feat: MLflow metrics visualization, enhanced wait UI, and eval job links#5662

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Merged
mollyheamazon merged 13 commits into from
Mar 24, 2026
Merged

feat: MLflow metrics visualization, enhanced wait UI, and eval job links #5662

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0adef07
Intermediary checkpoint
mollyheamazon Mar 6, 2026
7b5f8b1
Evaluation job update
mollyheamazon Mar 11, 2026
ec76bff
Fix studio domain mismatch for url, update text color, add link of ev…
mollyheamazon Mar 11, 2026
c5bd46f
Merge branch 'aws:master' into feat/mlflow-mc
mollyheamazon Mar 18, 2026
0297d0a
Add underscore to fine-tune and eval job links
mollyheamazon Mar 18, 2026
b34d0d8
Update link to console, conditionally display studio link, update lin…
mollyheamazon Mar 18, 2026
1adce4f
Always show console link, conditional show studio link
mollyheamazon Mar 18, 2026
928204b
Minor update to execution link names
mollyheamazon Mar 18, 2026
cd1658a
Fix region issue for studio url
mollyheamazon Mar 20, 2026
c6ba964
Revert notebook change to original
mollyheamazon Mar 20, 2026
41ccc9c
Address PR readiness
mollyheamazon Mar 21, 2026
d03de04
Fix sagemaker-train unit tst
mollyheamazon Mar 23, 2026
452311c
Update resources_codegen based on sagemaker-core change
mollyheamazon Mar 23, 2026
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1 change: 1 addition & 0 deletions .gitignore
View file
Open in desktop
Original file line numberDiff line numberDiff line change
Expand Up@@ -40,3 +40,4 @@ env/
sagemaker_train/src/**/container_drivers/sm_train.sh
sagemaker_train/src/**/container_drivers/sourcecode.json
sagemaker_train/src/**/container_drivers/distributed.json
.kiro
22 changes: 12 additions & 10 deletions sagemaker-core/src/sagemaker/core/resources.py
View file
Open in desktop
Original file line numberDiff line numberDiff line change
Expand Up@@ -35788,7 +35788,7 @@ def stop(self) -> None:
ResourceNotFound: Resource being access is not found.
"""

client = SageMakerClient().client
client = SageMakerClient().sagemaker_client

operation_input_args = {
"TrainingJobName": self.training_job_name,
Expand DownExpand Up@@ -35833,15 +35833,17 @@ def wait(
progress.add_task("Waiting for TrainingJob...")
status = Status("Current status:")

instance_count = (
sum(
instance_group.instance_count
for instance_group in self.resource_config.instance_groups
)
if self.resource_config.instance_groups
and not isinstance(self.resource_config.instance_groups, Unassigned)
else self.resource_config.instance_count
)
instance_count = 1 # Default
if not isinstance(self.resource_config, Unassigned):
if (hasattr(self.resource_config, 'instance_groups') and
self.resource_config.instance_groups and
not isinstance(self.resource_config.instance_groups, Unassigned)):
instance_count = sum(
instance_group.instance_count
for instance_group in self.resource_config.instance_groups
)
elif hasattr(self.resource_config, 'instance_count'):
instance_count = self.resource_config.instance_count

@nargokulnargokulMar 23, 2026

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We will need to update the autogen engine for these changes .


if logs:
multi_stream_logger = MultiLogStreamHandler(
Expand Down
19 changes: 13 additions & 6 deletions sagemaker-core/src/sagemaker/core/tools/resources_codegen.py
View file
Open in desktop
Original file line numberDiff line numberDiff line change
Expand Up@@ -1664,12 +1664,19 @@ def _get_instance_count_ref(self, resource_name: str) -> str:
"""

if resource_name == "TrainingJob":
return """(
sum(instance_group.instance_count for instance_group in self.resource_config.instance_groups)
if self.resource_config.instance_groups and not isinstance(self.resource_config.instance_groups, Unassigned)
else self.resource_config.instance_count
)
"""
return """1 # Default
if not isinstance(self.resource_config, Unassigned):
if (
hasattr(self.resource_config, "instance_groups")
and self.resource_config.instance_groups
and not isinstance(self.resource_config.instance_groups, Unassigned)
):
instance_count = sum(
instance_group.instance_count
for instance_group in self.resource_config.instance_groups
)
elif hasattr(self.resource_config, "instance_count"):
instance_count = self.resource_config.instance_count"""
elif resource_name == "TransformJob":
return "self.transform_resources.instance_count"
elif resource_name == "ProcessingJob":
Expand Down
2 changes: 1 addition & 1 deletion sagemaker-core/src/sagemaker/core/tools/templates.py
View file
Open in desktop
Original file line numberDiff line numberDiff line change
Expand Up@@ -483,7 +483,7 @@ def delete(
@Base.add_validate_call
def stop(self) -> None:
{docstring}
client = SageMakerClient().client
client = SageMakerClient().sagemaker_client

operation_input_args = {{
{operation_input_args}
Expand Down
4 changes: 2 additions & 2 deletions sagemaker-train/example_notebooks/evaluate/benchmark_demo.ipynb
View file
Open in desktop
Original file line numberDiff line numberDiff line change
Expand Up@@ -442,7 +442,7 @@
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"display_name": "py3.10.14",
"language": "python",
"name": "python3"
},
Expand All@@ -456,7 +456,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.12"
"version": "3.10.14"
}
},
"nbformat": 4,
Expand Down
5 changes: 5 additions & 0 deletions sagemaker-train/pyproject.toml
View file
Open in desktop
Original file line numberDiff line numberDiff line change
Expand Up@@ -61,6 +61,11 @@ test = [
"graphene",
"IPython"
]
notebook = [
"ipywidgets>=8.0.0",
"rich>=13.0.0",
"matplotlib>=3.5.0",
]

[tool.setuptools.packages.find]
where = ["src/"]
Expand Down
12 changes: 12 additions & 0 deletions sagemaker-train/src/sagemaker/train/__init__.py
View file
Open in desktop
Original file line numberDiff line numberDiff line change
Expand Up@@ -56,4 +56,16 @@ def __getattr__(name):
elif name == "get_builtin_metrics":
from sagemaker.train.evaluate import get_builtin_metrics
return get_builtin_metrics
elif name == "plot_training_metrics":
from sagemaker.train.common_utils.metrics_visualizer import plot_training_metrics
return plot_training_metrics
elif name == "get_available_metrics":
from sagemaker.train.common_utils.metrics_visualizer import get_available_metrics
return get_available_metrics
elif name == "get_studio_url":
from sagemaker.train.common_utils.metrics_visualizer import get_studio_url
return get_studio_url
elif name == "get_mlflow_url":
from sagemaker.train.common_utils.trainer_wait import get_mlflow_url
return get_mlflow_url
raise AttributeError(f"module '{__name__}' has no attribute '{name}'")
1 change: 1 addition & 0 deletions sagemaker-train/src/sagemaker/train/common_utils/constants.py
View file
Open in desktop
Original file line numberDiff line numberDiff line change
Expand Up@@ -20,6 +20,7 @@ class _MLflowConstants:

# Metric names
TOTAL_LOSS_METRIC = 'total_loss'
LOSS_METRIC_KEYWORDS = ('loss',)
EPOCH_KEYWORD = 'epoch'

# MLflow run tags
Expand Down
1 change: 1 addition & 0 deletions sagemaker-train/src/sagemaker/train/common_utils/finetune_utils.py
View file
Open in desktop
Original file line numberDiff line numberDiff line change
Expand Up@@ -376,6 +376,7 @@ def _get_fine_tuning_options_and_model_arn(model_name: str, customization_techni

except Exception as e:
logger.error("Exception getting fine-tuning options: %s", e)
raise


def _create_input_channels(dataset: str, content_type: Optional[str] = None,
Expand Down
Loading
Loading
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all 
 blocks\n(function() {\n function addCopyButtons() {\n document.querySelectorAll('pre code').forEach(function(codeBlock) {\n if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;\n codeBlock.parentElement.setAttribute('data-copy-added', 'true');\n \n var btn = document.createElement('button');\n btn.textContent = 'Copy';\n btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';\n btn.onmouseover = function() { this.style.opacity = '1'; };\n btn.onmouseout = function() { this.style.opacity = '0.7'; };\n btn.onclick = function() {\n navigator.clipboard.writeText(codeBlock.textContent).then(function() {\n btn.textContent = 'Copied!';\n setTimeout(function() { btn.textContent = 'Copy'; }, 1500);\n });\n };\n codeBlock.parentElement.style.position = 'relative';\n codeBlock.parentElement.appendChild(btn);\n });\n }\n \n addCopyButtons();\n \n // Re-run on dynamic content\n var observer = new MutationObserver(addCopyButtons);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Add Copy Buttons to Code Blocks");
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '

Skip to content
 feat: MLflow metrics visualization, enhanced wait UI, and eval job links#5662

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Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

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privacy statement. We’ll occasionally send you account related emails.

Already on GitHub?
Sign in
to your account

 Merged

mollyheamazon
merged 13 commits into

from

Mar 24, 2026
 Merged


feat: MLflow metrics visualization, enhanced wait UI, and eval job links
#5662
Show file tree
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13 commits


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Hold shift + click to select a range
0adef07

Intermediary checkpoint


mollyheamazon Mar 6, 2026
7b5f8b1

Evaluation job update


mollyheamazon Mar 11, 2026
ec76bff

Fix studio domain mismatch for url, update text color, add link of ev…


mollyheamazon Mar 11, 2026
c5bd46f

Merge branch 'aws:master' into feat/mlflow-mc


mollyheamazon Mar 18, 2026
0297d0a

Add underscore to fine-tune and eval job links


mollyheamazon Mar 18, 2026
b34d0d8

Update link to console, conditionally display studio link, update lin…


mollyheamazon Mar 18, 2026
1adce4f

Always show console link, conditional show studio link


mollyheamazon Mar 18, 2026
928204b

Minor update to execution link names


mollyheamazon Mar 18, 2026
cd1658a

Fix region issue for studio url


mollyheamazon Mar 20, 2026
c6ba964

Revert notebook change to original


mollyheamazon Mar 20, 2026
41ccc9c

Address PR readiness


mollyheamazon Mar 21, 2026
d03de04

Fix sagemaker-train unit tst


mollyheamazon Mar 23, 2026
452311c

Update resources_codegen based on sagemaker-core change


mollyheamazon Mar 23, 2026

File filter

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1 change: 1 addition & 0 deletions
.gitignore

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -40,3 +40,4 @@ env/
sagemaker_train/src/**/container_drivers/sm_train.sh
sagemaker_train/src/**/container_drivers/sourcecode.json
sagemaker_train/src/**/container_drivers/distributed.json
.kiro

22 changes: 12 additions & 10 deletions
sagemaker-core/src/sagemaker/core/resources.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -35788,7 +35788,7 @@ def stop(self) -> None:
 ResourceNotFound: Resource being access is not found.
 """

 client = SageMakerClient().client
 client = SageMakerClient().sagemaker_client

 operation_input_args = {
 "TrainingJobName": self.training_job_name,
Expand DownExpand Up@@ -35833,15 +35833,17 @@ def wait(
 progress.add_task("Waiting for TrainingJob...")
 status = Status("Current status:")

 instance_count = (
 sum(
 instance_group.instance_count
 for instance_group in self.resource_config.instance_groups
 )
 if self.resource_config.instance_groups
 and not isinstance(self.resource_config.instance_groups, Unassigned)
 else self.resource_config.instance_count
 )
 instance_count = 1 # Default
 if not isinstance(self.resource_config, Unassigned):
 if (hasattr(self.resource_config, 'instance_groups') and 
 self.resource_config.instance_groups and
 not isinstance(self.resource_config.instance_groups, Unassigned)):
 instance_count = sum(
 instance_group.instance_count
 for instance_group in self.resource_config.instance_groups
 )
 elif hasattr(self.resource_config, 'instance_count'):
 instance_count = self.resource_config.instance_count
@nargokulnargokulMar 23, 2026

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Contributor
Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

We will need to update the autogen engine for these changes .

 if logs:
 multi_stream_logger = MultiLogStreamHandler(
Expand Down

19 changes: 13 additions & 6 deletions
sagemaker-core/src/sagemaker/core/tools/resources_codegen.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -1664,12 +1664,19 @@ def _get_instance_count_ref(self, resource_name: str) -> str:
 """

 if resource_name == "TrainingJob":
 return """(
 sum(instance_group.instance_count for instance_group in self.resource_config.instance_groups)
 if self.resource_config.instance_groups and not isinstance(self.resource_config.instance_groups, Unassigned)
 else self.resource_config.instance_count
 )
 """
 return """1 # Default
 if not isinstance(self.resource_config, Unassigned):
 if (
 hasattr(self.resource_config, "instance_groups")
 and self.resource_config.instance_groups
 and not isinstance(self.resource_config.instance_groups, Unassigned)
 ):
 instance_count = sum(
 instance_group.instance_count
 for instance_group in self.resource_config.instance_groups
 )
 elif hasattr(self.resource_config, "instance_count"):
 instance_count = self.resource_config.instance_count"""
 elif resource_name == "TransformJob":
 return "self.transform_resources.instance_count"
 elif resource_name == "ProcessingJob":
Expand Down

2 changes: 1 addition & 1 deletion
sagemaker-core/src/sagemaker/core/tools/templates.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -483,7 +483,7 @@ def delete(
@Base.add_validate_call
def stop(self) -> None:
{docstring}
 client = SageMakerClient().client
 client = SageMakerClient().sagemaker_client

 operation_input_args = {{
{operation_input_args}
Expand Down

4 changes: 2 additions & 2 deletions
sagemaker-train/example_notebooks/evaluate/benchmark_demo.ipynb

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -442,7 +442,7 @@
 ],
 "metadata": {
 "kernelspec": {
 "display_name": "Python 3",
 "display_name": "py3.10.14",
 "language": "python",
 "name": "python3"
 },
Expand All@@ -456,7 +456,7 @@
 "name": "python",
 "nbconvert_exporter": "python",
 "pygments_lexer": "ipython3",
 "version": "3.12.12"
 "version": "3.10.14"
 }
 },
 "nbformat": 4,
Expand Down

5 changes: 5 additions & 0 deletions
sagemaker-train/pyproject.toml

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -61,6 +61,11 @@ test = [
 "graphene",
 "IPython"
]
notebook = [
 "ipywidgets>=8.0.0",
 "rich>=13.0.0",
 "matplotlib>=3.5.0",
]

[tool.setuptools.packages.find]
where = ["src/"]
Expand Down

12 changes: 12 additions & 0 deletions
sagemaker-train/src/sagemaker/train/__init__.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -56,4 +56,16 @@ def __getattr__(name):
 elif name == "get_builtin_metrics":
 from sagemaker.train.evaluate import get_builtin_metrics
 return get_builtin_metrics
 elif name == "plot_training_metrics":
 from sagemaker.train.common_utils.metrics_visualizer import plot_training_metrics
 return plot_training_metrics
 elif name == "get_available_metrics":
 from sagemaker.train.common_utils.metrics_visualizer import get_available_metrics
 return get_available_metrics
 elif name == "get_studio_url":
 from sagemaker.train.common_utils.metrics_visualizer import get_studio_url
 return get_studio_url
 elif name == "get_mlflow_url":
 from sagemaker.train.common_utils.trainer_wait import get_mlflow_url
 return get_mlflow_url
 raise AttributeError(f"module '{__name__}' has no attribute '{name}'")

1 change: 1 addition & 0 deletions
sagemaker-train/src/sagemaker/train/common_utils/constants.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -20,6 +20,7 @@ class _MLflowConstants:

 # Metric names
 TOTAL_LOSS_METRIC = 'total_loss'
 LOSS_METRIC_KEYWORDS = ('loss',)
 EPOCH_KEYWORD = 'epoch'

 # MLflow run tags
Expand Down

1 change: 1 addition & 0 deletions
sagemaker-train/src/sagemaker/train/common_utils/finetune_utils.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -376,6 +376,7 @@ def _get_fine_tuning_options_and_model_arn(model_name: str, customization_techni

 except Exception as e:
 logger.error("Exception getting fine-tuning options: %s", e)
 raise


def _create_input_channels(dataset: str, content_type: Optional[str] = None, 
Expand Down
Loading
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix");
}
} catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
 feat: MLflow metrics visualization, enhanced wait UI, and eval job links#5662

New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

 Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and
privacy statement. We’ll occasionally send you account related emails.

Already on GitHub?
Sign in
to your account

 Merged

mollyheamazon
merged 13 commits into

from

Mar 24, 2026
 Merged


feat: MLflow metrics visualization, enhanced wait UI, and eval job links
#5662
Show file tree
Hide file tree
 Changes from all commits
Commits

Show all changes


13 commits


Select commit
Hold shift + click to select a range
0adef07

Intermediary checkpoint


mollyheamazon Mar 6, 2026
7b5f8b1

Evaluation job update


mollyheamazon Mar 11, 2026
ec76bff

Fix studio domain mismatch for url, update text color, add link of ev…


mollyheamazon Mar 11, 2026
c5bd46f

Merge branch 'aws:master' into feat/mlflow-mc


mollyheamazon Mar 18, 2026
0297d0a

Add underscore to fine-tune and eval job links


mollyheamazon Mar 18, 2026
b34d0d8

Update link to console, conditionally display studio link, update lin…


mollyheamazon Mar 18, 2026
1adce4f

Always show console link, conditional show studio link


mollyheamazon Mar 18, 2026
928204b

Minor update to execution link names


mollyheamazon Mar 18, 2026
cd1658a

Fix region issue for studio url


mollyheamazon Mar 20, 2026
c6ba964

Revert notebook change to original


mollyheamazon Mar 20, 2026
41ccc9c

Address PR readiness


mollyheamazon Mar 21, 2026
d03de04

Fix sagemaker-train unit tst


mollyheamazon Mar 23, 2026
452311c

Update resources_codegen based on sagemaker-core change


mollyheamazon Mar 23, 2026

File filter

Filter by extension
Filter by extension
Conversations

Failed to load comments. 
Loading
Jump to

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Failed to load files. 
Loading
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1 change: 1 addition & 0 deletions
.gitignore

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -40,3 +40,4 @@ env/
sagemaker_train/src/**/container_drivers/sm_train.sh
sagemaker_train/src/**/container_drivers/sourcecode.json
sagemaker_train/src/**/container_drivers/distributed.json
.kiro

22 changes: 12 additions & 10 deletions
sagemaker-core/src/sagemaker/core/resources.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -35788,7 +35788,7 @@ def stop(self) -> None:
 ResourceNotFound: Resource being access is not found.
 """

 client = SageMakerClient().client
 client = SageMakerClient().sagemaker_client

 operation_input_args = {
 "TrainingJobName": self.training_job_name,
Expand DownExpand Up@@ -35833,15 +35833,17 @@ def wait(
 progress.add_task("Waiting for TrainingJob...")
 status = Status("Current status:")

 instance_count = (
 sum(
 instance_group.instance_count
 for instance_group in self.resource_config.instance_groups
 )
 if self.resource_config.instance_groups
 and not isinstance(self.resource_config.instance_groups, Unassigned)
 else self.resource_config.instance_count
 )
 instance_count = 1 # Default
 if not isinstance(self.resource_config, Unassigned):
 if (hasattr(self.resource_config, 'instance_groups') and 
 self.resource_config.instance_groups and
 not isinstance(self.resource_config.instance_groups, Unassigned)):
 instance_count = sum(
 instance_group.instance_count
 for instance_group in self.resource_config.instance_groups
 )
 elif hasattr(self.resource_config, 'instance_count'):
 instance_count = self.resource_config.instance_count
@nargokulnargokulMar 23, 2026

Copy link


Copy Markdown

Contributor
Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

We will need to update the autogen engine for these changes .

 if logs:
 multi_stream_logger = MultiLogStreamHandler(
Expand Down

19 changes: 13 additions & 6 deletions
sagemaker-core/src/sagemaker/core/tools/resources_codegen.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -1664,12 +1664,19 @@ def _get_instance_count_ref(self, resource_name: str) -> str:
 """

 if resource_name == "TrainingJob":
 return """(
 sum(instance_group.instance_count for instance_group in self.resource_config.instance_groups)
 if self.resource_config.instance_groups and not isinstance(self.resource_config.instance_groups, Unassigned)
 else self.resource_config.instance_count
 )
 """
 return """1 # Default
 if not isinstance(self.resource_config, Unassigned):
 if (
 hasattr(self.resource_config, "instance_groups")
 and self.resource_config.instance_groups
 and not isinstance(self.resource_config.instance_groups, Unassigned)
 ):
 instance_count = sum(
 instance_group.instance_count
 for instance_group in self.resource_config.instance_groups
 )
 elif hasattr(self.resource_config, "instance_count"):
 instance_count = self.resource_config.instance_count"""
 elif resource_name == "TransformJob":
 return "self.transform_resources.instance_count"
 elif resource_name == "ProcessingJob":
Expand Down

2 changes: 1 addition & 1 deletion
sagemaker-core/src/sagemaker/core/tools/templates.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -483,7 +483,7 @@ def delete(
@Base.add_validate_call
def stop(self) -> None:
{docstring}
 client = SageMakerClient().client
 client = SageMakerClient().sagemaker_client

 operation_input_args = {{
{operation_input_args}
Expand Down

4 changes: 2 additions & 2 deletions
sagemaker-train/example_notebooks/evaluate/benchmark_demo.ipynb

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -442,7 +442,7 @@
 ],
 "metadata": {
 "kernelspec": {
 "display_name": "Python 3",
 "display_name": "py3.10.14",
 "language": "python",
 "name": "python3"
 },
Expand All@@ -456,7 +456,7 @@
 "name": "python",
 "nbconvert_exporter": "python",
 "pygments_lexer": "ipython3",
 "version": "3.12.12"
 "version": "3.10.14"
 }
 },
 "nbformat": 4,
Expand Down

5 changes: 5 additions & 0 deletions
sagemaker-train/pyproject.toml

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -61,6 +61,11 @@ test = [
 "graphene",
 "IPython"
]
notebook = [
 "ipywidgets>=8.0.0",
 "rich>=13.0.0",
 "matplotlib>=3.5.0",
]

[tool.setuptools.packages.find]
where = ["src/"]
Expand Down

12 changes: 12 additions & 0 deletions
sagemaker-train/src/sagemaker/train/__init__.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -56,4 +56,16 @@ def __getattr__(name):
 elif name == "get_builtin_metrics":
 from sagemaker.train.evaluate import get_builtin_metrics
 return get_builtin_metrics
 elif name == "plot_training_metrics":
 from sagemaker.train.common_utils.metrics_visualizer import plot_training_metrics
 return plot_training_metrics
 elif name == "get_available_metrics":
 from sagemaker.train.common_utils.metrics_visualizer import get_available_metrics
 return get_available_metrics
 elif name == "get_studio_url":
 from sagemaker.train.common_utils.metrics_visualizer import get_studio_url
 return get_studio_url
 elif name == "get_mlflow_url":
 from sagemaker.train.common_utils.trainer_wait import get_mlflow_url
 return get_mlflow_url
 raise AttributeError(f"module '{__name__}' has no attribute '{name}'")

1 change: 1 addition & 0 deletions
sagemaker-train/src/sagemaker/train/common_utils/constants.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -20,6 +20,7 @@ class _MLflowConstants:

 # Metric names
 TOTAL_LOSS_METRIC = 'total_loss'
 LOSS_METRIC_KEYWORDS = ('loss',)
 EPOCH_KEYWORD = 'epoch'

 # MLflow run tags
Expand Down

1 change: 1 addition & 0 deletions
sagemaker-train/src/sagemaker/train/common_utils/finetune_utils.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -376,6 +376,7 @@ def _get_fine_tuning_options_and_model_arn(model_name: str, customization_techni

 except Exception as e:
 logger.error("Exception getting fine-tuning options: %s", e)
 raise


def _create_input_channels(dataset: str, content_type: Optional[str] = None, 
Expand Down
Loading
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms");
}
} catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
 feat: MLflow metrics visualization, enhanced wait UI, and eval job links#5662

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 Merged

mollyheamazon
merged 13 commits into

from

Mar 24, 2026
 Merged


feat: MLflow metrics visualization, enhanced wait UI, and eval job links
#5662
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0adef07

Intermediary checkpoint


mollyheamazon Mar 6, 2026
7b5f8b1

Evaluation job update


mollyheamazon Mar 11, 2026
ec76bff

Fix studio domain mismatch for url, update text color, add link of ev…


mollyheamazon Mar 11, 2026
c5bd46f

Merge branch 'aws:master' into feat/mlflow-mc


mollyheamazon Mar 18, 2026
0297d0a

Add underscore to fine-tune and eval job links


mollyheamazon Mar 18, 2026
b34d0d8

Update link to console, conditionally display studio link, update lin…


mollyheamazon Mar 18, 2026
1adce4f

Always show console link, conditional show studio link


mollyheamazon Mar 18, 2026
928204b

Minor update to execution link names


mollyheamazon Mar 18, 2026
cd1658a

Fix region issue for studio url


mollyheamazon Mar 20, 2026
c6ba964

Revert notebook change to original


mollyheamazon Mar 20, 2026
41ccc9c

Address PR readiness


mollyheamazon Mar 21, 2026
d03de04

Fix sagemaker-train unit tst


mollyheamazon Mar 23, 2026
452311c

Update resources_codegen based on sagemaker-core change


mollyheamazon Mar 23, 2026

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1 change: 1 addition & 0 deletions
.gitignore

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -40,3 +40,4 @@ env/
sagemaker_train/src/**/container_drivers/sm_train.sh
sagemaker_train/src/**/container_drivers/sourcecode.json
sagemaker_train/src/**/container_drivers/distributed.json
.kiro

22 changes: 12 additions & 10 deletions
sagemaker-core/src/sagemaker/core/resources.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -35788,7 +35788,7 @@ def stop(self) -> None:
 ResourceNotFound: Resource being access is not found.
 """

 client = SageMakerClient().client
 client = SageMakerClient().sagemaker_client

 operation_input_args = {
 "TrainingJobName": self.training_job_name,
Expand DownExpand Up@@ -35833,15 +35833,17 @@ def wait(
 progress.add_task("Waiting for TrainingJob...")
 status = Status("Current status:")

 instance_count = (
 sum(
 instance_group.instance_count
 for instance_group in self.resource_config.instance_groups
 )
 if self.resource_config.instance_groups
 and not isinstance(self.resource_config.instance_groups, Unassigned)
 else self.resource_config.instance_count
 )
 instance_count = 1 # Default
 if not isinstance(self.resource_config, Unassigned):
 if (hasattr(self.resource_config, 'instance_groups') and 
 self.resource_config.instance_groups and
 not isinstance(self.resource_config.instance_groups, Unassigned)):
 instance_count = sum(
 instance_group.instance_count
 for instance_group in self.resource_config.instance_groups
 )
 elif hasattr(self.resource_config, 'instance_count'):
 instance_count = self.resource_config.instance_count
@nargokulnargokulMar 23, 2026

Copy link


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Contributor
Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

We will need to update the autogen engine for these changes .

 if logs:
 multi_stream_logger = MultiLogStreamHandler(
Expand Down

19 changes: 13 additions & 6 deletions
sagemaker-core/src/sagemaker/core/tools/resources_codegen.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -1664,12 +1664,19 @@ def _get_instance_count_ref(self, resource_name: str) -> str:
 """

 if resource_name == "TrainingJob":
 return """(
 sum(instance_group.instance_count for instance_group in self.resource_config.instance_groups)
 if self.resource_config.instance_groups and not isinstance(self.resource_config.instance_groups, Unassigned)
 else self.resource_config.instance_count
 )
 """
 return """1 # Default
 if not isinstance(self.resource_config, Unassigned):
 if (
 hasattr(self.resource_config, "instance_groups")
 and self.resource_config.instance_groups
 and not isinstance(self.resource_config.instance_groups, Unassigned)
 ):
 instance_count = sum(
 instance_group.instance_count
 for instance_group in self.resource_config.instance_groups
 )
 elif hasattr(self.resource_config, "instance_count"):
 instance_count = self.resource_config.instance_count"""
 elif resource_name == "TransformJob":
 return "self.transform_resources.instance_count"
 elif resource_name == "ProcessingJob":
Expand Down

2 changes: 1 addition & 1 deletion
sagemaker-core/src/sagemaker/core/tools/templates.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -483,7 +483,7 @@ def delete(
@Base.add_validate_call
def stop(self) -> None:
{docstring}
 client = SageMakerClient().client
 client = SageMakerClient().sagemaker_client

 operation_input_args = {{
{operation_input_args}
Expand Down

4 changes: 2 additions & 2 deletions
sagemaker-train/example_notebooks/evaluate/benchmark_demo.ipynb

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -442,7 +442,7 @@
 ],
 "metadata": {
 "kernelspec": {
 "display_name": "Python 3",
 "display_name": "py3.10.14",
 "language": "python",
 "name": "python3"
 },
Expand All@@ -456,7 +456,7 @@
 "name": "python",
 "nbconvert_exporter": "python",
 "pygments_lexer": "ipython3",
 "version": "3.12.12"
 "version": "3.10.14"
 }
 },
 "nbformat": 4,
Expand Down

5 changes: 5 additions & 0 deletions
sagemaker-train/pyproject.toml

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -61,6 +61,11 @@ test = [
 "graphene",
 "IPython"
]
notebook = [
 "ipywidgets>=8.0.0",
 "rich>=13.0.0",
 "matplotlib>=3.5.0",
]

[tool.setuptools.packages.find]
where = ["src/"]
Expand Down

12 changes: 12 additions & 0 deletions
sagemaker-train/src/sagemaker/train/__init__.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -56,4 +56,16 @@ def __getattr__(name):
 elif name == "get_builtin_metrics":
 from sagemaker.train.evaluate import get_builtin_metrics
 return get_builtin_metrics
 elif name == "plot_training_metrics":
 from sagemaker.train.common_utils.metrics_visualizer import plot_training_metrics
 return plot_training_metrics
 elif name == "get_available_metrics":
 from sagemaker.train.common_utils.metrics_visualizer import get_available_metrics
 return get_available_metrics
 elif name == "get_studio_url":
 from sagemaker.train.common_utils.metrics_visualizer import get_studio_url
 return get_studio_url
 elif name == "get_mlflow_url":
 from sagemaker.train.common_utils.trainer_wait import get_mlflow_url
 return get_mlflow_url
 raise AttributeError(f"module '{__name__}' has no attribute '{name}'")

1 change: 1 addition & 0 deletions
sagemaker-train/src/sagemaker/train/common_utils/constants.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -20,6 +20,7 @@ class _MLflowConstants:

 # Metric names
 TOTAL_LOSS_METRIC = 'total_loss'
 LOSS_METRIC_KEYWORDS = ('loss',)
 EPOCH_KEYWORD = 'epoch'

 # MLflow run tags
Expand Down

1 change: 1 addition & 0 deletions
sagemaker-train/src/sagemaker/train/common_utils/finetune_utils.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -376,6 +376,7 @@ def _get_fine_tuning_options_and_model_arn(model_name: str, customization_techni

 except Exception as e:
 logger.error("Exception getting fine-tuning options: %s", e)
 raise


def _create_input_channels(dataset: str, content_type: Optional[str] = None, 
Expand Down
Loading
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links");
}
} catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); }
})();
(function(){
try {
var __m = "youtube.com";
var __re = new RegExp('^' + "youtube\\.com" + '

Skip to content
 feat: MLflow metrics visualization, enhanced wait UI, and eval job links#5662

New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

 Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and
privacy statement. We’ll occasionally send you account related emails.

Already on GitHub?
Sign in
to your account

 Merged

mollyheamazon
merged 13 commits into

from

Mar 24, 2026
 Merged


feat: MLflow metrics visualization, enhanced wait UI, and eval job links
#5662
Show file tree
Hide file tree
 Changes from all commits
Commits

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13 commits


Select commit
Hold shift + click to select a range
0adef07

Intermediary checkpoint


mollyheamazon Mar 6, 2026
7b5f8b1

Evaluation job update


mollyheamazon Mar 11, 2026
ec76bff

Fix studio domain mismatch for url, update text color, add link of ev…


mollyheamazon Mar 11, 2026
c5bd46f

Merge branch 'aws:master' into feat/mlflow-mc


mollyheamazon Mar 18, 2026
0297d0a

Add underscore to fine-tune and eval job links


mollyheamazon Mar 18, 2026
b34d0d8

Update link to console, conditionally display studio link, update lin…


mollyheamazon Mar 18, 2026
1adce4f

Always show console link, conditional show studio link


mollyheamazon Mar 18, 2026
928204b

Minor update to execution link names


mollyheamazon Mar 18, 2026
cd1658a

Fix region issue for studio url


mollyheamazon Mar 20, 2026
c6ba964

Revert notebook change to original


mollyheamazon Mar 20, 2026
41ccc9c

Address PR readiness


mollyheamazon Mar 21, 2026
d03de04

Fix sagemaker-train unit tst


mollyheamazon Mar 23, 2026
452311c

Update resources_codegen based on sagemaker-core change


mollyheamazon Mar 23, 2026

File filter

Filter by extension
Filter by extension
Conversations

Failed to load comments. 
Loading
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Failed to load files. 
Loading
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1 change: 1 addition & 0 deletions
.gitignore

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -40,3 +40,4 @@ env/
sagemaker_train/src/**/container_drivers/sm_train.sh
sagemaker_train/src/**/container_drivers/sourcecode.json
sagemaker_train/src/**/container_drivers/distributed.json
.kiro

22 changes: 12 additions & 10 deletions
sagemaker-core/src/sagemaker/core/resources.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -35788,7 +35788,7 @@ def stop(self) -> None:
 ResourceNotFound: Resource being access is not found.
 """

 client = SageMakerClient().client
 client = SageMakerClient().sagemaker_client

 operation_input_args = {
 "TrainingJobName": self.training_job_name,
Expand DownExpand Up@@ -35833,15 +35833,17 @@ def wait(
 progress.add_task("Waiting for TrainingJob...")
 status = Status("Current status:")

 instance_count = (
 sum(
 instance_group.instance_count
 for instance_group in self.resource_config.instance_groups
 )
 if self.resource_config.instance_groups
 and not isinstance(self.resource_config.instance_groups, Unassigned)
 else self.resource_config.instance_count
 )
 instance_count = 1 # Default
 if not isinstance(self.resource_config, Unassigned):
 if (hasattr(self.resource_config, 'instance_groups') and 
 self.resource_config.instance_groups and
 not isinstance(self.resource_config.instance_groups, Unassigned)):
 instance_count = sum(
 instance_group.instance_count
 for instance_group in self.resource_config.instance_groups
 )
 elif hasattr(self.resource_config, 'instance_count'):
 instance_count = self.resource_config.instance_count
@nargokulnargokulMar 23, 2026

Copy link


Copy Markdown

Contributor
Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

We will need to update the autogen engine for these changes .

 if logs:
 multi_stream_logger = MultiLogStreamHandler(
Expand Down

19 changes: 13 additions & 6 deletions
sagemaker-core/src/sagemaker/core/tools/resources_codegen.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -1664,12 +1664,19 @@ def _get_instance_count_ref(self, resource_name: str) -> str:
 """

 if resource_name == "TrainingJob":
 return """(
 sum(instance_group.instance_count for instance_group in self.resource_config.instance_groups)
 if self.resource_config.instance_groups and not isinstance(self.resource_config.instance_groups, Unassigned)
 else self.resource_config.instance_count
 )
 """
 return """1 # Default
 if not isinstance(self.resource_config, Unassigned):
 if (
 hasattr(self.resource_config, "instance_groups")
 and self.resource_config.instance_groups
 and not isinstance(self.resource_config.instance_groups, Unassigned)
 ):
 instance_count = sum(
 instance_group.instance_count
 for instance_group in self.resource_config.instance_groups
 )
 elif hasattr(self.resource_config, "instance_count"):
 instance_count = self.resource_config.instance_count"""
 elif resource_name == "TransformJob":
 return "self.transform_resources.instance_count"
 elif resource_name == "ProcessingJob":
Expand Down

2 changes: 1 addition & 1 deletion
sagemaker-core/src/sagemaker/core/tools/templates.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -483,7 +483,7 @@ def delete(
@Base.add_validate_call
def stop(self) -> None:
{docstring}
 client = SageMakerClient().client
 client = SageMakerClient().sagemaker_client

 operation_input_args = {{
{operation_input_args}
Expand Down

4 changes: 2 additions & 2 deletions
sagemaker-train/example_notebooks/evaluate/benchmark_demo.ipynb

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -442,7 +442,7 @@
 ],
 "metadata": {
 "kernelspec": {
 "display_name": "Python 3",
 "display_name": "py3.10.14",
 "language": "python",
 "name": "python3"
 },
Expand All@@ -456,7 +456,7 @@
 "name": "python",
 "nbconvert_exporter": "python",
 "pygments_lexer": "ipython3",
 "version": "3.12.12"
 "version": "3.10.14"
 }
 },
 "nbformat": 4,
Expand Down

5 changes: 5 additions & 0 deletions
sagemaker-train/pyproject.toml

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -61,6 +61,11 @@ test = [
 "graphene",
 "IPython"
]
notebook = [
 "ipywidgets>=8.0.0",
 "rich>=13.0.0",
 "matplotlib>=3.5.0",
]

[tool.setuptools.packages.find]
where = ["src/"]
Expand Down

12 changes: 12 additions & 0 deletions
sagemaker-train/src/sagemaker/train/__init__.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -56,4 +56,16 @@ def __getattr__(name):
 elif name == "get_builtin_metrics":
 from sagemaker.train.evaluate import get_builtin_metrics
 return get_builtin_metrics
 elif name == "plot_training_metrics":
 from sagemaker.train.common_utils.metrics_visualizer import plot_training_metrics
 return plot_training_metrics
 elif name == "get_available_metrics":
 from sagemaker.train.common_utils.metrics_visualizer import get_available_metrics
 return get_available_metrics
 elif name == "get_studio_url":
 from sagemaker.train.common_utils.metrics_visualizer import get_studio_url
 return get_studio_url
 elif name == "get_mlflow_url":
 from sagemaker.train.common_utils.trainer_wait import get_mlflow_url
 return get_mlflow_url
 raise AttributeError(f"module '{__name__}' has no attribute '{name}'")

1 change: 1 addition & 0 deletions
sagemaker-train/src/sagemaker/train/common_utils/constants.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -20,6 +20,7 @@ class _MLflowConstants:

 # Metric names
 TOTAL_LOSS_METRIC = 'total_loss'
 LOSS_METRIC_KEYWORDS = ('loss',)
 EPOCH_KEYWORD = 'epoch'

 # MLflow run tags
Expand Down

1 change: 1 addition & 0 deletions
sagemaker-train/src/sagemaker/train/common_utils/finetune_utils.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -376,6 +376,7 @@ def _get_fine_tuning_options_and_model_arn(model_name: str, customization_techni

 except Exception as e:
 logger.error("Exception getting fine-tuning options: %s", e)
 raise


def _create_input_channels(dataset: str, content_type: Optional[str] = None, 
Expand Down
Loading
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default");
}
} catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
 feat: MLflow metrics visualization, enhanced wait UI, and eval job links#5662

New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

 Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and
privacy statement. We’ll occasionally send you account related emails.

Already on GitHub?
Sign in
to your account

 Merged

mollyheamazon
merged 13 commits into

from

Mar 24, 2026
 Merged


feat: MLflow metrics visualization, enhanced wait UI, and eval job links
#5662
Show file tree
Hide file tree
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Commits

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0adef07

Intermediary checkpoint


mollyheamazon Mar 6, 2026
7b5f8b1

Evaluation job update


mollyheamazon Mar 11, 2026
ec76bff

Fix studio domain mismatch for url, update text color, add link of ev…


mollyheamazon Mar 11, 2026
c5bd46f

Merge branch 'aws:master' into feat/mlflow-mc


mollyheamazon Mar 18, 2026
0297d0a

Add underscore to fine-tune and eval job links


mollyheamazon Mar 18, 2026
b34d0d8

Update link to console, conditionally display studio link, update lin…


mollyheamazon Mar 18, 2026
1adce4f

Always show console link, conditional show studio link


mollyheamazon Mar 18, 2026
928204b

Minor update to execution link names


mollyheamazon Mar 18, 2026
cd1658a

Fix region issue for studio url


mollyheamazon Mar 20, 2026
c6ba964

Revert notebook change to original


mollyheamazon Mar 20, 2026
41ccc9c

Address PR readiness


mollyheamazon Mar 21, 2026
d03de04

Fix sagemaker-train unit tst


mollyheamazon Mar 23, 2026
452311c

Update resources_codegen based on sagemaker-core change


mollyheamazon Mar 23, 2026

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1 change: 1 addition & 0 deletions
.gitignore

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -40,3 +40,4 @@ env/
sagemaker_train/src/**/container_drivers/sm_train.sh
sagemaker_train/src/**/container_drivers/sourcecode.json
sagemaker_train/src/**/container_drivers/distributed.json
.kiro

22 changes: 12 additions & 10 deletions
sagemaker-core/src/sagemaker/core/resources.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -35788,7 +35788,7 @@ def stop(self) -> None:
 ResourceNotFound: Resource being access is not found.
 """

 client = SageMakerClient().client
 client = SageMakerClient().sagemaker_client

 operation_input_args = {
 "TrainingJobName": self.training_job_name,
Expand DownExpand Up@@ -35833,15 +35833,17 @@ def wait(
 progress.add_task("Waiting for TrainingJob...")
 status = Status("Current status:")

 instance_count = (
 sum(
 instance_group.instance_count
 for instance_group in self.resource_config.instance_groups
 )
 if self.resource_config.instance_groups
 and not isinstance(self.resource_config.instance_groups, Unassigned)
 else self.resource_config.instance_count
 )
 instance_count = 1 # Default
 if not isinstance(self.resource_config, Unassigned):
 if (hasattr(self.resource_config, 'instance_groups') and 
 self.resource_config.instance_groups and
 not isinstance(self.resource_config.instance_groups, Unassigned)):
 instance_count = sum(
 instance_group.instance_count
 for instance_group in self.resource_config.instance_groups
 )
 elif hasattr(self.resource_config, 'instance_count'):
 instance_count = self.resource_config.instance_count
@nargokulnargokulMar 23, 2026

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We will need to update the autogen engine for these changes .

 if logs:
 multi_stream_logger = MultiLogStreamHandler(
Expand Down

19 changes: 13 additions & 6 deletions
sagemaker-core/src/sagemaker/core/tools/resources_codegen.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -1664,12 +1664,19 @@ def _get_instance_count_ref(self, resource_name: str) -> str:
 """

 if resource_name == "TrainingJob":
 return """(
 sum(instance_group.instance_count for instance_group in self.resource_config.instance_groups)
 if self.resource_config.instance_groups and not isinstance(self.resource_config.instance_groups, Unassigned)
 else self.resource_config.instance_count
 )
 """
 return """1 # Default
 if not isinstance(self.resource_config, Unassigned):
 if (
 hasattr(self.resource_config, "instance_groups")
 and self.resource_config.instance_groups
 and not isinstance(self.resource_config.instance_groups, Unassigned)
 ):
 instance_count = sum(
 instance_group.instance_count
 for instance_group in self.resource_config.instance_groups
 )
 elif hasattr(self.resource_config, "instance_count"):
 instance_count = self.resource_config.instance_count"""
 elif resource_name == "TransformJob":
 return "self.transform_resources.instance_count"
 elif resource_name == "ProcessingJob":
Expand Down

2 changes: 1 addition & 1 deletion
sagemaker-core/src/sagemaker/core/tools/templates.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -483,7 +483,7 @@ def delete(
@Base.add_validate_call
def stop(self) -> None:
{docstring}
 client = SageMakerClient().client
 client = SageMakerClient().sagemaker_client

 operation_input_args = {{
{operation_input_args}
Expand Down

4 changes: 2 additions & 2 deletions
sagemaker-train/example_notebooks/evaluate/benchmark_demo.ipynb

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -442,7 +442,7 @@
 ],
 "metadata": {
 "kernelspec": {
 "display_name": "Python 3",
 "display_name": "py3.10.14",
 "language": "python",
 "name": "python3"
 },
Expand All@@ -456,7 +456,7 @@
 "name": "python",
 "nbconvert_exporter": "python",
 "pygments_lexer": "ipython3",
 "version": "3.12.12"
 "version": "3.10.14"
 }
 },
 "nbformat": 4,
Expand Down

5 changes: 5 additions & 0 deletions
sagemaker-train/pyproject.toml

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -61,6 +61,11 @@ test = [
 "graphene",
 "IPython"
]
notebook = [
 "ipywidgets>=8.0.0",
 "rich>=13.0.0",
 "matplotlib>=3.5.0",
]

[tool.setuptools.packages.find]
where = ["src/"]
Expand Down

12 changes: 12 additions & 0 deletions
sagemaker-train/src/sagemaker/train/__init__.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -56,4 +56,16 @@ def __getattr__(name):
 elif name == "get_builtin_metrics":
 from sagemaker.train.evaluate import get_builtin_metrics
 return get_builtin_metrics
 elif name == "plot_training_metrics":
 from sagemaker.train.common_utils.metrics_visualizer import plot_training_metrics
 return plot_training_metrics
 elif name == "get_available_metrics":
 from sagemaker.train.common_utils.metrics_visualizer import get_available_metrics
 return get_available_metrics
 elif name == "get_studio_url":
 from sagemaker.train.common_utils.metrics_visualizer import get_studio_url
 return get_studio_url
 elif name == "get_mlflow_url":
 from sagemaker.train.common_utils.trainer_wait import get_mlflow_url
 return get_mlflow_url
 raise AttributeError(f"module '{__name__}' has no attribute '{name}'")

1 change: 1 addition & 0 deletions
sagemaker-train/src/sagemaker/train/common_utils/constants.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -20,6 +20,7 @@ class _MLflowConstants:

 # Metric names
 TOTAL_LOSS_METRIC = 'total_loss'
 LOSS_METRIC_KEYWORDS = ('loss',)
 EPOCH_KEYWORD = 'epoch'

 # MLflow run tags
Expand Down

1 change: 1 addition & 0 deletions
sagemaker-train/src/sagemaker/train/common_utils/finetune_utils.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -376,6 +376,7 @@ def _get_fine_tuning_options_and_model_arn(model_name: str, customization_techni

 except Exception as e:
 logger.error("Exception getting fine-tuning options: %s", e)
 raise


def _create_input_channels(dataset: str, content_type: Optional[str] = None, 
Expand Down
Loading
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers");
}
} catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
 feat: MLflow metrics visualization, enhanced wait UI, and eval job links#5662

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privacy statement. We’ll occasionally send you account related emails.

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to your account

 Merged

mollyheamazon
merged 13 commits into

from

Mar 24, 2026
 Merged


feat: MLflow metrics visualization, enhanced wait UI, and eval job links
#5662
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0adef07

Intermediary checkpoint


mollyheamazon Mar 6, 2026
7b5f8b1

Evaluation job update


mollyheamazon Mar 11, 2026
ec76bff

Fix studio domain mismatch for url, update text color, add link of ev…


mollyheamazon Mar 11, 2026
c5bd46f

Merge branch 'aws:master' into feat/mlflow-mc


mollyheamazon Mar 18, 2026
0297d0a

Add underscore to fine-tune and eval job links


mollyheamazon Mar 18, 2026
b34d0d8

Update link to console, conditionally display studio link, update lin…


mollyheamazon Mar 18, 2026
1adce4f

Always show console link, conditional show studio link


mollyheamazon Mar 18, 2026
928204b

Minor update to execution link names


mollyheamazon Mar 18, 2026
cd1658a

Fix region issue for studio url


mollyheamazon Mar 20, 2026
c6ba964

Revert notebook change to original


mollyheamazon Mar 20, 2026
41ccc9c

Address PR readiness


mollyheamazon Mar 21, 2026
d03de04

Fix sagemaker-train unit tst


mollyheamazon Mar 23, 2026
452311c

Update resources_codegen based on sagemaker-core change


mollyheamazon Mar 23, 2026

File filter

Filter by extension
Filter by extension
Conversations

Failed to load comments. 
Loading
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Failed to load files. 
Loading
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1 change: 1 addition & 0 deletions
.gitignore

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -40,3 +40,4 @@ env/
sagemaker_train/src/**/container_drivers/sm_train.sh
sagemaker_train/src/**/container_drivers/sourcecode.json
sagemaker_train/src/**/container_drivers/distributed.json
.kiro

22 changes: 12 additions & 10 deletions
sagemaker-core/src/sagemaker/core/resources.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -35788,7 +35788,7 @@ def stop(self) -> None:
 ResourceNotFound: Resource being access is not found.
 """

 client = SageMakerClient().client
 client = SageMakerClient().sagemaker_client

 operation_input_args = {
 "TrainingJobName": self.training_job_name,
Expand DownExpand Up@@ -35833,15 +35833,17 @@ def wait(
 progress.add_task("Waiting for TrainingJob...")
 status = Status("Current status:")

 instance_count = (
 sum(
 instance_group.instance_count
 for instance_group in self.resource_config.instance_groups
 )
 if self.resource_config.instance_groups
 and not isinstance(self.resource_config.instance_groups, Unassigned)
 else self.resource_config.instance_count
 )
 instance_count = 1 # Default
 if not isinstance(self.resource_config, Unassigned):
 if (hasattr(self.resource_config, 'instance_groups') and 
 self.resource_config.instance_groups and
 not isinstance(self.resource_config.instance_groups, Unassigned)):
 instance_count = sum(
 instance_group.instance_count
 for instance_group in self.resource_config.instance_groups
 )
 elif hasattr(self.resource_config, 'instance_count'):
 instance_count = self.resource_config.instance_count
@nargokulnargokulMar 23, 2026

Copy link


Copy Markdown

Contributor
Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

We will need to update the autogen engine for these changes .

 if logs:
 multi_stream_logger = MultiLogStreamHandler(
Expand Down

19 changes: 13 additions & 6 deletions
sagemaker-core/src/sagemaker/core/tools/resources_codegen.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -1664,12 +1664,19 @@ def _get_instance_count_ref(self, resource_name: str) -> str:
 """

 if resource_name == "TrainingJob":
 return """(
 sum(instance_group.instance_count for instance_group in self.resource_config.instance_groups)
 if self.resource_config.instance_groups and not isinstance(self.resource_config.instance_groups, Unassigned)
 else self.resource_config.instance_count
 )
 """
 return """1 # Default
 if not isinstance(self.resource_config, Unassigned):
 if (
 hasattr(self.resource_config, "instance_groups")
 and self.resource_config.instance_groups
 and not isinstance(self.resource_config.instance_groups, Unassigned)
 ):
 instance_count = sum(
 instance_group.instance_count
 for instance_group in self.resource_config.instance_groups
 )
 elif hasattr(self.resource_config, "instance_count"):
 instance_count = self.resource_config.instance_count"""
 elif resource_name == "TransformJob":
 return "self.transform_resources.instance_count"
 elif resource_name == "ProcessingJob":
Expand Down

2 changes: 1 addition & 1 deletion
sagemaker-core/src/sagemaker/core/tools/templates.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -483,7 +483,7 @@ def delete(
@Base.add_validate_call
def stop(self) -> None:
{docstring}
 client = SageMakerClient().client
 client = SageMakerClient().sagemaker_client

 operation_input_args = {{
{operation_input_args}
Expand Down

4 changes: 2 additions & 2 deletions
sagemaker-train/example_notebooks/evaluate/benchmark_demo.ipynb

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -442,7 +442,7 @@
 ],
 "metadata": {
 "kernelspec": {
 "display_name": "Python 3",
 "display_name": "py3.10.14",
 "language": "python",
 "name": "python3"
 },
Expand All@@ -456,7 +456,7 @@
 "name": "python",
 "nbconvert_exporter": "python",
 "pygments_lexer": "ipython3",
 "version": "3.12.12"
 "version": "3.10.14"
 }
 },
 "nbformat": 4,
Expand Down

5 changes: 5 additions & 0 deletions
sagemaker-train/pyproject.toml

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -61,6 +61,11 @@ test = [
 "graphene",
 "IPython"
]
notebook = [
 "ipywidgets>=8.0.0",
 "rich>=13.0.0",
 "matplotlib>=3.5.0",
]

[tool.setuptools.packages.find]
where = ["src/"]
Expand Down

12 changes: 12 additions & 0 deletions
sagemaker-train/src/sagemaker/train/__init__.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -56,4 +56,16 @@ def __getattr__(name):
 elif name == "get_builtin_metrics":
 from sagemaker.train.evaluate import get_builtin_metrics
 return get_builtin_metrics
 elif name == "plot_training_metrics":
 from sagemaker.train.common_utils.metrics_visualizer import plot_training_metrics
 return plot_training_metrics
 elif name == "get_available_metrics":
 from sagemaker.train.common_utils.metrics_visualizer import get_available_metrics
 return get_available_metrics
 elif name == "get_studio_url":
 from sagemaker.train.common_utils.metrics_visualizer import get_studio_url
 return get_studio_url
 elif name == "get_mlflow_url":
 from sagemaker.train.common_utils.trainer_wait import get_mlflow_url
 return get_mlflow_url
 raise AttributeError(f"module '{__name__}' has no attribute '{name}'")

1 change: 1 addition & 0 deletions
sagemaker-train/src/sagemaker/train/common_utils/constants.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -20,6 +20,7 @@ class _MLflowConstants:

 # Metric names
 TOTAL_LOSS_METRIC = 'total_loss'
 LOSS_METRIC_KEYWORDS = ('loss',)
 EPOCH_KEYWORD = 'epoch'

 # MLflow run tags
Expand Down

1 change: 1 addition & 0 deletions
sagemaker-train/src/sagemaker/train/common_utils/finetune_utils.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -376,6 +376,7 @@ def _get_fine_tuning_options_and_model_arn(model_name: str, customization_techni

 except Exception as e:
 logger.error("Exception getting fine-tuning options: %s", e)
 raise


def _create_input_channels(dataset: str, content_type: Optional[str] = None, 
Expand Down
Loading
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode");
}
} catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); }
})();
})();

Skip to content
 feat: MLflow metrics visualization, enhanced wait UI, and eval job links#5662

New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

 Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and
privacy statement. We’ll occasionally send you account related emails.

Already on GitHub?
Sign in
to your account

 Merged

mollyheamazon
merged 13 commits into

from

Mar 24, 2026
 Merged


feat: MLflow metrics visualization, enhanced wait UI, and eval job links
#5662
Show file tree
Hide file tree
 Changes from all commits
Commits

Show all changes


13 commits


Select commit
Hold shift + click to select a range
0adef07

Intermediary checkpoint


mollyheamazon Mar 6, 2026
7b5f8b1

Evaluation job update


mollyheamazon Mar 11, 2026
ec76bff

Fix studio domain mismatch for url, update text color, add link of ev…


mollyheamazon Mar 11, 2026
c5bd46f

Merge branch 'aws:master' into feat/mlflow-mc


mollyheamazon Mar 18, 2026
0297d0a

Add underscore to fine-tune and eval job links


mollyheamazon Mar 18, 2026
b34d0d8

Update link to console, conditionally display studio link, update lin…


mollyheamazon Mar 18, 2026
1adce4f

Always show console link, conditional show studio link


mollyheamazon Mar 18, 2026
928204b

Minor update to execution link names


mollyheamazon Mar 18, 2026
cd1658a

Fix region issue for studio url


mollyheamazon Mar 20, 2026
c6ba964

Revert notebook change to original


mollyheamazon Mar 20, 2026
41ccc9c

Address PR readiness


mollyheamazon Mar 21, 2026
d03de04

Fix sagemaker-train unit tst


mollyheamazon Mar 23, 2026
452311c

Update resources_codegen based on sagemaker-core change


mollyheamazon Mar 23, 2026

File filter

Filter by extension
Filter by extension
Conversations

Failed to load comments. 
Loading
Jump to

Jump to file


Failed to load files. 
Loading
 Diff view

 Diff view


1 change: 1 addition & 0 deletions
.gitignore

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -40,3 +40,4 @@ env/
sagemaker_train/src/**/container_drivers/sm_train.sh
sagemaker_train/src/**/container_drivers/sourcecode.json
sagemaker_train/src/**/container_drivers/distributed.json
.kiro

22 changes: 12 additions & 10 deletions
sagemaker-core/src/sagemaker/core/resources.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -35788,7 +35788,7 @@ def stop(self) -> None:
 ResourceNotFound: Resource being access is not found.
 """

 client = SageMakerClient().client
 client = SageMakerClient().sagemaker_client

 operation_input_args = {
 "TrainingJobName": self.training_job_name,
Expand DownExpand Up@@ -35833,15 +35833,17 @@ def wait(
 progress.add_task("Waiting for TrainingJob...")
 status = Status("Current status:")

 instance_count = (
 sum(
 instance_group.instance_count
 for instance_group in self.resource_config.instance_groups
 )
 if self.resource_config.instance_groups
 and not isinstance(self.resource_config.instance_groups, Unassigned)
 else self.resource_config.instance_count
 )
 instance_count = 1 # Default
 if not isinstance(self.resource_config, Unassigned):
 if (hasattr(self.resource_config, 'instance_groups') and 
 self.resource_config.instance_groups and
 not isinstance(self.resource_config.instance_groups, Unassigned)):
 instance_count = sum(
 instance_group.instance_count
 for instance_group in self.resource_config.instance_groups
 )
 elif hasattr(self.resource_config, 'instance_count'):
 instance_count = self.resource_config.instance_count
@nargokulnargokulMar 23, 2026

Copy link


Copy Markdown

Contributor
Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

We will need to update the autogen engine for these changes .

 if logs:
 multi_stream_logger = MultiLogStreamHandler(
Expand Down

19 changes: 13 additions & 6 deletions
sagemaker-core/src/sagemaker/core/tools/resources_codegen.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -1664,12 +1664,19 @@ def _get_instance_count_ref(self, resource_name: str) -> str:
 """

 if resource_name == "TrainingJob":
 return """(
 sum(instance_group.instance_count for instance_group in self.resource_config.instance_groups)
 if self.resource_config.instance_groups and not isinstance(self.resource_config.instance_groups, Unassigned)
 else self.resource_config.instance_count
 )
 """
 return """1 # Default
 if not isinstance(self.resource_config, Unassigned):
 if (
 hasattr(self.resource_config, "instance_groups")
 and self.resource_config.instance_groups
 and not isinstance(self.resource_config.instance_groups, Unassigned)
 ):
 instance_count = sum(
 instance_group.instance_count
 for instance_group in self.resource_config.instance_groups
 )
 elif hasattr(self.resource_config, "instance_count"):
 instance_count = self.resource_config.instance_count"""
 elif resource_name == "TransformJob":
 return "self.transform_resources.instance_count"
 elif resource_name == "ProcessingJob":
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2 changes: 1 addition & 1 deletion
sagemaker-core/src/sagemaker/core/tools/templates.py

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Original file line numberDiff line numberDiff line change
Expand Up@@ -483,7 +483,7 @@ def delete(
@Base.add_validate_call
def stop(self) -> None:
{docstring}
 client = SageMakerClient().client
 client = SageMakerClient().sagemaker_client

 operation_input_args = {{
{operation_input_args}
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4 changes: 2 additions & 2 deletions
sagemaker-train/example_notebooks/evaluate/benchmark_demo.ipynb

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Original file line numberDiff line numberDiff line change
Expand Up@@ -442,7 +442,7 @@
 ],
 "metadata": {
 "kernelspec": {
 "display_name": "Python 3",
 "display_name": "py3.10.14",
 "language": "python",
 "name": "python3"
 },
Expand All@@ -456,7 +456,7 @@
 "name": "python",
 "nbconvert_exporter": "python",
 "pygments_lexer": "ipython3",
 "version": "3.12.12"
 "version": "3.10.14"
 }
 },
 "nbformat": 4,
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5 changes: 5 additions & 0 deletions
sagemaker-train/pyproject.toml

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Original file line numberDiff line numberDiff line change
Expand Up@@ -61,6 +61,11 @@ test = [
 "graphene",
 "IPython"
]
notebook = [
 "ipywidgets>=8.0.0",
 "rich>=13.0.0",
 "matplotlib>=3.5.0",
]

[tool.setuptools.packages.find]
where = ["src/"]
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12 changes: 12 additions & 0 deletions
sagemaker-train/src/sagemaker/train/__init__.py

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Original file line numberDiff line numberDiff line change
Expand Up@@ -56,4 +56,16 @@ def __getattr__(name):
 elif name == "get_builtin_metrics":
 from sagemaker.train.evaluate import get_builtin_metrics
 return get_builtin_metrics
 elif name == "plot_training_metrics":
 from sagemaker.train.common_utils.metrics_visualizer import plot_training_metrics
 return plot_training_metrics
 elif name == "get_available_metrics":
 from sagemaker.train.common_utils.metrics_visualizer import get_available_metrics
 return get_available_metrics
 elif name == "get_studio_url":
 from sagemaker.train.common_utils.metrics_visualizer import get_studio_url
 return get_studio_url
 elif name == "get_mlflow_url":
 from sagemaker.train.common_utils.trainer_wait import get_mlflow_url
 return get_mlflow_url
 raise AttributeError(f"module '{__name__}' has no attribute '{name}'")

1 change: 1 addition & 0 deletions
sagemaker-train/src/sagemaker/train/common_utils/constants.py

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Original file line numberDiff line numberDiff line change
Expand Up@@ -20,6 +20,7 @@ class _MLflowConstants:

 # Metric names
 TOTAL_LOSS_METRIC = 'total_loss'
 LOSS_METRIC_KEYWORDS = ('loss',)
 EPOCH_KEYWORD = 'epoch'

 # MLflow run tags
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1 change: 1 addition & 0 deletions
sagemaker-train/src/sagemaker/train/common_utils/finetune_utils.py

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Original file line numberDiff line numberDiff line change
Expand Up@@ -376,6 +376,7 @@ def _get_fine_tuning_options_and_model_arn(model_name: str, customization_techni

 except Exception as e:
 logger.error("Exception getting fine-tuning options: %s", e)
 raise


def _create_input_channels(dataset: str, content_type: Optional[str] = None, 
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