Repository Analysis

superlinked/sie

Open-source inference server and production cluster for all the models your agent needs.

17.2 Moderate AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of superlinked/sie, a Python project with 2,696 GitHub stars. SynthScan v2.0 examined 571,580 lines of code across 1695 source files, recording 7631 pattern matches distributed across 22 syntactic categories. The overall adjusted score of 17.2 places this repository in the Moderate AI signal band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

17.2
Adjusted Score
17.2
Raw Score
100%
Time Factor
2026-08-09
Last Push
2.7K
Stars
Python
Language
571.6K
Lines of Code
1.7K
Files
7.6K
Pattern Hits
2026-08-09
Scan Date
0.13
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 8HIGH 214MEDIUM 651LOW 6758

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 7631 distinct pattern matches across 22 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers4445 hits · 4422 pts
SeverityFileLineSnippetContext
LOWintegrations/conftest.py49def _create_mock_encode_result(CODE
LOWintegrations/conftest.py90def _create_mock_score_result(query: str, items: list[dict], top_k: int | None = None) -> list[dict[str, Any]]:CODE
LOWintegrations/conftest.py112def _create_mock_extract_result(text: str, labels: list[str]) -> dict[str, Any]:CODE
LOWintegrations/sie_langchain/tests/test_embeddings.py14 def test_embed_documents_single(self, mock_sie_client: object) -> None:CODE
LOWintegrations/sie_langchain/tests/test_embeddings.py24 def test_embed_documents_batch(self, mock_sie_client: object, test_texts: list[str]) -> None:CODE
LOWintegrations/sie_langchain/tests/test_embeddings.py34 def test_embed_documents_empty(self, mock_sie_client: object) -> None:CODE
LOWintegrations/sie_langchain/tests/test_embeddings.py51 def test_embed_query_different_from_document(self, mock_sie_client: object) -> None:CODE
LOWintegrations/sie_langchain/tests/test_embeddings.py82 def test_api_key_forwarded_to_sync_client(self) -> None:CODE
LOWintegrations/sie_langchain/tests/test_embeddings.py91 def test_api_key_forwarded_to_async_client(self) -> None:CODE
LOWintegrations/sie_langchain/tests/test_embeddings.py120 async def test_aembed_documents_empty(self, mock_sie_async_client: object) -> None:CODE
LOWintegrations/sie_langchain/tests/test_embeddings.py135 def test_encode_queries_single(self, mock_sie_client: object) -> None:CODE
LOWintegrations/sie_langchain/tests/test_embeddings.py148 def test_encode_queries_batch(self, mock_sie_client: object, test_texts: list[str]) -> None:CODE
LOWintegrations/sie_langchain/tests/test_embeddings.py160 def test_encode_queries_empty(self, mock_sie_client: object) -> None:CODE
LOWintegrations/sie_langchain/tests/test_embeddings.py170 def test_encode_documents_single(self, mock_sie_client: object) -> None:CODE
LOWintegrations/sie_langchain/tests/test_embeddings.py181 def test_encode_documents_batch(self, mock_sie_client: object, test_texts: list[str]) -> None:CODE
LOWintegrations/sie_langchain/tests/test_embeddings.py190 def test_encode_documents_empty(self, mock_sie_client: object) -> None:CODE
LOWintegrations/sie_langchain/tests/test_embeddings.py200 def test_encode_queries_uses_is_query(self, mock_sie_client: object) -> None:CODE
LOWintegrations/sie_langchain/tests/test_embeddings.py211 def test_encode_documents_no_is_query(self, mock_sie_client: object) -> None:CODE
LOWintegrations/sie_langchain/tests/test_embeddings.py233 def test_lazy_client_initialization(self) -> None:CODE
LOWintegrations/sie_langchain/tests/test_embeddings.py239 def test_api_key_forwarded_to_sync_client(self) -> None:CODE
LOWintegrations/sie_langchain/tests/test_rerankers.py26 def test_compress_documents_empty(self, mock_sie_client: object) -> None:CODE
LOWintegrations/sie_langchain/tests/test_rerankers.py34 def test_compress_documents_top_k(self, mock_sie_client: object, test_documents: list[str]) -> None:CODE
LOWintegrations/sie_langchain/tests/test_rerankers.py43 def test_compress_documents_preserves_metadata(self, mock_sie_client: object) -> None:CODE
LOWintegrations/sie_langchain/tests/test_rerankers.py83 async def test_acompress_documents_empty(self, mock_sie_async_client: object) -> None:CODE
LOWintegrations/sie_langchain/tests/test_integration.py112 def test_chroma_similarity_search(self, sie_url: str) -> None:CODE
LOWintegrations/sie_langchain/tests/test_integration.py204 def test_rag_retrieval_pipeline(self, sie_url: str) -> None:CODE
LOWintegrations/sie_langchain/tests/test_extractors.py12 def test_extract_returns_multi_type_dict(self, mock_sie_client: object, test_ner_text: str) -> None:CODE
LOWintegrations/sie_langchain/tests/test_extractors.py63 def test_tool_name_and_description(self) -> None:CODE
LOW…egrations/sie_langchain/src/sie_langchain/rerankers.py177 def _build_reranked_documents(self, documents: Sequence[Document], results: list[Any]) -> list[Document]:CODE
LOWintegrations/sie_weaviate/tests/conftest.py21def _create_mock_encode_result(CODE
LOWintegrations/sie_weaviate/tests/conftest.py49def _create_mock_extract_result(CODE
LOWintegrations/sie_weaviate/tests/conftest.py74def _create_mock_classify_result(CODE
LOWintegrations/sie_weaviate/tests/conftest.py241def mock_async_classify_client(mock_sie_async_client: AsyncMock) -> AsyncMock:CODE
LOWintegrations/sie_weaviate/tests/test_vectorizer.py48 def test_deterministic_embeddings(self, mock_sie_client: object) -> None:CODE
LOWintegrations/sie_weaviate/tests/test_vectorizer.py58 def test_different_documents_different_embeddings(self, mock_sie_client: object) -> None:CODE
LOWintegrations/sie_weaviate/tests/test_vectorizer.py67 def test_custom_model_passed_to_encode(self, mock_sie_client: object) -> None:CODE
LOWintegrations/sie_weaviate/tests/test_vectorizer.py77 def test_output_types_set_to_dense(self, mock_sie_client: object) -> None:CODE
LOWintegrations/sie_weaviate/tests/test_vectorizer.py87 def test_lazy_client_initialization(self) -> None:CODE
LOWintegrations/sie_weaviate/tests/test_vectorizer.py92 def test_normalized_embeddings(self, mock_sie_client: object) -> None:CODE
LOWintegrations/sie_weaviate/tests/test_vectorizer.py102 def test_embed_query_passes_is_query(self, mock_sie_client: object) -> None:CODE
LOWintegrations/sie_weaviate/tests/test_vectorizer.py112 def test_embed_documents_does_not_pass_is_query(self, mock_sie_client: object) -> None:CODE
LOWintegrations/sie_weaviate/tests/test_vectorizer.py122 def test_instruction_forwarded(self, mock_sie_client: object) -> None:CODE
LOWintegrations/sie_weaviate/tests/test_vectorizer.py132 def test_output_dtype_forwarded(self, mock_sie_client: object) -> None:CODE
LOWintegrations/sie_weaviate/tests/test_vectorizer.py142 def test_instruction_forwarded_in_query(self, mock_sie_client: object) -> None:CODE
LOWintegrations/sie_weaviate/tests/test_vectorizer.py203 def test_output_types_forwarded(self, mock_sie_client: object) -> None:CODE
LOWintegrations/sie_weaviate/tests/test_vectorizer.py213 def test_default_output_types(self, mock_sie_client: object) -> None:CODE
LOWintegrations/sie_weaviate/tests/test_vectorizer.py223 def test_lazy_client_initialization(self) -> None:CODE
LOWintegrations/sie_weaviate/tests/test_vectorizer.py228 def test_embed_query_passes_is_query(self, mock_sie_client: object) -> None:CODE
LOWintegrations/sie_weaviate/tests/test_vectorizer.py238 def test_instruction_forwarded(self, mock_sie_client: object) -> None:CODE
LOWintegrations/sie_weaviate/tests/test_vectorizer.py248 def test_output_dtype_forwarded(self, mock_sie_client: object) -> None:CODE
LOWintegrations/sie_weaviate/tests/test_vectorizer.py27 def test_embed_empty_list_no_client_call(self, mock_sie_client: object) -> None:CODE
LOWintegrations/sie_weaviate/tests/test_vectorizer.py153 def test_extract_dense_raises_on_none(self) -> None:CODE
LOWintegrations/sie_weaviate/tests/test_vectorizer.py164 def test_embed_documents_returns_named(self, mock_sie_client: object, sample_documents: list[str]) -> None:CODE
LOWintegrations/sie_weaviate/tests/test_vectorizer.py182 def test_embed_query_returns_named(self, mock_sie_client: object) -> None:CODE
LOWintegrations/sie_weaviate/tests/test_vectorizer.py273 def test_extract_multivector_from_numpy(self) -> None:CODE
LOWintegrations/sie_weaviate/tests/test_vectorizer.py282 def test_extract_multivector_from_list_of_arrays(self) -> None:CODE
LOWintegrations/sie_weaviate/tests/test_integration.py91 def test_dense_and_sparse_named_vectors(self, sie_url: str, weaviate_client) -> None:CODE
LOWintegrations/sie_weaviate/tests/test_enricher.py14 def test_enrich_returns_vectors_and_properties(self, mock_sie_client: MagicMock) -> None:CODE
LOWintegrations/sie_weaviate/tests/test_enricher.py31 def test_enrich_groups_entities_by_label(self, mock_sie_client: MagicMock) -> None:CODE
LOWintegrations/sie_weaviate/tests/test_enricher.py48 def test_enrich_with_classification(self, mock_classify_client: MagicMock) -> None:CODE
4385 more matches not shown…
Decorative Section Separators572 hits · 1852 pts
SeverityFileLineSnippetContext
MEDIUMdeploy/helm/sie-cluster/values.yaml1350# =============================================================================COMMENT
MEDIUMdeploy/helm/sie-cluster/values.yaml1353# =============================================================================COMMENT
MEDIUMdeploy/helm/sie-cluster/values.yaml1878# =============================================================================COMMENT
MEDIUMdeploy/helm/sie-cluster/values.yaml1883# =============================================================================COMMENT
MEDIUMexamples/regulatory-rag/rag_pipeline.py39# ── Configuration ──────────────────────────────────────────────────────COMMENT
MEDIUMexamples/regulatory-rag/rag_pipeline.py64# ── SIE Client ─────────────────────────────────────────────────────────COMMENT
MEDIUMexamples/regulatory-rag/rag_pipeline.py139# ── Vector Operations ──────────────────────────────────────────────────COMMENT
MEDIUMexamples/regulatory-rag/rag_pipeline.py151# ── Display Helpers ────────────────────────────────────────────────────COMMENT
MEDIUMexamples/regulatory-rag/rag_pipeline.py193# ── RAG Pipeline ───────────────────────────────────────────────────────COMMENT
MEDIUMexamples/regulatory-rag/rag_pipeline.py219 # ── Stage 1: Encode ──────────────────────────────────────────────COMMENT
MEDIUMexamples/regulatory-rag/rag_pipeline.py239 # ── Stage 2: Dense Retrieval ─────────────────────────────────────COMMENT
MEDIUMexamples/regulatory-rag/rag_pipeline.py260 # ── Stage 3: Rerank ──────────────────────────────────────────────COMMENT
MEDIUMexamples/regulatory-rag/rag_pipeline.py305 # ── Stage 4: Extract Highlights ──────────────────────────────────COMMENT
MEDIUMexamples/regulatory-rag/rag_pipeline.py329 # ── Stage 5: Build Compressed Context ────────────────────────────COMMENT
MEDIUMexamples/regulatory-rag/rag_pipeline.py403# ── Main ───────────────────────────────────────────────────────────────COMMENT
MEDIUM…s/contract-review-agent/contract_review_agent/tools.py96# ──────────────────────────────────────────────────────────────────────────COMMENT
MEDIUM…s/contract-review-agent/contract_review_agent/tools.py98# ──────────────────────────────────────────────────────────────────────────COMMENT
MEDIUM…s/contract-review-agent/contract_review_agent/tools.py203# ──────────────────────────────────────────────────────────────────────────COMMENT
MEDIUM…s/contract-review-agent/contract_review_agent/tools.py205# ──────────────────────────────────────────────────────────────────────────COMMENT
MEDIUM…s/contract-review-agent/contract_review_agent/tools.py325# ──────────────────────────────────────────────────────────────────────────COMMENT
MEDIUM…s/contract-review-agent/contract_review_agent/tools.py327# ──────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMexamples/retrieval-ablation/autoresearch.py595 # ── Ensemble experiments (CPU-only, uses cached CE results) ──────COMMENT
MEDIUMexamples/retrieval-ablation/autoresearch.py658 # ── Pool experiments: MV-based pools + CE rerank ──────COMMENT
MEDIUMexamples/retrieval-ablation/benchmark_ablation.py41# ── Config ──────────────────────────────────────────────────────────────────COMMENT
MEDIUMexamples/retrieval-ablation/benchmark_ablation.py85# ── Caching ────────────────────────────────────────────────────────────────COMMENT
MEDIUMexamples/retrieval-ablation/benchmark_ablation.py128# ── Utilities ───────────────────────────────────────────────────────────────COMMENT
MEDIUMexamples/retrieval-ablation/benchmark_ablation.py147# ── Metrics ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMexamples/retrieval-ablation/benchmark_ablation.py196# ── Output ──────────────────────────────────────────────────────────────────COMMENT
MEDIUMexamples/retrieval-ablation/benchmark_ablation.py236# ── Data Loading ────────────────────────────────────────────────────────────COMMENT
MEDIUMexamples/retrieval-ablation/benchmark_ablation.py273# ── Async Encode (SDK handles 503 retries; we retry transport errors) ──────COMMENT
MEDIUMexamples/retrieval-ablation/benchmark_ablation.py353# ── Turbopuffer (async) ───────────────────────────────────────────────────COMMENT
MEDIUMexamples/retrieval-ablation/benchmark_ablation.py413# ── Cross-Encoder Reranking with partial cache ─────────────────────────────COMMENT
MEDIUMexamples/retrieval-ablation/benchmark_ablation.py493# ── Multi-Vector Scoring (CPU, maxsim_cpu) ─────────────────────────────────COMMENT
MEDIUMexamples/retrieval-ablation/benchmark_ablation.py544# ── Main ────────────────────────────────────────────────────────────────────COMMENT
MEDIUMexamples/retrieval-ablation/benchmark_ablation.py625 # ── Trial 1: Embed corpus + queries with bge-m3 ──────────────COMMENT
MEDIUMexamples/retrieval-ablation/benchmark_ablation.py656 # ── Trial 2: BM25 + Vector retrieval ──────────────────────COMMENT
MEDIUMexamples/retrieval-ablation/benchmark_ablation.py670 # ── Eval: BM25, Vector, RRF baselines ─────────────────────COMMENT
MEDIUMexamples/retrieval-ablation/benchmark_ablation.py684 # ── Build hybrid pool ──────────────────────────────────────COMMENT
MEDIUMpackages/sie_server/tests/conftest.py250# =============================================================================COMMENT
MEDIUMpackages/sie_server/tests/conftest.py252# =============================================================================COMMENT
MEDIUMpackages/sie_server/tests/conftest.py339# =============================================================================COMMENT
MEDIUMpackages/sie_server/tests/conftest.py341# =============================================================================COMMENT
MEDIUMpackages/sie_server/tests/conftest.py543# =============================================================================COMMENT
MEDIUMpackages/sie_server/tests/conftest.py545# =============================================================================COMMENT
MEDIUMpackages/sie_server/tests/conftest.py679# =============================================================================COMMENT
MEDIUMpackages/sie_server/tests/conftest.py681# =============================================================================COMMENT
MEDIUMpackages/sie_server/tests/test_parity_run_batch.py256# --------------------------------------------------------------------COMMENT
MEDIUMpackages/sie_server/tests/test_parity_run_batch.py258# --------------------------------------------------------------------COMMENT
MEDIUMpackages/sie_server/tests/test_adapter_call_loop.py41# --------------------------------------------------------------------COMMENT
MEDIUMpackages/sie_server/tests/test_adapter_call_loop.py43# --------------------------------------------------------------------COMMENT
MEDIUMpackages/sie_server/tests/test_adapter_call_loop.py127# --------------------------------------------------------------------COMMENT
MEDIUMpackages/sie_server/tests/test_adapter_call_loop.py129# --------------------------------------------------------------------COMMENT
MEDIUMpackages/sie_server/tests/test_adapter_call_loop.py284# --------------------------------------------------------------------COMMENT
MEDIUMpackages/sie_server/tests/test_adapter_call_loop.py286# --------------------------------------------------------------------COMMENT
MEDIUM…ckages/sie_server/tests/test_queue_executor_stage1d.py141# -----------------------------------------------------------------------------COMMENT
MEDIUM…ckages/sie_server/tests/test_queue_executor_stage1d.py143# -----------------------------------------------------------------------------COMMENT
MEDIUM…ckages/sie_server/tests/test_queue_executor_stage1d.py351# -----------------------------------------------------------------------------COMMENT
MEDIUM…ckages/sie_server/tests/test_queue_executor_stage1d.py353# -----------------------------------------------------------------------------COMMENT
MEDIUM…ckages/sie_server/tests/test_queue_executor_stage1d.py91# -----------------------------------------------------------------------------COMMENT
MEDIUM…ckages/sie_server/tests/test_queue_executor_stage1d.py93# -----------------------------------------------------------------------------COMMENT
512 more matches not shown…
Unused Imports791 hits · 740 pts
SeverityFileLineSnippetContext
LOWintegrations/conftest.py7CODE
LOWintegrations/sie_langchain/tests/test_embeddings.py3CODE
LOWintegrations/sie_langchain/tests/test_rerankers.py3CODE
LOWintegrations/sie_langchain/tests/test_integration.py10CODE
LOWintegrations/sie_langchain/tests/test_extractors.py3CODE
LOW…grations/sie_langchain/src/sie_langchain/extractors.py6CODE
LOW…tegrations/sie_langchain/src/sie_langchain/__init__.py32CODE
LOW…tegrations/sie_langchain/src/sie_langchain/__init__.py32CODE
LOW…tegrations/sie_langchain/src/sie_langchain/__init__.py33CODE
LOW…tegrations/sie_langchain/src/sie_langchain/__init__.py34CODE
LOW…grations/sie_langchain/src/sie_langchain/embeddings.py8CODE
LOW…egrations/sie_langchain/src/sie_langchain/rerankers.py6CODE
LOWintegrations/sie_weaviate/tests/conftest.py8CODE
LOWintegrations/sie_weaviate/tests/test_vectorizer.py3CODE
LOWintegrations/sie_weaviate/tests/test_integration.py18CODE
LOWintegrations/sie_weaviate/tests/test_enricher.py3CODE
LOWintegrations/sie_weaviate/src/sie_weaviate/__init__.py65CODE
LOWintegrations/sie_weaviate/src/sie_weaviate/__init__.py65CODE
LOWintegrations/sie_weaviate/src/sie_weaviate/__init__.py66CODE
LOWintegrations/sie_weaviate/src/sie_weaviate/__init__.py66CODE
LOW…tegrations/sie_weaviate/src/sie_weaviate/vectorizer.py12CODE
LOWintegrations/sie_weaviate/src/sie_weaviate/enricher.py8CODE
LOW…tegrations/sie_chroma/tests/test_embedding_function.py3CODE
LOWintegrations/sie_chroma/tests/conftest.py3CODE
LOWintegrations/sie_chroma/tests/test_integration.py18CODE
LOWintegrations/sie_chroma/src/sie_chroma/__init__.py40CODE
LOWintegrations/sie_chroma/src/sie_chroma/__init__.py40CODE
LOW…ations/sie_chroma/src/sie_chroma/embedding_function.py8CODE
LOWintegrations/sie_crewai/tests/conftest.py3CODE
LOWintegrations/sie_crewai/tests/test_integration.py12CODE
LOWintegrations/sie_crewai/tests/test_tools.py3CODE
LOWintegrations/sie_crewai/src/sie_crewai/tools.py6CODE
LOWintegrations/sie_crewai/src/sie_crewai/__init__.py41CODE
LOWintegrations/sie_crewai/src/sie_crewai/__init__.py42CODE
LOWintegrations/sie_crewai/src/sie_crewai/__init__.py42CODE
LOWintegrations/sie_crewai/src/sie_crewai/embedders.py7CODE
LOWintegrations/sie_haystack/tests/conftest.py7CODE
LOWintegrations/sie_haystack/tests/test_integration.py10CODE
LOWintegrations/sie_haystack/tests/test_embedders.py3CODE
LOWintegrations/sie_haystack/tests/test_rankers.py3CODE
LOWintegrations/sie_haystack/tests/test_extractors.py3CODE
LOW…tegrations/sie_haystack/src/sie_haystack/extractors.py7CODE
LOWintegrations/sie_haystack/src/sie_haystack/__init__.py50CODE
LOWintegrations/sie_haystack/src/sie_haystack/__init__.py50CODE
LOWintegrations/sie_haystack/src/sie_haystack/__init__.py50CODE
LOWintegrations/sie_haystack/src/sie_haystack/__init__.py50CODE
LOWintegrations/sie_haystack/src/sie_haystack/__init__.py50CODE
LOWintegrations/sie_haystack/src/sie_haystack/__init__.py50CODE
LOWintegrations/sie_haystack/src/sie_haystack/__init__.py50CODE
LOWintegrations/sie_haystack/src/sie_haystack/__init__.py59CODE
LOWintegrations/sie_haystack/src/sie_haystack/__init__.py59CODE
LOWintegrations/sie_haystack/src/sie_haystack/__init__.py59CODE
LOWintegrations/sie_haystack/src/sie_haystack/__init__.py59CODE
LOWintegrations/sie_haystack/src/sie_haystack/__init__.py59CODE
LOWintegrations/sie_haystack/src/sie_haystack/__init__.py60CODE
LOWintegrations/sie_haystack/src/sie_haystack/embedders.py12CODE
LOWintegrations/sie_haystack/src/sie_haystack/rankers.py6CODE
LOW…tack_integrations/components/embedders/sie/__init__.py7CODE
LOW…tack_integrations/components/embedders/sie/__init__.py7CODE
LOW…tack_integrations/components/embedders/sie/__init__.py7CODE
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Over-Commented Block728 hits · 624 pts
SeverityFileLineSnippetContext
LOWCargo.toml1# Virtual workspace over the PUBLIC Rust crates (#2339): one lockfile, oneCOMMENT
LOWdeny.toml1# cargo-deny policy for the workspace (sie-gateway, sie-gateway-cloud,COMMENT
LOWdeny.toml21 # Two quick-xml 0.40.1 DoS advisories, both fixed in the breaking 0.41.0COMMENT
LOWdeploy/helm/sie-cluster/values-aks.yaml61 enabled: trueCOMMENT
LOWdeploy/helm/sie-cluster/values-aks.yaml81 # # And at the top level:COMMENT
LOWdeploy/helm/sie-cluster/values-aks.yaml161# (default "sie-server") and namespace (default "sie").COMMENT
LOWdeploy/helm/sie-cluster/values-aws.yaml61 # tlsConfig:COMMENT
LOWdeploy/helm/sie-cluster/values-aws.yaml161# NAMING CONTRACT: name must match module.sie_irsa_role namespace_service_accountsCOMMENT
LOWdeploy/helm/sie-cluster/README.md341```yamlCOMMENT
LOWdeploy/helm/sie-cluster/values-gke.yaml61healthGates:COMMENT
LOWdeploy/helm/sie-cluster/values-gke.yaml81 # hosts:COMMENT
LOWdeploy/helm/sie-cluster/values.yaml1# SIE Cluster Helm ValuesCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml21COMMENT
LOWdeploy/helm/sie-cluster/values.yaml41sharedPaths:COMMENT
LOWdeploy/helm/sie-cluster/values.yaml121 failureThreshold: 3COMMENT
LOWdeploy/helm/sie-cluster/values.yaml141# config deltas. It does not own config persistence or writes;COMMENT
LOWdeploy/helm/sie-cluster/values.yaml221 # Standard Kubernetes env entry list (name/value or name/valueFrom).COMMENT
LOWdeploy/helm/sie-cluster/values.yaml261 embeddedConfigs:COMMENT
LOWdeploy/helm/sie-cluster/values.yaml341 # -- `-<cudaPlatform>-sm<computeCapability>` automatically.COMMENT
LOWdeploy/helm/sie-cluster/values.yaml381 # -- Map of imageBundle -> required platform. Mirrors each bundle'sCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml401 # Override with workers.pools.<name>.preloadModels orCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml421 # validated against ^[A-Za-z0-9_-]+$ with a 63-character maximum, andCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml441 # is required for >1MB work items and on by default. When clusterCache.urlCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml461 # -- Extra environment variables for worker pods.COMMENT
LOWdeploy/helm/sie-cluster/values.yaml481 # - name: SIE_IDLE_EVICT_SCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml501 # kill the pod before the cleanup-safe startup timeout can finish.COMMENT
LOWdeploy/helm/sie-cluster/values.yaml541 # ``nats.enabled: true`` because the sidecar has no defaultCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml561 # authoritative; model IDs outside the active catalog report as "other".COMMENT
LOWdeploy/helm/sie-cluster/values.yaml581 # (2000ms).COMMENT
LOWdeploy/helm/sie-cluster/values.yaml601 # -- Worker-side config reconciliation against sie-config.COMMENT
LOWdeploy/helm/sie-cluster/values.yaml641 # -- Rust scheduler batcher tuning for queue-mode workers. TheseCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml661 # window keeps queue-path coalescing bounded while still allowingCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml681 extraEnv: []COMMENT
LOWdeploy/helm/sie-cluster/values.yaml701 #COMMENT
LOWdeploy/helm/sie-cluster/values.yaml721 # Defaults to the worker group key when omitted. AnCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml741 # tolerations: extra tolerations on top of the chart defaults.COMMENT
LOWdeploy/helm/sie-cluster/values.yaml761 # All three physical tokens are trimmed, limited to 63 characters, validatedCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml921 maxReplicas: 3COMMENT
LOWdeploy/helm/sie-cluster/values.yaml941 # -- Cooldown period before scaling to zero (seconds)COMMENT
LOWdeploy/helm/sie-cluster/values.yaml961 queueDepthActivation: 0COMMENT
LOWdeploy/helm/sie-cluster/values.yaml981 host: ""COMMENT
LOWdeploy/helm/sie-cluster/values.yaml1001 # cert-manager-specific knobs (only used when mode=cert-manager)COMMENT
LOWdeploy/helm/sie-cluster/values.yaml1021 # Self-signed-specific knobs (only used when mode=self-signed).COMMENT
LOWdeploy/helm/sie-cluster/values.yaml1101# and pod annotation eks.amazonaws.com/role-arnCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml1121 # -- Create RBAC resourcesCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml1141# enables canonical OTLP metrics, the bundled collector Prometheus exporter,COMMENT
LOWdeploy/helm/sie-cluster/values.yaml1181# -- Logging configuration. Gateway and sie-config receive ``SIE_LOG_LEVEL`` fromCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml1201 # -- Deploy NATS server as a sub-chart.COMMENT
LOWdeploy/helm/sie-cluster/values.yaml1261 # -- NAK delay (seconds) for retryable queue failures and model-unavailableCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml1281 # Example:COMMENT
LOWdeploy/helm/sie-cluster/values.yaml1301 # `default` queue pool fails open during transient gateway/status errors.COMMENT
LOWdeploy/helm/sie-cluster/values.yaml1321# URL resolution (when enabled):COMMENT
LOWdeploy/helm/sie-cluster/values.yaml1341 # Empty derives from workers.common.clusterCache.url (the shared bucket'sCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml1381 namespace: cert-managerCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml1581 # Kubernetes events remain controlled by kubernetes-event-exporter.install.COMMENT
LOWdeploy/helm/sie-cluster/values.yaml1641 memory: 2GiCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml1661 traces:COMMENT
LOWdeploy/helm/sie-cluster/values.yaml1681 # -- Secret in the effective SIE workload namespace (where the collectorCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml1881# A sie_sdk client of the gateway; holds no models. Default OFF so existingCOMMENT
LOWdeploy/helm/sie-cluster/crds/cert-manager.crds.yaml1# Copyright 2022 The cert-manager Authors.COMMENT
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Cross-File Repetition114 hits · 570 pts
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HIGHintegrations/sie_langchain/tests/test_integration.py0integration tests for sie-llamaindex. these tests require a running sie server and serve as runnable examples. run with:STRING
HIGHintegrations/sie_haystack/tests/test_integration.py0integration tests for sie-llamaindex. these tests require a running sie server and serve as runnable examples. run with:STRING
HIGHintegrations/sie_llamaindex/tests/test_integration.py0integration tests for sie-llamaindex. these tests require a running sie server and serve as runnable examples. run with:STRING
HIGHintegrations/sie_langchain/tests/test_integration.py0full rag pipeline example using sie components. this demonstrates a complete retrieval-augmented generation setup with eSTRING
HIGHintegrations/sie_haystack/tests/test_integration.py0full rag pipeline example using sie components. this demonstrates a complete retrieval-augmented generation setup with eSTRING
HIGHintegrations/sie_llamaindex/tests/test_integration.py0full rag pipeline example using sie components. this demonstrates a complete retrieval-augmented generation setup with eSTRING
HIGHintegrations/sie_langchain/tests/test_integration.py0example: two-stage retrieval with embedding + reranking.STRING
HIGHintegrations/sie_haystack/tests/test_integration.py0example: two-stage retrieval with embedding + reranking.STRING
HIGHintegrations/sie_llamaindex/tests/test_integration.py0example: two-stage retrieval with embedding + reranking.STRING
HIGHintegrations/sie_weaviate/tests/conftest.py0create mock encode results with deterministic embeddings.STRING
HIGHintegrations/sie_crewai/tests/conftest.py0create mock encode results with deterministic embeddings.STRING
HIGHintegrations/sie_qdrant/tests/conftest.py0create mock encode results with deterministic embeddings.STRING
HIGHintegrations/sie_weaviate/tests/test_vectorizer.py0empty input returns empty list without calling sie.STRING
HIGHintegrations/sie_weaviate/tests/test_enricher.py0empty input returns empty list without calling sie.STRING
HIGHintegrations/sie_lancedb/tests/test_embeddings.py0empty input returns empty list without calling sie.STRING
HIGHintegrations/sie_qdrant/tests/test_vectorizer.py0empty input returns empty list without calling sie.STRING
HIGHpackages/sie_server/tests/core/test_registry_memory.py0patch ensure_model_cached to avoid actual hf downloads in tests.STRING
HIGHpackages/sie_server/tests/core/test_registry_core.py0patch ensure_model_cached to avoid actual hf downloads in tests.STRING
HIGHpackages/sie_server/tests/core/test_registry_async.py0patch ensure_model_cached to avoid actual hf downloads in tests.STRING
HIGHpackages/sie_server/tests/core/test_registry_deps.py0patch ensure_model_cached to avoid actual hf downloads in tests.STRING
HIGH…ges/sie_server/tests/core/test_registry_multi_model.py0patch ensure_model_cached to avoid actual hf downloads in tests.STRING
HIGHpackages/sie_server/tests/adapters/test_florence2.py0adapter reports empty dimensions (extraction model).STRING
HIGHpackages/sie_server/tests/adapters/test_lighton_ocr.py0adapter reports empty dimensions (extraction model).STRING
HIGHpackages/sie_server/tests/adapters/test_glm_ocr.py0adapter reports empty dimensions (extraction model).STRING
HIGHpackages/sie_server/tests/adapters/test_donut.py0adapter reports empty dimensions (extraction model).STRING
HIGHpackages/sie_server/tests/api/test_encode_timing.py0implementation for mock encode - returns encodeoutput.STRING
HIGHpackages/sie_server/tests/api/test_encode_endpoint.py0implementation for mock encode - returns encodeoutput.STRING
HIGH…ckages/sie_server/tests/api/test_encode_json_schema.py0implementation for mock encode - returns encodeoutput.STRING
HIGHpackages/sie_server/tests/api/test_encode_validation.py0implementation for mock encode - returns encodeoutput.STRING
HIGHpackages/sie_server/tests/api/test_openai_compat.py0implementation for mock encode - returns encodeoutput.STRING
HIGHpackages/sie_server/tests/api/test_encode_dtype.py0implementation for mock encode - returns encodeoutput.STRING
HIGHpackages/sie_server/tests/api/test_encode_timing.py0create a mock adapter that returns test embeddings.STRING
HIGHpackages/sie_server/tests/api/test_encode_endpoint.py0create a mock adapter that returns test embeddings.STRING
HIGH…ckages/sie_server/tests/api/test_encode_json_schema.py0create a mock adapter that returns test embeddings.STRING
HIGHpackages/sie_server/tests/api/test_encode_validation.py0create a mock adapter that returns test embeddings.STRING
HIGHpackages/sie_server/tests/api/test_openai_compat.py0create a mock adapter that returns test embeddings.STRING
HIGHpackages/sie_server/tests/api/test_encode_dtype.py0create a mock adapter that returns test embeddings.STRING
HIGHpackages/sie_server/tests/api/test_encode_endpoint.py0returns 503 model_loading when model is not loaded (non-blocking load).STRING
HIGHpackages/sie_server/tests/api/test_score.py0returns 503 model_loading when model is not loaded (non-blocking load).STRING
HIGHpackages/sie_server/tests/api/test_extract.py0returns 503 model_loading when model is not loaded (non-blocking load).STRING
HIGHpackages/sie_server/tests/api/test_encode_endpoint.py0model triggers background load on first request if not loaded.STRING
HIGHpackages/sie_server/tests/api/test_score.py0model triggers background load on first request if not loaded.STRING
HIGHpackages/sie_server/tests/api/test_extract.py0model triggers background load on first request if not loaded.STRING
HIGHpackages/sie_server/tests/api/test_encode_endpoint.py0msgpack request can get json response with accept header.STRING
HIGHpackages/sie_server/tests/api/test_score.py0msgpack request can get json response with accept header.STRING
HIGHpackages/sie_server/tests/api/test_extract.py0msgpack request can get json response with accept header.STRING
HIGHpackages/sie_server/tests/api/test_encode_endpoint.py0alternative x-msgpack content type is also accepted.STRING
HIGHpackages/sie_server/tests/api/test_score.py0alternative x-msgpack content type is also accepted.STRING
HIGHpackages/sie_server/tests/api/test_extract.py0alternative x-msgpack content type is also accepted.STRING
HIGH…ges/sie_server/src/sie_server/observability/tracing.py0return a credential- and query-free endpoint origin for diagnostics.STRING
HIGH…erver/src/sie_server/observability/worker_telemetry.py0return a credential- and query-free endpoint origin for diagnostics.STRING
HIGHpackages/sie_sdk/src/sie_sdk/redaction.py0return a credential- and query-free endpoint origin for diagnostics.STRING
HIGHpackages/sie_server/src/sie_server/adapters/base.py0load the model onto the specified device. args: device: device string (e.g., "cuda:0", "cpu").STRING
HIGH…er/src/sie_server/adapters/st_sparse_vision/adapter.py0load the model onto the specified device. args: device: device string (e.g., "cuda:0", "cpu").STRING
HIGH…c/sie_server/adapters/sentence_transformer/__init__.py0load the model onto the specified device. args: device: device string (e.g., "cuda:0", "cpu").STRING
HIGH…_server/src/sie_server/adapters/lighton_ocr/adapter.py0load the model onto the specified device. args: device: device string (e.g., "cuda:0", "cpu").STRING
HIGH…server/src/sie_server/adapters/bge_m3_flag/__init__.py0load the model onto the specified device. args: device: device string (e.g., "cuda:0", "cpu").STRING
HIGH…s/sie_server/src/sie_server/adapters/donut/__init__.py0load the model onto the specified device. args: device: device string (e.g., "cuda:0", "cpu").STRING
HIGH…es/sie_server/src/sie_server/adapters/clip/__init__.py0load the model onto the specified device. args: device: device string (e.g., "cuda:0", "cpu").STRING
HIGH…s/sie_server/src/sie_server/adapters/siglip/adapter.py0load the model onto the specified device. args: device: device string (e.g., "cuda:0", "cpu").STRING
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Docstring Block Structure90 hits · 450 pts
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HIGHexamples/agent-action-monitor/agent-demo/harness.py18Run one scenario end to end and return the outcome. Args: agent_id: Identity to attach to the resulting AgeSTRING
HIGHexamples/agent-action-monitor/src/dusk/config.py176Coerce ``raw`` to ``field_type``, raising :class:`ConfigError` on failure. Args: field_type: The dataclass STRING
HIGHexamples/agent-action-monitor/src/dusk/config.py243Build a :class:`Config` from defaults, ``dusk.yaml`` and env vars. Args: config_path: Path to the YAML confSTRING
HIGH…amples/agent-action-monitor/src/dusk/actions/ingest.py15Read a JSON list of raw ``source`` records into AgentAction events. Args: path: Filesystem path to a JSON fSTRING
HIGHexamples/agent-action-monitor/src/dusk/actions/event.py104Build an :class:`AgentAction` from a :meth:`to_dict` mapping. Args: data: A mapping as produced by STRING
HIGH…es/agent-action-monitor/src/dusk/actions/normaliser.py30Return the adapter registered for ``source``. Args: source: Canonical source name, for example ``"azure"`` STRING
HIGH…es/agent-action-monitor/src/dusk/actions/normaliser.py52Normalise one raw record from ``source`` into an :class:`AgentAction`. Args: source: Canonical source name STRING
HIGH…gent-action-monitor/src/dusk/actions/adapters/azure.py79Map one Azure activity-log record into an :class:`AgentAction`. Args: raw: One Azure activity-log rSTRING
HIGH…nt-action-monitor/src/dusk/actions/adapters/generic.py26Validate and build an :class:`AgentAction` from a generic record. Args: raw: A record whose keys maSTRING
HIGH…agent-action-monitor/src/dusk/actions/adapters/base.py38Map one raw source record into an :class:`AgentAction`. Args: raw: One record in the source's nativSTRING
HIGH…nt-action-monitor/src/dusk/actions/adapters/bedrock.py42Map a raw record already carrying agent_id/timestamp into an AgentAction. Satisfies the :class:`SourceAdapter` STRING
HIGH…nt-action-monitor/src/dusk/actions/adapters/bedrock.py77Map one Bedrock toolUse block into an :class:`AgentAction`. Args: tool_use: The ``toolUse`` contentSTRING
HIGHpackages/sie_server/src/sie_server/cli.py140Load model names from a bundle file using adapter-based matching. Args: bundle_name: Name of the bundle (wiSTRING
HIGHpackages/sie_server/src/sie_server/types/inputs.py216Return the validated ``data`` bytes from a media input mapping. Every image/video/document consumer relies on the wSTRING
HIGHpackages/sie_server/src/sie_server/types/inputs.py266Validate a wire-format item mapping into a typed :class:`Item`. The HTTP ingress path decodes request bodies straigSTRING
HIGHpackages/sie_server/src/sie_server/core/video_frames.py155Decode ``video`` and return up to ``max_frames`` uniformly sampled frames. The returned list length is the item's aSTRING
HIGHpackages/sie_server/src/sie_server/core/deps.py16Convert a model name (org/model format) to folder name (org__model format). The folder naming convention uses '__' STRING
HIGHpackages/sie_server/src/sie_server/core/registry.py732Check if a model can be loaded (exists in registry). This method performs config discovery synchronously: STRING
HIGHpackages/sie_server/src/sie_server/core/registry.py762Get the config for a model. Args: name: Model name. Returns: The model's confiSTRING
HIGHpackages/sie_server/src/sie_server/core/registry.py798Get a loaded model's adapter. Args: name: Model name. Returns: The model's adaSTRING
HIGHpackages/sie_server/src/sie_server/core/registry.py831Load a model onto a device. If loading fails due to OOM, attempts to evict LRU model and retry once. ASTRING
HIGHpackages/sie_server/src/sie_server/core/registry.py940Load a model onto a device (async, concurrency-safe). This method: - Serializes all load/unload operatiSTRING
HIGHpackages/sie_server/src/sie_server/core/registry.py1097Start loading a model in the background (non-blocking). This method triggers model loading in a background taskSTRING
HIGHpackages/sie_server/src/sie_server/core/registry.py1735Get information about a model. Args: name: Model name. Returns: Dictionary witSTRING
HIGHpackages/sie_server/src/sie_server/core/registry.py1764Get the worker for a loaded model. Args: name: Model name. Returns: The model'STRING
HIGHpackages/sie_server/src/sie_server/core/registry.py1783Start the worker for a loaded model. If already running, this is a no-op. Uses the load/unload lock so STRING
HIGHpackages/sie_server/src/sie_server/core/registry.py2224Ensure a LoRA adapter is loaded, triggering load if needed. This method is concurrency-safe - multiple requestsSTRING
HIGHpackages/sie_server/src/sie_server/core/loader.py117Load all model configs from a directory (local or cloud). Args: models_dir: Path to the models directory (lSTRING
HIGHpackages/sie_server/src/sie_server/core/loader.py348Load a single model config from a YAML file. Args: config_path: Path to the model config YAML file. ReSTRING
HIGHpackages/sie_server/src/sie_server/core/loader.py374Resolve the adapter path for a model config. Gets the adapter_path from the resolved default profile. Args: STRING
HIGHpackages/sie_server/src/sie_server/core/loader.py414Load and instantiate a model adapter. Args: config: The model config. model_dir: Directory containiSTRING
HIGHpackages/sie_server/src/sie_server/core/loader.py535Import a built-in adapter class. Args: module_path: Module path (e.g., "sie_server.adapters.bge_m3"). STRING
HIGHpackages/sie_server/src/sie_server/core/loader.py572Import a custom adapter class from a file. Args: file_path: Path to the Python file containing the adapter.STRING
HIGH…ages/sie_server/src/sie_server/core/runtime_options.py63Resolve the selected profile and overlay request options on its runtime defaults. The ``"profile"`` key in ``requesSTRING
HIGH…ie_server/src/sie_server/core/preprocessor_registry.py190Prepare items for batching. Dispatches to appropriate preprocessor based on item content. Runs in threaSTRING
HIGH…/sie_server/src/sie_server/core/worker/model_worker.py367Submit prepared items for inference. Items are batched with other requests for efficient GPU utilization. STRING
HIGH…/sie_server/src/sie_server/core/worker/model_worker.py419Submit items for extraction (NER, RE, etc.). Items are batched with other extract requests for efficient GPU utSTRING
HIGH…/sie_server/src/sie_server/core/worker/model_worker.py471Submit items for scoring (reranking) against a query. Items are batched with other score requests for efficientSTRING
HIGHpackages/sie_server/src/sie_server/health/saturation.py58Feed the gate a fresh observation and return the latched state. Args: in_flight: Current number of STRING
HIGH…/sie_server/src/sie_server/adapters/peft_lora_mixin.py179Load a LoRA adapter using PEFT. On first call, wraps the base model with PeftModel. On subsequent callsSTRING
HIGH…ages/sie_server/src/sie_server/adapters/_flash_base.py19Import an adapter class from a 'module:ClassName' string. Uses the same resolution logic as ``loader._import_builtiSTRING
HIGHpackages/sie_server/src/sie_server/adapters/base.py242Encode items into embeddings, returning standardized batched output. This is the canonical method for encoding.STRING
HIGHpackages/sie_server/src/sie_server/adapters/base.py280Score items against a query using a reranker. Args: query: Query item. items: List of iSTRING
HIGHpackages/sie_server/src/sie_server/adapters/base.py305Score (query, doc) pairs in a batch. This is the batched version of score() used by the worker for crosSTRING
HIGHpackages/sie_server/src/sie_server/adapters/base.py336Extract structured data from items. Args: items: List of items to extract from. labels:STRING
HIGHpackages/sie_server/src/sie_server/adapters/base.py508Load a LoRA adapter. This is called by the LoRA manager to load a new adapter. The adapter should be reSTRING
HIGHpackages/sie_server/src/sie_server/adapters/_utils.py174Run a per-query ``score()`` callable over parallel (query, doc) pairs. Groups pairs by ``(query.text, query.id, insSTRING
HIGH…er/src/sie_server/adapters/st_sparse_vision/adapter.py168Run inference returning standardized batched output. Args: items: List of items to encode. Each iteSTRING
HIGH…c/sie_server/adapters/sentence_transformer/__init__.py113Run inference returning standardized batched output. Args: items: List of items to encode. STRING
HIGH…c/sie_server/adapters/sentence_transformer/__init__.py270Run inference returning standardized batched output. Args: items: List of items to encode. STRING
HIGH…server/src/sie_server/adapters/bge_m3_flag/__init__.py172Run inference returning standardized batched output. Args: items: List of items to encode. STRING
HIGH…src/sie_server/adapters/nli_classification/__init__.py119Extract text from an item. Args: item: Input item with text field. Returns: TeSTRING
HIGH…src/sie_server/adapters/nli_classification/__init__.py145Classify texts with zero-shot labels. Args: items: List of items to classify (must have text). STRING
HIGH…ie_server/src/sie_server/adapters/gliclass/__init__.py242Classify texts with zero-shot labels. Returns scores for *every* requested label (sorted by score descending). STRING
HIGH…/sie_server/src/sie_server/adapters/gliner/__init__.py143Extract entities from items. Args: items: List of items to extract from (must have text). STRING
HIGH…sie_server/src/sie_server/adapters/sglang/embedding.py375Run inference returning standardized batched output. Args: items: List of items to encode. STRING
HIGH…rver/src/sie_server/adapters/cross_encoder/__init__.py146Score items against a query using the cross-encoder. Args: query: Query item (must have text). STRING
HIGH…rver/src/sie_server/adapters/cross_encoder/__init__.py194Score (query, doc) pairs in a batch. Batched version of score() for cross-request batching. Args: STRING
HIGH…e_server/src/sie_server/adapters/gliner_bi/__init__.py163Extract entities from items using bi-encoder with optional label caching. When ``precompute_labels`` is enabledSTRING
HIGH…/sie_server/src/sie_server/adapters/glirel/__init__.py126Extract relations from items. Args: items: List of items to extract from. Each item must have: STRING
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Excessive Try-Catch Wrapping248 hits · 240 pts
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LOW…xonomy_classification/data/download_shopify_dataset.py49 except Exception:CODE
LOWexamples/vision-doc-rag/python/search.py199 except Exception as exc:CODE
LOWexamples/vision-doc-rag/python/search.py223 except Exception as exc:CODE
LOWexamples/vision-doc-rag/data/fetch_pdfs.py133 except Exception as exc:CODE
LOWexamples/vision-doc-rag/data/render_pages.py71 except Exception as exc:CODE
LOWexamples/regulatory-rag/rag_pipeline.py135 except Exception:CODE
MEDIUMexamples/regulatory-rag/rag_pipeline.py130def health(self) -> bool:CODE
LOW…server-plugin/adapters/stablebridge_pruner/__init__.py291 except Exception as e:CODE
LOWexamples/agent-action-monitor/agent-demo/load_driver.py41 except Exception: # noqa: BLE001CODE
LOW…amples/agent-action-monitor/agent-demo/run_scenario.py37 except Exception as exc: # noqa: BLE001CODE
LOWexamples/agent-action-monitor/src/dusk/trace/vector.py148 except Exception as exc: # noqa: BLE001CODE
LOWexamples/agent-action-monitor/src/dusk/trace/vector.py162 except Exception as exc: # noqa: BLE001CODE
LOWexamples/agent-action-monitor/src/dusk/trace/vector.py198 except Exception as exc: # noqa: BLE001CODE
LOWexamples/agent-action-monitor/src/dusk/trace/vector.py241 except Exception as exc: # noqa: BLE001CODE
LOWexamples/agent-action-monitor/src/dusk/trace/vector.py302 except Exception as exc: # noqa: BLE001CODE
LOW…ples/agent-action-monitor/src/dusk/trace/n8n_client.py102 except Exception as exc: # noqa: BLE001CODE
LOW…amples/agent-action-monitor/src/dusk/actions/ingest.py61 except Exception as exc: # noqa: BLE001CODE
LOW…les/contract-review-agent/contract_review_agent/cli.py197 except Exception as exc: # noqa: BLE001 - warm-up is best effort.CODE
LOW…les/contract-review-agent/contract_review_agent/cli.py249 except Exception as exc:CODE
LOW…les/contract-review-agent/contract_review_agent/cli.py263 except Exception: # noqa: BLE001 - preserve unstructured model output.CODE
LOW…tract-review-agent/contract_review_agent/guardrails.py53 except Exception as exc: # noqa: BLE001 - configured fail-open boundary.CODE
LOWexamples/wine-recommender/app.py441 except Exception:CODE
LOWexamples/wine-recommender/app.py520 except Exception as exc:CODE
MEDIUMexamples/wine-recommender/app.py438def lifespan(_app):CODE
LOW…les/wine-recommender/wine_picture_detection/service.py55 except Exception as exc:CODE
LOW…ging-face-mteb-semantic-search/backend/cli_download.py74 except Exception as exc:CODE
LOW…ging-face-mteb-semantic-search/backend/cli_download.py120 except Exception as exc:CODE
LOW…ging-face-mteb-semantic-search/backend/cli_download.py261 except Exception:CODE
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py156 except Exception as exc:CODE
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py257 except Exception as exc:CODE
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py83 except Exception as exc:CODE
LOW…-hugging-face-mteb-semantic-search/backend/app/main.py37 except Exception as exc:CODE
LOW…-mteb-semantic-search/backend/app/api/routes/models.py76 except Exception as exc:CODE
LOW…-mteb-semantic-search/backend/app/api/routes/models.py266 except Exception as exc:CODE
LOW…-mteb-semantic-search/backend/app/api/routes/models.py316 except Exception as exc:CODE
LOW…teb-semantic-search/backend/app/api/routes/generate.py53 except Exception as exc:CODE
LOW…teb-semantic-search/backend/app/api/routes/generate.py234 except Exception as exc:CODE
LOW…-mteb-semantic-search/backend/app/api/routes/search.py62 except Exception as exc:CODE
LOW…-mteb-semantic-search/backend/app/api/routes/search.py114 except Exception as exc:CODE
LOW…ce-mteb-semantic-search/backend/app/services/chroma.py83 except Exception:CODE
LOW…ce-mteb-semantic-search/backend/app/services/chroma.py196 except Exception as exc:CODE
LOWexamples/retrieval-ablation/autoresearch.py189 except Exception as e:CODE
LOWexamples/retrieval-ablation/autoresearch.py244 except Exception as e:CODE
LOWexamples/retrieval-ablation/autoresearch.py279 except Exception as e:CODE
LOWexamples/retrieval-ablation/autoresearch.py349 except Exception as e:CODE
LOWexamples/retrieval-ablation/autoresearch.py384 except Exception as e:CODE
LOWexamples/retrieval-ablation/autoresearch.py532 except Exception as e:CODE
LOWexamples/retrieval-ablation/autoresearch.py555 except Exception as e:CODE
LOWexamples/retrieval-ablation/autoresearch.py590 except Exception as e:CODE
LOWexamples/retrieval-ablation/benchmark_ablation.py289 except Exception as e:CODE
LOWexamples/retrieval-ablation/benchmark_ablation.py462 except Exception as e:CODE
LOWexamples/github-actions/push-model-configs.yml121 except Exception as e:CODE
LOWpackages/sie_server/tests/conftest.py352 except Exception as e: # noqa: BLE001 — Docker API errors are variedCODE
LOWpackages/sie_server/tests/conftest.py426 except Exception as e: # noqa: BLE001 — Docker build errors are variedCODE
LOWpackages/sie_server/tests/conftest.py527 except Exception as e: # noqa: BLE001 — Docker cleanup must not raiseCODE
LOWpackages/sie_server/tests/conftest.py607 except Exception as e: # noqa: BLE001CODE
LOWpackages/sie_server/tests/conftest.py674 except Exception as e: # noqa: BLE001CODE
LOWpackages/sie_server/tests/conftest.py743 except Exception as e: # noqa: BLE001CODE
LOWpackages/sie_server/tests/conftest.py812 except Exception as e: # noqa: BLE001CODE
LOW…sie_server/tests/adapters/test_splade_packed_parity.py74 except Exception as exc: # noqa: BLE001 — model not staged in this env → skipCODE
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Modern Structural Boilerplate200 hits · 206 pts
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LOW…tegrations/sie_langchain/src/sie_langchain/__init__.py36__all__ = ["SIEEmbeddings", "SIEExtractor", "SIEReranker", "SIESparseEncoder"]CODE
LOWintegrations/sie_weaviate/src/sie_weaviate/__init__.py68__all__ = [CODE
LOWintegrations/sie_chroma/src/sie_chroma/__init__.py42__all__ = [CODE
LOWintegrations/sie_crewai/src/sie_crewai/__init__.py44__all__ = [CODE
LOWintegrations/sie_haystack/src/sie_haystack/__init__.py62__all__ = [CODE
LOW…tack_integrations/components/embedders/sie/__init__.py17__all__ = [CODE
LOW…ystack_integrations/components/rankers/sie/__init__.py5__all__ = ["SIERanker"]CODE
LOW…ack_integrations/components/extractors/sie/__init__.py5__all__ = [CODE
LOWintegrations/sie_dspy/src/sie_dspy/__init__.py54__all__ = [CODE
LOWintegrations/sie_lancedb/src/sie_lancedb/__init__.py64__all__ = [CODE
LOW…grations/sie_llamaindex/src/sie_llamaindex/__init__.py35__all__ = [CODE
LOWintegrations/sie_qdrant/src/sie_qdrant/__init__.py90__all__ = [CODE
LOW…server-plugin/adapters/stablebridge_pruner/__init__.py43logger = logging.getLogger(__name__)CODE
LOWexamples/agent-action-monitor/src/dusk/config.py287def set_config(config: Config) -> None:CODE
LOWexamples/agent-action-monitor/src/dusk/__init__.py10__all__ = ["__version__"]CODE
LOWexamples/agent-action-monitor/src/dusk/api.py24logger = logging.getLogger(__name__)CODE
LOWexamples/agent-action-monitor/src/dusk/trace/vector.py17logger = logging.getLogger(__name__)CODE
LOW…ples/agent-action-monitor/src/dusk/trace/n8n_client.py14logger = logging.getLogger(__name__)CODE
LOW…ples/agent-action-monitor/src/dusk/actions/__init__.py19__all__ = [CODE
LOW…t-action-monitor/src/dusk/actions/adapters/__init__.py5__all__ = ["AdapterError", "SourceAdapter"]CODE
LOW…gging-face-mteb-semantic-search/backend/cli_reindex.py25logger = logging.getLogger(__name__)CODE
LOW…ging-face-mteb-semantic-search/backend/cli_download.py36logger = logging.getLogger(__name__)CODE
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py40logger = logging.getLogger(__name__)CODE
LOW…-hugging-face-mteb-semantic-search/backend/app/main.py9logger = logging.getLogger(__name__)CODE
LOW…e-mteb-semantic-search/backend/app/prompts/__init__.py3__all__ = ["load_prompt", "list_prompts"]CODE
LOW…ng-face-mteb-semantic-search/backend/app/db/migrate.py22logger = logging.getLogger(__name__)CODE
LOW…-mteb-semantic-search/backend/app/api/routes/models.py22logger = logging.getLogger(__name__)CODE
LOW…teb-semantic-search/backend/app/api/routes/generate.py15logger = logging.getLogger(__name__)CODE
LOW…-mteb-semantic-search/backend/app/api/routes/search.py19logger = logging.getLogger(__name__)CODE
LOW…-mteb-semantic-search/backend/app/api/routes/chroma.py11logger = logging.getLogger(__name__)CODE
LOW…teb-semantic-search/backend/app/services/openrouter.py9logger = logging.getLogger(__name__)CODE
LOW…-face-mteb-semantic-search/backend/app/services/llm.py7logger = logging.getLogger(__name__)CODE
LOW…ce-mteb-semantic-search/backend/app/services/chroma.py26logger = logging.getLogger(__name__)CODE
LOW…teb-semantic-search/backend/app/services/sie_chroma.py14logger = logging.getLogger(__name__)CODE
LOWpackages/sie_server/tests/conftest.py27logger = logging.getLogger(__name__)CODE
LOWpackages/sie_server/tests/core/test_worker_preformed.py33 def set_active_lora(self, lora: str | None) -> None:CODE
LOW…server/tests/adapters/test_stablebridge_integration.py15logger = logging.getLogger(__name__)CODE
LOW…ges/sie_server/tests/adapters/test_lora_integration.py25logger = logging.getLogger(__name__)CODE
LOW…es/sie_server/tests/adapters/test_qwen3_vl_reranker.py340 def set_attn_implementation(self, attention: str) -> None:CODE
LOWpackages/sie_server/src/sie_server/ipc_server.py63logger = logging.getLogger(__name__)CODE
LOW…kages/sie_server/src/sie_server/local_ingest_client.py25def _update_digest_field(hasher: Any, value: bytes) -> None:CODE
LOWpackages/sie_server/src/sie_server/cli.py55logger = logging.getLogger(__name__)CODE
LOWpackages/sie_server/src/sie_server/queue_executor.py58logger = logging.getLogger(__name__)CODE
LOWpackages/sie_server/src/sie_server/adapter_call_loop.py103logger = logging.getLogger(__name__)CODE
LOWpackages/sie_server/src/sie_server/_ipc_test_harness.py51logger = logging.getLogger(__name__)CODE
LOWpackages/sie_server/src/sie_server/types/__init__.py23__all__ = [CODE
LOWpackages/sie_server/src/sie_server/core/video_frames.py58logger = logging.getLogger(__name__)CODE
LOW…kages/sie_server/src/sie_server/core/pool_isolation.py23logger = logging.getLogger(__name__)CODE
LOWpackages/sie_server/src/sie_server/core/hf_env.py6logger = logging.getLogger(__name__)CODE
LOWpackages/sie_server/src/sie_server/core/hf_env.py24def set_hf_default_timeouts() -> None:CODE
LOWpackages/sie_server/src/sie_server/core/deps.py12logger = logging.getLogger(__name__)CODE
LOWpackages/sie_server/src/sie_server/core/disk_cache.py23logger = logging.getLogger(__name__)CODE
LOWpackages/sie_server/src/sie_server/core/memory.py22logger = logging.getLogger(__name__)CODE
LOW…ckages/sie_server/src/sie_server/core/postprocessor.py29logger = logging.getLogger(__name__)CODE
LOWpackages/sie_server/src/sie_server/core/gpu_health.py29logger = logging.getLogger(__name__)CODE
LOWpackages/sie_server/src/sie_server/core/registry.py52logger = logging.getLogger(__name__)CODE
LOW…es/sie_server/src/sie_server/core/adaptive_batching.py9logger = logging.getLogger(__name__)CODE
LOW…es/sie_server/src/sie_server/core/adaptive_batching.py448 def _update_starvation_tracker(self, batch_size: int | None, *, pinned_at_floor: bool) -> None:CODE
LOWpackages/sie_server/src/sie_server/core/shutdown.py19logger = logging.getLogger(__name__)CODE
LOWpackages/sie_server/src/sie_server/core/__init__.py6__all__ = [CODE
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Deep Nesting155 hits · 130 pts
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LOW…nomy-classification/taxonomy_classification/metrics.py68CODE
LOWexamples/regulatory-rag/rag_pipeline.py174CODE
LOW…server-plugin/adapters/stablebridge_pruner/__init__.py231CODE
LOW…server-plugin/adapters/stablebridge_pruner/__init__.py401CODE
LOW…amples/agent-action-monitor/tests/test_actions_gate.py518CODE
LOW…/agent-action-monitor/tests/test_sie_live_benchmark.py64CODE
LOW…ples/agent-action-monitor/src/dusk/actions/baseline.py47CODE
LOW…thorization-review-agent/prior_authorization/review.py448CODE
LOWexamples/ecommerce-product-search/python/ingest.py31CODE
LOWexamples/ecommerce-product-search/python/search.py32CODE
LOWexamples/multimodal-search/tests/test_example.py21CODE
LOW…contract-review-agent/contract_review_agent/runtime.py129CODE
LOW…act-review-agent/contract_review_agent/native_model.py71CODE
LOW…act-review-agent/contract_review_agent/native_model.py359CODE
LOW…ew-agent/contract_review_agent/data/fetch_contracts.py72CODE
LOWexamples/wine-recommender/app.py358CODE
LOWexamples/wine-recommender/wine_flavor/service.py101CODE
LOWexamples/wine-recommender/wine_flavor/db_creation.py236CODE
LOW…der/wine_flavor/transforms/vivino/vivino_clean_data.py2CODE
LOW…ples/wine-recommender/wine_flavor/engine/sie_rerank.py19CODE
LOWexamples/rerank/tests/test_example.py20CODE
LOW…ging-face-mteb-semantic-search/backend/cli_download.py108CODE
LOW…ging-face-mteb-semantic-search/backend/cli_download.py154CODE
LOW…-mteb-semantic-search/backend/app/api/routes/models.py302CODE
LOW…amples/retail-shelf-audit/retail_shelf_audit/verify.py54CODE
LOWexamples/named-entity-extraction/tests/test_example.py25CODE
LOWexamples/retrieval-ablation/autoresearch.py208CODE
LOWexamples/retrieval-ablation/autoresearch.py311CODE
LOWexamples/retrieval-ablation/autoresearch.py462CODE
LOWexamples/retrieval-ablation/benchmark_ablation.py416CODE
LOWpackages/sie_server/tests/conftest.py211CODE
LOWpackages/sie_server/tests/test_parity_run_batch.py263CODE
LOW…sie_server/tests/config/test_model_prewarm_grammars.py32CODE
LOW…/sie_server/tests/integration/test_grammar_generate.py137CODE
LOW…ie_server/tests/observability/test_worker_telemetry.py419CODE
LOW…ages/sie_server/tests/adapters/test_runtime_options.py20CODE
LOWpackages/sie_server/tests/fake_stack/conftest.py29CODE
LOW…ckages/sie_server/tests/fake_stack/test_lost_result.py65CODE
LOWpackages/sie_server/src/sie_server/ipc_server.py471CODE
LOW…kages/sie_server/src/sie_server/local_ingest_client.py117CODE
LOWpackages/sie_server/src/sie_server/cli.py287CODE
LOWpackages/sie_server/src/sie_server/queue_executor.py972CODE
LOWpackages/sie_server/src/sie_server/queue_executor.py1294CODE
LOWpackages/sie_server/src/sie_server/queue_executor.py1385CODE
LOW…kages/sie_server/src/sie_server/bundle_requirements.py17CODE
LOWpackages/sie_server/src/sie_server/adapter_call_loop.py219CODE
LOWpackages/sie_server/src/sie_server/core/video_frames.py314CODE
LOWpackages/sie_server/src/sie_server/core/registry.py1281CODE
LOWpackages/sie_server/src/sie_server/core/registry.py2004CODE
LOWpackages/sie_server/src/sie_server/core/registry.py2122CODE
LOWpackages/sie_server/src/sie_server/core/loader.py188CODE
LOWpackages/sie_server/src/sie_server/core/model_loader.py545CODE
LOWpackages/sie_server/src/sie_server/core/model_loader.py703CODE
LOW…ages/sie_server/src/sie_server/core/runtime_options.py114CODE
LOWpackages/sie_server/src/sie_server/core/hot_reload.py508CODE
LOW…/sie_server/src/sie_server/core/worker/model_worker.py827CODE
LOW…/sie_server/src/sie_server/core/worker/model_worker.py924CODE
LOW…/sie_server/src/sie_server/core/worker/model_worker.py1065CODE
LOW…/sie_server/src/sie_server/core/worker/model_worker.py1332CODE
LOW…/sie_server/src/sie_server/core/worker/oom_recovery.py127CODE
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Hallucination Indicators8 hits · 90 pts
SeverityFileLineSnippetContext
CRITICALpackages/sie_server/tests/adapters/test_owlv2.py64 tensor.detach.return_value.cpu.return_value.tolist.assert_called_once_with()CODE
CRITICAL…kages/sie_server/tests/adapters/test_grounding_dino.py317 boxes.detach.return_value.cpu.return_value.tolist.assert_called_once_with()CODE
CRITICAL…kages/sie_server/tests/adapters/test_grounding_dino.py320 scores.detach.return_value.cpu.return_value.tolist.assert_called_once_with()CODE
CRITICALpackages/sie_gateway/assets/redoc.standalone.js41`;class Aa extends n.PureComponent{render(){return n.createElement("div",{style:{textAlign:"center"}},n.createElement(_aCODE
CRITICALpackages/sie_sdk/tests/test_storage_copy.py8from azure.core.exceptions import HttpResponseErrorCODE
CRITICALpackages/sie_sdk/src/sie_sdk/storage.py1142 from azure.core.exceptions import ResourceNotFoundErrorCODE
CRITICALpackages/sie_sdk/src/sie_sdk/storage.py1158 from azure.core.exceptions import ResourceExistsError, ResourceModifiedError, ResourceNotFoundErrorCODE
CRITICALpackages/sie_sdk/src/sie_sdk/storage.py1210 from azure.core.exceptions import HttpResponseErrorCODE
Modern AI Meta-Vocabulary29 hits · 82 pts
SeverityFileLineSnippetContext
MEDIUM…loy/helm/sie-cluster/files/dashboards/perf-tuning.json366 "content": "## GPU device counters (DCGM)\nL4 TDP = **72 W**, stock max proc clock = **2040 MHz**. Sustained powCODE
MEDIUMintegrations/sie_dspy/README.md90### RAG Pipeline with RerankingCOMMENT
MEDIUMintegrations/sie_dspy/tests/test_integration.py119 # Embed training examples for KNN-based few-shotCOMMENT
MEDIUMintegrations/sie_llamaindex/tests/test_integration.py88 # 1. Configure SIE as embedding modelCOMMENT
MEDIUMintegrations/sie_llamaindex/tests/test_integration.py125 # 1. Configure SIE as embedding modelCOMMENT
MEDIUM…grations/sie_llamaindex/src/sie_llamaindex/__init__.py9 >>> # Set SIE as the embedding modelSTRING
MEDIUM…ations/sie_llamaindex/src/sie_llamaindex/embeddings.py32 >>> # Set as default embedding modelSTRING
MEDIUMexamples/vision-doc-rag/README.md1# Vision-first document RAGCOMMENT
MEDIUMexamples/regulatory-rag/README.md1# Private fine-tuned compliance RAGCOMMENT
MEDIUMexamples/regulatory-rag/README.md106├── rag_pipeline.py # 3-stage RAG pipeline (stdlib only)CODE
MEDIUMexamples/regulatory-rag/rag_pipeline.py193# ── RAG Pipeline ───────────────────────────────────────────────────────COMMENT
MEDIUMexamples/agent-action-monitor/src/dusk/trace/vector.py19#: Default zero-shot labels for pulling privileged terms out of an action.COMMENT
MEDIUM…mples/agent-action-monitor/src/dusk/actions/analyse.py36#: Extra contribution when SIE's zero-shot extractor (GLiNER) surfaces aCOMMENT
MEDIUM…mples/agent-action-monitor/src/dusk/actions/analyse.py40#: Below this confidence, a zero-shot extraction is treated as noise, not evidence.COMMENT
MEDIUMexamples/ecommerce-product-search/config.yaml15# Extraction labels (zero-shot, no training needed)COMMENT
MEDIUMexamples/contract-review-agent/config.yaml28 entities: "urchade/gliner_multi-v2.1" # zero-shot entity extraction (parties, dates, amounts)CODE
MEDIUMexamples/retrieval-ablation/README.md1# Find the best retrieval strategy for your RAGCOMMENT
MEDIUMexamples/document-ocr/README.md53# NER: zero-shot, returns typed entitiesCOMMENT
MEDIUMpackages/sie_server/tests/test_metering_units.py648 # 77 / SigLIP 64 context window) rather than over-billing.COMMENT
MEDIUMpackages/sie_server/tests/processors/test_streaming.py824 # Tiny context window so a 5-token prompt + 64-token cap overflows.COMMENT
MEDIUM…es/sie_server/models/Qwen__Qwen3-4B-Instruct-2507.yaml128 # capacity also grows: with 2-4× the KV budget the context window can beCOMMENT
MEDIUM…es/sie_server/models/Qwen__Qwen3-4B-Instruct-2507.yaml129 # widened proportionally so longer-context workloads (RAG with largeCOMMENT
MEDIUMpackages/sie_server/models/sie-fake.yaml48 # per-worker admission ceiling exercised by orchestration tests.COMMENT
MEDIUM…/sie_server/src/sie_server/core/worker/model_worker.py141 # Initialize operation handlers (dependency injection point)COMMENT
MEDIUM…es/sie_server/src/sie_server/adapters/clip/__init__.py395 # truncation at the model context window (CLIP 77), special tokensCOMMENT
MEDIUM…ages/sie_server/src/sie_server/processors/streaming.py1684 # the context window unaccounted.COMMENT
MEDIUM…ages/sie_server/src/sie_server/processors/streaming.py3400 # guard fires before SGLang overflows its context window.COMMENT
MEDIUMpackages/sie_mcp/src/sie_mcp/config.py34# CLIP is the zero-shot default: it is contrastively trained for cosine ranking,COMMENT
MEDIUMpackages/sie_mcp/src/sie_mcp/config.py40# General-purpose zero-shot label set; callers may override per request.COMMENT
Self-Referential Comments23 hits · 76 pts
SeverityFileLineSnippetContext
MEDIUMintegrations/sie_crewai/tests/test_tools.py114 # Create a fresh mock that returns emptyCOMMENT
MEDIUMintegrations/sie_dspy/tests/test_modules.py148 # Create a fresh mock that returns emptyCOMMENT
MEDIUMintegrations/sie_lancedb/tests/test_rerankers.py158 # Create a table with pre-computed vectorsCOMMENT
MEDIUMintegrations/sie_lancedb/tests/test_extractors.py118 # Create a real LanceDB tableCOMMENT
MEDIUM…es/sie_server/tests/core/test_preprocessor_registry.py235 # Create a simple mock tokenizer that returns predictable outputCOMMENT
MEDIUMpackages/sie_server/tests/core/test_disk_cache.py285 # Create a modelCOMMENT
MEDIUMpackages/sie_server/tests/core/test_disk_cache.py288 # Create a dataset (different prefix)COMMENT
MEDIUMpackages/sie_server/tests/core/test_disk_cache.py383 # Create a model that will be evictedCOMMENT
MEDIUMpackages/sie_server/tests/adapters/test_bge_m3.py11# Create a random generator for testsCOMMENT
MEDIUMpackages/sie_server/tests/adapters/test_sglang.py14# Create a random generator for testsCOMMENT
MEDIUM…sie_server/tests/adapters/test_sentence_transformer.py13# Create a random generator for testsCOMMENT
MEDIUM…kages/sie_server/tests/adapters/test_grounding_dino.py235 # Create a mock imageCOMMENT
MEDIUM…kages/sie_server/tests/adapters/test_grounding_dino.py371 # Create a simple test image (100x100 red square)COMMENT
MEDIUMpackages/sie_server/tests/adapters/test_clip.py17# Create a random generator for testsCOMMENT
MEDIUMpackages/sie_server/tests/adapters/test_colbert.py21# Create a random generator for testsCOMMENT
MEDIUM…kages/sie_server/tests/api/test_extract_integration.py119 # Create a batch (10 items — kept small for CI CPU runners)COMMENT
MEDIUMpackages/sie_server/tests/api/test_score.py60 # Create a real futureCOMMENT
MEDIUMpackages/sie_server/tests/api/test_ws.py63 # Create an empty registry directlyCOMMENT
MEDIUMpackages/sie_server/tests/api/test_extract.py56 # Create a mock entity if the label is mentioned in textCOMMENT
MEDIUMpackages/sie_server/tests/api/test_extract.py103 # Create a real futureCOMMENT
MEDIUMpackages/sie_sdk/tests/test_storage_write.py161 # Create a minimal concrete subclass to test the base methodCOMMENT
MEDIUMpackages/sie_sdk/tests/test_scoring.py6# Create a random generator for testsCOMMENT
MEDIUMpackages/sie_sdk/tests/test_cache.py441 # Create a minimal model structure to satisfy is_model_cached checkCOMMENT
Structural Annotation Overuse39 hits · 70 pts
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LOW…ploy/helm/sie-cluster/templates/keda-scaledobject.yaml363 # Step 1: Wait for KEDA CRD to be registered via API discoveryCOMMENT
LOW…ploy/helm/sie-cluster/templates/keda-scaledobject.yaml381 # Step 2: Discover and apply every ordinary Helm-owned manifestCOMMENT
LOW…ploy/helm/sie-cluster/templates/keda-scaledobject.yaml444 # Step 3: Prune hook-created objects removed by this revisionCOMMENT
LOWintegrations/sie_crewai/tests/test_integration.py136 # Step 1: Rerank research sourcesCOMMENT
LOWintegrations/sie_crewai/tests/test_integration.py158 # Step 2: Extract key entities from top resultCOMMENT
LOWintegrations/sie_dspy/tests/test_integration.py167 # Step 1: Retrieve relevant papersCOMMENT
LOWintegrations/sie_dspy/tests/test_integration.py186 # Step 2: Rerank for precisionCOMMENT
LOWintegrations/sie_dspy/tests/test_integration.py199 # Step 3: Extract key informationCOMMENT
LOWexamples/ecommerce-product-search/python/ingest.py137 # Step 1: Extract structured attributesCOMMENT
LOWexamples/ecommerce-product-search/python/ingest.py140 # Step 2: Encode embeddingsCOMMENT
LOWexamples/ecommerce-product-search/python/ingest.py144 # Step 3: Build metadata (product info + extracted attributes)COMMENT
LOWexamples/ecommerce-product-search/python/search.py39 # Step 1: Encode queryCOMMENT
LOWexamples/ecommerce-product-search/python/search.py56 # Step 2: Cosine similarity (dot product on normalized vectors)COMMENT
LOWexamples/ecommerce-product-search/python/search.py64 # Step 3: Filter by extracted attributes (optional)COMMENT
LOWexamples/ecommerce-product-search/python/search.py89 # Step 4: Rerank with cross-encoderCOMMENT
LOW…ples/ecommerce-product-search/typescript/src/search.ts113 // Step 1: Encode query as single item with isQuery in optionsCOMMENT
LOW…ples/ecommerce-product-search/typescript/src/search.ts123 // Step 2: Vector similarityCOMMENT
LOW…ples/ecommerce-product-search/typescript/src/search.ts129 // Step 3: Attribute filters (optional)COMMENT
LOW…ples/ecommerce-product-search/typescript/src/search.ts152 // Step 4: Rerank with cross-encoder score()COMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py114 # Step 2: Generate 6K detailed descriptionCOMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py120 # Step 3: Generate 2K long descriptionCOMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py144 # Step 5: Save to databaseCOMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py152 # Step 6: Upsert Chroma embeddingCOMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py205 # Step 2: 6K detailed descriptionCOMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py211 # Step 3: 2K long descriptionCOMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py253 # Step 6: Chroma upsert (blocking I/O via thread)COMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py100 # Step 1: Render detailed promptCOMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py132 # Step 4: Generate 200-char short descriptionCOMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py223 # Step 4: 200-char short descriptionCOMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py237 # Step 5: DB save (blocking I/O via thread)COMMENT
LOW…ges/sie_mcp/examples/obsidian-contract-graph/README.md37## Step 1: parse and link two documentsCOMMENT
LOW…ges/sie_mcp/examples/obsidian-contract-graph/README.md55## Step 2: redact PII before the model sees itCOMMENT
LOW…ges/sie_mcp/examples/obsidian-contract-graph/README.md65## Step 3: synthesize from the small notesCOMMENT
LOW…ges/sie_mcp/examples/obsidian-contract-graph/README.md78## Step 4: explore the graphCOMMENT
LOWpackages/sie_server_sidecar/src/lib.rs1601 // Step 1: acquire local admission capacity, then block for the firstCOMMENT
LOWpackages/sie_server_sidecar/src/lib.rs1648 // Step 2: coalesce. Compute the quantum once, relative to now.COMMENT
LOWpackages/sie_server_sidecar/src/lib.rs1703 // Step 3: dispatch. Acquire a dispatch permit (bounded byCOMMENT
LOW…ckages/sie_server_sidecar/src/observability/tracing.rs112 // Step 1: always install the propagator. Even without an OTLPCOMMENT
LOWpackages/sie_gateway/src/observability/tracing.rs216 // Step 1: always install the propagator. Even without an OTLPCOMMENT
Verbosity Indicators35 hits · 64 pts
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LOW…ploy/helm/sie-cluster/templates/keda-scaledobject.yaml363 # Step 1: Wait for KEDA CRD to be registered via API discoveryCOMMENT
LOW…ploy/helm/sie-cluster/templates/keda-scaledobject.yaml381 # Step 2: Discover and apply every ordinary Helm-owned manifestCOMMENT
LOW…ploy/helm/sie-cluster/templates/keda-scaledobject.yaml444 # Step 3: Prune hook-created objects removed by this revisionCOMMENT
LOWintegrations/sie_crewai/tests/test_integration.py136 # Step 1: Rerank research sourcesCOMMENT
LOWintegrations/sie_crewai/tests/test_integration.py158 # Step 2: Extract key entities from top resultCOMMENT
LOWintegrations/sie_dspy/tests/test_integration.py167 # Step 1: Retrieve relevant papersCOMMENT
LOWintegrations/sie_dspy/tests/test_integration.py186 # Step 2: Rerank for precisionCOMMENT
LOWintegrations/sie_dspy/tests/test_integration.py199 # Step 3: Extract key informationCOMMENT
LOWexamples/ecommerce-product-search/python/ingest.py137 # Step 1: Extract structured attributesCOMMENT
LOWexamples/ecommerce-product-search/python/ingest.py140 # Step 2: Encode embeddingsCOMMENT
LOWexamples/ecommerce-product-search/python/ingest.py144 # Step 3: Build metadata (product info + extracted attributes)COMMENT
LOWexamples/ecommerce-product-search/python/search.py39 # Step 1: Encode queryCOMMENT
LOWexamples/ecommerce-product-search/python/search.py56 # Step 2: Cosine similarity (dot product on normalized vectors)COMMENT
LOWexamples/ecommerce-product-search/python/search.py64 # Step 3: Filter by extracted attributes (optional)COMMENT
LOWexamples/ecommerce-product-search/python/search.py89 # Step 4: Rerank with cross-encoderCOMMENT
LOW…ples/ecommerce-product-search/typescript/src/search.ts113 // Step 1: Encode query as single item with isQuery in optionsCOMMENT
LOW…ples/ecommerce-product-search/typescript/src/search.ts123 // Step 2: Vector similarityCOMMENT
LOW…ples/ecommerce-product-search/typescript/src/search.ts129 // Step 3: Attribute filters (optional)COMMENT
LOW…ples/ecommerce-product-search/typescript/src/search.ts152 // Step 4: Rerank with cross-encoder score()COMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py114 # Step 2: Generate 6K detailed descriptionCOMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py120 # Step 3: Generate 2K long descriptionCOMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py144 # Step 5: Save to databaseCOMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py152 # Step 6: Upsert Chroma embeddingCOMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py205 # Step 2: 6K detailed descriptionCOMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py211 # Step 3: 2K long descriptionCOMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py253 # Step 6: Chroma upsert (blocking I/O via thread)COMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py100 # Step 1: Render detailed promptCOMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py132 # Step 4: Generate 200-char short descriptionCOMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py223 # Step 4: 200-char short descriptionCOMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py237 # Step 5: DB save (blocking I/O via thread)COMMENT
LOWpackages/sie_server_sidecar/src/lib.rs1601 // Step 1: acquire local admission capacity, then block for the firstCOMMENT
LOWpackages/sie_server_sidecar/src/lib.rs1648 // Step 2: coalesce. Compute the quantum once, relative to now.COMMENT
LOWpackages/sie_server_sidecar/src/lib.rs1703 // Step 3: dispatch. Acquire a dispatch permit (bounded byCOMMENT
LOW…ckages/sie_server_sidecar/src/observability/tracing.rs112 // Step 1: always install the propagator. Even without an OTLPCOMMENT
LOWpackages/sie_gateway/src/observability/tracing.rs216 // Step 1: always install the propagator. Even without an OTLPCOMMENT
AI Structural Patterns78 hits · 62 pts
SeverityFileLineSnippetContext
LOW…grations/sie_langchain/src/sie_langchain/extractors.py67CODE
LOW…grations/sie_langchain/src/sie_langchain/embeddings.py42CODE
LOW…egrations/sie_langchain/src/sie_langchain/rerankers.py58CODE
LOW…tegrations/sie_weaviate/src/sie_weaviate/vectorizer.py155CODE
LOWintegrations/sie_weaviate/src/sie_weaviate/enricher.py68CODE
LOW…ations/sie_llamaindex/src/sie_llamaindex/extractors.py16CODE
LOW…ations/sie_llamaindex/src/sie_llamaindex/embeddings.py64CODE
LOW…ations/sie_llamaindex/src/sie_llamaindex/embeddings.py258CODE
LOWintegrations/sie_qdrant/src/sie_qdrant/vectorizer.py152CODE
LOW…server-plugin/adapters/stablebridge_pruner/__init__.py117CODE
LOW…ples/wine-recommender/wine_flavor/engine/sie_rerank.py94CODE
LOW…s/wine-recommender/wine_flavor/engine/custom_rerank.py200CODE
LOWpackages/sie_server/tests/core/test_loader.py29CODE
LOWpackages/sie_server/tests/config/test_config.py164CODE
LOWpackages/sie_server/tests/api/test_generate.py67CODE
LOWpackages/sie_server/tests/api/test_generate.py121CODE
LOW…ckages/sie_server/tests/api/test_openai_completions.py35CODE
LOWpackages/sie_server/tests/api/test_openai_responses.py36CODE
LOWpackages/sie_server/src/sie_server/cli.py287CODE
LOWpackages/sie_server/src/sie_server/core/registry.py171CODE
LOWpackages/sie_server/src/sie_server/core/model_loader.py127CODE
LOW…sie_server/src/sie_server/adapters/_generation_base.py483CODE
LOW…c/sie_server/adapters/colbert_rotary_flash/__init__.py57CODE
LOW…ie_server/src/sie_server/adapters/colqwen3/__init__.py54CODE
LOW…r/src/sie_server/adapters/modernbert_flash/__init__.py52CODE
LOW…c/sie_server/adapters/sglang_vision_extract/adapter.py52CODE
LOW…src/sie_server/adapters/qwen3_vl_embedding/__init__.py115CODE
LOW…/sie_server/src/sie_server/adapters/docling/adapter.py125CODE
LOW…sie_server/src/sie_server/adapters/colbert/__init__.py101CODE
LOW…s/sie_server/src/sie_server/adapters/siglip/adapter.py140CODE
LOW…e_server/adapters/qwen2_flash_cross_encoder/adapter.py92CODE
LOW…rc/sie_server/adapters/stablebridge_pruner/__init__.py65CODE
LOW…ie_server/src/sie_server/adapters/sglang/generation.py236CODE
LOW…ie_server/src/sie_server/adapters/sglang/generation.py965CODE
LOW…sie_server/src/sie_server/adapters/sglang/embedding.py112CODE
LOW…server/src/sie_server/adapters/nomic_flash/__init__.py472CODE
LOW…/src/sie_server/adapters/pytorch_embedding/__init__.py84CODE
LOW…ges/sie_server/src/sie_server/adapters/fake/adapter.py290CODE
LOW…ges/sie_server/src/sie_server/adapters/fake/adapter.py400CODE
LOW…e_server/src/sie_server/adapters/gliner_bi/__init__.py45CODE
LOW…ie_server/adapters/colbert_modernbert_flash/adapter.py100CODE
LOW…server/src/sie_server/adapters/qwen2_flash/__init__.py45CODE
LOW…s/sie_server/src/sie_server/adapters/mlx/generation.py115CODE
LOW…s/sie_server/src/sie_server/adapters/mlx/generation.py344CODE
LOW…_server/src/sie_server/adapters/rope_flash/__init__.py44CODE
LOW…ages/sie_server/src/sie_server/processors/streaming.py3881CODE
LOW…ages/sie_server/src/sie_server/processors/streaming.py1896CODE
LOWpackages/sie_sdk/src/sie_sdk/jobs.py250CODE
LOWpackages/sie_sdk/src/sie_sdk/queue_types.py219CODE
LOWpackages/sie_sdk/src/sie_sdk/queue_types.py281CODE
LOWpackages/sie_sdk/src/sie_sdk/client/sync.py395CODE
LOWpackages/sie_sdk/src/sie_sdk/client/sync.py1051CODE
LOWpackages/sie_sdk/src/sie_sdk/client/sync.py1068CODE
LOWpackages/sie_sdk/src/sie_sdk/client/sync.py1084CODE
LOWpackages/sie_sdk/src/sie_sdk/client/sync.py2141CODE
LOWpackages/sie_sdk/src/sie_sdk/client/sync.py2393CODE
LOWpackages/sie_sdk/src/sie_sdk/client/sync.py2519CODE
LOWpackages/sie_sdk/src/sie_sdk/client/sync.py2655CODE
LOWpackages/sie_sdk/src/sie_sdk/client/sync.py2743CODE
LOWpackages/sie_sdk/src/sie_sdk/client/sync.py2934CODE
18 more matches not shown…
AI Slop Vocabulary16 hits · 42 pts
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MEDIUMexamples/agent-action-monitor/pyproject.toml35 "requests>=2.31", # agent-demo/harness.py's HTTP calls to the gate and mock-prodCODE
MEDIUM…nt-action-monitor/tests/test_actions_offense_memory.py153 # -- not the delay itself -- is what makes this robust under CICOMMENT
MEDIUMexamples/agent-action-monitor/src/dusk/api.py223 # 8000 everywhere -- Dockerfile, compose.yml, harness.py's defaultCOMMENT
MEDIUM…surance-claims-agent/verified-run/policy-evidence.json24 "text": "- c. Under the minimum NFIP criteria at 44 CFR 60.3(b)(4), States and communities must require the eCODE
MEDIUM…urance-claims-agent/verified-run/raw/policy-parse.json9 "markdown": "National Flood Insurance Program\n\n## Dwelling Form\n\nStandard Flood Insurance Policy\n\nF-122 / OctoCODE
MEDIUM…urance-claims-agent/verified-run/raw/policy-parse.json9 "markdown": "National Flood Insurance Program\n\n## Dwelling Form\n\nStandard Flood Insurance Policy\n\nF-122 / OctoCODE
MEDIUMpackages/sie_server/tests/adapters/test_florence2.py157 # Pixel-space COCO [x, y, w, h] (NOT normalized) so the detection harnessCOMMENT
MEDIUMpackages/sie_server/models/Qwen__Qwen3-0.6B.yaml18 # 0.46 GB). The validation/co-residency harness, which packs two SGLangCOMMENT
MEDIUMpackages/sie_server/models/Qwen__Qwen3-0.6B.yaml43# harness still caps context explicitly when it has to share a card.COMMENT
MEDIUMpackages/sie_server/models/Qwen__Qwen3-0.6B.yaml53 # (the validation harness co-residents worker + baseline). If theCOMMENT
MEDIUM…e_server/src/sie_server/adapters/florence2/__init__.py605 # Emit COCO [x, y, w, h] in pixels so the detection harness scores themCOMMENT
LOW…ages/sie_server/src/sie_server/processors/streaming.py1837 # cancels during load/compile/admission are honoured); just pass itCOMMENT
MEDIUMpackages/sie_config/src/sie_config/config_api.py54# second loop (test harness, subinterpreter, etc.) touches it.COMMENT
MEDIUMpackages/sie_gateway/assets/redoc.standalone.js2!function(e,t){"object"==typeof exports&&"object"==typeof module?module.exports=t(require("null")):"function"==typeof deCODE
MEDIUMpackages/sie_gateway/assets/redoc.standalone.js2!function(e,t){"object"==typeof exports&&"object"==typeof module?module.exports=t(require("null")):"function"==typeof deCODE
MEDIUMpackages/sie_gateway/assets/redoc.standalone.js2!function(e,t){"object"==typeof exports&&"object"==typeof module?module.exports=t(require("null")):"function"==typeof deCODE
Redundant / Tautological Comments29 hits · 42 pts
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LOWdeploy/helm/sie-cluster/values.yaml673 # Set 0 to disable; the binary clamps non-zero values below 10s.COMMENT
LOWpackages/sie_server/tests/api/test_encode_validation.py211 # Set SIE_MACHINE_PROFILE to l4-spot (K8s scenario)COMMENT
LOWpackages/sie_server/src/sie_server/core/registry.py975 # Check if model is being unloaded - caller should retryCOMMENT
LOWpackages/sie_server/src/sie_server/core/registry.py2267 # Check if already loadedCOMMENT
LOWpackages/sie_server/src/sie_server/core/inference.py103 # Check if flash-attn package is availableCOMMENT
LOWpackages/sie_server/src/sie_server/core/watcher.py252 # Check if this is a relevant file (using fnmatch for glob patterns)COMMENT
LOW…/sie_server/src/sie_server/core/worker/model_worker.py873 # Check if we should stopCOMMENT
LOW…/sie_server/src/sie_server/core/worker/model_worker.py1347 # Check if we have all results for this requestCOMMENT
LOW…/sie_server/src/sie_server/adapters/peft_lora_mixin.py200 # Check if already loadedCOMMENT
LOW…c/sie_server/adapters/colbert_rotary_flash/__init__.py240 # Check if this token exists as a single token in vocabCOMMENT
LOW…/sie_server/src/sie_server/adapters/gliner/__init__.py327 # Check if adjacent (touching or 1 char gap) and same labelCOMMENT
LOW…sie_server/src/sie_server/adapters/colbert/__init__.py419 # Check if there's a projection in the model's named modulesCOMMENT
LOW…sie_server/src/sie_server/adapters/colpali/__init__.py319 # Check if we have preprocessed items with pixel_valuesCOMMENT
LOW…sie_server/src/sie_server/adapters/colpali/__init__.py479 # Check if this is a PreparedItem with an ImagePayloadCOMMENT
LOW…s/sie_server/src/sie_server/adapters/sglang/_server.py235 # Check if process died.COMMENT
LOWpackages/sie_server/src/sie_server/api/encode.py270 # Check if LoRA is specified and ensure it's loadedCOMMENT
LOWpackages/sie_server/src/sie_server/api/openai_compat.py151 # Check if it's a token array (list[int]) or list of token arrays (list[list[int]])COMMENT
LOWpackages/sie_server/src/sie_server/api/openai_compat.py341 # Check if model exists first (needed for token decoding)COMMENT
LOWpackages/sie_server/src/sie_server/api/openai_compat.py355 # Check if model is being unloadedCOMMENT
LOWpackages/sie_mcp/docs/examples/mcp_smoke.py86 # Read the file synchronously here, outside the async client (avoids blockingCOMMENT
LOWpackages/sie_sdk/src/sie_sdk/cache.py234 # Check if model exists in cluster cache.COMMENT
LOWpackages/sie_sdk/src/sie_sdk/cache.py353 # Check if this might be a gated model accessed without authCOMMENT
LOWpackages/sie_sdk/src/sie_sdk/client/sync.py1366 # Check if we've exceeded the provision timeoutCOMMENT
LOWpackages/sie_sdk/src/sie_sdk/client/sync.py1753 # Check if this is a gateway (has 'type': 'gateway') or workerCOMMENT
LOWpackages/sie_sdk/src/sie_sdk/client/sync.py2070 # Check if we've exceeded the provision timeoutCOMMENT
LOWpackages/sie_sdk/src/sie_sdk/client/sync.py3193 # Check if we've exceeded the provision timeoutCOMMENT
LOWpackages/sie_sdk/src/sie_sdk/client/sync.py1731 >>> # Check if L4 GPUs are availableSTRING
LOWpackages/sie_sdk/src/sie_sdk/client/async_.py1370 # Check if we've exceeded the provision timeoutCOMMENT
LOWpackages/sie_sdk/src/sie_sdk/client/async_.py1632 # Check if this is a gateway (has 'type': 'gateway') or workerCOMMENT
Cross-Language Confusion7 hits · 34 pts
SeverityFileLineSnippetContext
HIGH…es/sie_server/tests/adapters/test_sglang_generation.py1401 """H4: ``n>1 && stream`` with ``logprobs=True``: each per-candidateSTRING
HIGH…es/sie_server/tests/adapters/test_sglang_generation.py668 """`n>1 && stream`: SGLang's per-index streaming events are demuxed intoSTRING
HIGH…kages/sie_server/tests/adapters/test_mlx_generation.py177 'data: {"object": "text_completion", "choices": [{"index": 0, "finish_reason": null, "text": "Hello"}]}',CODE
HIGH…kages/sie_server/tests/adapters/test_mlx_generation.py179 'data: {"object": "text_completion", "choices": [{"index": 0, "finish_reason": null, "text": " world"}]}',CODE
HIGHpackages/sie_server/src/sie_server/config/engine.py35 ``null`` for auto-calibration. When null, the controller measuresSTRING
HIGH…e_server/src/sie_server/processors/tool_call_parser.py406 # OpenAI non-streaming shape: message.content=null,COMMENT
HIGHpackages/sie_mcp/src/sie_mcp/structured.py217 # Defensive against a malformed response shape (e.g. ``choices: [null]`` or aCOMMENT
Fake / Example Data19 hits · 19 pts
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LOWintegrations/sie_ts_llamaindex/tests/extractors.test.ts54 { text: "Acme Corp", label: "organization", score: 0.95, start: 20, end: 29 },CODE
LOWintegrations/sie_ts_langchain/tests/extractors.test.ts57 { text: "Acme Corp", label: "organization", score: 0.95, start: 20, end: 29 },CODE
LOW…hugging-face-mteb-semantic-search/frontend/src/App.tsx122 <p className="placeholder">Loading README from HuggingFace…</p>CODE
LOW…hugging-face-mteb-semantic-search/frontend/src/App.tsx124 {error && !loading && <p className="placeholder">{error}</p>}CODE
LOW…hugging-face-mteb-semantic-search/frontend/src/App.tsx633 <span className="placeholder">Not generated yet</span>CODE
LOW…hugging-face-mteb-semantic-search/frontend/src/App.tsx642 <span className="placeholder">Not generated yet</span>CODE
LOW…hugging-face-mteb-semantic-search/frontend/src/App.tsx844 <span className="placeholder">Not generated yet</span>CODE
LOW…hugging-face-mteb-semantic-search/frontend/src/App.tsx853 <span className="placeholder">Not generated yet</span>CODE
LOW…hugging-face-mteb-semantic-search/frontend/src/App.tsx1164 {selected.short_description || <span className="placeholder">Not generated yet</span>}CODE
LOW…hugging-face-mteb-semantic-search/frontend/src/App.tsx1171 {selected.long_description || <span className="placeholder">Not generated yet</span>}CODE
LOW…ages/sie_server/tests/adapters/test_runtime_options.py1137 long_text = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. " * 54CODE
LOW…ages/sie_server/tests/adapters/test_runtime_options.py1137 long_text = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. " * 54CODE
LOW…ages/sie_server/tests/adapters/test_runtime_options.py1124 Regression for sie-test#89: 54x repeated ``Lorem ipsum dolor sit amet,STRING
LOW…ages/sie_server/tests/adapters/test_runtime_options.py1124 Regression for sie-test#89: 54x repeated ``Lorem ipsum dolor sit amet,STRING
LOW…ckages/sie_server/scripts/generate_tokenize_fixture.py74 " ".join(["lorem ipsum"] * 300),CODE
LOWpackages/sie_ts_sdk/tests/types.test.ts313 { text: "Acme Corp", label: "organization", score: 0.88, start: 20, end: 29 },CODE
LOWpackages/sie_ts_sdk/tests/client.test.ts1601 { text: "Acme Corp", label: "organization", score: 0.88, start: 20, end: 29 },CODE
LOWpackages/sie_gateway/assets/redoc.standalone.js41`;class Aa extends n.PureComponent{render(){return n.createElement("div",{style:{textAlign:"center"}},n.createElement(_aCODE
LOWpackages/sie_gateway/assets/redoc.standalone.js752`;var Md=Object.defineProperty,zd=Object.defineProperties,Fd=Object.getOwnPropertyDescriptors,Ud=Object.getOwnPropertySyCODE
Magic Placeholder Names3 hits · 15 pts
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HIGHexamples/ecommerce-product-search/README.md59export SIE_API_KEY="your-api-key"CODE
HIGHexamples/ecommerce-product-search/python/README.md38export SIE_API_KEY="your-api-key"CODE
HIGHexamples/ecommerce-product-search/typescript/README.md40export SIE_API_KEY="your-api-key"CODE
Dead Code1 hit · 2 pts
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MEDIUM…act-review-agent/contract_review_agent/native_model.py510CODE
Example Usage Blocks1 hit · 2 pts
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LOW…gin/models/sugiv__stablebridge-pruner-highlighter.yaml15# Usage:COMMENT