feat: ingestion optimisations

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Alex committed 2026-08-25 12:27:09 +01:00
1 parent 949b8d7a18
commit e0aff39a1b
8 files changed
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@@ -3,8 +3,11 @@ import logging
from unittest.mock import patch, MagicMock
from application.parser.embedding_pipeline import (
DEFAULT_EMBEDDINGS_BATCH_SIZE,
EmbeddingPipelineError,
_resolve_batch_size,
add_text_to_store_with_retry,
add_texts_to_store_with_retry,
assert_index_complete,
embed_and_store_documents,
sanitize_content,
@@ -123,7 +126,7 @@ def test_embed_and_store_documents_progress_band(
assert currents == sorted(currents)
@patch("application.parser.embedding_pipeline.add_text_to_store_with_retry")
@patch("application.parser.embedding_pipeline.add_texts_to_store_with_retry")
def test_embed_and_store_documents_partial_failure_raises(
mock_add_retry, tmp_path, mock_settings, mock_vector_creator, caplog
):
@@ -146,9 +149,11 @@ def test_embed_and_store_documents_partial_failure_raises(
mock_vector_creator.create_vectorstore.return_value = mock_store
# First document succeeds (FAISS init seeds with docs[0]; the loop
# picks up at idx=1 and raises on the bad chunk).
def side_effect(*args, **kwargs):
if "bad" in args[1].page_content:
# picks up at idx=1 and raises on the bad chunk). The batch entry point
# receives a list, and the per-chunk fallback re-runs it one at a time —
# both go through this mock, so "bad" raises either way.
def side_effect(store_arg, docs_arg, source_arg):
if any("bad" in d.page_content for d in docs_arg):
raise RuntimeError("Embedding failed")
mock_add_retry.side_effect = side_effect
@@ -165,7 +170,7 @@ def test_embed_and_store_documents_partial_failure_raises(
mock_store.save_local.assert_called()
@patch("application.parser.embedding_pipeline.add_text_to_store_with_retry")
@patch("application.parser.embedding_pipeline.add_texts_to_store_with_retry")
def test_embed_and_store_documents_all_chunks_succeed_no_raise(
mock_add_retry, tmp_path, mock_settings, mock_vector_creator,
):
@@ -291,3 +296,143 @@ def test_embed_and_store_documents_save_fails_raises_oserror(
with pytest.raises(OSError, match="Unable to save vector store"):
embed_and_store_documents(docs, str(folder_name), source_id, task_status)
# ── batched embed loop ─────────────────────────────────────────────────────
def test_add_texts_to_store_with_retry_sends_one_call_per_batch():
"""The batch entry point collapses N chunks into a single add_texts."""
store = MagicMock()
docs = [MagicMock(page_content=f"c{i}", metadata={}) for i in range(3)]
add_texts_to_store_with_retry(store, docs, "sid")
store.add_texts.assert_called_once_with(
["c0", "c1", "c2"],
metadatas=[{"source_id": "sid"}] * 3,
)
def test_add_texts_to_store_with_retry_sanitizes_and_skips_empty():
store = MagicMock()
docs = [MagicMock(page_content="a\x00b", metadata={})]
add_texts_to_store_with_retry(store, docs, "sid")
assert store.add_texts.call_args.args[0] == ["ab"]
store.reset_mock()
add_texts_to_store_with_retry(store, [], "sid")
store.add_texts.assert_not_called()
def test_resolve_batch_size_falls_back_on_bad_setting(monkeypatch):
fake = MagicMock() # attribute access yields a MagicMock, not an int
monkeypatch.setattr("application.parser.embedding_pipeline.settings", fake)
assert _resolve_batch_size() == DEFAULT_EMBEDDINGS_BATCH_SIZE
fake.EMBEDDINGS_BATCH_SIZE = 0
assert _resolve_batch_size() == 1 # never below 1
fake.EMBEDDINGS_BATCH_SIZE = 32
assert _resolve_batch_size() == 32
def test_embed_loop_batches_chunks(tmp_path, mock_settings, mock_vector_creator):
"""70 chunks at batch size 32 => 3 add_texts calls, not 70."""
mock_settings.VECTOR_STORE = "chromadb"
mock_settings.EMBEDDINGS_BATCH_SIZE = 32
docs = [MagicMock(page_content=f"d{i}", metadata={}) for i in range(70)]
store = MagicMock()
mock_vector_creator.create_vectorstore.return_value = store
with patch("application.parser.embedding_pipeline._record_progress") as rec:
embed_and_store_documents(
docs, str(tmp_path / "s"), "sid", MagicMock(),
)
assert store.add_texts.call_count == 3
assert [len(c.args[0]) for c in store.add_texts.call_args_list] == [32, 32, 6]
# One checkpoint per batch, and the final one accounts for every chunk.
assert rec.call_count == 3
assert rec.call_args.kwargs == {"last_index": 69, "embedded_chunks": 70}
def test_embed_loop_batch_size_one_matches_legacy(
tmp_path, mock_settings, mock_vector_creator
):
"""batch_size=1 restores the pre-batching one-call-per-chunk behaviour."""
mock_settings.VECTOR_STORE = "chromadb"
mock_settings.EMBEDDINGS_BATCH_SIZE = 1
docs = [MagicMock(page_content=f"d{i}", metadata={}) for i in range(5)]
store = MagicMock()
mock_vector_creator.create_vectorstore.return_value = store
embed_and_store_documents(docs, str(tmp_path / "s"), "sid", MagicMock())
assert store.add_texts.call_count == 5
def test_poison_chunk_isolated_by_per_chunk_fallback(
tmp_path, mock_settings, mock_vector_creator
):
"""A batch failure re-runs individually: good chunks land, and the
reported failure index is the real offender, not the batch head.
Patches the batch entry point so the ``@retry`` sleeps don't run — the
fallback, not the retry, is what's under test here.
"""
mock_settings.VECTOR_STORE = "chromadb"
mock_settings.EMBEDDINGS_BATCH_SIZE = 32
docs = [MagicMock(page_content=f"d{i}", metadata={}) for i in range(10)]
docs[6].page_content = "poison"
mock_vector_creator.create_vectorstore.return_value = MagicMock()
def fake_add(store, batch, source_id):
if any(d.page_content == "poison" for d in batch):
raise RuntimeError("input too large")
with patch(
"application.parser.embedding_pipeline.add_texts_to_store_with_retry",
side_effect=fake_add,
):
with patch("application.parser.embedding_pipeline._record_progress") as rec:
with pytest.raises(EmbeddingPipelineError) as exc:
embed_and_store_documents(
docs, str(tmp_path / "s"), "sid", MagicMock(),
)
assert "chunk 6/10" in str(exc.value)
assert isinstance(exc.value.__cause__, RuntimeError)
# Chunks 0-5 were salvaged one at a time and checkpointed.
assert rec.call_args_list[-1].kwargs == {"last_index": 5, "embedded_chunks": 6}
def test_batch_only_failure_recovers_via_fallback(
tmp_path, mock_settings, mock_vector_creator
):
"""When the *batch* is rejected but each chunk is fine on its own (e.g. a
request-size limit), the fallback completes the ingest without raising."""
mock_settings.VECTOR_STORE = "chromadb"
mock_settings.EMBEDDINGS_BATCH_SIZE = 32
docs = [MagicMock(page_content=f"d{i}", metadata={}) for i in range(4)]
mock_vector_creator.create_vectorstore.return_value = MagicMock()
seen = []
def fake_add(store, batch, source_id):
seen.append(len(batch))
if len(batch) > 1:
raise RuntimeError("payload too large")
with patch(
"application.parser.embedding_pipeline.add_texts_to_store_with_retry",
side_effect=fake_add,
):
embed_and_store_documents(docs, str(tmp_path / "s"), "sid", MagicMock())
# One rejected batch of 4, then four successful singles.
assert seen == [4, 1, 1, 1, 1]
+204 -4
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@@ -91,9 +91,11 @@ class TestGitHubLoaderLoadData:
loader = GitHubLoader()
# Stub out network-dependent methods
monkeypatch.setattr(loader, "fetch_repo_files", lambda repo, path="": [
"README.md", "src/main.py"
])
monkeypatch.setattr(loader, "get_default_branch", lambda repo: "main")
monkeypatch.setattr(
loader, "fetch_repo_tree",
lambda repo, branch: ([("README.md", 10), ("src/main.py", 10)], False),
)
def fake_fetch_content(repo, file_path):
return f"content for {file_path}"
@@ -257,8 +259,10 @@ class TestGitHubLoaderFetchFileContentEdgeCases:
class TestGitHubLoaderLoadDataSkipsNone:
def test_skips_binary_files(self, monkeypatch):
loader = GitHubLoader()
monkeypatch.setattr(loader, "get_default_branch", lambda repo: "main")
monkeypatch.setattr(
loader, "fetch_repo_files", lambda repo, path="": ["a.py", "b.png"]
loader, "fetch_repo_tree",
lambda repo, branch: ([("a.py", 10), ("b.png", 10)], False),
)
def fake_content(repo, fp):
@@ -312,3 +316,199 @@ class TestGitHubLoaderRobustness:
mock_get.return_value = make_response({"encoding": "base64", "content": "AAA"})
result = GitHubLoader().fetch_file_content("owner/repo", "bigfile.bin")
assert result is None
class TestGitHubLoaderNormalizeRepo:
@pytest.mark.parametrize("raw,expected", [
("https://github.com/owner/repo", "owner/repo"),
("https://github.com/owner/repo.git", "owner/repo"),
("https://github.com/owner/repo/", "owner/repo"),
("http://github.com/owner/repo.git/", "owner/repo"),
("owner/repo", "owner/repo"),
("https://github.com/owner/repo/tree/main/sub", "owner/repo"),
])
def test_normalizes(self, raw, expected):
assert GitHubLoader.normalize_repo(raw) == expected
def test_rejects_non_repo_url(self):
"""Regression: a pasted website URL used to be concatenated straight
into the contents path and 404-loop."""
loader = GitHubLoader()
with pytest.raises(ValueError, match="Not a valid GitHub repository"):
loader.load_data("https://suat-handbook.netlify.app/")
class TestGitHubLoaderSkipPaths:
@pytest.mark.parametrize("path", [
"node_modules/left-pad/index.js",
"web/dist/app.js",
"target/scala-2.13/Foo.class",
"vendor/github.com/pkg/errors/errors.go",
"package-lock.json",
"assets/app.min.js",
"build/output.map",
".venv/lib/thing.py",
"src/__pycache__/mod.pyc",
])
def test_skipped(self, path):
assert GitHubLoader().should_skip_path(path) is True
@pytest.mark.parametrize("path", [
"README.md",
"src/main/scala/zio/ZIO.scala",
".github/workflows/ci.yml",
"docs/guide/setup.md",
"Cargo.toml",
])
def test_kept(self, path):
assert GitHubLoader().should_skip_path(path) is False
class TestGitHubLoaderIsTextFileAdditions:
@pytest.mark.parametrize("path", [
"Cargo.toml", "main.go", "app.vue", "schema.proto",
"infra.tf", "Dockerfile", "Makefile", "build.gradle",
])
def test_newly_recognised_text(self, path):
assert GitHubLoader().is_text_file(path) is True
def test_env_files_are_not_ingested(self):
""".env was in the allowlist, so a committed secrets file would be
embedded verbatim into the vector index."""
loader = GitHubLoader()
assert loader.is_text_file("config/.env") is False
assert loader.is_text_file(".env") is False
class TestGitHubLoaderSelectFiles:
def test_applies_size_cap(self, monkeypatch):
loader = GitHubLoader()
monkeypatch.setattr(
"application.parser.remote.github_loader.settings.GITHUB_INGEST_MAX_FILE_BYTES",
100, raising=False,
)
entries = [("small.py", 50), ("huge.py", 5000), ("ok.md", 99)]
assert loader.select_files(entries) == ["small.py", "ok.md"]
def test_zero_cap_disables_limit(self, monkeypatch):
loader = GitHubLoader()
monkeypatch.setattr(
"application.parser.remote.github_loader.settings.GITHUB_INGEST_MAX_FILE_BYTES",
0, raising=False,
)
assert loader.select_files([("huge.py", 10**9)]) == ["huge.py"]
def test_filters_binaries_and_vendored(self):
entries = [
("README.md", 10), ("logo.png", 10),
("node_modules/x/i.js", 10), ("src/a.py", 10),
]
assert GitHubLoader().select_files(entries) == ["README.md", "src/a.py"]
class TestGitHubLoaderTree:
@patch("application.parser.remote.github_loader.requests.get")
def test_single_request_lists_all_blobs(self, mock_get):
mock_get.return_value = make_response({
"tree": [
{"path": "README.md", "type": "blob", "size": 12},
{"path": "src", "type": "tree"},
{"path": "src/a.py", "type": "blob", "size": 34},
],
"truncated": False,
})
entries, truncated = GitHubLoader().fetch_repo_tree("owner/repo", "main")
assert entries == [("README.md", 12), ("src/a.py", 34)]
assert truncated is False
# One call for the whole repo, versus one per directory before.
assert mock_get.call_count == 1
@patch("application.parser.remote.github_loader.requests.get")
def test_truncated_tree_falls_back_to_walk(self, mock_get, monkeypatch):
loader = GitHubLoader()
mock_get.return_value = make_response({"tree": [], "truncated": True})
monkeypatch.setattr(
loader, "fetch_repo_files", lambda repo, path="": ["README.md"]
)
assert loader._list_candidate_files("owner/repo", "main") == ["README.md"]
class TestGitHubLoaderDefaultBranch:
@patch("application.parser.remote.github_loader.requests.get")
def test_uses_repo_default_branch(self, mock_get):
mock_get.return_value = make_response({"default_branch": "master"})
assert GitHubLoader().get_default_branch("owner/repo") == "master"
@patch("application.parser.remote.github_loader.requests.get")
def test_falls_back_to_main(self, mock_get):
mock_get.side_effect = requests.ConnectionError("boom")
assert GitHubLoader().get_default_branch("owner/repo") == "main"
def test_citation_url_uses_real_branch(self, monkeypatch):
"""Regression: blob/main was hard-coded, so every master-default
repo produced dead source links."""
loader = GitHubLoader()
monkeypatch.setattr(loader, "get_default_branch", lambda repo: "master")
monkeypatch.setattr(
loader, "fetch_repo_tree", lambda repo, branch: ([("a.py", 5)], False)
)
monkeypatch.setattr(loader, "fetch_file_content", lambda r, p: "code")
docs = loader.load_data("https://github.com/owner/repo")
assert docs[0].extra_info["source"] == (
"https://github.com/owner/repo/blob/master/a.py"
)
class TestGitHubLoaderParallelFetch:
def test_fetches_in_parallel_and_preserves_order(self, monkeypatch):
loader = GitHubLoader()
monkeypatch.setattr(loader, "get_default_branch", lambda repo: "main")
paths = [f"f{i}.py" for i in range(10)]
monkeypatch.setattr(
loader, "fetch_repo_tree",
lambda repo, branch: ([(p, 5) for p in paths], False),
)
monkeypatch.setattr(
loader, "fetch_file_content", lambda r, p: f"body {p}"
)
docs = loader.load_data("https://github.com/owner/repo")
assert [d.doc_id for d in docs] == paths
def test_one_bad_file_does_not_sink_the_ingest(self, monkeypatch):
loader = GitHubLoader()
monkeypatch.setattr(loader, "get_default_branch", lambda repo: "main")
monkeypatch.setattr(
loader, "fetch_repo_tree",
lambda repo, branch: ([("good.py", 5), ("bad.py", 5)], False),
)
def flaky(repo, path):
if path == "bad.py":
raise requests.HTTPError("500")
return "code"
monkeypatch.setattr(loader, "fetch_file_content", flaky)
docs = loader.load_data("https://github.com/owner/repo")
assert [d.doc_id for d in docs] == ["good.py"]
class TestGitHubLoaderStaleTokenFallback:
@patch("application.parser.remote.github_loader.requests.get")
def test_401_retries_unauthenticated(self, mock_get):
"""An expired PAT 401s even public repos; fall back to anonymous
rather than failing the ingest outright."""
loader = GitHubLoader()
loader.access_token = "stale-token"
unauthorized = MagicMock(status_code=401)
ok = make_response({"ok": True}, 200)
mock_get.side_effect = [unauthorized, ok]
resp = loader._make_request("https://api.github.com/repos/o/r")
assert resp.status_code == 200
assert mock_get.call_count == 2
# Second attempt carried no Authorization header.
assert "Authorization" not in mock_get.call_args.kwargs["headers"]