From 4059ed02137ffa3f73e767fc896a2e5677bade3e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Karl=20S=C3=B6dler?= Date: Mon, 1 Sep 2025 09:21:10 +0200 Subject: [PATCH 1/5] chore: deepeval version 3.3.9 --- backend/pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/backend/pyproject.toml b/backend/pyproject.toml index 93ec2fe..ceb6787 100644 --- a/backend/pyproject.toml +++ b/backend/pyproject.toml @@ -18,7 +18,7 @@ python-dotenv = "^1.1.0" pydantic = "^2.11.1" loguru = "^0.7.3" pypdf = "^5.4.0" -deepeval = "2.7.1" +deepeval = "3.3.9" langchain-openai = "^0.3.11" pyyaml = "^6.0.2" sqlalchemy = "^2.0.40" From 9ac32b29bf9ca964d146ffd8ecb85112a841a140 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Karl=20S=C3=B6dler?= Date: Wed, 3 Sep 2025 11:10:44 +0200 Subject: [PATCH 2/5] chore: bump deepeval to latest 3.3.9 --- .../tasks/evaluate_test_case_task.py | 2 +- backend/package-lock.json | 4 +- backend/package.json | 2 +- backend/poetry.lock | 1142 ++--------------- backend/pyproject.toml | 4 +- 5 files changed, 130 insertions(+), 1024 deletions(-) diff --git a/backend/llm_eval/eval/evaluations/tasks/evaluate_test_case_task.py b/backend/llm_eval/eval/evaluations/tasks/evaluate_test_case_task.py index 994463d..2a9e608 100644 --- a/backend/llm_eval/eval/evaluations/tasks/evaluate_test_case_task.py +++ b/backend/llm_eval/eval/evaluations/tasks/evaluate_test_case_task.py @@ -1,7 +1,7 @@ from datetime import datetime from uuid import uuid4 -from deepeval.evaluate import TestResult as EvalTestResult +from deepeval.evaluate.types import TestResult as EvalTestResult from deepeval.evaluate import evaluate from deepeval.test_case import LLMTestCase from loguru import logger diff --git a/backend/package-lock.json b/backend/package-lock.json index 188088e..bc3697f 100644 --- a/backend/package-lock.json +++ b/backend/package-lock.json @@ -1,11 +1,11 @@ { - "name": "rag-eval-backend", + "name": "llm-eval-backend", "version": "0.1.0", "lockfileVersion": 3, "requires": true, "packages": { "": { - "name": "rag-eval-backend", + "name": "llm-eval-backend", "version": "0.1.0", "devDependencies": { "@semantic-release/changelog": "^6.0.3", diff --git a/backend/package.json b/backend/package.json index ff17332..fae0f1e 100644 --- a/backend/package.json +++ b/backend/package.json @@ -1,5 +1,5 @@ { - "name": "rag-eval-backend", + "name": "llm-eval-backend", "version": "0.1.0", "private": true, "scripts": { diff --git a/backend/poetry.lock b/backend/poetry.lock index be79e2e..cd9f1e4 100644 --- a/backend/poetry.lock +++ b/backend/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand. +# This file is automatically @generated by Poetry 2.0.1 and should not be changed by hand. [[package]] name = "aiohappyeyeballs" @@ -118,7 +118,7 @@ propcache = ">=0.2.0" yarl = ">=1.17.0,<2.0" [package.extras] -speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.3.0)", "brotlicffi ; platform_python_implementation != \"CPython\""] +speedups = ["Brotli", "aiodns (>=3.3.0)", "brotlicffi"] [[package]] name = "aiosignal" @@ -135,25 +135,6 @@ files = [ [package.dependencies] frozenlist = ">=1.1.0" -[[package]] -name = "aiosqlite" -version = "0.21.0" -description = "asyncio bridge to the standard sqlite3 module" -optional = false -python-versions = ">=3.9" -groups = ["main"] -files = [ - {file = "aiosqlite-0.21.0-py3-none-any.whl", hash = "sha256:2549cf4057f95f53dcba16f2b64e8e2791d7e1adedb13197dd8ed77bb226d7d0"}, - {file = "aiosqlite-0.21.0.tar.gz", hash = "sha256:131bb8056daa3bc875608c631c678cda73922a2d4ba8aec373b19f18c17e7aa3"}, -] - -[package.dependencies] -typing_extensions = ">=4.0" - -[package.extras] -dev = ["attribution (==1.7.1)", "black (==24.3.0)", "build (>=1.2)", "coverage[toml] (==7.6.10)", "flake8 (==7.0.0)", "flake8-bugbear (==24.12.12)", "flit (==3.10.1)", "mypy (==1.14.1)", "ufmt (==2.5.1)", "usort (==1.0.8.post1)"] -docs = ["sphinx (==8.1.3)", "sphinx-mdinclude (==0.6.1)"] - [[package]] name = "alembic" version = "1.16.2" @@ -203,28 +184,29 @@ files = [ [[package]] name = "anthropic" -version = "0.49.0" +version = "0.64.0" description = "The official Python library for the anthropic API" optional = false python-versions = ">=3.8" groups = ["main"] files = [ - {file = "anthropic-0.49.0-py3-none-any.whl", hash = "sha256:bbc17ad4e7094988d2fa86b87753ded8dce12498f4b85fe5810f208f454a8375"}, - {file = "anthropic-0.49.0.tar.gz", hash = "sha256:c09e885b0f674b9119b4f296d8508907f6cff0009bc20d5cf6b35936c40b4398"}, + {file = "anthropic-0.64.0-py3-none-any.whl", hash = "sha256:6f5f7d913a6a95eb7f8e1bda4e75f76670e8acd8d4cd965e02e2a256b0429dd1"}, + {file = "anthropic-0.64.0.tar.gz", hash = "sha256:3d496c91a63dff64f451b3e8e4b238a9640bf87b0c11d0b74ddc372ba5a3fe58"}, ] [package.dependencies] anyio = ">=3.5.0,<5" distro = ">=1.7.0,<2" -httpx = ">=0.23.0,<1" +httpx = ">=0.25.0,<1" jiter = ">=0.4.0,<1" pydantic = ">=1.9.0,<3" sniffio = "*" typing-extensions = ">=4.10,<5" [package.extras] +aiohttp = ["aiohttp", "httpx-aiohttp (>=0.1.8)"] bedrock = ["boto3 (>=1.28.57)", "botocore (>=1.31.57)"] -vertex = ["google-auth (>=2,<3)"] +vertex = ["google-auth[requests] (>=2,<3)"] [[package]] name = "anyio" @@ -245,7 +227,7 @@ typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""} [package.extras] doc = ["Sphinx (>=8.2,<9.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"] -test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\" and python_version < \"3.14\""] +test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21)"] trio = ["trio (>=0.26.1)"] [[package]] @@ -336,8 +318,8 @@ files = [ [package.extras] docs = ["Sphinx (>=8.1.3,<8.2.0)", "sphinx-rtd-theme (>=1.2.2)"] -gssauth = ["gssapi ; platform_system != \"Windows\"", "sspilib ; platform_system == \"Windows\""] -test = ["distro (>=1.9.0,<1.10.0)", "flake8 (>=6.1,<7.0)", "flake8-pyi (>=24.1.0,<24.2.0)", "gssapi ; platform_system == \"Linux\"", "k5test ; platform_system == \"Linux\"", "mypy (>=1.8.0,<1.9.0)", "sspilib ; platform_system == \"Windows\"", "uvloop (>=0.15.3) ; platform_system != \"Windows\" and python_version < \"3.14.0\""] +gssauth = ["gssapi", "sspilib"] +test = ["distro (>=1.9.0,<1.10.0)", "flake8 (>=6.1,<7.0)", "flake8-pyi (>=24.1.0,<24.2.0)", "gssapi", "k5test", "mypy (>=1.8.0,<1.9.0)", "sspilib", "uvloop (>=0.15.3)"] [[package]] name = "attrs" @@ -352,12 +334,12 @@ files = [ ] [package.extras] -benchmark = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"] -cov = ["cloudpickle ; platform_python_implementation == \"CPython\"", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"] -dev = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"] +benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"] +cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"] +dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"] docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier"] -tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"] -tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\""] +tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"] +tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"] [[package]] name = "backoff" @@ -371,28 +353,6 @@ files = [ {file = "backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba"}, ] -[[package]] -name = "banks" -version = "2.1.2" -description = "A prompt programming language" -optional = false -python-versions = ">=3.9" -groups = ["main"] -files = [ - {file = "banks-2.1.2-py3-none-any.whl", hash = "sha256:7fba451069f6bea376483b8136a0f29cb1e6883133626d00e077e20a3d102c0e"}, - {file = "banks-2.1.2.tar.gz", hash = "sha256:a0651db9d14b57fa2e115e78f68dbb1b36fe226ad6eef96192542908b1d20c1f"}, -] - -[package.dependencies] -deprecated = "*" -griffe = "*" -jinja2 = "*" -platformdirs = "*" -pydantic = "*" - -[package.extras] -all = ["litellm", "redis"] - [[package]] name = "bcrypt" version = "4.3.0" @@ -458,29 +418,6 @@ files = [ tests = ["pytest (>=3.2.1,!=3.3.0)"] typecheck = ["mypy"] -[[package]] -name = "beautifulsoup4" -version = "4.13.4" -description = "Screen-scraping library" -optional = false -python-versions = ">=3.7.0" -groups = ["main"] -files = [ - {file = "beautifulsoup4-4.13.4-py3-none-any.whl", hash = "sha256:9bbbb14bfde9d79f38b8cd5f8c7c85f4b8f2523190ebed90e950a8dea4cb1c4b"}, - {file = "beautifulsoup4-4.13.4.tar.gz", hash = "sha256:dbb3c4e1ceae6aefebdaf2423247260cd062430a410e38c66f2baa50a8437195"}, -] - -[package.dependencies] -soupsieve = ">1.2" -typing-extensions = ">=4.0.0" - -[package.extras] -cchardet = ["cchardet"] -chardet = ["chardet"] -charset-normalizer = ["charset-normalizer"] -html5lib = ["html5lib"] -lxml = ["lxml"] - [[package]] name = "billiard" version = "4.2.1" @@ -499,7 +436,7 @@ version = "24.10.0" description = "The uncompromising code formatter." optional = false python-versions = ">=3.9" -groups = ["main", "dev"] +groups = ["dev"] files = [ {file = "black-24.10.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e6668650ea4b685440857138e5fe40cde4d652633b1bdffc62933d0db4ed9812"}, {file = "black-24.10.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:1c536fcf674217e87b8cc3657b81809d3c085d7bf3ef262ead700da345bfa6ea"}, @@ -557,7 +494,7 @@ pyproject_hooks = "*" [package.extras] docs = ["furo (>=2023.08.17)", "sphinx (>=7.0,<8.0)", "sphinx-argparse-cli (>=1.5)", "sphinx-autodoc-typehints (>=1.10)", "sphinx-issues (>=3.0.0)"] -test = ["build[uv,virtualenv]", "filelock (>=3)", "pytest (>=6.2.4)", "pytest-cov (>=2.12)", "pytest-mock (>=2)", "pytest-rerunfailures (>=9.1)", "pytest-xdist (>=1.34)", "setuptools (>=42.0.0) ; python_version < \"3.10\"", "setuptools (>=56.0.0) ; python_version == \"3.10\"", "setuptools (>=56.0.0) ; python_version == \"3.11\"", "setuptools (>=67.8.0) ; python_version >= \"3.12\"", "wheel (>=0.36.0)"] +test = ["build[uv,virtualenv]", "filelock (>=3)", "pytest (>=6.2.4)", "pytest-cov (>=2.12)", "pytest-mock (>=2)", "pytest-rerunfailures (>=9.1)", "pytest-xdist (>=1.34)", "setuptools (>=42.0.0)", "setuptools (>=56.0.0)", "setuptools (>=56.0.0)", "setuptools (>=67.8.0)", "wheel (>=0.36.0)"] typing = ["build[uv]", "importlib-metadata (>=5.1)", "mypy (>=1.9.0,<1.10.0)", "tomli", "typing-extensions (>=3.7.4.3)"] uv = ["uv (>=0.1.18)"] virtualenv = ["virtualenv (>=20.0.35)"] @@ -603,33 +540,33 @@ vine = ">=5.1.0,<6.0" arangodb = ["pyArango (>=2.0.2)"] auth = ["cryptography (==44.0.2)"] azureblockblob = ["azure-identity (>=1.19.0)", "azure-storage-blob (>=12.15.0)"] -brotli = ["brotli (>=1.0.0) ; platform_python_implementation == \"CPython\"", "brotlipy (>=0.7.0) ; platform_python_implementation == \"PyPy\""] +brotli = ["brotli (>=1.0.0)", "brotlipy (>=0.7.0)"] cassandra = ["cassandra-driver (>=3.25.0,<4)"] consul = ["python-consul2 (==0.1.5)"] cosmosdbsql = ["pydocumentdb (==2.3.5)"] -couchbase = ["couchbase (>=3.0.0) ; platform_python_implementation != \"PyPy\" and (platform_system != \"Windows\" or python_version < \"3.10\")"] +couchbase = ["couchbase (>=3.0.0)"] couchdb = ["pycouchdb (==1.16.0)"] django = ["Django (>=2.2.28)"] dynamodb = ["boto3 (>=1.26.143)"] elasticsearch = ["elastic-transport (<=8.17.1)", "elasticsearch (<=8.17.2)"] -eventlet = ["eventlet (>=0.32.0) ; python_version < \"3.10\""] +eventlet = ["eventlet (>=0.32.0)"] gcs = ["google-cloud-firestore (==2.20.1)", "google-cloud-storage (>=2.10.0)", "grpcio (==1.67.0)"] gevent = ["gevent (>=1.5.0)"] -librabbitmq = ["librabbitmq (>=2.0.0) ; python_version < \"3.11\""] -memcache = ["pylibmc (==1.6.3) ; platform_system != \"Windows\""] +librabbitmq = ["librabbitmq (>=2.0.0)"] +memcache = ["pylibmc (==1.6.3)"] mongodb = ["kombu[mongodb]"] msgpack = ["kombu[msgpack]"] pydantic = ["pydantic (>=2.4)"] pymemcache = ["python-memcached (>=1.61)"] -pyro = ["pyro4 (==4.82) ; python_version < \"3.11\""] +pyro = ["pyro4 (==4.82)"] pytest = ["pytest-celery[all] (>=1.2.0,<1.3.0)"] redis = ["kombu[redis]"] s3 = ["boto3 (>=1.26.143)"] slmq = ["softlayer_messaging (>=1.0.3)"] -solar = ["ephem (==4.2) ; 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python_full_version <= \"3.11.0a6\""] +toml = ["tomli"] [[package]] name = "cryptography" @@ -1154,10 +1091,10 @@ files = [ cffi = {version = ">=1.12", markers = "platform_python_implementation != \"PyPy\""} [package.extras] -docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=3.0.0) ; python_version >= \"3.8\""] +docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=3.0.0)"] docstest = ["pyenchant (>=3)", "readme-renderer (>=30.0)", "sphinxcontrib-spelling (>=7.3.1)"] -nox = ["nox (>=2024.4.15)", "nox[uv] (>=2024.3.2) ; python_version >= \"3.8\""] -pep8test = ["check-sdist ; python_version >= \"3.8\"", "click (>=8.0.1)", "mypy (>=1.4)", "ruff (>=0.3.6)"] +nox = ["nox (>=2024.4.15)", "nox[uv] (>=2024.3.2)"] +pep8test = ["check-sdist", "click (>=8.0.1)", "mypy (>=1.4)", "ruff (>=0.3.6)"] sdist = ["build (>=1.0.0)"] ssh = ["bcrypt (>=3.1.5)"] test = ["certifi (>=2024)", "cryptography-vectors (==44.0.3)", "pretend (>=0.7)", "pytest (>=7.4.0)", "pytest-benchmark (>=4.0)", "pytest-cov (>=2.10.1)", "pytest-xdist (>=3.5.0)"] @@ -1209,15 +1146,15 @@ xxhash = "*" [package.extras] audio = ["soundfile (>=0.12.1)", "torch (>=2.7.0)", "torchcodec (>=0.4.0)"] benchmarks = ["tensorflow (==2.12.0)", "torch (==2.0.1)", "transformers (==4.30.1)"] -dev = ["Pillow (>=9.4.0)", "absl-py", "aiohttp", "decorator", "elasticsearch (>=7.17.12,<8.0.0)", "faiss-cpu (>=1.8.0.post1)", "jax (>=0.3.14) ; 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(>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"] -type = ["importlib_metadata (>=7.0.2) ; python_version < \"3.10\"", "jaraco.develop (>=7.21) ; sys_platform != \"cygwin\"", "mypy (==1.14.*)", "pytest-mypy"] +test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.7.2)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"] +type = ["importlib_metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (==1.14.*)", "pytest-mypy"] [[package]] name = "shellingham" @@ -5850,18 +5003,6 @@ files = [ {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"}, ] -[[package]] -name = "soupsieve" -version = "2.7" -description = "A modern CSS selector implementation for Beautiful Soup." -optional = false -python-versions = ">=3.8" -groups = ["main"] -files = [ - {file = "soupsieve-2.7-py3-none-any.whl", hash = "sha256:6e60cc5c1ffaf1cebcc12e8188320b72071e922c2e897f737cadce79ad5d30c4"}, - {file = "soupsieve-2.7.tar.gz", hash = "sha256:ad282f9b6926286d2ead4750552c8a6142bc4c783fd66b0293547c8fe6ae126a"}, -] - [[package]] name = "sqlalchemy" version = "2.0.41" @@ -5930,7 +5071,7 @@ files = [ ] [package.dependencies] -greenlet = {version = ">=1", optional = true, markers = "python_version < \"3.14\" and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\") or extra == \"asyncio\""} +greenlet = {version = ">=1", markers = "python_version < \"3.14\" and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\")"} typing-extensions = ">=4.6.0" [package.extras] @@ -5982,8 +5123,8 @@ intervals = ["intervals (>=0.7.1)"] password = ["passlib (>=1.6,<2.0)"] pendulum = ["pendulum (>=2.0.5)"] phone = ["phonenumbers (>=5.9.2)"] -test = ["Jinja2 (>=2.3)", "Pygments (>=1.2)", "backports.zoneinfo ; python_version < \"3.9\"", "docutils (>=0.10)", "flake8 (>=2.4.0)", "flexmock (>=0.9.7)", "isort (>=4.2.2)", "pg8000 (>=1.12.4)", "psycopg (>=3.1.8)", "psycopg2 (>=2.5.1)", "psycopg2cffi (>=2.8.1)", "pymysql", "pyodbc", "pytest (==7.4.4)", "python-dateutil (>=2.6)", "pytz (>=2014.2)"] -test-all = ["Babel (>=1.3)", "Jinja2 (>=2.3)", "Pygments (>=1.2)", "arrow (>=0.3.4)", "backports.zoneinfo ; python_version < \"3.9\"", "colour (>=0.0.4)", "cryptography (>=0.6)", "docutils (>=0.10)", "flake8 (>=2.4.0)", "flexmock (>=0.9.7)", "furl (>=0.4.1)", "intervals (>=0.7.1)", "isort (>=4.2.2)", "passlib (>=1.6,<2.0)", "pendulum (>=2.0.5)", "pg8000 (>=1.12.4)", "phonenumbers (>=5.9.2)", "psycopg (>=3.1.8)", "psycopg2 (>=2.5.1)", "psycopg2cffi (>=2.8.1)", "pymysql", "pyodbc", "pytest (==7.4.4)", "python-dateutil", "python-dateutil (>=2.6)", "pytz (>=2014.2)"] +test = ["Jinja2 (>=2.3)", "Pygments (>=1.2)", "backports.zoneinfo", "docutils (>=0.10)", "flake8 (>=2.4.0)", "flexmock (>=0.9.7)", "isort (>=4.2.2)", "pg8000 (>=1.12.4)", "psycopg (>=3.1.8)", "psycopg2 (>=2.5.1)", "psycopg2cffi (>=2.8.1)", "pymysql", "pyodbc", "pytest (==7.4.4)", "python-dateutil (>=2.6)", "pytz (>=2014.2)"] +test-all = ["Babel (>=1.3)", "Jinja2 (>=2.3)", "Pygments (>=1.2)", "arrow (>=0.3.4)", "backports.zoneinfo", "colour (>=0.0.4)", "cryptography (>=0.6)", "docutils (>=0.10)", "flake8 (>=2.4.0)", "flexmock (>=0.9.7)", "furl (>=0.4.1)", "intervals (>=0.7.1)", "isort (>=4.2.2)", "passlib (>=1.6,<2.0)", "pendulum (>=2.0.5)", "pg8000 (>=1.12.4)", "phonenumbers (>=5.9.2)", "psycopg (>=3.1.8)", "psycopg2 (>=2.5.1)", "psycopg2cffi (>=2.8.1)", "pymysql", "pyodbc", "pytest (==7.4.4)", "python-dateutil", "python-dateutil (>=2.6)", "pytz (>=2014.2)"] timezone = ["python-dateutil"] url = ["furl (>=0.4.1)"] @@ -6005,18 +5146,6 @@ anyio = ">=3.6.2,<5" [package.extras] full = ["httpx (>=0.27.0,<0.29.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.18)", "pyyaml"] -[[package]] -name = "striprtf" -version = "0.0.26" -description = "A simple library to convert rtf to text" -optional = false -python-versions = "*" -groups = ["main"] -files = [ - {file = "striprtf-0.0.26-py3-none-any.whl", hash = "sha256:8c8f9d32083cdc2e8bfb149455aa1cc5a4e0a035893bedc75db8b73becb3a1bb"}, - {file = "striprtf-0.0.26.tar.gz", hash = "sha256:fdb2bba7ac440072d1c41eab50d8d74ae88f60a8b6575c6e2c7805dc462093aa"}, -] - [[package]] name = "sympy" version = "1.14.0" @@ -6288,29 +5417,6 @@ notebook = ["ipywidgets (>=6)"] slack = ["slack-sdk"] telegram = ["requests"] -[[package]] -name = "twine" -version = "5.1.1" -description = "Collection of utilities for publishing packages on PyPI" -optional = false -python-versions = ">=3.8" -groups = ["main"] -files = [ - {file = "twine-5.1.1-py3-none-any.whl", hash = "sha256:215dbe7b4b94c2c50a7315c0275d2258399280fbb7d04182c7e55e24b5f93997"}, - {file = "twine-5.1.1.tar.gz", hash = "sha256:9aa0825139c02b3434d913545c7b847a21c835e11597f5255842d457da2322db"}, -] - -[package.dependencies] -importlib-metadata = ">=3.6" -keyring = ">=15.1" -pkginfo = ">=1.8.1,<1.11" -readme-renderer = ">=35.0" -requests = ">=2.20" -requests-toolbelt = ">=0.8.0,<0.9.0 || >0.9.0" -rfc3986 = ">=1.4.0" -rich = ">=12.0.0" -urllib3 = ">=1.26.0" - [[package]] name = "typer" version = "0.16.0" @@ -6397,7 +5503,7 @@ files = [ ] [package.extras] -brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""] +brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"] h2 = ["h2 (>=4,<5)"] socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"] zstd = ["zstandard (>=0.18.0)"] @@ -6421,12 +5527,12 @@ h11 = ">=0.8" httptools = {version = ">=0.6.3", optional = true, markers = "extra == \"standard\""} python-dotenv = {version = ">=0.13", optional = true, markers = "extra == \"standard\""} pyyaml = {version = ">=5.1", optional = true, markers = "extra == \"standard\""} -uvloop = {version = ">=0.15.1", optional = true, markers = "sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\" and extra == \"standard\""} +uvloop = {version = ">=0.15.1", optional = true, markers = "(sys_platform != \"win32\" and sys_platform != \"cygwin\") and platform_python_implementation != \"PyPy\" and extra == \"standard\""} watchfiles = {version = ">=0.13", optional = true, markers = "extra == \"standard\""} websockets = {version = ">=10.4", optional = true, markers = "extra == \"standard\""} [package.extras] -standard = ["colorama (>=0.4) ; sys_platform == \"win32\"", "httptools (>=0.6.3)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.15.1) ; sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\"", "watchfiles (>=0.13)", "websockets (>=10.4)"] +standard = ["colorama (>=0.4)", "httptools (>=0.6.3)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.15.1)", "watchfiles (>=0.13)", "websockets (>=10.4)"] [[package]] name = "uvloop" @@ -6435,7 +5541,7 @@ description = "Fast implementation of asyncio event loop on top of libuv" optional = false python-versions = ">=3.8.0" groups = ["main", "dev"] -markers = "sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\"" +markers = "(sys_platform != \"win32\" and sys_platform != \"cygwin\") and platform_python_implementation != \"PyPy\"" files = [ {file = "uvloop-0.21.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:ec7e6b09a6fdded42403182ab6b832b71f4edaf7f37a9a0e371a01db5f0cb45f"}, {file = "uvloop-0.21.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:196274f2adb9689a289ad7d65700d37df0c0930fd8e4e743fa4834e850d7719d"}, @@ -6512,7 +5618,7 @@ platformdirs = ">=3.9.1,<5" [package.extras] docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2,!=7.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"] -test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8) ; platform_python_implementation == \"PyPy\" or platform_python_implementation == \"GraalVM\" or platform_python_implementation == \"CPython\" and sys_platform == \"win32\" and python_version >= \"3.13\"", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10) ; platform_python_implementation == \"CPython\""] +test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"] [[package]] name = "watchfiles" @@ -6770,7 +5876,7 @@ files = [ ] [package.extras] -dev = ["black (>=19.3b0) ; python_version >= \"3.6\"", "pytest (>=4.6.2)"] +dev = ["black (>=19.3b0)", "pytest (>=4.6.2)"] [[package]] name = "wrapt" @@ -6778,7 +5884,7 @@ version = "1.17.2" description = "Module for decorators, wrappers and monkey patching." optional = false python-versions = ">=3.8" -groups = ["main", "dev"] +groups = ["dev"] files = [ {file = "wrapt-1.17.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:3d57c572081fed831ad2d26fd430d565b76aa277ed1d30ff4d40670b1c0dd984"}, {file = "wrapt-1.17.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b5e251054542ae57ac7f3fba5d10bfff615b6c2fb09abeb37d2f1463f841ae22"}, @@ -7126,7 +6232,7 @@ files = [ ] [package.extras] -check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""] +check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"] cover = ["pytest-cov"] doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] enabler = ["pytest-enabler (>=2.2)"] @@ -7249,4 +6355,4 @@ cffi = ["cffi (>=1.11)"] [metadata] lock-version = "2.1" python-versions = "^3.12, <3.13" -content-hash = "0b1cc7cfd0bfb7a9726dbc8be16774f9df3a33d309a8a7973b57ef7569b990d0" +content-hash = "8c3d55ff6016996f5ddfcb500931dd8706467be2267fdeb64ded1f9b754061dd" diff --git a/backend/pyproject.toml b/backend/pyproject.toml index ceb6787..ccf8adb 100644 --- a/backend/pyproject.toml +++ b/backend/pyproject.toml @@ -1,5 +1,5 @@ [tool.poetry] -name = "rag-eval" +name = "llm-eval" version = "0.1.0" description = "Rag-Eval Pipeline including QA-Catalog, DeepEval and visualization" authors = [ @@ -18,7 +18,6 @@ python-dotenv = "^1.1.0" pydantic = "^2.11.1" loguru = "^0.7.3" pypdf = "^5.4.0" -deepeval = "3.3.9" langchain-openai = "^0.3.11" pyyaml = "^6.0.2" sqlalchemy = "^2.0.40" @@ -37,6 +36,7 @@ celery = { extras = ["redis"], version = "^5.4.0" } pydantic-settings = "^2.9.1" rapidfuzz = "^3.13.0" ragas = "^0.3.0" +deepeval = "3.3.9" [tool.poetry.group.dev.dependencies] psycopg2-binary = "^2.9.9" From 3d9989720db703cc793acc60f6ab10e775930a71 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Karl=20S=C3=B6dler?= Date: Wed, 3 Sep 2025 18:33:48 +0200 Subject: [PATCH 3/5] chore: adjust deepeval.evaluate.evaluate optional parameters to breaking changes 3.3.9 --- .../tasks/evaluate_test_case_task.py | 23 ++++++++++++------- 1 file changed, 15 insertions(+), 8 deletions(-) diff --git a/backend/llm_eval/eval/evaluations/tasks/evaluate_test_case_task.py b/backend/llm_eval/eval/evaluations/tasks/evaluate_test_case_task.py index 2a9e608..763819d 100644 --- a/backend/llm_eval/eval/evaluations/tasks/evaluate_test_case_task.py +++ b/backend/llm_eval/eval/evaluations/tasks/evaluate_test_case_task.py @@ -1,8 +1,9 @@ from datetime import datetime from uuid import uuid4 -from deepeval.evaluate.types import TestResult as EvalTestResult -from deepeval.evaluate import evaluate +from deepeval import evaluate +from deepeval.evaluate import AsyncConfig, DisplayConfig, CacheConfig, ErrorConfig +from deepeval.evaluate.types import TestResult as EvalTestResult from deepeval.test_case import LLMTestCase from loguru import logger from sqlalchemy.ext.asyncio import AsyncSession @@ -58,12 +59,18 @@ async def evaluate_test_case_task( evaluate_result = evaluate( test_cases=[llm_test_case], metrics=metrics, - print_results=False, - run_async=False, - show_indicator=SETTINGS.evaluation.show_indicator, - write_cache=False, - use_cache=False, - max_concurrent=1, + async_config=AsyncConfig( + run_async=False, + max_concurrent=1 + ), + display_config=DisplayConfig( + print_results=False, + show_indicator=SETTINGS.evaluation.show_indicator + ), + cache_config=CacheConfig( + write_cache=False, + use_cache=False + ), ) evaluation_results = _build_evaluation_results( From 2dc13bef0847f6e6ce2cb9c80a4e4b9a0dbe18bd Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Karl=20S=C3=B6dler?= Date: Fri, 5 Sep 2025 09:44:41 +0200 Subject: [PATCH 4/5] fix: unused import --- .../evaluations/tasks/evaluate_test_case_task.py | 15 ++++----------- 1 file changed, 4 insertions(+), 11 deletions(-) diff --git a/backend/llm_eval/eval/evaluations/tasks/evaluate_test_case_task.py b/backend/llm_eval/eval/evaluations/tasks/evaluate_test_case_task.py index 763819d..8545584 100644 --- a/backend/llm_eval/eval/evaluations/tasks/evaluate_test_case_task.py +++ b/backend/llm_eval/eval/evaluations/tasks/evaluate_test_case_task.py @@ -2,7 +2,7 @@ from uuid import uuid4 from deepeval import evaluate -from deepeval.evaluate import AsyncConfig, DisplayConfig, CacheConfig, ErrorConfig +from deepeval.evaluate import AsyncConfig, DisplayConfig, CacheConfig from deepeval.evaluate.types import TestResult as EvalTestResult from deepeval.test_case import LLMTestCase from loguru import logger @@ -59,18 +59,11 @@ async def evaluate_test_case_task( evaluate_result = evaluate( test_cases=[llm_test_case], metrics=metrics, - async_config=AsyncConfig( - run_async=False, - max_concurrent=1 - ), + async_config=AsyncConfig(run_async=False, max_concurrent=1), display_config=DisplayConfig( - print_results=False, - show_indicator=SETTINGS.evaluation.show_indicator - ), - cache_config=CacheConfig( - write_cache=False, - use_cache=False + print_results=False, show_indicator=SETTINGS.evaluation.show_indicator ), + cache_config=CacheConfig(write_cache=False, use_cache=False), ) evaluation_results = _build_evaluation_results( From e0c414683bbf2a01ef29ef5ed91aa8c00ba5a0c9 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Karl=20S=C3=B6dler?= Date: Fri, 5 Sep 2025 09:57:45 +0200 Subject: [PATCH 5/5] fix: missing pillow package --- backend/poetry.lock | 129 ++++++++++++++++++++++++++++++++++++++++- backend/pyproject.toml | 1 + 2 files changed, 128 insertions(+), 2 deletions(-) diff --git a/backend/poetry.lock b/backend/poetry.lock index cd9f1e4..55df8c6 100644 --- a/backend/poetry.lock +++ b/backend/poetry.lock @@ -940,7 +940,7 @@ files = [ {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"}, {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"}, ] -markers = {main = "platform_system == \"Windows\" or sys_platform == \"win32\"", dev = "platform_system == \"Windows\" or sys_platform == \"win32\" or os_name == \"nt\"", test = "sys_platform == \"win32\""} +markers = {main = "sys_platform == \"win32\" or platform_system == \"Windows\"", dev = 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