2025-07-23 21:22:08 +01:00
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[build-system]
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requires = ["setuptools>=61.0", "wheel"]
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build-backend = "setuptools.build_meta"
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[project]
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name = "trustgraph-flow"
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dynamic = ["version"]
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authors = [{name = "trustgraph.ai", email = "security@trustgraph.ai"}]
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description = "TrustGraph provides a means to run a pipeline of flexible AI processing components in a flexible means to achieve a processing pipeline."
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readme = "README.md"
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requires-python = ">=3.8"
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dependencies = [
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2026-04-21 21:36:46 +01:00
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"trustgraph-base>=2.4,<2.5",
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2025-07-23 21:22:08 +01:00
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"aiohttp",
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"anthropic",
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2025-10-11 12:19:26 +01:00
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"scylla-driver",
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2025-07-23 21:22:08 +01:00
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"cohere",
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"cryptography",
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2025-11-12 20:38:08 +00:00
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"faiss-cpu",
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2025-07-23 21:22:08 +01:00
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"falkordb",
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"fastembed",
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"ibis",
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"jsonschema",
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"langchain",
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"langchain-community",
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"langchain-core",
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"langchain-text-splitters",
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"mcp",
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"minio",
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2026-03-11 12:19:04 +00:00
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"mistralai<2.0.0",
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"neo4j",
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"nltk",
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"ollama",
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"openai",
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"pinecone[grpc]",
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"prometheus-client",
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"pulsar-client",
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"pymilvus",
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"pypdf",
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"pyyaml",
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"qdrant-client",
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"rdflib",
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"requests",
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2025-09-03 23:39:11 +01:00
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"strawberry-graphql",
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2025-07-23 21:22:08 +01:00
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"tabulate",
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"tiktoken",
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"urllib3",
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]
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classifiers = [
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"Programming Language :: Python :: 3",
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"Operating System :: OS Independent",
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]
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[project.urls]
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Homepage = "https://github.com/trustgraph-ai/trustgraph"
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[project.scripts]
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agent-manager-react = "trustgraph.agent.react:run"
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2026-03-31 00:32:49 +01:00
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agent-orchestrator = "trustgraph.agent.orchestrator:run"
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2025-07-23 21:22:08 +01:00
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api-gateway = "trustgraph.gateway:run"
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chunker-recursive = "trustgraph.chunking.recursive:run"
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chunker-token = "trustgraph.chunking.token:run"
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feat: pluggable bootstrap framework with ordered initialisers
Replaces the previous pair of single-purpose bootstrap processors
(config_bootstrap + pulsar_bootstrap) with a generic Bootstrapper
that runs a configurable list of pluggable "initialisers" in a
reconciliation loop.
Design
------
See docs/tech-specs/bootstrap.md for the full spec.
The bootstrapper is a single AsyncProcessor that:
* Reads a list of initialiser specifications (class, name, flag,
params) from either a direct `initialisers` parameter
(processor-group embedding) or a YAML/JSON file (`-c`, CLI).
* On each wake, runs a cheap service-gate (config-svc + flow-svc
round-trips), then iterates the initialiser list, running each
whose configured flag differs from the one stored in
__system__/init-state/<name>.
* Stores per-initialiser completion state in the reserved
__system__ workspace; services never see these keys because of
the _-prefix notification filter.
* Adapts cadence: ~5s on gate failure, ~15s while converging,
~300s in steady state.
* Isolates failures — one initialiser's exception does not block
others in the same cycle; the failed one retries next wake.
Initialiser contract
--------------------
* Subclass trustgraph.bootstrap.base.Initialiser.
* Implement async run(ctx, old_flag, new_flag).
* Opt out of the service gate with class attr
wait_for_services=False (only used by PulsarTopology — config-svc
cannot come up until Pulsar namespaces exist).
* ctx carries short-lived config and flow-svc clients plus a
scoped logger.
Core initialisers (trustgraph.bootstrap.initialisers.*)
-------------------------------------------------------
* PulsarTopology — creates Pulsar tenant + namespaces
(pre-gate, blocking HTTP offloaded to
executor).
* TemplateSeed — seeds __template__ from an external JSON
file; re-run is upsert-missing by default,
overwrite-all opt-in.
* WorkspaceInit — populates a named workspace from either
__template__ (with an explicit types list)
or a seed file; raises cleanly if the
template isn't seeded yet (retries on
next cycle).
* DefaultFlowStart — starts a specific flow in a workspace;
no-ops if the flow is already running.
Enterprise or third-party initialisers plug in via fully-qualified
dotted class paths in the bootstrapper's configuration — no core
code change required.
pyproject.toml
--------------
* Replaces config-bootstrap + pulsar-bootstrap entries with a
single `bootstrap` script pointing at the new Processor.
2026-04-22 10:15:51 +01:00
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bootstrap = "trustgraph.bootstrap.bootstrapper:run"
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config-svc = "trustgraph.config.service:run"
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2026-04-16 17:19:39 +01:00
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flow-svc = "trustgraph.flow.service:run"
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2026-02-23 15:56:29 +00:00
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doc-embeddings-query-milvus = "trustgraph.query.doc_embeddings.milvus:run"
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doc-embeddings-query-pinecone = "trustgraph.query.doc_embeddings.pinecone:run"
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doc-embeddings-query-qdrant = "trustgraph.query.doc_embeddings.qdrant:run"
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doc-embeddings-write-milvus = "trustgraph.storage.doc_embeddings.milvus:run"
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doc-embeddings-write-pinecone = "trustgraph.storage.doc_embeddings.pinecone:run"
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doc-embeddings-write-qdrant = "trustgraph.storage.doc_embeddings.qdrant:run"
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document-embeddings = "trustgraph.embeddings.document_embeddings:run"
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document-rag = "trustgraph.retrieval.document_rag:run"
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embeddings-fastembed = "trustgraph.embeddings.fastembed:run"
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embeddings-ollama = "trustgraph.embeddings.ollama:run"
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2026-02-23 15:56:29 +00:00
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graph-embeddings-query-milvus = "trustgraph.query.graph_embeddings.milvus:run"
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graph-embeddings-query-pinecone = "trustgraph.query.graph_embeddings.pinecone:run"
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graph-embeddings-query-qdrant = "trustgraph.query.graph_embeddings.qdrant:run"
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graph-embeddings-write-milvus = "trustgraph.storage.graph_embeddings.milvus:run"
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graph-embeddings-write-pinecone = "trustgraph.storage.graph_embeddings.pinecone:run"
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graph-embeddings-write-qdrant = "trustgraph.storage.graph_embeddings.qdrant:run"
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graph-embeddings = "trustgraph.embeddings.graph_embeddings:run"
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graph-rag = "trustgraph.retrieval.graph_rag:run"
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kg-extract-agent = "trustgraph.extract.kg.agent:run"
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kg-extract-definitions = "trustgraph.extract.kg.definitions:run"
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kg-extract-rows = "trustgraph.extract.kg.rows:run"
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kg-extract-relationships = "trustgraph.extract.kg.relationships:run"
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kg-extract-topics = "trustgraph.extract.kg.topics:run"
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kg-extract-ontology = "trustgraph.extract.kg.ontology:run"
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kg-manager = "trustgraph.cores:run"
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kg-store = "trustgraph.storage.knowledge:run"
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librarian = "trustgraph.librarian:run"
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mcp-tool = "trustgraph.agent.mcp_tool:run"
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metering = "trustgraph.metering:run"
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2025-09-04 13:39:47 +01:00
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nlp-query = "trustgraph.retrieval.nlp_query:run"
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2026-02-23 15:56:29 +00:00
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rows-write-cassandra = "trustgraph.storage.rows.cassandra:run"
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rows-query-cassandra = "trustgraph.query.rows.cassandra:run"
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row-embeddings = "trustgraph.embeddings.row_embeddings:run"
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row-embeddings-write-qdrant = "trustgraph.storage.row_embeddings.qdrant:run"
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row-embeddings-query-qdrant = "trustgraph.query.row_embeddings.qdrant:run"
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pdf-decoder = "trustgraph.decoding.pdf:run"
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pdf-ocr-mistral = "trustgraph.decoding.mistral_ocr:run"
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prompt-template = "trustgraph.prompt.template:run"
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rev-gateway = "trustgraph.rev_gateway:run"
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run-processing = "trustgraph.processing:run"
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SPARQL query service (#754)
SPARQL 1.1 query service wrapping pub/sub triples interface
Add a backend-agnostic SPARQL query service that parses SPARQL
queries using rdflib, decomposes them into triple pattern lookups
via the existing TriplesClient pub/sub interface, and performs
in-memory joins, filters, and projections.
Includes:
- SPARQL parser, algebra evaluator, expression evaluator, solution
sequence operations (BGP, JOIN, OPTIONAL, UNION, FILTER, BIND,
VALUES, GROUP BY, ORDER BY, LIMIT/OFFSET, DISTINCT, aggregates)
- FlowProcessor service with TriplesClientSpec
- Gateway dispatcher, request/response translators, API spec
- Python SDK method (FlowInstance.sparql_query)
- CLI command (tg-invoke-sparql-query)
- Tech spec (docs/tech-specs/sparql-query.md)
New unit tests for SPARQL query
2026-04-02 17:21:39 +01:00
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sparql-query = "trustgraph.query.sparql:run"
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2025-09-04 16:06:18 +01:00
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structured-query = "trustgraph.retrieval.structured_query:run"
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2025-09-16 21:43:23 +01:00
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structured-diag = "trustgraph.retrieval.structured_diag:run"
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text-completion-azure = "trustgraph.model.text_completion.azure:run"
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text-completion-azure-openai = "trustgraph.model.text_completion.azure_openai:run"
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text-completion-claude = "trustgraph.model.text_completion.claude:run"
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text-completion-cohere = "trustgraph.model.text_completion.cohere:run"
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text-completion-llamafile = "trustgraph.model.text_completion.llamafile:run"
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text-completion-lmstudio = "trustgraph.model.text_completion.lmstudio:run"
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text-completion-mistral = "trustgraph.model.text_completion.mistral:run"
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text-completion-ollama = "trustgraph.model.text_completion.ollama:run"
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text-completion-openai = "trustgraph.model.text_completion.openai:run"
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text-completion-tgi = "trustgraph.model.text_completion.tgi:run"
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text-completion-vllm = "trustgraph.model.text_completion.vllm:run"
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triples-query-cassandra = "trustgraph.query.triples.cassandra:run"
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triples-query-falkordb = "trustgraph.query.triples.falkordb:run"
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triples-query-memgraph = "trustgraph.query.triples.memgraph:run"
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triples-query-neo4j = "trustgraph.query.triples.neo4j:run"
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triples-write-cassandra = "trustgraph.storage.triples.cassandra:run"
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triples-write-falkordb = "trustgraph.storage.triples.falkordb:run"
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triples-write-memgraph = "trustgraph.storage.triples.memgraph:run"
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triples-write-neo4j = "trustgraph.storage.triples.neo4j:run"
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wikipedia-lookup = "trustgraph.external.wikipedia:run"
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2026-03-04 14:51:32 +00:00
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joke-service = "trustgraph.tool_service.joke:run"
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2025-07-23 21:22:08 +01:00
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[tool.setuptools.packages.find]
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include = ["trustgraph*"]
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[tool.setuptools.dynamic]
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version = {attr = "trustgraph.flow_version.__version__"}
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