mirror of
https://github.com/tiennm99/DocsGPT.git
synced 2026-10-04 16:13:23 +00:00
Alex
574f96341e
The backend import package is now docsgpt, the name it will carry on PyPI; application was far too generic to install into anyone's site-packages. git mv plus a mechanical rewrite of every import, dotted string and path reference: 734 Python files, the compose files, Dockerfile, workflows, docs, setup scripts, devcontainer, k8s manifests, vscode config, pytest and coverage config, .gitignore. Behaviour is unchanged. Kept for one release: - A top-level application package whose meta-path finder resolves application.x.y to the already-imported docsgpt.x.y object, so old imports and entry points (celery -A application.app.celery, uvicorn application.asgi:asgi_app) keep working with a FutureWarning. - Celery registers every application.* task name as an alias of its docsgpt.* task on start-up, so messages queued by the previous release still run. The redbeat key prefix moves to redbeat:docsgpt:v2: so schedule entries the previous release wrote are left unread instead of firing twice. The backend image builds from the repository root (docker build -f docsgpt/Dockerfile .) so it can ship the alias package; a root .dockerignore allow-lists docsgpt/ and application/ and keeps caches, local data, .env files, the sample index files and the Dockerfile out. Compose and the image workflows point at the new context.
118 lines
4.4 KiB
Python
118 lines
4.4 KiB
Python
"""The registry is the single source of truth for embedding-model facts."""
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import os
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import pytest
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from docsgpt.vectorstore import model_registry as reg
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class TestResolve:
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def test_resolves_canonical_name(self):
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assert reg.resolve(reg.MPNET.name) is reg.MPNET
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@pytest.mark.parametrize(
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"alias",
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[
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"huggingface_sentence-transformers-all-mpnet-base-v2",
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"sentence-transformers/all-mpnet-base-v2",
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"all-mpnet-base-v2",
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],
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)
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def test_resolves_legacy_spellings_of_mpnet(self, alias):
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"""Every spelling the old factory dict accepted must still work."""
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assert reg.resolve(alias) is reg.MPNET
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def test_resolution_is_case_insensitive_and_trims(self):
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assert reg.resolve(" GRANITE-311M ") is reg.GRANITE_311M
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def test_unknown_name_is_none_not_an_error(self):
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"""Unknown names are a valid configuration: an arbitrary HF repo."""
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assert reg.resolve("some-org/some-model") is None
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def test_empty_and_none_resolve_to_none(self):
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assert reg.resolve(None) is None
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assert reg.resolve("") is None
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class TestModelFacts:
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def test_granite_311m_matches_the_existing_column_width(self):
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"""768 is what makes granite a drop-in for an mpnet index."""
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assert reg.GRANITE_311M.dimension == reg.MPNET.dimension == 768
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def test_granite_97m_is_narrower(self):
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assert reg.GRANITE_97M.dimension == 384
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def test_pooling_and_normalisation_are_recorded(self):
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assert reg.MPNET.pooling == "mean"
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assert reg.GRANITE_311M.pooling == "cls"
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assert all(m.normalize for m in reg.MODELS)
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def test_granite_context_is_much_wider_than_mpnet(self):
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assert reg.GRANITE_311M.max_input_tokens == 32768
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assert reg.MPNET.max_input_tokens == 384
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def test_local_runners_carry_a_repo_and_onnx_file(self):
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for model in reg.MODELS:
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if model.provider == "fastembed":
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assert model.repo, f"{model.name} has no repo"
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assert model.onnx_file, f"{model.name} has no onnx_file"
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def test_openai_model_needs_no_local_artifacts(self):
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assert reg.OPENAI_ADA_002.provider == "openai"
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assert reg.OPENAI_ADA_002.repo is None
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class TestHelpers:
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def test_dimension_for_known_and_unknown(self):
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assert reg.dimension_for(reg.GRANITE_97M.name) == 384
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assert reg.dimension_for("nope/nope") is None
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def test_max_input_tokens_for_known_and_unknown(self):
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assert reg.max_input_tokens_for("granite-311m") == 32768
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assert reg.max_input_tokens_for("nope/nope") is None
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def test_known_names_lists_canonical_spellings(self):
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names = reg.known_names()
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assert reg.MPNET.name in names
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assert reg.GRANITE_311M.name in names
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def test_defaults_point_at_the_intended_models(self):
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"""Existing installs stay on mpnet; new installs get granite."""
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assert reg.DEFAULT_LEGACY == reg.MPNET.name
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assert reg.DEFAULT_NEW_INSTALL == reg.GRANITE_311M.name
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def test_no_alias_collisions_between_models(self):
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seen = {}
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for model in reg.MODELS:
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for key in (model.name, *model.aliases):
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assert key.lower() not in seen, f"{key} claimed twice"
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seen[key.lower()] = model
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class TestRegistryMatchesTheHub:
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"""Every registry entry restates facts the model's repository already holds.
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Restating them is what makes an offline install work, but a restatement can
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drift from its source and nothing else would notice: wrong pooling is not a
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crash, only worse retrieval. Opt in with ``DOCSGPT_HUB_TESTS=1``; needs
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network.
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"""
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@pytest.mark.skipif(
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os.environ.get("DOCSGPT_HUB_TESTS") != "1",
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reason="set DOCSGPT_HUB_TESTS=1 to check the registry against the hub",
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)
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@pytest.mark.parametrize(
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"model", [m for m in reg.MODELS if m.provider == "fastembed"]
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)
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def test_entry_matches_repository_metadata(self, model):
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from docsgpt.vectorstore.embeddings_local import _describe_from_repo
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described = _describe_from_repo(model.repo)
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assert described is not None, f"{model.repo} declares no pooling metadata"
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assert described.pooling == model.pooling
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assert described.normalize == model.normalize
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if described.dimension:
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assert described.dimension == model.dimension
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