diff --git a/.github/workflows/check_quality.yaml b/.github/workflows/check_code_quality.yaml
similarity index 67%
rename from .github/workflows/check_quality.yaml
rename to .github/workflows/check_code_quality.yaml
index bfee800c..47f66305 100644
--- a/.github/workflows/check_quality.yaml
+++ b/.github/workflows/check_code_quality.yaml
@@ -1,24 +1,25 @@
-name: Quality checks
+name: Quality Code Checks
 
 on:
+  workflow_dispatch:
   push:
     branches: [main]
   pull_request:
-    branches: [main]
+    types: [opened, reopened, synchronize]
 
 concurrency:
   group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
   cancel-in-progress: true
 
 jobs:
-  run_quality_checks:
+  run_code_quality_checks:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
 
       - name: Set up Python 3.8
-        uses: actions/setup-python@v2
+        uses: actions/setup-python@v3
         with:
           python-version: 3.8
 
@@ -29,4 +30,5 @@ jobs:
 
       - name: Check style
         run: |
-          make style_check
+          black --check .
+          ruff check .
diff --git a/.github/workflows/test_cli_misc.yaml b/.github/workflows/test_cli_misc.yaml
new file mode 100644
index 00000000..4fae0bda
--- /dev/null
+++ b/.github/workflows/test_cli_misc.yaml
@@ -0,0 +1,33 @@
+name: CLI Misc Tests
+
+on:
+  workflow_dispatch:
+  push:
+    branches: [main]
+  pull_request:
+    types: [opened, reopened, synchronize]
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  run_misc_tests:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v3
+
+      - name: Set up Python 3.8
+        uses: actions/setup-python@v3
+        with:
+          python-version: 3.8
+
+      - name: Install requirements
+        run: |
+          pip install --upgrade pip
+          pip install -e .[test]
+
+      - name: Run tests
+        run: |
+          pytest -k "not (cpu or cuda or rocm or tensorrt)"
diff --git a/.github/workflows/test_cpu_neural_compressor.yaml b/.github/workflows/test_cpu_neural_compressor.yaml
index 4722857f..41616a41 100644
--- a/.github/workflows/test_cpu_neural_compressor.yaml
+++ b/.github/workflows/test_cpu_neural_compressor.yaml
@@ -1,11 +1,11 @@
-name: Intel Neural Compressor CPU Tests
+name: CPU Intel Neural Compressor Tests
 
 on:
   workflow_dispatch:
   push:
     branches: [main]
   pull_request:
-    branches: [main]
+    types: [opened, reopened, synchronize]
 
 concurrency:
   group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
@@ -16,10 +16,10 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
 
       - name: Set up Python 3.8
-        uses: actions/setup-python@v2
+        uses: actions/setup-python@v3
         with:
           python-version: 3.8
 
diff --git a/.github/workflows/test_cpu_onnxruntime.yaml b/.github/workflows/test_cpu_onnxruntime.yaml
index 37d1c384..f578138f 100644
--- a/.github/workflows/test_cpu_onnxruntime.yaml
+++ b/.github/workflows/test_cpu_onnxruntime.yaml
@@ -1,11 +1,11 @@
-name: OnnxRuntime CPU Tests
+name: CPU OnnxRuntime Tests
 
 on:
   workflow_dispatch:
   push:
     branches: [main]
   pull_request:
-    branches: [main]
+    types: [opened, reopened, synchronize]
 
 concurrency:
   group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
@@ -16,10 +16,10 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
 
       - name: Set up Python 3.8
-        uses: actions/setup-python@v2
+        uses: actions/setup-python@v3
         with:
           python-version: 3.8
 
diff --git a/.github/workflows/test_cpu_openvino.yaml b/.github/workflows/test_cpu_openvino.yaml
index ab197648..ee824927 100644
--- a/.github/workflows/test_cpu_openvino.yaml
+++ b/.github/workflows/test_cpu_openvino.yaml
@@ -1,11 +1,11 @@
-name: OpenVINO CPU Tests
+name: CPU OpenVINO Tests
 
 on:
   workflow_dispatch:
   push:
     branches: [main]
   pull_request:
-    branches: [main]
+    types: [opened, reopened, synchronize]
 
 concurrency:
   group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
@@ -16,10 +16,10 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
 
       - name: Set up Python 3.8
-        uses: actions/setup-python@v2
+        uses: actions/setup-python@v3
         with:
           python-version: 3.8
 
diff --git a/.github/workflows/test_cpu_pytorch.yaml b/.github/workflows/test_cpu_pytorch.yaml
index 17816974..93bc9b8a 100644
--- a/.github/workflows/test_cpu_pytorch.yaml
+++ b/.github/workflows/test_cpu_pytorch.yaml
@@ -1,11 +1,11 @@
-name: Pytorch CPU tests
+name: CPU Pytorch tests
 
 on:
   workflow_dispatch:
   push:
     branches: [main]
   pull_request:
-    branches: [main]
+    types: [opened, reopened, synchronize]
 
 concurrency:
   group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
@@ -16,10 +16,10 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
 
       - name: Set up Python 3.8
-        uses: actions/setup-python@v2
+        uses: actions/setup-python@v3
         with:
           python-version: 3.8
 
diff --git a/.github/workflows/test_cuda_onnxruntime_inference.yaml b/.github/workflows/test_cuda_onnxruntime_inference.yaml
index eeab6d3f..fca17e5f 100644
--- a/.github/workflows/test_cuda_onnxruntime_inference.yaml
+++ b/.github/workflows/test_cuda_onnxruntime_inference.yaml
@@ -1,7 +1,9 @@
-name: OnnxRuntime CUDA Inference Tests
+name: CUDA OnnxRuntime Inference Tests
 
 on:
   workflow_dispatch:
+  push:
+    branches: [main]
   pull_request:
     types: [opened, reopened, synchronize]
 
@@ -14,7 +16,7 @@ jobs:
     runs-on: hf-dgx-01
     steps:
       - name: Checkout
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
 
       - name: Build image
         run: docker build
diff --git a/.github/workflows/test_cuda_onnxruntime_training.yaml b/.github/workflows/test_cuda_onnxruntime_training.yaml
index 47c5056c..fdb7f932 100644
--- a/.github/workflows/test_cuda_onnxruntime_training.yaml
+++ b/.github/workflows/test_cuda_onnxruntime_training.yaml
@@ -1,7 +1,9 @@
-name: OnnxRuntime CUDA Training Tests
+name: CUDA OnnxRuntime Training Tests
 
 on:
   workflow_dispatch:
+  push:
+    branches: [main]
   pull_request:
     types: [opened, reopened, synchronize]
 
@@ -14,7 +16,7 @@ jobs:
     runs-on: hf-dgx-01
     steps:
       - name: Checkout
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
 
       - name: Build image
         run: docker build
diff --git a/.github/workflows/test_cuda_pytorch.yaml b/.github/workflows/test_cuda_pytorch.yaml
index b5a73a64..92a38b82 100644
--- a/.github/workflows/test_cuda_pytorch.yaml
+++ b/.github/workflows/test_cuda_pytorch.yaml
@@ -1,7 +1,9 @@
-name: Pytorch CUDA Tests
+name: CUDA Pytorch Tests
 
 on:
   workflow_dispatch:
+  push:
+    branches: [main]
   pull_request:
     types: [opened, reopened, synchronize]
 
@@ -11,19 +13,28 @@ concurrency:
 
 jobs:
   build_image_and_run_gpu_tests:
+    strategy:
+      fail-fast: false
+      matrix:
+        image:
+          [
+            { torch_cuda: cu121, cuda_version: 12.1.1 },
+            { torch_cuda: cu118, cuda_version: 11.8.0 },
+          ]
+
     runs-on: hf-dgx-01
     steps:
       - name: Checkout
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
 
       - name: Build image
         run: docker build
           --file docker/cuda.dockerfile
           --build-arg USER_ID=$(id -u)
           --build-arg GROUP_ID=$(id -g)
-          --build-arg CUDA_VERSION=12.1.1
-          --build-arg TORCH_CUDA=cu121
-          --tag opt-bench-cuda:12.1.1
+          --build-arg TORCH_CUDA=${{ matrix.image.torch_cuda }}
+          --build-arg CUDA_VERSION=${{ matrix.image.cuda_version }}
+          --tag opt-bench-cuda:${{ matrix.image.cuda_version }}
           .
 
       - name: Run tests
@@ -33,9 +44,10 @@ jobs:
           --pid host
           --shm-size 64G
           --env USE_CUDA="1"
-          --entrypoint /bin/bash
+          --volume $HOME/.cache/huggingface:/home/user/.cache/huggingface
           --volume $(pwd):/workspace/optimum-benchmark
           --workdir /workspace/optimum-benchmark
           --gpus '"device=0,1"'
-          opt-bench-cuda:12.1.1
+          --entrypoint /bin/bash
+          opt-bench-cuda:${{ matrix.image.cuda_version }}
           -c "pip install -e .[test,peft,diffusers] && pytest -k 'cuda and pytorch' -x"
diff --git a/.github/workflows/test_rocm_pytorch.yaml b/.github/workflows/test_rocm_pytorch.yaml
index 20ee74c3..952131e3 100644
--- a/.github/workflows/test_rocm_pytorch.yaml
+++ b/.github/workflows/test_rocm_pytorch.yaml
@@ -1,7 +1,9 @@
-name: Pytorch ROCm Tests
+name: ROCm Pytorch Tests
 
 on:
   workflow_dispatch:
+  push:
+    branches: [main]
   pull_request:
     types: [opened, reopened, synchronize]
 
@@ -16,20 +18,11 @@ jobs:
       matrix:
         image:
           [
-            {
-              rocm_version: 5.6.1,
-              torch_rocm_version: 5.6,
-              torch_pre_release: 0,
-            },
-            {
-              rocm_version: 5.7,
-              torch_rocm_version: 5.7,
-              torch_pre_release: 1,
-            },
+            { torch_rocm: rocm5.6, torch_pre_release: 0, rocm_version: 5.6.1 },
+            { torch_rocm: rocm5.7, torch_pre_release: 1, rocm_version: 5.7 },
           ]
-        runner: [hf-amd-mi210-dev]
 
-    runs-on: ${{ matrix.runner }}
+    runs-on: hf-amd-mi210-dev
     steps:
       - name: Checkout code
         uses: actions/checkout@v3
@@ -39,15 +32,11 @@ jobs:
           --file docker/rocm.dockerfile
           --build-arg USER_ID=$(id -u)
           --build-arg GROUP_ID=$(id -g)
-          --build-arg ROCM_VERSION=$ROCM_VERSION
-          --build-arg TORCH_PRE_RELEASE=$TORCH_PRE_RELEASE
-          --build-arg TORCH_ROCM_VERSION=$TORCH_ROCM_VERSION
-          --tag opt-bench-rocm:$TORCH_ROCM_VERSION
+          --build-arg TORCH_ROCM=${{ matrix.image.torch_rocm }}
+          --build-arg TORCH_PRE_RELEASE=${{ matrix.image.torch_pre_release }}
+          --build-arg ROCM_VERSION=${{ matrix.image.rocm_version }}
+          --tag opt-bench-rocm:${{ matrix.image.rocm_version }}
           .
-        env:
-          ROCM_VERSION: ${{ matrix.image.rocm_version }}
-          TORCH_ROCM_VERSION: ${{ matrix.image.torch_rocm_version }}
-          TORCH_PRE_RELEASE: ${{ matrix.image.torch_pre_release }}
 
       - name: Run tests
         run: docker run
@@ -63,7 +52,5 @@ jobs:
           --device /dev/dri/renderD128
           --device /dev/dri/renderD129
           --entrypoint /bin/bash
-          opt-bench-rocm:$TORCH_ROCM_VERSION
+          opt-bench-rocm:${{ matrix.image.rocm_version }}
           -c "pip install -e .[test,peft,diffusers] && pytest -k 'cuda and pytorch' -x"
-        env:
-          TORCH_ROCM_VERSION: ${{ matrix.image.torch_rocm_version }}
diff --git a/.github/workflows/test_tensorrt_onnxruntime_inference.yaml b/.github/workflows/test_tensorrt_onnxruntime_inference.yaml
index ea0103c2..f6dc3f16 100644
--- a/.github/workflows/test_tensorrt_onnxruntime_inference.yaml
+++ b/.github/workflows/test_tensorrt_onnxruntime_inference.yaml
@@ -1,6 +1,9 @@
-name: OnnxRuntime TensorRT Inference Tests
+name: TensorRT OnnxRuntime Inference Tests
 
 on:
+  workflow_dispatch:
+  push:
+    branches: [main]
   pull_request:
     types: [opened, reopened, synchronize]
 
@@ -13,7 +16,7 @@ jobs:
     runs-on: hf-dgx-01
     steps:
       - name: Checkout
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
 
       - name: Build image
         run: docker build
diff --git a/.gitignore b/.gitignore
index c440896f..d1b3725c 100644
--- a/.gitignore
+++ b/.gitignore
@@ -167,6 +167,6 @@ sweeps/
 data/
 version.txt
 
-# Experiments
+actions-runner/
 experiments/
-examples
\ No newline at end of file
+examples/
\ No newline at end of file
diff --git a/docker/cuda.dockerfile b/docker/cuda.dockerfile
index 3b409e87..a2270ffa 100644
--- a/docker/cuda.dockerfile
+++ b/docker/cuda.dockerfile
@@ -19,6 +19,7 @@ ARG UBUNTU_VERSION=22.04
 FROM nvidia/cuda:${CUDA_VERSION}-cudnn${CUDNN_VERSION}-devel-ubuntu${UBUNTU_VERSION}
 
 ARG TORCH_CUDA=cu121
+ARG TORCH_PRE_RELEASE=0
 
 # Ignore interactive questions during `docker build`
 ENV DEBIAN_FRONTEND noninteractive
@@ -55,4 +56,7 @@ WORKDIR /home/user
 RUN pip install --upgrade pip
 
 # Install PyTorch
-RUN pip install --no-cache-dir torch torchvision torchaudio --index-url https://download.pytorch.org/whl/${TORCH_CUDA}
+RUN if [ "${TORCH_PRE_RELEASE}" = "1" ]; \
+    then pip install --no-cache-dir --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/${TORCH_CUDA} ; \
+    else pip install --no-cache-dir torch torchvision torchaudio --index-url https://download.pytorch.org/whl/${TORCH_CUDA} ; \
+    fi
diff --git a/docker/rocm.dockerfile b/docker/rocm.dockerfile
index c198ee7d..2532bfd8 100644
--- a/docker/rocm.dockerfile
+++ b/docker/rocm.dockerfile
@@ -17,8 +17,8 @@ ARG UBUNTU_VERSION=22.04
 
 FROM rocm/dev-ubuntu-${UBUNTU_VERSION}:${ROCM_VERSION}
 
+ARG TORCH_ROCM=rocm5.6
 ARG TORCH_PRE_RELEASE=0
-ARG TORCH_ROCM_VERSION=5.6
 
 # Ignore interactive questions during `docker build`
 ENV DEBIAN_FRONTEND noninteractive
@@ -64,8 +64,7 @@ WORKDIR /home/user
 RUN pip install --upgrade pip
 
 # Install PyTorch (nightly if ROCM_VERSION=5.7 or TORCH_PRE_RELEASE=1)
-RUN if [ "${TORCH_PRE_RELEASE}" = "1" ]; then \
-        pip install --no-cache-dir --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/rocm${TORCH_ROCM_VERSION} ; \
-    else \
-        pip install --no-cache-dir torch torchvision torchaudio --index-url https://download.pytorch.org/whl/rocm${TORCH_ROCM_VERSION} ; \
+RUN if [ "${TORCH_PRE_RELEASE}" = "1" ]; \
+    then pip install --no-cache-dir --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/${TORCH_ROCM} ; \
+    else pip install --no-cache-dir torch torchvision torchaudio --index-url https://download.pytorch.org/whl/${TORCH_ROCM} ; \
     fi
diff --git a/optimum_benchmark/experiment.py b/optimum_benchmark/experiment.py
index f89a0e75..6b99dca7 100644
--- a/optimum_benchmark/experiment.py
+++ b/optimum_benchmark/experiment.py
@@ -137,6 +137,7 @@ def run(experiment: DictConfig) -> None:
         device=experiment.device,
         hub_kwargs=experiment.hub_kwargs,
     )
+
     try:
         # Configure the backend
         backend.configure(experiment.backend)
@@ -148,7 +149,9 @@ def run(experiment: DictConfig) -> None:
     # Allocate requested benchmark
     benchmark_factory: Type["Benchmark"] = get_class(experiment.benchmark._target_)
     benchmark: "Benchmark" = benchmark_factory()
+
     try:
+        # Configure the benchmark
         benchmark.configure(experiment.benchmark)
     except Exception as e:
         LOGGER.error("Error during benchmark configuration: %s", e)
@@ -173,11 +176,14 @@ def run_isolated(experiment: DictConfig, start_method: str = "spawn") -> None:
     if multiprocessing.get_start_method(allow_none=True) != start_method:
         multiprocessing.set_start_method(start_method)
 
-    # Spawn a new process
+    # Execute the experiment in a child process
     p = multiprocessing.Process(target=run, args=(experiment,))
     p.start()
     p.join()
 
+    # Exit with the same exit code as the child process
+    exit(p.exitcode)
+
 
 @hydra.main(version_base=None)
 def main(experiment: DictConfig) -> None:
diff --git a/tests/configs/_mp_.yaml b/tests/configs/_pp_.yaml
similarity index 83%
rename from tests/configs/_mp_.yaml
rename to tests/configs/_pp_.yaml
index 6c12f1c2..4bb900c3 100644
--- a/tests/configs/_mp_.yaml
+++ b/tests/configs/_pp_.yaml
@@ -1,4 +1,4 @@
-# Model Parallel (MP) inference
+# Pipeline Parallelism (PP)
 experiment_name: ${device}_${backend.name}_${benchmark.name}_${task}_mp
 
 backend:
diff --git a/tests/configs/cuda_pytorch_inference_gpt2_mp.yaml b/tests/configs/cuda_pytorch_inference_gpt2_pp.yaml
similarity index 83%
rename from tests/configs/cuda_pytorch_inference_gpt2_mp.yaml
rename to tests/configs/cuda_pytorch_inference_gpt2_pp.yaml
index 5b156bed..4e2170d2 100644
--- a/tests/configs/cuda_pytorch_inference_gpt2_mp.yaml
+++ b/tests/configs/cuda_pytorch_inference_gpt2_pp.yaml
@@ -2,7 +2,7 @@ defaults:
   - benchmark: inference
   - backend: pytorch
   - _base_ # inherits from base config
-  - _mp_ # inherits from mp config
+  - _pp_ # inherits from pipeline parallelism config
   - _self_ # for hydra 1.1 compatibility
 
 # we use gpt2 because tiny-gpt2 fails probably because it's just too small to distribute
diff --git a/tests/configs/cuda_pytorch_training_bert_dp.yaml b/tests/configs/cuda_pytorch_training_bert_dp.yaml
index 77b115a9..ee154f2a 100644
--- a/tests/configs/cuda_pytorch_training_bert_dp.yaml
+++ b/tests/configs/cuda_pytorch_training_bert_dp.yaml
@@ -1,6 +1,6 @@
 defaults:
   - benchmark: training
-  - backend: onnxruntime
+  - backend: pytorch
   - _base_ # inherits from base config
   - _dp_ # inherits from dp config
   - _self_ # for hydra 1.1 compatibility
diff --git a/tests/test_cli.py b/tests/test_cli.py
index c0a288ad..4bce083e 100644
--- a/tests/test_cli.py
+++ b/tests/test_cli.py
@@ -3,12 +3,24 @@
 
 import pytest
 
-SINGLE_DEVICE_RUNS = [
-    config for config in os.listdir("tests/configs") if config.endswith(".yaml") and config != "base_config.yaml"
+SINGLERUNS = [
+    config
+    for config in os.listdir("tests/configs")
+    if config.endswith(".yaml")
+    and not config.startswith("multirun")
+    and not (config.startswith("_") or config.endswith("_"))
+]
+
+MULTIRUNS = [
+    config
+    for config in os.listdir("tests/configs")
+    if config.endswith(".yaml")
+    and config.startswith("multirun")
+    and not (config.startswith("_") or config.endswith("_"))
 ]
 
 
-@pytest.mark.parametrize("config_file", SINGLE_DEVICE_RUNS)
+@pytest.mark.parametrize("config_file", SINGLERUNS)
 def test_configs(config_file):
     config_name = config_file.split(".")[0]
 
@@ -19,10 +31,24 @@ def test_configs(config_file):
             "tests/configs",
             "--config-name",
             config_name,
-            # "--multirun",
-            # TODO: might be worth removing names from yaml configs and have a list of test models here
         ],
         capture_output=True,
     )
 
     assert result.returncode == 0, result.stderr.decode("utf-8")
+
+
+def test_exit_code():
+    result = subprocess.run(
+        [
+            "optimum-benchmark",
+            "--config-dir",
+            "tests/configs",
+            "--config-name",
+            "cpu_pytorch_inference_bert",
+            "model=inexistent_model",
+        ],
+        capture_output=True,
+    )
+
+    assert result.returncode == 1, result.stderr.decode("utf-8")