NVIDIA-NeMo · marta-sd · Sep 23, 2025 · Sep 23, 2025 · Sep 23, 2025 · Sep 23, 2025
@@ -65,7 +65,7 @@ repository = "https://github.com/NVIDIA-NeMo/Evaluator/packages/nemo-evaluator"
 # END(if-changed)
 
 [dependency-groups]
-test = ["pytest", "pytest-cov", "pytest-subtests", "pytest-httpserver"]
+test = ["pytest", "pytest-cov", "pytest-subtests", "pytest-httpserver", "nvidia-simple-evals"]
 
 docs = [
     "sphinx",

@@ -14,6 +14,10 @@
 set -xeuo pipefail # Exit immediately if a command exits with a non-zero status
 
 export CUDA_VISIBLE_DEVICES=""
+export HF_HOME="/home/TestData/HF_HOME"
+export HF_DATASETS_OFFLINE="1"
+export TRANSFORMERS_OFFLINE="1"
+export HF_DATASETS_CACHE="${HF_HOME}/datasets"
 
 SCRIPT_DIR=$(dirname "$0")
 PROJECT_DIR=$SCRIPT_DIR/../../

@@ -23,6 +23,7 @@
 import pytest
 import requests
 from flask import Flask, jsonify, request
+
 from nemo_evaluator.logging.utils import logger
 
 

@@ -15,6 +15,7 @@
 """End-to-end tests for eval-factory using fake endpoint."""
 
 import pytest
+
 from nemo_evaluator.logging.utils import logger
 
 

@@ -27,6 +27,7 @@
 from pathlib import Path
 
 import pytest
+
 from nemo_evaluator.logging.utils import logger
 
 
@@ -132,7 +133,7 @@ def test_core_interceptor_chain(self, fake_endpoint, fake_url):
             ]
 
             logger.info(f"Testing core interceptors runtime behavior: {' '.join(cmd)}")
-            subprocess.run(cmd, capture_output=True, text=True, env=env, timeout=60)
+            subprocess.run(cmd, capture_output=False, text=True, env=env, timeout=60)
 
             # Check ONLY runtime behavior - what the interceptors actually DO
             log_dir = Path(self.test_log_dir)
@@ -242,7 +243,7 @@ def test_comprehensive_interceptor_chain(self, fake_endpoint, fake_url):
 
             logger.info(f"Testing all interceptors runtime behavior: {' '.join(cmd)}")
             result = subprocess.run(
-                cmd, capture_output=True, text=True, env=env, timeout=60
+                cmd, capture_output=False, text=True, env=env, timeout=60
             )
             logger.info("Finished the subprocess", result=result)
 
@@ -438,7 +439,7 @@ def test_comprehensive_interceptor_chain(self, fake_endpoint, fake_url):
                     )
 
                     result2 = subprocess.run(
-                        cmd2, capture_output=True, text=True, env=env, timeout=60
+                        cmd2, capture_output=False, text=True, env=env, timeout=60
                     )
                     logger.info("Finished the second subprocess run", result2)
 

@@ -32,32 +32,10 @@ def n():
 
 
 @pytest.fixture(autouse=True)
-def installed_modules(n: int):
+def installed_modules(n: int, monkeypatch):
     if not n:
-        # Temporarily uninstall nvidia-simple-evals to make it unavailable
-        import subprocess
-
-        try:
-            subprocess.run(
-                [sys.executable, "-m", "pip", "uninstall", "-y", "nvidia-simple-evals"],
-                capture_output=True,
-                check=False,
-            )
-        except Exception:
-            pass  # Ignore any errors during uninstall
-
+        monkeypatch.setitem(sys.modules, "core_evals", None)
         yield
-
-        # Reinstall the package
-        try:
-            subprocess.run(
-                [sys.executable, "-m", "pip", "install", "nvidia-simple-evals"],
-                capture_output=True,
-                check=False,
-            )
-        except Exception:
-            pass  # Ignore any errors during reinstall
-
         return
 
     pkg = "core_evals"

@@ -14,6 +14,10 @@
 set -xeuo pipefail # Exit immediately if a command exits with a non-zero status
 
 export CUDA_VISIBLE_DEVICES=""
+export HF_HOME="/home/TestData/HF_HOME"
+export HF_DATASETS_OFFLINE="1"
+export TRANSFORMERS_OFFLINE="1"
+export HF_DATASETS_CACHE="${HF_HOME}/datasets"
 
 SCRIPT_DIR=$(dirname "$0")
 PROJECT_DIR=$SCRIPT_DIR/../../

diff --git a/tests/integration_tests/Launch_Integration_Tests.sh b/tests/integration_tests/Launch_Integration_Tests.sh
@@ -0,0 +1,38 @@
+# Copyright (c) 2025, NVIDIA CORPORATION.  All rights reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+set -xeuo pipefail # Exit immediately if a command exits with a non-zero status
+
+export CUDA_VISIBLE_DEVICES="0"
+export HF_HOME="/home/TestData/HF_HOME"
+export HF_DATASETS_OFFLINE="1"
+export TRANSFORMERS_OFFLINE="1"
+export HF_DATASETS_CACHE="${HF_HOME}/datasets"
+
+mkdir -p /checkpoints && \
+ln -s /home/TestData/nemo2_ckpt/llama-3_2-1b-instruct_v2.0 /checkpoints/llama-3_2-1b-instruct_v2.0
+
+
+SCRIPT_DIR=$(dirname "$0")
+PROJECT_DIR=$SCRIPT_DIR/../../
+cd $PROJECT_DIR
+
+coverage run \
+    --data-file=.coverage.integration_tests \
+    --source=src/ \
+    -m pytest \
+    -o log_cli=true \
+    -o log_cli_level=INFO \
+    -m "not pleasefixme" \
+   tests/integration_tests
+coverage combine -q
diff --git a/tests/integration_tests/nemo_fw/test_hf_ray.py b/tests/integration_tests/nemo_fw/test_hf_ray.py
@@ -0,0 +1,135 @@
+# Copyright (c) 2025, NVIDIA CORPORATION.  All rights reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import logging
+import os
+import signal
+import subprocess
+
+import pytest
+from nemo_evaluator.api import check_endpoint, evaluate
+from nemo_evaluator.api.api_dataclasses import (
+    ApiEndpoint,
+    ConfigParams,
+    EvaluationConfig,
+    EvaluationResult,
+    EvaluationTarget,
+)
+
+# FIXME(martas): EF packages pre 25.09 use old imports from nvidia_eval_commons
+from nvidia_eval_commons.api.api_dataclasses import (
+    EvaluationResult as LegacyEvaluationResult,
+)
+
+logger = logging.getLogger(__name__)
+
+
+@pytest.fixture(scope="module", autouse=True)
+def deployment_process():
+    """Fixture to deploy the HF model on Ray server."""
+    hf_model_id = "meta-llama/Llama-3.2-1B-Instruct"
+    model_name = "hf_model"
+    port = 8886
+    # Run deployment
+    deploy_proc = subprocess.Popen(
+        [
+            "python",
+            "/opt/Export-Deploy/scripts/deploy/nlp/deploy_ray_hf.py",
+            "--model_path",
+            hf_model_id,
+            "--model_id",
+            model_name,
+            "--port",
+            str(port),
+        ]
+    )
+
+    completions_ready = check_endpoint(
+        endpoint_url=f"http://0.0.0.0:{port}/v1/completions/",
+        endpoint_type="completions",
+        model_name=model_name,
+        max_retries=600,
+    )
+    assert completions_ready, (
+        "Completions endpoint is not ready. Please look at the deploy process log for the error"
+    )
+
+    chat_ready = check_endpoint(
+        endpoint_url=f"http://0.0.0.0:{port}/v1/chat/completions",
+        endpoint_type="chat",
+        model_name=model_name,
+        max_retries=600,
+    )
+    assert chat_ready, (
+        "Chat endpoint is not ready. Please look at the deploy process log for the error"
+    )
+
+    yield deploy_proc  # We only need the process reference for cleanup
+
+    deploy_proc.send_signal(signal.SIGINT)
+    try:
+        deploy_proc.wait(timeout=30)
+    except subprocess.TimeoutExpired:
+        try:
+            os.killpg(deploy_proc.pid, signal.SIGKILL)
+        except ProcessLookupError:
+            pass
+    finally:
+        subprocess.run(["pkill", f"-{signal.SIGTERM}", "tritonserver"], check=False)
+
+
+@pytest.mark.run_only_on("GPU")
+@pytest.mark.parametrize(
+    "eval_type,endpoint_type,eval_params",
+    [
+        ("gsm8k", "completions", {"limit_samples": 1, "request_timeout": 360}),
+        # TODO(martas): enable once logprobs are supported
+        # (
+        #     "arc_challenge",
+        #     "completions",
+        #     {
+        #         "limit_samples": 1,
+        #         "request_timeout": 360,
+        #         "extra": {
+        #             "tokenizer_backend": "huggingface",
+        #             "tokenizer": "meta-llama/Llama-3.2-1B-Instruct",
+        #         },
+        #     },
+        # ),
+        ("ifeval", "chat", {"limit_samples": 1, "request_timeout": 360}),
+    ],
+)
+def test_evaluation(eval_type, endpoint_type, eval_params, tmp_path):
+    """
+    Test evaluation of a nemo model deployed with triton backend.
+    """
+    port = 8886
+    if endpoint_type == "completions":
+        url = f"http://0.0.0.0:{port}/v1/completions/"
+    elif endpoint_type == "chat":
+        url = f"http://0.0.0.0:{port}/v1/chat/completions"
+    else:
+        raise ValueError(f"Invalid endpoint type: {endpoint_type}")
+
+    api_endpoint = ApiEndpoint(url=url, type=endpoint_type, model_id="megatron_model")
+    eval_target = EvaluationTarget(api_endpoint=api_endpoint)
+    eval_config = EvaluationConfig(
+        type=eval_type, params=ConfigParams(**eval_params), output_dir=str(tmp_path)
+    )
+    results = evaluate(target_cfg=eval_target, eval_cfg=eval_config)
+    # FIXME(martas): EF packages pre 25.09 use old imports from nvidia_eval_commons
+    assert isinstance(results, EvaluationResult) or isinstance(
+        results, LegacyEvaluationResult
+    )
+    logger.info("Evaluation completed.")
Original file line number	Diff line number	Diff line change
Expand Up		@@ -15,6 +15,7 @@
		"""End-to-end tests for eval-factory using fake endpoint."""

		import pytest

		from nemo_evaluator.logging.utils import logger


Expand Down