From 2b9cdbced2765f4e36b149056f63950ac7a9baeb Mon Sep 17 00:00:00 2001
From: thorinaboenke <thorina-boenke@web.de>
Date: Mon, 15 Jun 2026 15:52:14 +0200
Subject: [PATCH 1/9] use optional dependencies

---
 .github/workflows/python-app.yml |  2 +-
 README.md                        |  4 ++--
 docs/installation.md             | 38 ++++++++++++++++++++++++++++----
 pyproject.toml                   |  6 +++--
 4 files changed, 41 insertions(+), 9 deletions(-)

diff --git a/.github/workflows/python-app.yml b/.github/workflows/python-app.yml
index e9727e9a..0f87154e 100644
--- a/.github/workflows/python-app.yml
+++ b/.github/workflows/python-app.yml
@@ -30,7 +30,7 @@ jobs:
         run: uv run --dev prek run -a
 
       - name: Test with pytest
-        run: uv run --dev pytest -s
+        run: uv run --dev --extra dataframes pytest -s
 
       # integration tests for DetectMateService
       - name: Checkout DetectMateService
diff --git a/README.md b/README.md
index c9ccb822..8e72b48e 100644
--- a/README.md
+++ b/README.md
@@ -42,13 +42,13 @@ protoc --proto_path=src/detectmatelibrary/schemas/ --python_out=src/detectmateli
 Run the tests:
 
 ```bash
-uv run pytest -q
+uv run --dev --extra dataframes pytest -q
 ```
 
 Run the tests with coverage (add --cov-report=html to generate an HTML report):
 
 ```bash
-uv run pytest --cov=. --cov-report=term-missing
+uv run --dev --extra dataframes pytest --cov=. --cov-report=term-missing
 ```
 
 ## Workspace generator (`mate create`)
diff --git a/docs/installation.md b/docs/installation.md
index 2f04fc82..4a88f8f1 100644
--- a/docs/installation.md
+++ b/docs/installation.md
@@ -22,6 +22,36 @@ To install it in a different venv as a library:
 uv pip install --no-cache-dir <directory_detectmatelibrary>
 ```
 
+### Optional dependencies
+
+Not all features require the same dependencies. DetectMateLibrary uses optional extras so you only install what you need:
+Optional Dependency Groups https://pydevtools.com/handbook/explanation/what-are-optional-dependencies-and-dependency-groups/
+
+| Extra | Installs | When you need it |
+|---|---|---|
+| `dataframes` | `pandas`, `polars` | Using `EventDataFrame`, `ChunkedEventDataFrame`, `DataNormalizer`, or LogBatcher parser |
+| `polars-rtcompat` | `polars[rtcompat]` | Running on older CPUs without AVX2 support (e.g. some VMs or embedded hardware); not needed for standard deployments |
+
+Install an extra with `uv sync`:
+
+```bash
+uv sync --extra dataframes
+```
+
+Or with `uv pip install` / pip when installing as a library:
+
+```bash
+uv pip install "detectmatelibrary[dataframes]"
+# or
+pip install "detectmatelibrary[dataframes]"
+```
+
+Combine multiple extras if needed:
+
+```bash
+uv sync --extra dataframes --extra polars-rtcompat
+```
+
 ## Developer setup
 
 **Purpose**: prepare a development environment with test and lint tooling.
@@ -70,21 +100,21 @@ protoc \
 
 ### Step 3: Run unit tests
 
-Run the full test suite:
+The full test suite exercises dataframe-dependent code, so the `dataframes` extra must be present. Run all tests with:
 
 ```bash
-uv run --dev pytest -s
+uv run --dev --extra dataframes pytest -s
 ```
 
 Run tests with coverage (terminal summary):
 
 ```bash
-uv run --dev pytest --cov=. --cov-report=term-missing
+uv run --dev --extra dataframes pytest --cov=. --cov-report=term-missing
 ```
 
 **Tips**:
 
-- Run a single test or directory to speed iteration: `uv run --dev pytest tests/some_test.py::test_name -q`
+- Run a single test or directory to speed iteration: `uv run --dev --extra dataframes pytest tests/some_test.py::test_name -q`
 
 ## Troubleshooting
 
diff --git a/pyproject.toml b/pyproject.toml
index eb59512b..c0bd95fe 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,8 +18,6 @@ dependencies = [
     "scikit-learn>=1.8.0",
     "tiktoken>=0.12.0",
     "numpy>=2.3.2",
-    "pandas>=2.3.2",
-    "polars>=1.40.1",
     "detectmateperformance>=0.1.0",
     "msgpack>=1.0.0",
     "fsspec>=2024.1.0",
@@ -36,6 +34,10 @@ dev = [
 ]
 
 [project.optional-dependencies]
+dataframes = [
+    "pandas>=2.3.2",
+    "polars>=1.40.1",
+]
 polars-rtcompat = [
     "polars[rtcompat]>=1.38.1",
 ]

From 66d3d3a6c43a1927e3c11f21def1f06598377066 Mon Sep 17 00:00:00 2001
From: thorinaboenke <thorina-boenke@web.de>
Date: Mon, 22 Jun 2026 15:38:34 +0200
Subject: [PATCH 2/9] aff optional dependenci group llm

---
 README.md                         |  4 ++--
 docs/development.md               |  4 ++--
 docs/installation.md              | 11 ++++++-----
 docs/parsers/logbatcher_parser.md | 10 ++++++++++
 pyproject.toml                    | 13 ++++++++-----
 5 files changed, 28 insertions(+), 14 deletions(-)

diff --git a/README.md b/README.md
index 8e72b48e..bb7e2d50 100644
--- a/README.md
+++ b/README.md
@@ -42,13 +42,13 @@ protoc --proto_path=src/detectmatelibrary/schemas/ --python_out=src/detectmateli
 Run the tests:
 
 ```bash
-uv run --dev --extra dataframes pytest -q
+uv run --dev --extra dataframes --extra llm pytest -q
 ```
 
 Run the tests with coverage (add --cov-report=html to generate an HTML report):
 
 ```bash
-uv run --dev --extra dataframes pytest --cov=. --cov-report=term-missing
+uv run --dev --extra dataframes --extra llm pytest --cov=. --cov-report=term-missing
 ```
 
 ## Workspace generator (`mate create`)
diff --git a/docs/development.md b/docs/development.md
index 94239b1b..2e7f0217 100644
--- a/docs/development.md
+++ b/docs/development.md
@@ -36,8 +36,8 @@ uv run prek run -a
 
 ## Add tests and run pytest
 
-In oder to run the tests run the following command:
+In order to run the tests run the following command:
 
 ```bash
-uv run --dev pytest
+uv run --dev --extra dataframes --extra llm pytest
 ```
diff --git a/docs/installation.md b/docs/installation.md
index 4a88f8f1..69c8053d 100644
--- a/docs/installation.md
+++ b/docs/installation.md
@@ -29,7 +29,8 @@ Optional Dependency Groups https://pydevtools.com/handbook/explanation/what-are-
 
 | Extra | Installs | When you need it |
 |---|---|---|
-| `dataframes` | `pandas`, `polars` | Using `EventDataFrame`, `ChunkedEventDataFrame`, `DataNormalizer`, or LogBatcher parser |
+| `llm` | `openai`, `tenacity`, `scipy`, `scikit-learn`, `tiktoken`, `pandas` | Using the `LogBatcherParser` (LLM-based log parsing) |
+| `dataframes` | `pandas`, `polars` | Using `EventDataFrame`, `ChunkedEventDataFrame`, or `DataNormalizer` |
 | `polars-rtcompat` | `polars[rtcompat]` | Running on older CPUs without AVX2 support (e.g. some VMs or embedded hardware); not needed for standard deployments |
 
 Install an extra with `uv sync`:
@@ -100,21 +101,21 @@ protoc \
 
 ### Step 3: Run unit tests
 
-The full test suite exercises dataframe-dependent code, so the `dataframes` extra must be present. Run all tests with:
+The full test suite covers dataframe and LLM-parser code, so both extras must be present. Run all tests with:
 
 ```bash
-uv run --dev --extra dataframes pytest -s
+uv run --dev --extra dataframes --extra llm pytest -s
 ```
 
 Run tests with coverage (terminal summary):
 
 ```bash
-uv run --dev --extra dataframes pytest --cov=. --cov-report=term-missing
+uv run --dev --extra dataframes --extra llm pytest --cov=. --cov-report=term-missing
 ```
 
 **Tips**:
 
-- Run a single test or directory to speed iteration: `uv run --dev --extra dataframes pytest tests/some_test.py::test_name -q`
+- Run a single test or directory to speed iteration: `uv run --dev --extra dataframes --extra llm pytest tests/some_test.py::test_name -q`
 
 ## Troubleshooting
 
diff --git a/docs/parsers/logbatcher_parser.md b/docs/parsers/logbatcher_parser.md
index 5970876f..76ac920b 100644
--- a/docs/parsers/logbatcher_parser.md
+++ b/docs/parsers/logbatcher_parser.md
@@ -7,6 +7,16 @@ LLM-based log parser that infers event templates from raw log messages using any
 | **Input**  | [LogSchema](../schemas.md)    | Raw log string                           |
 | **Output** | [ParserSchema](../schemas.md) | Structured log with template and variables |
 
+## Installation
+
+`LogBatcherParser` requires the `llm` optional extra:
+
+```bash
+pip install "detectmatelibrary[llm]"
+# or with uv
+uv sync --extra llm
+```
+
 ## Overview
 
 `LogBatcherParser` wraps the [LogBatcher](https://github.com/LogIntelligence/LogBatcher) engine (MIT, LogIntelligence 2024) as a `CoreParser`. Parsing proceeds in two phases:
diff --git a/pyproject.toml b/pyproject.toml
index c0bd95fe..7f8865e3 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -12,11 +12,6 @@ dependencies = [
     "pydantic>=2.13.3",
     "pyyaml>=6.0.3",
     "regex>=2025.11.3",
-    "openai>=2.26.0",
-    "tenacity>=9.1.4",
-    "scipy>=1.17.1",
-    "scikit-learn>=1.8.0",
-    "tiktoken>=0.12.0",
     "numpy>=2.3.2",
     "detectmateperformance>=0.1.0",
     "msgpack>=1.0.0",
@@ -34,6 +29,14 @@ dev = [
 ]
 
 [project.optional-dependencies]
+llm = [
+    "openai>=2.26.0",
+    "tenacity>=9.1.4",
+    "scipy>=1.17.1",
+    "scikit-learn>=1.8.0",
+    "tiktoken>=0.12.0",
+    "pandas>=2.3.2",
+]
 dataframes = [
     "pandas>=2.3.2",
     "polars>=1.40.1",

From aa78f2e8b0cd4db130556697eafc02646a33289f Mon Sep 17 00:00:00 2001
From: thorinaboenke <thorina-boenke@web.de>
Date: Mon, 22 Jun 2026 15:56:49 +0200
Subject: [PATCH 3/9] lazy dataframe import

---
 .../utils/persistency/__init__.py             | 21 ++++++++++-
 .../utils/persistency/persistency_saver.py    | 37 +++++++++++++------
 2 files changed, 45 insertions(+), 13 deletions(-)

diff --git a/src/detectmatelibrary/utils/persistency/__init__.py b/src/detectmatelibrary/utils/persistency/__init__.py
index fff0f391..315d2de1 100644
--- a/src/detectmatelibrary/utils/persistency/__init__.py
+++ b/src/detectmatelibrary/utils/persistency/__init__.py
@@ -1,8 +1,8 @@
+from typing import Any
+
 from .event_persistency import EventPersistency
 from .persistency_saver import PersistencySaver, PersistencySaverConfig, PersistencyLoadError
 from .event_data_structures.base import EventDataStructure
-from .event_data_structures.dataframes.event_dataframe import EventDataFrame
-from .event_data_structures.dataframes.chunked_event_dataframe import ChunkedEventDataFrame
 from .event_data_structures.trackers.stability.stability_tracker import EventStabilityTracker
 
 __all__ = [
@@ -15,3 +15,20 @@
     "ChunkedEventDataFrame",
     "EventStabilityTracker",
 ]
+
+_DATAFRAME_EXPORTS = {"EventDataFrame", "ChunkedEventDataFrame"}
+
+
+def __getattr__(name: str) -> Any:
+    if name in _DATAFRAME_EXPORTS:
+        try:
+            from .event_data_structures.dataframes import EventDataFrame, ChunkedEventDataFrame
+        except ImportError as e:
+            raise ImportError(
+                f"'{name}' requires the 'dataframes' extra: "
+                "pip install 'detectmatelibrary[dataframes]'"
+            ) from e
+        globals()["EventDataFrame"] = EventDataFrame
+        globals()["ChunkedEventDataFrame"] = ChunkedEventDataFrame
+        return globals()[name]
+    raise AttributeError(f"module {__name__!r} has no attribute {name!r}")
diff --git a/src/detectmatelibrary/utils/persistency/persistency_saver.py b/src/detectmatelibrary/utils/persistency/persistency_saver.py
index 13db6e16..a9796898 100644
--- a/src/detectmatelibrary/utils/persistency/persistency_saver.py
+++ b/src/detectmatelibrary/utils/persistency/persistency_saver.py
@@ -9,10 +9,6 @@
 import fsspec
 
 from detectmatelibrary.utils.persistency.event_data_structures.base import EventDataStructure
-from detectmatelibrary.utils.persistency.event_data_structures.dataframes import (
-    EventDataFrame,
-    ChunkedEventDataFrame,
-)
 from detectmatelibrary.utils.persistency.event_data_structures.trackers import (
     EventTracker,
     EventStabilityTracker,
@@ -23,10 +19,33 @@
 _BACKEND_REGISTRY: dict[str, type[EventDataStructure]] = {
     "EventTracker": EventTracker,
     "EventStabilityTracker": EventStabilityTracker,
-    "EventDataFrame": EventDataFrame,
-    "ChunkedEventDataFrame": ChunkedEventDataFrame,
 }
 
+_DATAFRAME_BACKENDS = {"EventDataFrame", "ChunkedEventDataFrame"}
+
+
+def _get_backend_cls(name: str) -> type[EventDataStructure]:
+    if name in _BACKEND_REGISTRY:
+        return _BACKEND_REGISTRY[name]
+    if name in _DATAFRAME_BACKENDS:
+        try:
+            from detectmatelibrary.utils.persistency.event_data_structures.dataframes import (
+                ChunkedEventDataFrame,
+                EventDataFrame,
+            )
+        except ImportError as e:
+            raise PersistencyLoadError(
+                f"Backend '{name}' requires the 'dataframes' extra: "
+                "pip install 'detectmatelibrary[dataframes]'"
+            ) from e
+        df_registry: dict[str, type[EventDataStructure]] = {
+            "EventDataFrame": EventDataFrame,
+            "ChunkedEventDataFrame": ChunkedEventDataFrame,
+        }
+        return df_registry[name]
+    raise PersistencyLoadError(f"Unknown backend '{name}' — cannot restore event")
+
+
 _EXTENSION_MAP: dict[str, str] = {
     "EventTracker": "msgpack",
     "EventStabilityTracker": "msgpack",
@@ -154,11 +173,7 @@ def load(self) -> None:
                 file_path = f"{self._root}/events/{event_id_str}.{ext}"
                 with self._fs.open(file_path, "rb") as f:
                     data = f.read()
-                if backend_name not in _BACKEND_REGISTRY:
-                    raise PersistencyLoadError(
-                        f"Unknown backend '{backend_name}' — cannot restore event '{event_id}'"
-                    )
-                backend_cls = _BACKEND_REGISTRY[backend_name]
+                backend_cls = _get_backend_cls(backend_name)
                 self._persistency.events_data[event_id] = backend_cls.load(data, **global_kwargs)
         except PersistencyLoadError:
             raise

From 669e9ee5c6603a7aeae0160942e1cd01f1714f86 Mon Sep 17 00:00:00 2001
From: thorinaboenke <thorina-boenke@web.de>
Date: Mon, 22 Jun 2026 15:59:13 +0200
Subject: [PATCH 4/9] fix github workflow

---
 .github/workflows/python-app.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/python-app.yml b/.github/workflows/python-app.yml
index 0f87154e..8ba07686 100644
--- a/.github/workflows/python-app.yml
+++ b/.github/workflows/python-app.yml
@@ -30,7 +30,7 @@ jobs:
         run: uv run --dev prek run -a
 
       - name: Test with pytest
-        run: uv run --dev --extra dataframes pytest -s
+        run: uv run --dev --extra dataframes --extra llm pytest -s
 
       # integration tests for DetectMateService
       - name: Checkout DetectMateService

From 27a2017de676f17672464d4b583a4b0949c980ee Mon Sep 17 00:00:00 2001
From: thorinaboenke <thorina-boenke@web.de>
Date: Thu, 9 Jul 2026 10:57:13 +0200
Subject: [PATCH 5/9] add group full for extra dependencies

---
 pyproject.toml | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/pyproject.toml b/pyproject.toml
index 7f8865e3..a4a74fdb 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -26,6 +26,7 @@ dev = [
     "prek>=0.3.10",
     "pytest>=8.4.2",
     "pytest-cov>=6.2.1",
+    "detectmatelibrary[full]",
 ]
 
 [project.optional-dependencies]
@@ -44,6 +45,12 @@ dataframes = [
 polars-rtcompat = [
     "polars[rtcompat]>=1.38.1",
 ]
+# install all optional extras at once:  uv pip install detectmatelibrary[full]
+full = [
+    "detectmatelibrary[llm]",
+    "detectmatelibrary[dataframes]",
+    "detectmatelibrary[polars-rtcompat]",
+]
 
 [tool.setuptools.dynamic]
 version = {attr = "detectmatelibrary.metadata.__version__"}

From 2ed7dd9dd0ddda59333eb728db56c81ea5c43c5b Mon Sep 17 00:00:00 2001
From: thorinaboenke <thorina-boenke@web.de>
Date: Thu, 9 Jul 2026 10:58:25 +0200
Subject: [PATCH 6/9] update docs for dependency ggroups

---
 docs/development.md  |  4 ++--
 docs/installation.md | 19 ++++++++++++++-----
 2 files changed, 16 insertions(+), 7 deletions(-)

diff --git a/docs/development.md b/docs/development.md
index 2e7f0217..a65a0317 100644
--- a/docs/development.md
+++ b/docs/development.md
@@ -36,8 +36,8 @@ uv run prek run -a
 
 ## Add tests and run pytest
 
-In order to run the tests run the following command:
+In order to run the tests run the following command. The `dev` group already includes the `full` extra, so all optional dependencies are installed automatically:
 
 ```bash
-uv run --dev --extra dataframes --extra llm pytest
+uv run --dev pytest
 ```
diff --git a/docs/installation.md b/docs/installation.md
index 69c8053d..1461f00a 100644
--- a/docs/installation.md
+++ b/docs/installation.md
@@ -32,6 +32,7 @@ Optional Dependency Groups https://pydevtools.com/handbook/explanation/what-are-
 | `llm` | `openai`, `tenacity`, `scipy`, `scikit-learn`, `tiktoken`, `pandas` | Using the `LogBatcherParser` (LLM-based log parsing) |
 | `dataframes` | `pandas`, `polars` | Using `EventDataFrame`, `ChunkedEventDataFrame`, or `DataNormalizer` |
 | `polars-rtcompat` | `polars[rtcompat]` | Running on older CPUs without AVX2 support (e.g. some VMs or embedded hardware); not needed for standard deployments |
+| `full` | `llm` + `dataframes` + `polars-rtcompat` | Installing every optional extra at once |
 
 Install an extra with `uv sync`:
 
@@ -53,13 +54,21 @@ Combine multiple extras if needed:
 uv sync --extra dataframes --extra polars-rtcompat
 ```
 
+Or install everything at once with the `full` extra:
+
+```bash
+uv sync --extra full
+# or
+uv pip install "detectmatelibrary[full]"
+```
+
 ## Developer setup
 
 **Purpose**: prepare a development environment with test and lint tooling.
 
 ### Step 1: Install Python development dependencies & pre-commit hooks
 
-- Install dev dependencies (testing, linters, formatters):
+- Install dev dependencies (testing, linters, formatters). The `dev` group also pulls in the `full` extra, so every optional dependency (LLM, dataframes, polars-rtcompat) is installed too:
 
 ```bash
 uv sync --dev
@@ -101,21 +110,21 @@ protoc \
 
 ### Step 3: Run unit tests
 
-The full test suite covers dataframe and LLM-parser code, so both extras must be present. Run all tests with:
+The full test suite covers dataframe and LLM-parser code, so all extras must be present. Since `uv sync --dev` already installs the `full` extra, run all tests with:
 
 ```bash
-uv run --dev --extra dataframes --extra llm pytest -s
+uv run --dev pytest -s
 ```
 
 Run tests with coverage (terminal summary):
 
 ```bash
-uv run --dev --extra dataframes --extra llm pytest --cov=. --cov-report=term-missing
+uv run --dev pytest --cov=. --cov-report=term-missing
 ```
 
 **Tips**:
 
-- Run a single test or directory to speed iteration: `uv run --dev --extra dataframes --extra llm pytest tests/some_test.py::test_name -q`
+- Run a single test or directory to speed iteration: `uv run --dev pytest tests/some_test.py::test_name -q`
 
 ## Troubleshooting
 

From f5ed74fa026ea0a704acbfa5fb1dada4dca11082 Mon Sep 17 00:00:00 2001
From: thorinaboenke <thorina-boenke@web.de>
Date: Thu, 9 Jul 2026 10:58:41 +0200
Subject: [PATCH 7/9] update readme on dependency groups

---
 README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index bb7e2d50..92e44cbb 100644
--- a/README.md
+++ b/README.md
@@ -42,13 +42,13 @@ protoc --proto_path=src/detectmatelibrary/schemas/ --python_out=src/detectmateli
 Run the tests:
 
 ```bash
-uv run --dev --extra dataframes --extra llm pytest -q
+uv run --dev pytest -q
 ```
 
 Run the tests with coverage (add --cov-report=html to generate an HTML report):
 
 ```bash
-uv run --dev --extra dataframes --extra llm pytest --cov=. --cov-report=term-missing
+uv run --dev pytest --cov=. --cov-report=term-missing
 ```
 
 ## Workspace generator (`mate create`)

From fd840836870457024c761ea86c35f25967fb389e Mon Sep 17 00:00:00 2001
From: thorinaboenke <thorina-boenke@web.de>
Date: Thu, 9 Jul 2026 10:59:32 +0200
Subject: [PATCH 8/9] update uv lock

---
 uv.lock | 55 +++++++++++++++++++++++++++++++++++++++----------------
 1 file changed, 39 insertions(+), 16 deletions(-)

diff --git a/uv.lock b/uv.lock
index 57f054d2..454d717a 100644
--- a/uv.lock
+++ b/uv.lock
@@ -230,28 +230,43 @@ dependencies = [
     { name = "fsspec" },
     { name = "msgpack" },
     { name = "numpy" },
-    { name = "openai" },
-    { name = "pandas" },
-    { name = "polars" },
     { name = "protobuf", version = "6.33.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.14'" },
     { name = "protobuf", version = "7.34.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.14'" },
     { name = "pyarrow" },
     { name = "pydantic" },
     { name = "pyyaml" },
     { name = "regex" },
+]
+
+[package.optional-dependencies]
+dataframes = [
+    { name = "pandas" },
+    { name = "polars" },
+]
+full = [
+    { name = "openai" },
+    { name = "pandas" },
+    { name = "polars", extra = ["rtcompat"] },
+    { name = "scikit-learn" },
+    { name = "scipy" },
+    { name = "tenacity" },
+    { name = "tiktoken" },
+]
+llm = [
+    { name = "openai" },
+    { name = "pandas" },
     { name = "scikit-learn" },
     { name = "scipy" },
     { name = "tenacity" },
     { name = "tiktoken" },
 ]
-
-[package.optional-dependencies]
 polars-rtcompat = [
     { name = "polars", extra = ["rtcompat"] },
 ]
 
 [package.dev-dependencies]
 dev = [
+    { name = "detectmatelibrary", extra = ["full"] },
     { name = "mike" },
     { name = "prek" },
     { name = "pytest" },
@@ -260,28 +275,33 @@ dev = [
 
 [package.metadata]
 requires-dist = [
-    { name = "detectmateperformance", git = "https://github.com/ait-detectmate/DetectMatePerformance?rev=main" },
+    { name = "detectmatelibrary", extras = ["dataframes"], marker = "extra == 'full'" },
+    { name = "detectmatelibrary", extras = ["llm"], marker = "extra == 'full'" },
+    { name = "detectmatelibrary", extras = ["polars-rtcompat"], marker = "extra == 'full'" },
+    { name = "detectmateperformance", specifier = ">=0.1.0" },
     { name = "fsspec", specifier = ">=2024.1.0" },
     { name = "msgpack", specifier = ">=1.0.0" },
     { name = "numpy", specifier = ">=2.3.2" },
-    { name = "openai", specifier = ">=2.26.0" },
-    { name = "pandas", specifier = ">=2.3.2" },
-    { name = "polars", specifier = ">=1.40.0" },
+    { name = "openai", marker = "extra == 'llm'", specifier = ">=2.26.0" },
+    { name = "pandas", marker = "extra == 'dataframes'", specifier = ">=2.3.2" },
+    { name = "pandas", marker = "extra == 'llm'", specifier = ">=2.3.2" },
+    { name = "polars", marker = "extra == 'dataframes'", specifier = ">=1.40.1" },
     { name = "polars", extras = ["rtcompat"], marker = "extra == 'polars-rtcompat'", specifier = ">=1.38.1" },
     { name = "protobuf", specifier = ">=6.32.1" },
     { name = "pyarrow", specifier = ">=24.0.0" },
     { name = "pydantic", specifier = ">=2.13.3" },
     { name = "pyyaml", specifier = ">=6.0.3" },
     { name = "regex", specifier = ">=2025.11.3" },
-    { name = "scikit-learn", specifier = ">=1.8.0" },
-    { name = "scipy", specifier = ">=1.17.1" },
-    { name = "tenacity", specifier = ">=9.1.4" },
-    { name = "tiktoken", specifier = ">=0.12.0" },
+    { name = "scikit-learn", marker = "extra == 'llm'", specifier = ">=1.8.0" },
+    { name = "scipy", marker = "extra == 'llm'", specifier = ">=1.17.1" },
+    { name = "tenacity", marker = "extra == 'llm'", specifier = ">=9.1.4" },
+    { name = "tiktoken", marker = "extra == 'llm'", specifier = ">=0.12.0" },
 ]
-provides-extras = ["polars-rtcompat"]
+provides-extras = ["llm", "dataframes", "polars-rtcompat", "full"]
 
 [package.metadata.requires-dev]
 dev = [
+    { name = "detectmatelibrary", extras = ["full"] },
     { name = "mike", specifier = ">=2.2.0" },
     { name = "prek", specifier = ">=0.3.10" },
     { name = "pytest", specifier = ">=8.4.2" },
@@ -291,7 +311,7 @@ dev = [
 [[package]]
 name = "detectmateperformance"
 version = "0.1.0"
-source = { git = "https://github.com/ait-detectmate/DetectMatePerformance?rev=main#4d0d31b898712849fb2bca19089d64b9567e5aac" }
+source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "levenshtein" },
     { name = "numpy" },
@@ -300,6 +320,10 @@ dependencies = [
     { name = "setuptools" },
     { name = "tqdm" },
 ]
+sdist = { url = "https://files.pythonhosted.org/packages/e8/2b/7ff298303c5ba3ba4899d1f3854b214f63a4fac4eff191012f5608f5149e/detectmateperformance-0.1.0.tar.gz", hash = "sha256:2630d509e7e2bbe6b5bcc857e8f25dfae7d99e9e2cc52f5981da9171600531dc", size = 552409, upload-time = "2026-06-12T10:42:13.326Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/68/dd/3db227cd60d170203ab82dd2e670bcb50c6111769c39ac8dd64935fa4c1d/detectmateperformance-0.1.0-py3-none-any.whl", hash = "sha256:db70f239e53aa17a983f99948c9239c143744c03044eeae454f546fedbaf69a5", size = 557939, upload-time = "2026-06-12T10:42:11.526Z" },
+]
 
 [[package]]
 name = "distro"
@@ -370,7 +394,6 @@ wheels = [
 
 [[package]]
 name = "idna"
-
 version = "3.15"
 source = { registry = "https://pypi.org/simple" }
 sdist = { url = "https://files.pythonhosted.org/packages/82/77/7b3966d0b9d1d31a36ddf1746926a11dface89a83409bf1483f0237aa758/idna-3.15.tar.gz", hash = "sha256:ca962446ea538f7092a95e057da437618e886f4d349216d2b1e294abfdb65fdc", size = 199245, upload-time = "2026-05-12T22:45:57.011Z" }

From 6d73577c756daf1f34c4f2978a44e805098b00ce Mon Sep 17 00:00:00 2001
From: thorinaboenke <thorina-boenke@web.de>
Date: Fri, 10 Jul 2026 10:35:10 +0200
Subject: [PATCH 9/9] remove extra flag from python-app

---
 .github/workflows/python-app.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/python-app.yml b/.github/workflows/python-app.yml
index 8ba07686..e9727e9a 100644
--- a/.github/workflows/python-app.yml
+++ b/.github/workflows/python-app.yml
@@ -30,7 +30,7 @@ jobs:
         run: uv run --dev prek run -a
 
       - name: Test with pytest
-        run: uv run --dev --extra dataframes --extra llm pytest -s
+        run: uv run --dev pytest -s
 
       # integration tests for DetectMateService
       - name: Checkout DetectMateService