 3.9. Cap 3.9 to the last
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# 3.9-compatible release; 3.10+ is left unconstrained.
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"grpcio>=1.80.0,<1.81.0; python_version < '3.10'",
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"grpcio>=1.81.1; python_version >= '3.10'",
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"beautifulsoup4>=4.15.0",
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"lxml>=6.1.1",
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"python-docx>=1.2.0",
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"openpyxl>=3.1.5",
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"pillow>=12.2.0",
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# pillow dropped Python 3.9 support at 12.0.0 (requires_python >=3.10), so
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# an unqualified >=12.2.0 floor is unsatisfiable on 3.9. Cap 3.9 to the last
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# 3.9-compatible release; 3.10+ is left unconstrained.
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"pillow>=11.3.0,<12.0.0; python_version < '3.10'",
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"pillow>=12.2.0; python_version >= '3.10'",
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"librosa>=0.9.0",
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"opencv-python>=4.13.0.92",
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"faiss-cpu>=1.7.0",
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"fastembed>=0.2.0",
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"onnxruntime>=1.20.1",
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# onnxruntime stopped shipping cp39 wheels at 1.20.0 (its PyPI metadata
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# still claims requires_python >=3.9, but no matching wheel exists), so an
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# unqualified >=1.20.1 floor is unsatisfiable on 3.9. Cap 3.9 to the last
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# release with a cp39 wheel; 3.10+ is left unconstrained.
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"onnxruntime>=1.19.2,<1.20.0; python_version < '3.10'",
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"onnxruntime>=1.20.1; python_version >= '3.10'",
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"tokenizers>=0.15.0",
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"pydantic>=2.13.4",
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"click>=8.4.2",
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# click dropped Python 3.9 support at 8.2.0 (requires_python >=3.10), so an
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# unqualified >=8.4.2 floor is unsatisfiable on 3.9. Cap 3.9 to the last
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# 3.9-compatible release; 3.10+ is left unconstrained.
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"click>=8.1.8,<8.2.0; python_version < '3.10'",
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"click>=8.4.2; python_version >= '3.10'",
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"rich>=12.5.0",
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"tqdm>=4.68.3",
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"pyyaml>=6.0",
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+3
-3
@@ -782,9 +782,9 @@ click-repl==0.3.0 \
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--hash=sha256:17849c23dba3d667247dc4defe1757fff98694e90fe37474f3feebb69ced26a9 \
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--hash=sha256:fb7e06deb8da8de86180a33a9da97ac316751c094c6899382da7feeeeb51b812
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# via celery
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cloudpathlib==0.24.0 \
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--hash=sha256:b1c51e2d2ec7dc4fed6538991f4aea849d6cf11a7e6b9069f86e461aa1f9b5b4 \
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--hash=sha256:c521a984e77b47e656fe78e20a7e3e260e0ab45fc69e33ac01094227c979e34a
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cloudpathlib==0.25.0 \
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--hash=sha256:63612e17778c5e3a51b472def8d785d0aaaf347486d6b6786dc7be627556d4c6 \
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--hash=sha256:8faef3ed3a0dd71d134e8617b4fdc5ce56a12a6b485c080cfe80106e5f1d1f5d
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# via weasel
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colorlog==6.12.0 \
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--hash=sha256:2a7924c1dadf18b22a0eb8b06d1c7b01d5341707ec1641eb6fcc4fde0c3e8e5f \
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