probabl-ai · rouk1 · Sep 15, 2025 · Sep 12, 2025 · Sep 12, 2025 · Sep 15, 2025
diff --git a/ci/requirements/skore-hub-project/python-3.10/scikit-learn-1.4/test-requirements.txt b/ci/requirements/skore-hub-project/python-3.10/scikit-learn-1.4/test-requirements.txt
@@ -248,7 +248,7 @@ six==1.17.0
     # via python-dateutil
 skops==0.13.0
     # via skore-hub-project (skore-hub-project/pyproject.toml)
-skore==0.10.2
+skore==0.10.3
     # via skore-hub-project (skore-hub-project/pyproject.toml)
 skore-local-project==0.0.3
     # via skore

diff --git a/ci/requirements/skore-hub-project/python-3.10/scikit-learn-1.7/test-requirements.txt b/ci/requirements/skore-hub-project/python-3.10/scikit-learn-1.7/test-requirements.txt
@@ -248,7 +248,7 @@ six==1.17.0
     # via python-dateutil
 skops==0.13.0
     # via skore-hub-project (skore-hub-project/pyproject.toml)
-skore==0.10.2
+skore==0.10.3
     # via skore-hub-project (skore-hub-project/pyproject.toml)
 skore-local-project==0.0.3
     # via skore

diff --git a/ci/requirements/skore-hub-project/python-3.11/scikit-learn-1.4/test-requirements.txt b/ci/requirements/skore-hub-project/python-3.11/scikit-learn-1.4/test-requirements.txt
@@ -246,7 +246,7 @@ six==1.17.0
     # via python-dateutil
 skops==0.13.0
     # via skore-hub-project (skore-hub-project/pyproject.toml)
-skore==0.10.2
+skore==0.10.3
     # via skore-hub-project (skore-hub-project/pyproject.toml)
 skore-local-project==0.0.3
     # via skore

diff --git a/ci/requirements/skore-hub-project/python-3.11/scikit-learn-1.7/test-requirements.txt b/ci/requirements/skore-hub-project/python-3.11/scikit-learn-1.7/test-requirements.txt
@@ -246,7 +246,7 @@ six==1.17.0
     # via python-dateutil
 skops==0.13.0
     # via skore-hub-project (skore-hub-project/pyproject.toml)
-skore==0.10.2
+skore==0.10.3
     # via skore-hub-project (skore-hub-project/pyproject.toml)
 skore-local-project==0.0.3
     # via skore

diff --git a/ci/requirements/skore-hub-project/python-3.12/scikit-learn-1.4/test-requirements.txt b/ci/requirements/skore-hub-project/python-3.12/scikit-learn-1.4/test-requirements.txt
@@ -246,7 +246,7 @@ six==1.17.0
     # via python-dateutil
 skops==0.13.0
     # via skore-hub-project (skore-hub-project/pyproject.toml)
-skore==0.10.2
+skore==0.10.3
     # via skore-hub-project (skore-hub-project/pyproject.toml)
 skore-local-project==0.0.3
     # via skore

diff --git a/ci/requirements/skore-hub-project/python-3.12/scikit-learn-1.7/test-requirements.txt b/ci/requirements/skore-hub-project/python-3.12/scikit-learn-1.7/test-requirements.txt
@@ -246,7 +246,7 @@ six==1.17.0
     # via python-dateutil
 skops==0.13.0
     # via skore-hub-project (skore-hub-project/pyproject.toml)
-skore==0.10.2
+skore==0.10.3
     # via skore-hub-project (skore-hub-project/pyproject.toml)
 skore-local-project==0.0.3
     # via skore

diff --git a/ci/requirements/skore-hub-project/python-3.13/scikit-learn-1.5/test-requirements.txt b/ci/requirements/skore-hub-project/python-3.13/scikit-learn-1.5/test-requirements.txt
@@ -246,7 +246,7 @@ six==1.17.0
     # via python-dateutil
 skops==0.13.0
     # via skore-hub-project (skore-hub-project/pyproject.toml)
-skore==0.10.2
+skore==0.10.3
     # via skore-hub-project (skore-hub-project/pyproject.toml)
 skore-local-project==0.0.3
     # via skore

diff --git a/ci/requirements/skore-hub-project/python-3.13/scikit-learn-1.6/test-requirements.txt b/ci/requirements/skore-hub-project/python-3.13/scikit-learn-1.6/test-requirements.txt
@@ -246,7 +246,7 @@ six==1.17.0
     # via python-dateutil
 skops==0.13.0
     # via skore-hub-project (skore-hub-project/pyproject.toml)
-skore==0.10.2
+skore==0.10.3
     # via skore-hub-project (skore-hub-project/pyproject.toml)
 skore-local-project==0.0.3
     # via skore

diff --git a/ci/requirements/skore-hub-project/python-3.13/scikit-learn-1.7/test-requirements.txt b/ci/requirements/skore-hub-project/python-3.13/scikit-learn-1.7/test-requirements.txt
@@ -246,7 +246,7 @@ six==1.17.0
     # via python-dateutil
 skops==0.13.0
     # via skore-hub-project (skore-hub-project/pyproject.toml)
-skore==0.10.2
+skore==0.10.3
     # via skore-hub-project (skore-hub-project/pyproject.toml)
 skore-local-project==0.0.3
     # via skore

diff --git a/skore-hub-project/pyproject.toml b/skore-hub-project/pyproject.toml
@@ -28,7 +28,7 @@ test-base = [
   "pytest-randomly",
   "pytest-xdist",
   "respx",
-  "skore",
+  "skore>=0.10.3",
   "skrub",
   "xdoctest",
 ]

diff --git a/skore-hub-project/src/skore_hub_project/media/data.py b/skore-hub-project/src/skore_hub_project/media/data.py
@@ -8,7 +8,7 @@
 from pydantic import Field, computed_field
 
 from skore_hub_project import switch_mpl_backend
-from skore_hub_project.protocol import EstimatorReport
+from skore_hub_project.protocol import CrossValidationReport, EstimatorReport
 
 from .media import Media, Representation
 
@@ -33,7 +33,7 @@ def _to_native(obj):
 
 
 class TableReport(Media):  # noqa: D101
-    report: EstimatorReport = Field(repr=False, exclude=True)
+    report: EstimatorReport | CrossValidationReport = Field(repr=False, exclude=True)
     key: str = "table_report"
     verbose_name: str = "Table report"
     category: Literal["data"] = "data"
@@ -51,10 +51,14 @@ def representation(self) -> Representation:  # noqa: D102
             table_report_display = function(**function_kwargs)
             table_report = table_report_display.summary
 
-            table_report["extract"] = (
+            table_report["extract_head"] = (
                 table_report["dataframe"].head(3).to_dict(orient="split")
             )
 
+            table_report["extract_tail"] = (
+                table_report["dataframe"].tail(3).to_dict(orient="split")
+            )
+
             del table_report["dataframe"]
             del table_report["sample_table"]
 

diff --git a/skore-hub-project/src/skore_hub_project/project/project.py b/skore-hub-project/src/skore_hub_project/project/project.py
@@ -155,6 +155,8 @@ def put(self, key: str, report: EstimatorReport | CrossValidationReport):
         if not isinstance(key, str):
             raise TypeError(f"Key must be a string (found '{type(key)}')")
 
+        Payload: type
+
         if isinstance(report, EstimatorReport):
             Payload = EstimatorReportPayload
             url = f"projects/{self.tenant}/{self.name}/estimator-reports"

diff --git a/skore-hub-project/src/skore_hub_project/protocol.py b/skore-hub-project/src/skore_hub_project/protocol.py
@@ -26,6 +26,7 @@ class CrossValidationReport(Protocol):
 
     _cache: Any
     metrics: Any
+    data: Any
     estimator_reports_: Any
     ml_task: Any
     estimator: Any

diff --git a/skore-hub-project/src/skore_hub_project/report/cross_validation_report.py b/skore-hub-project/src/skore_hub_project/report/cross_validation_report.py
@@ -10,9 +10,8 @@
 from sklearn.model_selection._split import _CVIterableWrapper
 
 from skore_hub_project.artefact import CrossValidationReportArtefact
-from skore_hub_project.media import (
-    EstimatorHtmlRepr,
-)
+from skore_hub_project.media import EstimatorHtmlRepr
+from skore_hub_project.media.data import TableReport
 from skore_hub_project.media.media import Media
 from skore_hub_project.metric import (
     AccuracyTestMean,
@@ -124,7 +123,13 @@ class CrossValidationReportPayload(ReportPayload):
             PredictTimeTrainStd,
         ),
     )
-    MEDIAS: ClassVar[tuple[Media, ...]] = cast(tuple[Media, ...], (EstimatorHtmlRepr,))
+    MEDIAS: ClassVar[tuple[Media, ...]] = cast(
+        tuple[Media, ...],
+        (
+            EstimatorHtmlRepr,
+            TableReport,
+        ),
+    )
 
     report: CrossValidationReport = Field(repr=False, exclude=True)
 
@@ -224,7 +229,6 @@ def estimators(self) -> list[EstimatorReportPayload]:
                 report=report,
                 upload=False,
                 key=f"{self.key}:estimator-report",
-                run_id=self.run_id,
             )
             for report in self.report.estimator_reports_
         ]

diff --git a/skore-hub-project/src/skore_hub_project/report/report.py b/skore-hub-project/src/skore_hub_project/report/report.py
@@ -1,8 +1,9 @@
 """Class definition of the payload used to send a report to ``hub``."""
 
 from abc import ABC, abstractmethod
+from collections.abc import Callable
 from functools import cached_property
-from typing import ClassVar
+from typing import ClassVar, cast
 
 from pydantic import BaseModel, ConfigDict, Field, computed_field
 
@@ -127,7 +128,7 @@ def related_items(self) -> list[Media]:
         """
         payloads = [
             payload
-            for media in self.MEDIAS
+            for media in cast(list[Callable], self.MEDIAS)
             if (payload := media(report=self.report)).representation is not None
         ]
 

diff --git a/skore-hub-project/tests/unit/media/test_data.py b/skore-hub-project/tests/unit/media/test_data.py
@@ -32,7 +32,8 @@ def test_table_report(binary_classification, Media, data_source):
             "n_rows",
             "n_columns",
             "n_constant_columns",
-            "extract",
+            "extract_head",
+            "extract_tail",
             "columns",
             "top_associations",
         ]

diff --git a/skore-hub-project/tests/unit/report/test_cross_validation_report.py b/skore-hub-project/tests/unit/report/test_cross_validation_report.py
@@ -11,9 +11,8 @@
 from skore import CrossValidationReport
 from skore_hub_project import Project
 from skore_hub_project.artefact.serializer import Serializer
-from skore_hub_project.media import (
-    EstimatorHtmlRepr,
-)
+from skore_hub_project.media import EstimatorHtmlRepr
+from skore_hub_project.media.data import TableReport
 from skore_hub_project.metric import (
     AccuracyTestMean,
     AccuracyTestStd,
@@ -246,7 +245,10 @@ def test_metrics(self, payload):
         ]
 
     def test_related_items(self, payload):
-        assert list(map(type, payload.related_items)) == [EstimatorHtmlRepr]
+        assert list(map(type, payload.related_items)) == [
+            EstimatorHtmlRepr,
+            TableReport,
+        ]
 
     @mark.usefixtures("monkeypatch_routes")
     def test_model_dump(self, small_cv_binary_classification, payload):