feat: embed_image for liteLLM

[kzamlynska]

closes #433

[github-actions]

Trivy scanning results.

Report Summary

┌─────────┬──────┬─────────────────┬─────────┐
│ Target │ Type │ Vulnerabilities │ Secrets │
├─────────┼──────┼─────────────────┼─────────┤
│ uv.lock │ uv │ 21 │ - │
└─────────┴──────┴─────────────────┴─────────┘
Legend:

• '-': Not scanned
• '0': Clean (no security findings detected)

For OSS Maintainers: VEX Notice

If you're an OSS maintainer and Trivy has detected vulnerabilities in your project that you believe are not actually exploitable, consider issuing a VEX (Vulnerability Exploitability eXchange) statement.
VEX allows you to communicate the actual status of vulnerabilities in your project, improving security transparency and reducing false positives for your users.
Learn more and start using VEX: https://trivy.dev/v0.60/docs/supply-chain/vex/repo#publishing-vex-documents

To disable this notice, set the TRIVY_DISABLE_VEX_NOTICE environment variable.

uv.lock (uv)

Total: 21 (MEDIUM: 11, HIGH: 9, CRITICAL: 1)

┌──────────────────┬────────────────┬──────────┬────────┬───────────────────┬───────────────┬──────────────────────────────────────────────────────────────┐
│ Library │ Vulnerability │ Severity │ Status │ Installed Version │ Fixed Version │ Title │
├──────────────────┼────────────────┼──────────┼────────┼───────────────────┼───────────────┼──────────────────────────────────────────────────────────────┤
│ aiohttp │ CVE-2024-52303 │ MEDIUM │ fixed │ 3.10.8 │ 3.10.11 │ aiohttp: aiohttp memory leak when middleware is enabled when │
│ │ │ │ │ │ │ requesting a resource... │
│ │ │ │ │ │ │ https://avd.aquasec.com/nvd/cve-2024-52303 │
│ ├────────────────┤ │ │ │ ├──────────────────────────────────────────────────────────────┤
│ │ CVE-2024-52304 │ │ │ │ │ aiohttp: aiohttp vulnerable to request smuggling due to │
│ │ │ │ │ │ │ incorrect parsing of chunk... │
│ │ │ │ │ │ │ https://avd.aquasec.com/nvd/cve-2024-52304 │
├──────────────────┼────────────────┼──────────┤ ├───────────────────┼───────────────┼──────────────────────────────────────────────────────────────┤
│ gradio │ CVE-2025-23042 │ CRITICAL │ │ 4.44.1 │ 5.11.0 │ Gradio Blocked Path ACL Bypass Vulnerability │
│ │ │ │ │ │ │ https://avd.aquasec.com/nvd/cve-2025-23042 │
│ ├────────────────┼──────────┤ │ ├───────────────┼──────────────────────────────────────────────────────────────┤
│ │ CVE-2024-47867 │ HIGH │ │ │ 5.0.0 │ Gradio lacks integrity checking on the downloaded FRP client │
│ │ │ │ │ │ │ https://avd.aquasec.com/nvd/cve-2024-47867 │
│ ├────────────────┤ │ │ │ ├──────────────────────────────────────────────────────────────┤
│ │ CVE-2024-47870 │ │ │ │ │ Gradio has a race condition in update_root_in_config may │
│ │ │ │ │ │ │ redirect user traffic │
│ │ │ │ │ │ │ https://avd.aquasec.com/nvd/cve-2024-47870 │
│ ├────────────────┤ │ │ │ ├──────────────────────────────────────────────────────────────┤
│ │ CVE-2024-47871 │ │ │ │ │ Gradio uses insecure communication between the FRP client │
│ │ │ │ │ │ │ and server │
│ │ │ │ │ │ │ https://avd.aquasec.com/nvd/cve-2024-47871 │
│ ├────────────────┼──────────┤ │ │ ├──────────────────────────────────────────────────────────────┤
│ │ CVE-2024-47164 │ MEDIUM │ │ │ │ Gradio's is_in_or_equal function may be bypassed │
│ │ │ │ │ │ │ https://avd.aquasec.com/nvd/cve-2024-47164 │
│ ├────────────────┤ │ │ │ ├──────────────────────────────────────────────────────────────┤
│ │ CVE-2024-47165 │ │ │ │ │ Gradio's CORS origin validation accepts the null origin │
│ │ │ │ │ │ │ https://avd.aquasec.com/nvd/cve-2024-47165 │
│ ├────────────────┤ │ │ │ ├──────────────────────────────────────────────────────────────┤
│ │ CVE-2024-47167 │ │ │ │ │ Gradio vulnerable to SSRF in the path parameter of │
│ │ │ │ │ │ │ /queue/join │
│ │ │ │ │ │ │ https://avd.aquasec.com/nvd/cve-2024-47167 │
│ ├────────────────┤ │ │ │ ├──────────────────────────────────────────────────────────────┤
│ │ CVE-2024-47868 │ │ │ │ │ Gradio has several components with post-process steps allow │
│ │ │ │ │ │ │ arbitrary file leaks │
│ │ │ │ │ │ │ https://avd.aquasec.com/nvd/cve-2024-47868 │
│ ├────────────────┤ │ │ │ ├──────────────────────────────────────────────────────────────┤
│ │ CVE-2024-47872 │ │ │ │ │ Gradio has an XSS on every Gradio server via upload of │
│ │ │ │ │ │ │ HTML... │
│ │ │ │ │ │ │ https://avd.aquasec.com/nvd/cve-2024-47872 │
├──────────────────┼────────────────┤ │ ├───────────────────┼───────────────┼──────────────────────────────────────────────────────────────┤
│ jinja2 │ CVE-2024-56201 │ │ │ 3.1.4 │ 3.1.5 │ jinja2: Jinja has a sandbox breakout through malicious │
│ │ │ │ │ │ │ filenames │
│ │ │ │ │ │ │ https://avd.aquasec.com/nvd/cve-2024-56201 │
│ ├────────────────┤ │ │ │ ├──────────────────────────────────────────────────────────────┤
│ │ CVE-2024-56326 │ │ │ │ │ jinja2: Jinja has a sandbox breakout through indirect │
│ │ │ │ │ │ │ reference to format method... │
│ │ │ │ │ │ │ https://avd.aquasec.com/nvd/cve-2024-56326 │
│ ├────────────────┤ │ │ ├───────────────┼──────────────────────────────────────────────────────────────┤
│ │ CVE-2025-27516 │ │ │ │ 3.1.6 │ jinja2: Jinja sandbox breakout through attr filter selecting │
│ │ │ │ │ │ │ format method │
│ │ │ │ │ │ │ https://avd.aquasec.com/nvd/cve-2025-27516 │
├──────────────────┼────────────────┼──────────┤ ├───────────────────┼───────────────┼──────────────────────────────────────────────────────────────┤
│ litellm │ CVE-2025-0628 │ HIGH │ │ 1.55.0 │ 1.61.15 │ LiteLLM Has an Improper Authorization Vulnerability │
│ │ │ │ │ │ │ https://avd.aquasec.com/nvd/cve-2025-0628 │
├──────────────────┼────────────────┤ │ ├───────────────────┼───────────────┼──────────────────────────────────────────────────────────────┤
│ python-multipart │ CVE-2024-53981 │ │ │ 0.0.12 │ 0.0.18 │ python-multipart: python-multipart has a DoS via deformation │
│ │ │ │ │ │ │ multipart/form-data boundary │
│ │ │ │ │ │ │ https://avd.aquasec.com/nvd/cve-2024-53981 │
├──────────────────┼────────────────┤ │ ├───────────────────┼───────────────┼──────────────────────────────────────────────────────────────┤
│ starlette │ CVE-2024-47874 │ │ │ 0.38.6 │ 0.40.0 │ starlette: Starlette Denial of service (DoS) via │
│ │ │ │ │ │ │ multipart/form-data │
│ │ │ │ │ │ │ https://avd.aquasec.com/nvd/cve-2024-47874 │
├──────────────────┼────────────────┤ │ ├───────────────────┼───────────────┼──────────────────────────────────────────────────────────────┤
│ transformers │ CVE-2024-11392 │ │ │ 4.44.2 │ 4.48.0 │ transformers: Hugging Face Transformers MobileViTV2 │
│ │ │ │ │ │ │ Deserialization of Untrusted Data Remote Code Execution... │
│ │ │ │ │ │ │ https://avd.aquasec.com/nvd/cve-2024-11392 │
│ ├────────────────┤ │ │ │ ├──────────────────────────────────────────────────────────────┤
│ │ CVE-2024-11393 │ │ │ │ │ transformers: Hugging Face Transformers MaskFormer Model │
│ │ │ │ │ │ │ Deserialization of Untrusted Data Remote Code... │
│ │ │ │ │ │ │ https://avd.aquasec.com/nvd/cve-2024-11393 │
│ ├────────────────┤ │ │ │ ├──────────────────────────────────────────────────────────────┤
│ │ CVE-2024-11394 │ │ │ │ │ transformers: Hugging Face Transformers Trax Model │
│ │ │ │ │ │ │ Deserialization of Untrusted Data Remote Code... │
│ │ │ │ │ │ │ https://avd.aquasec.com/nvd/cve-2024-11394 │
│ ├────────────────┼──────────┤ │ │ ├──────────────────────────────────────────────────────────────┤
│ │ CVE-2024-12720 │ MEDIUM │ │ │ │ Transformers Regular Expression Denial of Service (ReDoS) │
│ │ │ │ │ │ │ vulnerability │
│ │ │ │ │ │ │ https://avd.aquasec.com/nvd/cve-2024-12720 │
└──────────────────┴────────────────┴──────────┴────────┴───────────────────┴───────────────┴──────────────────────────────────────────────────────────────┘

[github-actions]

Code Coverage Summary

Filename                                                                                                        Stmts    Miss  Cover    Missing
------------------------------------------------------------------------------------------------------------  -------  ------  -------  ---------------------------------------------------------------
packages/ragbits-cli/src/ragbits/cli/__init__.py                                                                   31       4  87.10%   73-74, 81-82
packages/ragbits-cli/src/ragbits/cli/_utils.py                                                                     23       4  82.61%   47, 65-67
packages/ragbits-cli/src/ragbits/cli/state.py                                                                      79       3  96.20%   50-51, 61
packages/ragbits-cli/tests/unit/test_state.py                                                                      72       2  97.22%   103-104
packages/ragbits-conversations/src/ragbits/conversations/__init__.py                                                0       0  100.00%
packages/ragbits-conversations/src/ragbits/conversations/history/__init__.py                                        0       0  100.00%
packages/ragbits-conversations/src/ragbits/conversations/history/compressors/__init__.py                            3       0  100.00%
packages/ragbits-conversations/src/ragbits/conversations/history/compressors/base.py                               10       0  100.00%
packages/ragbits-conversations/src/ragbits/conversations/history/compressors/llm.py                                29       1  96.55%   79
packages/ragbits-conversations/src/ragbits/conversations/history/stores/__init__.py                                 3       0  100.00%
packages/ragbits-conversations/src/ragbits/conversations/history/stores/base.py                                    17       0  100.00%
packages/ragbits-conversations/src/ragbits/conversations/history/stores/sql.py                                     66       1  98.48%   128
packages/ragbits-conversations/tests/unit/history/test_llm_compressor.py                                           64       0  100.00%
packages/ragbits-conversations/tests/unit/history/test_sql_store.py                                                48       2  95.83%   29-30
packages/ragbits-core/src/ragbits/core/__init__.py                                                                  6       2  66.67%   8-9
packages/ragbits-core/src/ragbits/core/cli.py                                                                       6       0  100.00%
packages/ragbits-core/src/ragbits/core/config.py                                                                   17       0  100.00%
packages/ragbits-core/src/ragbits/core/options.py                                                                  17       0  100.00%
packages/ragbits-core/src/ragbits/core/types.py                                                                     9       0  100.00%
packages/ragbits-core/src/ragbits/core/audit/__init__.py                                                           74       5  93.24%   42-45, 52-54
packages/ragbits-core/src/ragbits/core/audit/base.py                                                              183      35  80.87%   156-165, 249, 256, 262-264, 271-274, 335, 337, 341-345, 390-409
packages/ragbits-core/src/ragbits/core/audit/cli.py                                                               132       2  98.48%   91-92
packages/ragbits-core/src/ragbits/core/embeddings/__init__.py                                                       5       0  100.00%
packages/ragbits-core/src/ragbits/core/embeddings/base.py                                                          16       2  87.50%   40, 53
packages/ragbits-core/src/ragbits/core/embeddings/exceptions.py                                                    17       7  58.82%   7-8, 17, 26-27, 36, 45
packages/ragbits-core/src/ragbits/core/embeddings/litellm.py                                                       64      37  42.19%   83-117, 127-132, 145-153, 166-188
packages/ragbits-core/src/ragbits/core/embeddings/noop.py                                                          29       1  96.55%   89
packages/ragbits-core/src/ragbits/core/embeddings/sparse.py                                                        58      29  50.00%   24-25, 28, 67-97
packages/ragbits-core/src/ragbits/core/llms/__init__.py                                                             4       0  100.00%
packages/ragbits-core/src/ragbits/core/llms/base.py                                                                80       2  97.50%   67, 79
packages/ragbits-core/src/ragbits/core/llms/exceptions.py                                                          20       5  75.00%   17, 26-27, 36, 45
packages/ragbits-core/src/ragbits/core/llms/factory.py                                                             12       2  83.33%   30, 51
packages/ragbits-core/src/ragbits/core/llms/litellm.py                                                             91      22  75.82%   95, 134, 144, 174-202, 224-229, 240
packages/ragbits-core/src/ragbits/core/llms/local.py                                                               55      27  50.91%   9-12, 67-75, 87-88, 109-120, 141-157
packages/ragbits-core/src/ragbits/core/llms/mock.py                                                                30       3  90.00%   70-73
packages/ragbits-core/src/ragbits/core/prompt/__init__.py                                                           2       0  100.00%
packages/ragbits-core/src/ragbits/core/prompt/_cli.py                                                              44      21  52.27%   25-33, 47-49, 63-65, 73-75, 89-97
packages/ragbits-core/src/ragbits/core/prompt/base.py                                                              28       0  100.00%
packages/ragbits-core/src/ragbits/core/prompt/exceptions.py                                                         7       0  100.00%
packages/ragbits-core/src/ragbits/core/prompt/parsers.py                                                           35       0  100.00%
packages/ragbits-core/src/ragbits/core/prompt/prompt.py                                                           147       1  99.32%   202
packages/ragbits-core/src/ragbits/core/prompt/discovery/__init__.py                                                 2       0  100.00%
packages/ragbits-core/src/ragbits/core/prompt/discovery/prompt_discovery.py                                        36       2  94.44%   55-56
packages/ragbits-core/src/ragbits/core/utils/__init__.py                                                            0       0  100.00%
packages/ragbits-core/src/ragbits/core/utils/_pyproject.py                                                         38       1  97.37%   113
packages/ragbits-core/src/ragbits/core/utils/config_handling.py                                                    72       8  88.89%   16, 54-55, 62-63, 152-154
packages/ragbits-core/src/ragbits/core/utils/decorators.py                                                         29       0  100.00%
packages/ragbits-core/src/ragbits/core/utils/dict_transformations.py                                               72       3  95.83%   24, 27, 108
packages/ragbits-core/src/ragbits/core/utils/pydantic.py                                                           13       2  84.62%   13, 16
packages/ragbits-core/src/ragbits/core/vector_stores/__init__.py                                                    3       0  100.00%
packages/ragbits-core/src/ragbits/core/vector_stores/_cli.py                                                       50       4  92.00%   67, 89, 95, 119
packages/ragbits-core/src/ragbits/core/vector_stores/base.py                                                       70       2  97.14%   39, 182
packages/ragbits-core/src/ragbits/core/vector_stores/chroma.py                                                     75       2  97.33%   68, 106
packages/ragbits-core/src/ragbits/core/vector_stores/hybrid.py                                                     44       0  100.00%
packages/ragbits-core/src/ragbits/core/vector_stores/in_memory.py                                                  47       0  100.00%
packages/ragbits-core/src/ragbits/core/vector_stores/pgvector.py                                                  137      26  81.02%   103, 205-213, 244, 257-259, 330-365
packages/ragbits-core/src/ragbits/core/vector_stores/qdrant.py                                                     72       4  94.44%   71-86, 134
packages/ragbits-core/tests/cli/__init__.py                                                                         0       0  100.00%
packages/ragbits-core/tests/cli/test_cli_trace_handler.py                                                          48       3  93.75%   30, 43, 56
packages/ragbits-core/tests/cli/test_vector_store.py                                                              115       0  100.00%
packages/ragbits-core/tests/integration/vector_stores/test_vector_store.py                                         94       0  100.00%
packages/ragbits-core/tests/unit/__init__.py                                                                        0       0  100.00%
packages/ragbits-core/tests/unit/test_options.py                                                                   21       0  100.00%
packages/ragbits-core/tests/unit/audit/__init__.py                                                                  0       0  100.00%
packages/ragbits-core/tests/unit/audit/test_cli.py                                                                107       0  100.00%
packages/ragbits-core/tests/unit/audit/test_trace.py                                                               97       3  96.91%   16, 19, 22
packages/ragbits-core/tests/unit/embeddings/__init__.py                                                             0       0  100.00%
packages/ragbits-core/tests/unit/embeddings/test_from_config.py                                                    20       0  100.00%
packages/ragbits-core/tests/unit/llms/__init__.py                                                                   0       0  100.00%
packages/ragbits-core/tests/unit/llms/test_base.py                                                                 98       0  100.00%
packages/ragbits-core/tests/unit/llms/test_from_config.py                                                          27       0  100.00%
packages/ragbits-core/tests/unit/llms/test_litellm.py                                                              80       0  100.00%
packages/ragbits-core/tests/unit/llms/factory/__init__.py                                                           0       0  100.00%
packages/ragbits-core/tests/unit/llms/factory/test_get_preferred_llm.py                                            12       0  100.00%
packages/ragbits-core/tests/unit/prompts/__init__.py                                                                0       0  100.00%
packages/ragbits-core/tests/unit/prompts/test_parsers.py                                                           65       0  100.00%
packages/ragbits-core/tests/unit/prompts/test_prompt.py                                                           206       0  100.00%
packages/ragbits-core/tests/unit/prompts/discovery/__init__.py                                                      0       0  100.00%
packages/ragbits-core/tests/unit/prompts/discovery/prompt_classes_for_tests.py                                     30       0  100.00%
packages/ragbits-core/tests/unit/prompts/discovery/test_prompt_discovery.py                                        18       0  100.00%
packages/ragbits-core/tests/unit/prompts/discovery/ragbits_tests_pkg_with_prompts/__init__.py                       2       1  50.00%   3
packages/ragbits-core/tests/unit/prompts/discovery/ragbits_tests_pkg_with_prompts/prompts/__init__.py               3       2  33.33%   2-4
packages/ragbits-core/tests/unit/prompts/discovery/ragbits_tests_pkg_with_prompts/prompts/temp_prompt1.py          14       0  100.00%
packages/ragbits-core/tests/unit/prompts/discovery/ragbits_tests_pkg_with_prompts/prompts/temp_prompt2.py          14       0  100.00%
packages/ragbits-core/tests/unit/utils/__init__.py                                                                  0       0  100.00%
packages/ragbits-core/tests/unit/utils/test_config_handling.py                                                     64       2  96.88%   27-28
packages/ragbits-core/tests/unit/utils/test_decorators.py                                                          26       2  92.31%   17, 39
packages/ragbits-core/tests/unit/utils/test_dict_transformations.py                                                69       0  100.00%
packages/ragbits-core/tests/unit/utils/pyproject/test_find.py                                                      13       0  100.00%
packages/ragbits-core/tests/unit/utils/pyproject/test_get_config.py                                                 9       0  100.00%
packages/ragbits-core/tests/unit/utils/pyproject/test_get_instace.py                                               37       0  100.00%
packages/ragbits-core/tests/unit/vector_stores/__init__.py                                                          0       0  100.00%
packages/ragbits-core/tests/unit/vector_stores/test_chroma.py                                                      65       0  100.00%
packages/ragbits-core/tests/unit/vector_stores/test_from_config.py                                                 40       0  100.00%
packages/ragbits-core/tests/unit/vector_stores/test_hybrid.py                                                      74       0  100.00%
packages/ragbits-core/tests/unit/vector_stores/test_in_memory.py                                                  102       0  100.00%
packages/ragbits-core/tests/unit/vector_stores/test_pgvector.py                                                   164       0  100.00%
packages/ragbits-core/tests/unit/vector_stores/test_qdrant.py                                                      78       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/__init__.py                                            2       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/_main.py                                              92       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/cli.py                                                39       2  94.87%   85, 104
packages/ragbits-document-search/src/ragbits/document_search/documents/__init__.py                                  0       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/documents/document.py                                 66       1  98.48%   46
packages/ragbits-document-search/src/ragbits/document_search/documents/element.py                                  83      14  83.13%   96, 113, 174-182, 192, 201-203
packages/ragbits-document-search/src/ragbits/document_search/documents/exceptions.py                               16       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/documents/sources/__init__.py                          9       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/documents/sources/azure.py                            97      13  86.60%   73-74, 109-110, 181-192
packages/ragbits-document-search/src/ragbits/document_search/documents/sources/base.py                             64       4  93.75%   166-167, 170-171
packages/ragbits-document-search/src/ragbits/document_search/documents/sources/gcs.py                              65       1  98.46%   45
packages/ragbits-document-search/src/ragbits/document_search/documents/sources/git.py                              94       3  96.81%   192, 199, 215
packages/ragbits-document-search/src/ragbits/document_search/documents/sources/hf.py                               60      12  80.00%   55-58, 62-63, 94, 101-102, 117-119
packages/ragbits-document-search/src/ragbits/document_search/documents/sources/local.py                            40       2  95.00%   40, 80
packages/ragbits-document-search/src/ragbits/document_search/documents/sources/s3.py                              105      17  83.81%   55-58, 76, 89-94, 118, 129-132, 164, 181
packages/ragbits-document-search/src/ragbits/document_search/documents/sources/web.py                              45       2  95.56%   62, 79
packages/ragbits-document-search/src/ragbits/document_search/ingestion/__init__.py                                  0       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/ingestion/enrichers/__init__.py                        4       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/ingestion/enrichers/base.py                           17       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/ingestion/enrichers/exceptions.py                     14       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/ingestion/enrichers/image.py                          30       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/ingestion/enrichers/router.py                         26       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/ingestion/parsers/__init__.py                          3       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/ingestion/parsers/base.py                             28       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/ingestion/parsers/exceptions.py                       14       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/ingestion/parsers/router.py                           24       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/ingestion/parsers/unstructured.py                     63      12  80.95%   127-145, 179, 224-239
packages/ragbits-document-search/src/ragbits/document_search/ingestion/strategies/__init__.py                       5       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/ingestion/strategies/base.py                          83       7  91.57%   140-144, 203, 206-207
packages/ragbits-document-search/src/ragbits/document_search/ingestion/strategies/batched.py                       68       8  88.24%   162, 202-214, 251-252
packages/ragbits-document-search/src/ragbits/document_search/ingestion/strategies/ray.py                           34       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/ingestion/strategies/sequential.py                    22       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/retrieval/__init__.py                                  0       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/retrieval/rephrasers/__init__.py                       6       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/retrieval/rephrasers/base.py                           9       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/retrieval/rephrasers/llm.py                           25       4  84.00%   47-50
packages/ragbits-document-search/src/ragbits/document_search/retrieval/rephrasers/multi.py                         27       4  85.19%   51-54
packages/ragbits-document-search/src/ragbits/document_search/retrieval/rephrasers/noop.py                           6       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/retrieval/rephrasers/prompts.py                       26       2  92.31%   65, 87
packages/ragbits-document-search/src/ragbits/document_search/retrieval/rerankers/__init__.py                        3       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/retrieval/rerankers/base.py                           17       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/retrieval/rerankers/litellm.py                        18       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/retrieval/rerankers/noop.py                           11       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/retrieval/rerankers/reciprocal_ranked_fusion.py       22       2  90.91%   50, 60
packages/ragbits-document-search/src/ragbits/document_search/retrieval/rerankers/rerankers_answerdotai.py          22       0  100.00%
packages/ragbits-document-search/tests/__init__.py                                                                  0       0  100.00%
packages/ragbits-document-search/tests/helpers.py                                                                   3       0  100.00%
packages/ragbits-document-search/tests/cli/test_ingest.py                                                          21       0  100.00%
packages/ragbits-document-search/tests/cli/test_search.py                                                          71       0  100.00%
packages/ragbits-document-search/tests/integration/__init__.py                                                      0       0  100.00%
packages/ragbits-document-search/tests/integration/test_git_source.py                                              85       6  92.94%   148-157
packages/ragbits-document-search/tests/integration/test_rerankers.py                                               26       6  76.92%   21-43
packages/ragbits-document-search/tests/integration/test_s3.py                                                      54       0  100.00%
packages/ragbits-document-search/tests/integration/test_sources.py                                                 24      10  58.33%   23-33, 41-46
packages/ragbits-document-search/tests/integration/test_unstructured.py                                            12       4  66.67%   62-67
packages/ragbits-document-search/tests/unit/test_aws_source.py                                                     24       0  100.00%
packages/ragbits-document-search/tests/unit/test_azure_blob_source.py                                              76       0  100.00%
packages/ragbits-document-search/tests/unit/test_config.py                                                         63       0  100.00%
packages/ragbits-document-search/tests/unit/test_document_parser_router.py                                         24       0  100.00%
packages/ragbits-document-search/tests/unit/test_document_parsers.py                                               47       0  100.00%
packages/ragbits-document-search/tests/unit/test_document_search.py                                               218       1  99.54%   428
packages/ragbits-document-search/tests/unit/test_documents.py                                                      13       0  100.00%
packages/ragbits-document-search/tests/unit/test_element_enricher_router.py                                        23       0  100.00%
packages/ragbits-document-search/tests/unit/test_element_enrichers.py                                              48       0  100.00%
packages/ragbits-document-search/tests/unit/test_elements.py                                                       20       0  100.00%
packages/ragbits-document-search/tests/unit/test_gcs_hf_sources.py                                                 53       8  84.91%   17-18, 53-58
packages/ragbits-document-search/tests/unit/test_git_source.py                                                    135       0  100.00%
packages/ragbits-document-search/tests/unit/test_ingest_strategies.py                                              43       0  100.00%
packages/ragbits-document-search/tests/unit/test_local_file_source.py                                              13       0  100.00%
packages/ragbits-document-search/tests/unit/test_rephrasers.py                                                     40       0  100.00%
packages/ragbits-document-search/tests/unit/test_rerankers.py                                                      81       1  98.77%   25
packages/ragbits-document-search/tests/unit/test_source_discriminator.py                                           36       0  100.00%
packages/ragbits-document-search/tests/unit/test_source_exceptions.py                                              22       0  100.00%
packages/ragbits-document-search/tests/unit/test_web_source.py                                                     43       0  100.00%
packages/ragbits-document-search/tests/unit/testprojects/project_with_instance_factory/__init__.py                  0       0  100.00%
packages/ragbits-document-search/tests/unit/testprojects/project_with_instance_factory/factories.py                22       0  100.00%
packages/ragbits-evaluate/src/ragbits/evaluate/__init__.py                                                          0       0  100.00%
packages/ragbits-evaluate/src/ragbits/evaluate/cli.py                                                              45      16  64.44%   109-119, 130-149
packages/ragbits-evaluate/src/ragbits/evaluate/config.py                                                            6       0  100.00%
packages/ragbits-evaluate/src/ragbits/evaluate/evaluator.py                                                        51      25  50.98%   43-48, 71-78, 99-109, 122, 136, 151-155
packages/ragbits-evaluate/src/ragbits/evaluate/dataloaders/__init__.py                                              7       2  71.43%   20-21
packages/ragbits-evaluate/src/ragbits/evaluate/dataloaders/base.py                                                  7       0  100.00%
packages/ragbits-evaluate/src/ragbits/evaluate/metrics/__init__.py                                                  2       0  100.00%
packages/ragbits-evaluate/src/ragbits/evaluate/metrics/base.py                                                     21       5  76.19%   24-25, 54, 67, 79
packages/ragbits-evaluate/src/ragbits/evaluate/pipelines/__init__.py                                               11       4  63.64%   23-26
packages/ragbits-evaluate/src/ragbits/evaluate/pipelines/base.py                                                   14       2  85.71%   23, 41
packages/ragbits-evaluate/src/ragbits/evaluate/pipelines/document_search.py                                        29      12  58.62%   35-36, 52-55, 61-68, 80-82
packages/ragbits-guardrails/src/ragbits/guardrails/__init__.py                                                      0       0  100.00%
packages/ragbits-guardrails/src/ragbits/guardrails/base.py                                                         15       0  100.00%
packages/ragbits-guardrails/src/ragbits/guardrails/openai_moderation.py                                            19       5  73.68%   29-33
packages/ragbits-guardrails/tests/unit/test_openai_moderation.py                                                   35       0  100.00%
TOTAL                                                                                                            7311     504  93.11%

Diff against main

Filename                                                        Stmts    Miss  Cover
------------------------------------------------------------  -------  ------  -------
packages/ragbits-core/src/ragbits/core/embeddings/litellm.py      +26     +19  -10.44%
TOTAL                                                             +26     +19  -0.23%

Results for commit: 3e91818

Minimum allowed coverage is 60%

♻️ This comment has been updated with latest results