Add deprecation notice to eval code

nemo/collections/llm/api.py

@@ -603,6 +603,12 @@ def deploy(
     enable_flash_decode: bool = True,
     legacy_ckpt: bool = False,
 ):
+    warnings.warn(
+        "The 'deploy' function is deprecated and will be removed in NeMo FW 25.09 container release. "
+        "For evaluation functionality, please use the new Eval repository: https://github.com/NVIDIA-NeMo/Eval",
+        DeprecationWarning,
+        stacklevel=2,
+    )
     """
     Deploys nemo model on a PyTriton server either "in-framework" or by converting to trtllm depending on the backend.
     This deploy method is intended to be used for evaluation.
@@ -791,6 +797,12 @@ def evaluate(
     eval_cfg: EvaluationConfig = EvaluationConfig(type="gsm8k"),
     adapter_cfg: AdapterConfig | None = None,
 ) -> dict:
+    warnings.warn(
+        "The 'evaluate' function is deprecated and will be removed in NeMo FW 25.09 container release. "
+        "For evaluation functionality, please use the new Eval repository: https://github.com/NVIDIA/NeMo-Eval",
+        DeprecationWarning,
+        stacklevel=2,
+    )
     """
     Evaluates nemo model deployed on PyTriton server using nvidia-lm-eval
 

scripts/llm/evaluation.py

@@ -12,11 +12,22 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
+import warnings
+
+warnings.warn(
+    "This evaluation script is deprecated and will be removed in NeMo FW 25.09 container release. "
+    "For evaluation functionality, please use the new Eval repository: https://github.com/NVIDIA/NeMo-Eval",
+    DeprecationWarning,
+    stacklevel=1,
+)
+
 # NOTE: This script is only an example of using NeMo with NeMo-Run's APIs and is subject to change without notice.
 # This script is used for evaluation on local and slurm executors using NeMo-Run.
 # It uses deploy method from nemo/llm/collections/api.py to deploy nemo2.0 ckpt on PyTriton server and uses evaluate
 # method from nemo/llm/collections/api.py to run evaluation on it.
 # (https://github.com/NVIDIA/NeMo-Run) to configure and execute the runs.
+# DEPRECATED: This script and the underlying deploy/evaluate functions will be removed in NeMo FW 25.09.
+# Please use the new Eval repository: https://github.com/NVIDIA/NeMo-Eval
 
 import argparse
 from typing import Optional