diff --git a/.github/workflows/document-scripts.yml b/.github/workflows/document-scripts.yml
index 72c49453a..891a1f99b 100644
--- a/.github/workflows/document-scripts.yml
+++ b/.github/workflows/document-scripts.yml
@@ -56,11 +56,6 @@ jobs:
         with:
           fetch-depth: 0
           path: automation-scripts
-
-      - name: Set up Git for commit
-        run: |
-          git config --global user.name "github-actions[bot]"
-          git config --global user.email "github-actions[bot]@users.noreply.github.com"
  
       - name: Document meta.yaml file
         run: |
@@ -73,8 +68,8 @@ jobs:
           cd automation-scripts
           find . -type f -name README.md -exec git add {} +
           # Use the GitHub actor's name and email
-          git config --global user.name github-actions[bot]
-          git config --global user.email "github-actions[bot]@users.noreply.github.com"
+          git config user.name github-actions[bot]
+          git config user.email "github-actions[bot]@users.noreply.github.com"
           # Commit changes
           git diff-index --quiet HEAD || (git commit -am "[Automated Commit] Document ${{ matrix.modified_metas.file}}  [skip ci]" && git push)
           
diff --git a/automation/script/module.py b/automation/script/module.py
index 5d903dd0e..399196145 100644
--- a/automation/script/module.py
+++ b/automation/script/module.py
@@ -809,14 +809,15 @@ def _run(self, i):
             run_state['script_entry_repo_git'] = script_item.repo.meta.get(
                 'git', False)
 
-        deps = meta.get('deps', [])
-        post_deps = meta.get('post_deps', [])
-        prehook_deps = meta.get('prehook_deps', [])
-        posthook_deps = meta.get('posthook_deps', [])
+        deps = []
+        post_deps = []
+        prehook_deps = []
+        posthook_deps = []
         input_mapping = meta.get('input_mapping', {})
+        new_env_keys_from_meta = []
+        new_state_keys_from_meta = []
+
         docker_settings = meta.get('docker')
-        new_env_keys_from_meta = meta.get('new_env_keys', [])
-        new_state_keys_from_meta = meta.get('new_state_keys', [])
 
         found_script_item = utils.assemble_object(
             meta['alias'], meta['uid'])
@@ -844,22 +845,30 @@ def _run(self, i):
         for key in script_item_default_env:
             env.setdefault(key, script_item_default_env[key])
 
-        # Force env from meta['env'] as a CONST
-        # (env OVERWRITE)
-        script_item_env = meta.get('env', {})
-        # print(f"script meta env= {script_item_env}")
+        # for update_meta_if_env
 
-        utils.merge_dicts({'dict1': env,
-                           'dict2': script_item_env,
-                           'append_lists': True,
-                           'append_unique': True})
-        # print(f"env = {env}")
+        r = update_state_from_meta(
+            meta,
+            env,
+            state,
+            const,
+            const_state,
+            deps,
+            post_deps,
+            prehook_deps,
+            posthook_deps,
+            new_env_keys_from_meta,
+            new_state_keys_from_meta,
+            run_state,
+            i)
+        if r['return'] > 0:
+            return r
 
-        script_item_state = meta.get('state', {})
-        utils.merge_dicts({'dict1': state,
-                           'dict2': script_item_state,
-                           'append_lists': True,
-                           'append_unique': True})
+        # taking from meta or else deps with same names will be ignored
+        deps = meta.get('deps', [])
+        post_deps = meta.get('post_deps', [])
+        prehook_deps = meta.get('prehook_deps', [])
+        posthook_deps = meta.get('posthook_deps', [])
 
         # Store the default_version in run_state -> may be overridden by
         # variations
@@ -5604,7 +5613,7 @@ def convert_env_to_script(env, os_info, start_script=None):
                 os_info['env_var'].replace(
                     'env_var', key)}"""
 
-        env_quote = os_info['env_quote']
+        env_quote = os_info.get('env_quote', '"')
         # Replace placeholders in the platform-specific environment command
         # and escapes any quote in the env value
         env_command = os_info['set_env'].replace(
diff --git a/script/app-mlperf-inference-nvidia/README.md b/script/app-mlperf-inference-nvidia/README.md
index 261cf91ca..31001c13a 100644
--- a/script/app-mlperf-inference-nvidia/README.md
+++ b/script/app-mlperf-inference-nvidia/README.md
@@ -234,3 +234,4 @@ mlcr reproduce,mlcommons,mlperf,inference,harness,nvidia-harness,nvidia
 - `v4.1` (base: pre5.0)
 - `v4.1-dev` (base: pre5.0) (default)
 - `v5.0` (base: v5.0+)
+- `v5.1` (base: v5.0+)
diff --git a/script/app-mlperf-inference-nvidia/customize.py b/script/app-mlperf-inference-nvidia/customize.py
index 1055c42ce..7431b40d2 100644
--- a/script/app-mlperf-inference-nvidia/customize.py
+++ b/script/app-mlperf-inference-nvidia/customize.py
@@ -346,7 +346,7 @@ def preprocess(i):
                 cmds.append(
                     f"mkdir -p {os.path.dirname(preprocessed_data_for_accuracy_checker)}")
             cmds.append(
-                f"ln -sf {env['MLC_DATASET_OPENORCA_PREPROCESSED_PATH']} {preprocessed_data_for_accuracy_checker}")
+                f"cp {env['MLC_DATASET_OPENORCA_PREPROCESSED_PATH']} {preprocessed_data_for_accuracy_checker}")
 
         model_name = "llama2-70b"
         model_path = fp8_model_path
@@ -361,7 +361,7 @@ def preprocess(i):
             else:
                 cmds.append(f"make download_model BENCHMARKS='{model_name}'")
         elif "stable-diffusion" in env['MLC_MODEL']:
-            if env.get('MLC_MLPERF_INFERENCE_CODE_VERSION') == 'v5.0':
+            if is_true(env.get('MLC_MLPERF_INFERENCE_POST_5_0')):
                 # Define folder mappings for each model type
                 model_folders = {
                     'onnx_models': ["clip1", "clip2", "unetxl", "vae"],
@@ -440,7 +440,7 @@ def preprocess(i):
                     f"mkdir -p {os.path.dirname(target_preprocessed_data_path)}")
                 if env.get('MLC_DATASET_OPENORCA_PREPROCESSED_PATH'):
                     cmds.append(
-                        f"ln -sf {env['MLC_DATASET_OPENORCA_PREPROCESSED_PATH']} {os.path.join(env['MLPERF_SCRATCH_PATH'], "preprocessed_data", "open_orca")}"
+                        f"cp -r {env['MLC_DATASET_OPENORCA_NVIDIA_PREPROCESSED_PATH']}/* {os.path.join(env['MLPERF_SCRATCH_PATH'], 'preprocessed_data', 'open_orca')}"
                     )
                 else:
                     cmds.append(
@@ -697,7 +697,8 @@ def preprocess(i):
 
         if "llama2" in env["MLC_MODEL"]:
             run_config += f" --checkpoint_dir={fp8_model_path}"
-            if env.get('MLC_MLPERF_INFERENCE_POST_5_0'):
+            run_config += f" --tensor_path={os.path.join(env['MLPERF_SCRATCH_PATH'], 'preprocessed_data', 'open_orca')}"
+            if is_true(env.get('MLC_MLPERF_INFERENCE_POST_5_0')):
                 run_config += f" --trtllm_build_flags=tensor_parallelism:{tmp_tp_size},pipeline_parallelism:{tmp_pp_size}"
             else:
                 run_config += f" --tensor_parallelism={tmp_tp_size}"
diff --git a/script/app-mlperf-inference-nvidia/meta.yaml b/script/app-mlperf-inference-nvidia/meta.yaml
index 479020929..c2f9b3bdc 100644
--- a/script/app-mlperf-inference-nvidia/meta.yaml
+++ b/script/app-mlperf-inference-nvidia/meta.yaml
@@ -289,6 +289,8 @@ deps:
         - 'yes'
 
   - tags: get,nvidia,mitten
+    names:
+      - nvidia-mitten
     enable_if_env:
       MLC_NVIDIA_MITTEN_FROM_SRC:
         - 'yes'
@@ -357,6 +359,16 @@ variations:
     group: batchsize-format-change
     env:
       MLC_MLPERF_INFERENCE_POST_5_0: "yes"
+  v5.1:
+    base:
+      - v5.0+
+    group: version
+    env:
+      MLC_MLPERF_INFERENCE_CODE_VERSION: "v5.1"
+      MLC_NVIDIA_MITTEN_FROM_SRC: "yes"
+    adr:
+      pycuda:
+        version: "2024.1"
   v5.0:
     base:
       - v5.0+
@@ -786,6 +798,7 @@ variations:
       - tags: get,generic-python-lib,_package.rouge-score
         names:
           - rouge-score
+      - tags: get,generic-python-lib,_package.typeguard
     env:
       MLC_ML_MODEL_STARTING_WEIGHTS_FILENAME: "https://github.com/mlcommons/cm4mlops/blob/b18ff890ff559e21d2e27a3b54cd26467ac1fd9e/script/get-ml-model-llama2/_cm.json#L51"
       MLC_ML_MODEL_INPUTS_DATA_TYPE: int32
diff --git a/script/app-mlperf-inference/meta.yaml b/script/app-mlperf-inference/meta.yaml
index 894bffe9e..7d5dd3fbf 100644
--- a/script/app-mlperf-inference/meta.yaml
+++ b/script/app-mlperf-inference/meta.yaml
@@ -463,6 +463,35 @@ variations:
         docker:
           base_image: nvcr.io/nvidia/mlperf/mlperf-inference:mlpinf-v5.0-cuda12.8-pytorch25.01-ubuntu24.04-aarch64-Grace-release
 
+  nvidia-original,r5.1_default:
+    env:
+      MLC_NVIDIA_MITTEN_FROM_SRC: 'yes'
+    docker:
+      os_version: "24.04"
+      user: 'ubuntu'
+      build_deps:
+        - tags: detect,os
+      image_name: mlperf-inference-nvidia-v5.1-common
+      build_env:
+        ENV: release
+    deps:
+    - names:
+      - numpy
+      tags: get,generic-python-lib,_package.numpy
+      version_max: "1.26.999"
+      version_max_usable: "1.26.4"
+    update_meta_if_env:
+      - enable_if_env:
+          MLC_HOST_PLATFORM_FLAVOR:
+            - x86_64
+        docker:
+          base_image: nvcr.io/nvidia/mlperf/mlperf-inference:mlpinf-v5.1-cuda12.9-pytorch25.05-ubuntu24.04-x86_64
+      - skip_if_env:
+          MLC_HOST_PLATFORM_FLAVOR:
+            - x86_64
+        docker:
+          base_image: nvcr.io/nvidia/mlperf/mlperf-inference:mlpinf-v5.1-cuda12.9-pytorch25.05-ubuntu24.04-aarch64-Grace
+
   nvidia-original,gptj_:
     env:
       BUILD_TRTLLM: 1
@@ -578,6 +607,24 @@ variations:
         - tags: get,dataset,preprocessed,openorca,_validation,_mlcommons,_nvidia
     env:
       BUILD_TRTLLM: 1
+  
+  nvidia-original,r5.1_default,llama2-70b_:
+    default_variations:
+      precision: float8
+    docker:
+      deps:
+        - tags: get,ml-model,llama2-70b,_nvidia,_fp8,_v5.1
+          names:
+            - llama2-model  
+          update_tags_from_env_with_prefix:
+            _tp-size.:
+              - MLC_NVIDIA_TP_SIZE
+            _pp-size.:
+              - MLC_NVIDIA_PP_SIZE
+        - tags: get,dataset,preprocessed,openorca,_calibration,_mlcommons,_nvidia
+        - tags: get,dataset,preprocessed,openorca,_validation,_mlcommons,_nvidia
+    env:
+      BUILD_TRTLLM: 1
 
   nvidia-original:
     docker:
@@ -1825,7 +1872,7 @@ variations:
       mlperf-inference-implementation:
         tags: _cuda
     deps:
-      - tags: get,cuda-devices,_with-pycuda
+      - tags: get,cuda-devices
         skip_if_env:
           MLC_CUDA_DEVICE_PROP_GLOBAL_MEMORY:
             - "yes"
@@ -2227,6 +2274,32 @@ variations:
       MLC_REGENERATE_MEASURE_FILES: 'yes'
       MLC_MLPERF_INFERENCE_VERSION: '5.1'
 
+  r5.1_default:
+    group:
+      reproducibility
+    add_deps_recursive:
+      nvidia-inference-common-code:
+        tags: _mlcommons,_v5.1
+      nvidia-inference-server:
+        version: r5.1
+        tags: _mlcommons
+      nvidia-harness:   
+        tags: _v5.1
+      intel-harness:
+        tags: _v4.1
+      nvidia-scratch-space:
+        tags: _version.5.1
+      nvidia-mitten-git-src:
+        tags: _sha.69fc0e5042ff1acdd0862e13d834d5b1d12e917b
+      nvidia-mitten:
+        tags: _default
+      pycuda:
+        version_min: "2024.1"
+    default_env:
+      MLC_SKIP_SYS_UTILS: 'yes'
+      MLC_REGENERATE_MEASURE_FILES: 'yes'
+      MLC_MLPERF_INFERENCE_VERSION: '5.1'
+
 invalid_variation_combinations:
   -
     - retinanet
@@ -2252,6 +2325,9 @@ invalid_variation_combinations:
   -
     - gptj
     - tf
+  -
+    - gptj
+    - r5.1_default
 
 input_description:
   scenario: 
@@ -2367,6 +2443,7 @@ docker:
    - "${{ LLAMA2_CHECKPOINT_PATH }}:${{ LLAMA2_CHECKPOINT_PATH }}"
    - "${{ LLAMA2_PRE_QUANTIZED_CHECKPOINT_PATH }}:${{ LLAMA2_PRE_QUANTIZED_CHECKPOINT_PATH }}"
    - "${{ MLC_DATASET_OPENORCA_PREPROCESSED_PATH }}:${{ MLC_DATASET_OPENORCA_PREPROCESSED_PATH }}"
+   - "${{ MLC_DATASET_OPENORCA_NVIDIA_PREPROCESSED_PATH }}:${{ MLC_DATASET_OPENORCA_NVIDIA_PREPROCESSED_PATH }}"
    - "${{ MLC_DATASET_OPENORCA_CALIBRATION_PATH }}:${{ MLC_DATASET_OPENORCA_CALIBRATION_PATH }}"
    - "${{ MLC_NVIDIA_LLAMA_DATASET_FILE_PATH }}:${{ MLC_NVIDIA_LLAMA_DATASET_FILE_PATH }}"
    - "${{ SDXL_CHECKPOINT_PATH }}:${{ SDXL_CHECKPOINT_PATH }}"
diff --git a/script/build-mlperf-inference-server-nvidia/meta.yaml b/script/build-mlperf-inference-server-nvidia/meta.yaml
index 8b1a2a0e5..fc814926e 100644
--- a/script/build-mlperf-inference-server-nvidia/meta.yaml
+++ b/script/build-mlperf-inference-server-nvidia/meta.yaml
@@ -78,7 +78,7 @@ deps:
 
   # Detect MLCake
   - tags: get,cmake
-    version: "3.26.4"
+    version: "3.27"
 
   # Detect Google Logger
   - tags: get,generic,sys-util,_glog-dev
@@ -238,6 +238,14 @@ variations:
       numpy:
         version_max: "1.26.999"
         version_max_usable: "1.26.4"
+  
+  r5.1:
+    add_deps_recursive:
+      pycuda:
+        version: "2024.1"
+      numpy:
+        version_max: "1.26.999"
+        version_max_usable: "1.26.4"
 
 
 versions:
diff --git a/script/download-and-extract/meta.yaml b/script/download-and-extract/meta.yaml
index 8a3b17d07..85fcd25ac 100644
--- a/script/download-and-extract/meta.yaml
+++ b/script/download-and-extract/meta.yaml
@@ -62,12 +62,14 @@ tags:
 tags_help: download-and-extract file
 uid: c67e81a4ce2649f5
 variations:
-  cmutil:
+  mlcutil:
     add_deps:
       download-script:
-        tags: _cmutil
+        tags: _mlcutil
     default: true
     group: download-tool
+  cmutil:
+    alias: mlcutil
   curl:
     add_deps:
       download-script:
diff --git a/script/download-file/customize.py b/script/download-file/customize.py
index 6a2eb01e9..dbcde353e 100644
--- a/script/download-file/customize.py
+++ b/script/download-file/customize.py
@@ -204,6 +204,8 @@ def preprocess(i):
             logger.info(f"{env['MLC_DOWNLOAD_CMD']}")
 
         elif tool == "r2-downloader":
+            if is_true(env.get('MLC_AUTH_USING_SERVICE_ACCOUNT')):
+                extra_download_options += " -s "
             env['MLC_DOWNLOAD_CMD'] = f"bash <(curl -s https://raw.githubusercontent.com/mlcommons/r2-downloader/refs/heads/main/mlc-r2-downloader.sh) "
             if env["MLC_HOST_OS_TYPE"] == "windows":
                 # have to modify the variable from url to temp_url if it is
diff --git a/script/extract-file/customize.py b/script/extract-file/customize.py
index f6b185fe0..692deef9e 100644
--- a/script/extract-file/customize.py
+++ b/script/extract-file/customize.py
@@ -54,6 +54,7 @@ def preprocess(i):
 
     if filename.endswith(".zip") or filename.endswith(".pth"):
         env['MLC_EXTRACT_TOOL'] = "unzip"
+
     elif filename.endswith(".tar.gz"):
         if windows:
             x = '"' if ' ' in filename else ''
@@ -67,6 +68,7 @@ def preprocess(i):
         else:
             env['MLC_EXTRACT_TOOL_OPTIONS'] = ' --skip-old-files -xvzf '
             env['MLC_EXTRACT_TOOL'] = 'tar '
+
     elif filename.endswith(".tar.xz"):
         if windows:
             x = '"' if ' ' in filename else ''
@@ -77,6 +79,7 @@ def preprocess(i):
         else:
             env['MLC_EXTRACT_TOOL_OPTIONS'] = ' -xvJf'
             env['MLC_EXTRACT_TOOL'] = 'tar '
+
     elif filename.endswith(".tar.bz2"):
         if windows:
             x = '"' if ' ' in filename else ''
@@ -90,9 +93,11 @@ def preprocess(i):
         else:
             env['MLC_EXTRACT_TOOL_OPTIONS'] = ' --skip-old-files -xvjf '
             env['MLC_EXTRACT_TOOL'] = 'tar '
-    elif filename.endswith(".tar"):
+
+    elif filename.endswith(".tar") or filename.endswith(".tgz"):
         env['MLC_EXTRACT_TOOL_OPTIONS'] = ' -xvf'
         env['MLC_EXTRACT_TOOL'] = 'tar '
+
     elif filename.endswith(".7z"):
         if windows:
             env['MLC_EXTRACT_TOOL'] = '7z'
@@ -110,6 +115,7 @@ def preprocess(i):
             # unrar or unar may be available on Unix-like systems
             env['MLC_EXTRACT_TOOL'] = 'unrar'
             env['MLC_EXTRACT_TOOL_OPTIONS'] = ' x -y '
+
     elif filename.endswith(".gz"):
         # Check target filename
         extracted_filename = env.get('MLC_EXTRACT_EXTRACTED_FILENAME', '')
@@ -123,15 +129,19 @@ def preprocess(i):
             ' > ' + q + extracted_filename + q + ' < '
 
         env['MLC_EXTRACT_TOOL'] = 'gzip '
+
     elif is_true(env.get('MLC_EXTRACT_UNZIP', '')):
         env['MLC_EXTRACT_TOOL'] = 'unzip '
+
     elif is_true(env.get('MLC_EXTRACT_UNTAR', '')):
         env['MLC_EXTRACT_TOOL_OPTIONS'] = ' -xvf'
         env['MLC_EXTRACT_TOOL'] = 'tar '
+
     elif is_true(env.get('MLC_EXTRACT_GZIP', '')):
         env['MLC_EXTRACT_CMD'] = 'gzip '
         env['MLC_EXTRACT_TOOL_OPTIONS'] = ' -d ' + \
             ('-k ' if not remove_extracted else '')
+
     else:
         return {'return': 1,
                 'error': 'Neither MLC_EXTRACT_UNZIP nor MLC_EXTRACT_UNTAR is yes'}
@@ -229,8 +239,6 @@ def postprocess(i):
     if not os.path.exists(filepath):
         return {
             'return': 1, 'error': 'Path {} was not created or doesn\'t exist'.format(filepath)}
-# return {'return':1, 'error': 'MLC_EXTRACT_EXTRACTED_FILENAME and
-# MLC_EXTRACT_TO_FOLDER are not set'}
 
     env['MLC_EXTRACT_EXTRACTED_PATH'] = filepath
 
diff --git a/script/extract-file/meta.yaml b/script/extract-file/meta.yaml
index b4cbc9131..91bdc24f9 100644
--- a/script/extract-file/meta.yaml
+++ b/script/extract-file/meta.yaml
@@ -33,6 +33,7 @@ prehook_deps: []
 tags:
 - extract
 - file
+- extract-file
 tags_help: extract file
 uid: 3f0b76219d004817
 variations:
diff --git a/script/get-cuda-devices/README.md b/script/get-cuda-devices/README.md
new file mode 100644
index 000000000..f3672bc05
--- /dev/null
+++ b/script/get-cuda-devices/README.md
@@ -0,0 +1,62 @@
+# README for get-cuda-devices
+This README is automatically generated. Add custom content in [info.md](info.md). Please follow the [script execution document](https://docs.mlcommons.org/mlcflow/targets/script/execution-flow/) to understand more about the MLC script execution.
+
+`mlcflow` stores all local data under `$HOME/MLC` by default. So, if there is space constraint on the home directory and you have more space on say `/mnt/$USER`, you can do
+```
+mkdir /mnt/$USER/MLC
+ln -s /mnt/$USER/MLC $HOME/MLC
+```
+You can also use the `ENV` variable `MLC_REPOS` to control this location but this will need a set after every system reboot.
+
+## Setup
+
+If you are not on a Python development environment please refer to the [official docs](https://docs.mlcommons.org/mlcflow/install/) for the installation.
+
+```bash
+python3 -m venv mlcflow
+. mlcflow/bin/activate
+pip install mlcflow
+```
+
+- Using a virtual environment is recommended (per `pip` best practices), but you may skip it or use `--break-system-packages` if needed.
+
+### Pull mlperf-automations
+
+Once `mlcflow` is installed:
+
+```bash
+mlc pull repo mlcommons@mlperf-automations --pat=<Your Private Access Token>
+```
+- `--pat` or `--ssh` is only needed if the repo is PRIVATE
+- If `--pat` is avoided, you'll be asked to enter the password where you can enter your Private Access Token
+- `--ssh` option can be used instead of `--pat=<>` option if you prefer to use SSH for accessing the github repository.
+## Run Commands
+
+```bash
+mlcr get,cuda-devices
+```
+
+No script specific inputs
+### Generic Script Inputs
+
+| Name | Description | Choices | Default |
+|------|-------------|---------|------|
+| `--input` | Input to the script passed using the env key `MLC_INPUT` |  | `` |
+| `--output` | Output from the script passed using the env key `MLC_OUTPUT` |  | `` |
+| `--outdirname` | The directory to store the script output |  | `cache directory ($HOME/MLC/repos/local/cache/<>) if the script is cacheable or else the current directory` |
+| `--outbasename` | The output file/folder name |  | `` |
+| `--name` |  |  | `` |
+| `--extra_cache_tags` | Extra cache tags to be added to the cached entry when the script results are saved |  | `` |
+| `--skip_compile` | Skip compilation |  | `False` |
+| `--skip_run` | Skip run |  | `False` |
+| `--accept_license` | Accept the required license requirement to run the script |  | `False` |
+| `--skip_system_deps` | Skip installing any system dependencies |  | `False` |
+| `--git_ssh` | Use SSH for git repos |  | `False` |
+| `--gh_token` | Github Token |  | `` |
+| `--hf_token` | Huggingface Token |  | `` |
+| `--verify_ssl` | Verify SSL |  | `False` |
+## Variations
+
+### Ungrouped
+
+- `with-pycuda`
diff --git a/script/get-cuda-devices/meta.yaml b/script/get-cuda-devices/meta.yaml
index 2dac1175a..2468f9a1b 100644
--- a/script/get-cuda-devices/meta.yaml
+++ b/script/get-cuda-devices/meta.yaml
@@ -8,7 +8,8 @@ tags:
 - get
 - cuda-devices
 
-cache: false
+cache: true
+cache_expiration: 1d
 
 can_force_cache: true
 
diff --git a/script/get-cuda-devices/run.bat b/script/get-cuda-devices/run.bat
index 2b2c03d5c..b2f8c1f5f 100644
--- a/script/get-cuda-devices/run.bat
+++ b/script/get-cuda-devices/run.bat
@@ -16,9 +16,7 @@ echo.
 echo Compiling program ...
 echo.
 
-cd %MLC_TMP_CURRENT_SCRIPT_PATH%
-
-"%MLC_NVCC_BIN_WITH_PATH%" print_cuda_devices.cu -allow-unsupported-compiler -DWINDOWS
+"%MLC_NVCC_BIN_WITH_PATH%" %MLC_TMP_CURRENT_SCRIPT_PATH%\print_cuda_devices.cu -allow-unsupported-compiler -DWINDOWS
 IF %ERRORLEVEL% NEQ 0 EXIT %ERRORLEVEL%
 
 rem Return to the original path obtained in CM
@@ -27,7 +25,5 @@ echo.
 echo Running program ...
 echo.
 
-cd %MLC_TMP_CURRENT_PATH%
-
-%MLC_TMP_CURRENT_SCRIPT_PATH%\a.exe > tmp-run.out
+.\a.exe > tmp-run.out
 IF %ERRORLEVEL% NEQ 0 EXIT %ERRORLEVEL%
diff --git a/script/get-cuda-devices/run.sh b/script/get-cuda-devices/run.sh
index c802ec930..ac2097058 100644
--- a/script/get-cuda-devices/run.sh
+++ b/script/get-cuda-devices/run.sh
@@ -18,9 +18,7 @@ echo ""
 echo "Compiling program ..."
 echo ""
 
-cd ${MLC_TMP_CURRENT_SCRIPT_PATH}
-
-${MLC_NVCC_BIN_WITH_PATH} -allow-unsupported-compiler print_cuda_devices.cu
+${MLC_NVCC_BIN_WITH_PATH} -allow-unsupported-compiler ${MLC_TMP_CURRENT_SCRIPT_PATH}/print_cuda_devices.cu
 test $? -eq 0 || exit 1
 
 # Return to the original path obtained in MLC
@@ -29,7 +27,5 @@ echo ""
 echo "Running program ..."
 echo ""
 
-cd ${MLC_TMP_CURRENT_PATH}
-
-${MLC_TMP_CURRENT_SCRIPT_PATH}/a.out > tmp-run.out
+./a.out > tmp-run.out
 test $? -eq 0 || exit 1
diff --git a/script/get-generic-python-lib/README.md b/script/get-generic-python-lib/README.md
new file mode 100644
index 000000000..589d62eab
--- /dev/null
+++ b/script/get-generic-python-lib/README.md
@@ -0,0 +1,174 @@
+# README for get-generic-python-lib
+This README is automatically generated. Add custom content in [info.md](info.md). Please follow the [script execution document](https://docs.mlcommons.org/mlcflow/targets/script/execution-flow/) to understand more about the MLC script execution.
+
+`mlcflow` stores all local data under `$HOME/MLC` by default. So, if there is space constraint on the home directory and you have more space on say `/mnt/$USER`, you can do
+```
+mkdir /mnt/$USER/MLC
+ln -s /mnt/$USER/MLC $HOME/MLC
+```
+You can also use the `ENV` variable `MLC_REPOS` to control this location but this will need a set after every system reboot.
+
+## Setup
+
+If you are not on a Python development environment please refer to the [official docs](https://docs.mlcommons.org/mlcflow/install/) for the installation.
+
+```bash
+python3 -m venv mlcflow
+. mlcflow/bin/activate
+pip install mlcflow
+```
+
+- Using a virtual environment is recommended (per `pip` best practices), but you may skip it or use `--break-system-packages` if needed.
+
+### Pull mlperf-automations
+
+Once `mlcflow` is installed:
+
+```bash
+mlc pull repo mlcommons@mlperf-automations --pat=<Your Private Access Token>
+```
+- `--pat` or `--ssh` is only needed if the repo is PRIVATE
+- If `--pat` is avoided, you'll be asked to enter the password where you can enter your Private Access Token
+- `--ssh` option can be used instead of `--pat=<>` option if you prefer to use SSH for accessing the github repository.
+## Run Commands
+
+```bash
+mlcr get generic-python-lib
+```
+
+### Script Inputs
+
+| Name | Description | Choices | Default |
+|------|-------------|---------|------|
+| `--extra_index_url` |  |  | `` |
+| `--force_install` |  |  | `` |
+| `--index_url` |  |  | `` |
+### Generic Script Inputs
+
+| Name | Description | Choices | Default |
+|------|-------------|---------|------|
+| `--input` | Input to the script passed using the env key `MLC_INPUT` |  | `` |
+| `--output` | Output from the script passed using the env key `MLC_OUTPUT` |  | `` |
+| `--outdirname` | The directory to store the script output |  | `cache directory ($HOME/MLC/repos/local/cache/<>) if the script is cacheable or else the current directory` |
+| `--outbasename` | The output file/folder name |  | `` |
+| `--name` |  |  | `` |
+| `--extra_cache_tags` | Extra cache tags to be added to the cached entry when the script results are saved |  | `` |
+| `--skip_compile` | Skip compilation |  | `False` |
+| `--skip_run` | Skip run |  | `False` |
+| `--accept_license` | Accept the required license requirement to run the script |  | `False` |
+| `--skip_system_deps` | Skip installing any system dependencies |  | `False` |
+| `--git_ssh` | Use SSH for git repos |  | `False` |
+| `--gh_token` | Github Token |  | `` |
+| `--hf_token` | Huggingface Token |  | `` |
+| `--verify_ssl` | Verify SSL |  | `False` |
+## Variations
+
+### Ungrouped
+
+- `Pillow`
+- `anthropic`
+- `apache-tvm`
+- `apex`
+- `async_timeout`
+- `attr`
+- `attrs`
+- `boto3`
+- `cloudpickle`
+- `cmind`
+- `colored`
+- `conda.#` _(# can be substituted dynamically)_
+- `cupy`
+- `custom-python`
+- `cxx11-abi`
+- `datasets`
+- `decorator`
+- `deepsparse`
+- `dllogger`
+- `extra-index-url.#` _(# can be substituted dynamically)_
+- `fiftyone`
+- `find_links_url.#` _(# can be substituted dynamically)_
+- `google-api-python-client`
+- `google-auth-oauthlib`
+- `google-generativeai`
+- `groq`
+- `huggingface_hub`
+- `index-url.#` _(# can be substituted dynamically)_
+- `inflect`
+- `jax`
+- `jax_cuda`
+- `librosa`
+- `matplotlib`
+- `mlperf_loadgen`
+- `mlperf_logging`
+- `mpld3`
+- `mxeval`
+- `nibabel`
+- `no-deps`
+- `numpy`
+- `nvidia-apex`
+- `nvidia-apex-from-src`
+- `nvidia-dali`
+- `nvidia-pycocotools` (base: pycocotools)
+- `nvidia-pyindex`
+- `nvidia-tensorrt`
+- `onnx`
+- `onnx-graphsurgeon`
+- `onnxruntime`
+- `onnxruntime_gpu`
+- `openai`
+- `opencv-python`
+- `package.#` _(# can be substituted dynamically)_
+- `pandas`
+- `path.#` _(# can be substituted dynamically)_
+- `pdfplumber`
+- `pillow`
+- `pip`
+- `polygraphy`
+- `pre`
+- `protobuf`
+- `psutil`
+- `pycocotools`
+- `pycuda`
+- `python-dotenv`
+- `quark-amd`
+- `ray`
+- `requests`
+- `rocm`
+- `safetensors`
+- `scikit-learn`
+- `scipy`
+- `scons`
+- `setfit`
+- `setuptools`
+- `six`
+- `sklearn`
+- `sox`
+- `sparsezoo`
+- `streamlit`
+- `streamlit_option_menu`
+- `tensorboard`
+- `tensorflow`
+- `tensorrt`
+- `tflite`
+- `tflite-runtime`
+- `tokenization`
+- `toml`
+- `torch`
+- `torch_cuda`
+- `torch_tensorrt`
+- `torchaudio`
+- `torchaudio_cuda`
+- `torchvision`
+- `torchvision_cuda`
+- `tornado`
+- `tqdm`
+- `transformers`
+- `typing_extensions`
+- `ujson`
+- `unidecode`
+- `url.#` _(# can be substituted dynamically)_
+- `wandb`
+- `west`
+- `whl-url.#` _(# can be substituted dynamically)_
+- `xgboost`
+- `xlsxwriter`
diff --git a/script/get-generic-python-lib/meta.yaml b/script/get-generic-python-lib/meta.yaml
index 6eb0b0a78..13d38c0e5 100644
--- a/script/get-generic-python-lib/meta.yaml
+++ b/script/get-generic-python-lib/meta.yaml
@@ -166,6 +166,16 @@ variations:
       MLC_GENERIC_PYTHON_PACKAGE_NAME: google_auth_oauthlib
     new_env_keys:
     - MLC_GOOGLE_AUTH_OAUTHLIB_VERSION
+  google-generativeai:
+    env:
+      MLC_GENERIC_PYTHON_PACKAGE_NAME: google-generativeai
+    new_env_keys:
+    - MLC_GOOGLE_GENERATIVEAI_VERSION
+  groq:
+    env:
+      MLC_GENERIC_PYTHON_PACKAGE_NAME: groq
+    new_env_keys:
+    - MLC_GROQ_VERSION
   huggingface_hub:
     env:
       MLC_GENERIC_PYTHON_PACKAGE_NAME: huggingface_hub
@@ -381,6 +391,11 @@ variations:
       MLC_GENERIC_PYTHON_PIP_EXTRA_INDEX_URL: https://pypi.ngc.nvidia.com
     new_env_keys:
     - MLC_POLYGRAPHY_VERSION
+  pdfplumber:
+    env:
+      MLC_GENERIC_PYTHON_PACKAGE_NAME: pdfplumber
+    new_env_keys:
+    - MLC_PDFPLUMBER_VERSION  
   pre:
     env:
       MLC_GENERIC_PYTHON_DEV_VERSION: 'yes'
@@ -394,6 +409,11 @@ variations:
       MLC_GENERIC_PYTHON_PACKAGE_NAME: psutil
     new_env_keys:
     - MLC_PSUTIL_VERSION
+  python-dotenv:
+    env:
+      MLC_GENERIC_PYTHON_PACKAGE_NAME: python-dotenv
+    new_env_keys:
+    - MLC_PYTHON_DOTENV_VERSION
   pycocotools:
     env:
       MLC_GENERIC_PYTHON_PACKAGE_NAME: pycocotools
diff --git a/script/get-generic-python-lib/validate_cache.sh b/script/get-generic-python-lib/validate_cache.sh
index 9a98e610e..e6223df5f 100644
--- a/script/get-generic-python-lib/validate_cache.sh
+++ b/script/get-generic-python-lib/validate_cache.sh
@@ -1,7 +1,8 @@
 #!/bin/bash
 
 MLC_TMP_CURRENT_SCRIPT_PATH="${MLC_TMP_CURRENT_SCRIPT_PATH:-$PWD}"
-
-"${MLC_PYTHON_BIN_WITH_PATH}" "${MLC_TMP_CURRENT_SCRIPT_PATH}/detect-version.py"
+cmd="${MLC_PYTHON_BIN_WITH_PATH} ${MLC_TMP_CURRENT_SCRIPT_PATH}/detect-version.py"
+echo $cmd
+eval $cmd
 test $? -eq 0 || exit $?
 exit 0
diff --git a/script/get-generic-sys-util/README.md b/script/get-generic-sys-util/README.md
index 659340b99..1150067ac 100644
--- a/script/get-generic-sys-util/README.md
+++ b/script/get-generic-sys-util/README.md
@@ -84,6 +84,8 @@ mlcr get,sys-util,generic,generic-sys-util
 - `gcc-11`
 - `gcc-9`
 - `gflags-dev`
+- `gfortran-12-aarch64-linux-gnu`
+- `gfortran-aarch64-linux-gnu`
 - `git-lfs`
 - `glog-dev`
 - `ipmitool`
diff --git a/script/get-generic-sys-util/meta.yaml b/script/get-generic-sys-util/meta.yaml
index 4862a0d35..fd8565674 100644
--- a/script/get-generic-sys-util/meta.yaml
+++ b/script/get-generic-sys-util/meta.yaml
@@ -171,12 +171,24 @@ variations:
     new_env_keys:
     - MLC_SOX_VERSION
     state:
-      ipmitool: # tbd: complete for other flavours of linux
+      sox: # tbd: complete for other flavours of linux
         apt: sox
         brew: sox
         dnf: sox   
         yum: ''
-  
+  gfortran-12-aarch64-linux-gnu: 
+    env:
+      MLC_SYS_UTIL_NAME: gfortran-12-aarch64
+    state:
+      gfortran-12-aarch64: # tbd: complete for other flavours of linux
+        apt: gfortran-12-aarch64-linux-gnu
+
+  gfortran-aarch64-linux-gnu: 
+    env:
+      MLC_SYS_UTIL_NAME: gfortran-aarch64
+    state:
+      gfortran-aarch64: # tbd: complete for other flavours of linux
+        apt: gfortran-aarch64-linux-gnu
   libgl:
     env:
       MLC_SYS_UTIL_NAME: libgl # tbd: regular expression for version as well as whether its installed?
diff --git a/script/get-lib-armpl/README.md b/script/get-lib-armpl/README.md
new file mode 100644
index 000000000..644095bd4
--- /dev/null
+++ b/script/get-lib-armpl/README.md
@@ -0,0 +1,62 @@
+# README for get-lib-armpl
+This README is automatically generated. Add custom content in [info.md](info.md). Please follow the [script execution document](https://docs.mlcommons.org/mlcflow/targets/script/execution-flow/) to understand more about the MLC script execution.
+
+`mlcflow` stores all local data under `$HOME/MLC` by default. So, if there is space constraint on the home directory and you have more space on say `/mnt/$USER`, you can do
+```
+mkdir /mnt/$USER/MLC
+ln -s /mnt/$USER/MLC $HOME/MLC
+```
+You can also use the `ENV` variable `MLC_REPOS` to control this location but this will need a set after every system reboot.
+
+## Setup
+
+If you are not on a Python development environment please refer to the [official docs](https://docs.mlcommons.org/mlcflow/install/) for the installation.
+
+```bash
+python3 -m venv mlcflow
+. mlcflow/bin/activate
+pip install mlcflow
+```
+
+- Using a virtual environment is recommended (per `pip` best practices), but you may skip it or use `--break-system-packages` if needed.
+
+### Pull mlperf-automations
+
+Once `mlcflow` is installed:
+
+```bash
+mlc pull repo mlcommons@mlperf-automations --pat=<Your Private Access Token>
+```
+- `--pat` or `--ssh` is only needed if the repo is PRIVATE
+- If `--pat` is avoided, you'll be asked to enter the password where you can enter your Private Access Token
+- `--ssh` option can be used instead of `--pat=<>` option if you prefer to use SSH for accessing the github repository.
+## Run Commands
+
+```bash
+mlcr armpl,lib,get,arm
+```
+
+No script specific inputs
+### Generic Script Inputs
+
+| Name | Description | Choices | Default |
+|------|-------------|---------|------|
+| `--input` | Input to the script passed using the env key `MLC_INPUT` |  | `` |
+| `--output` | Output from the script passed using the env key `MLC_OUTPUT` |  | `` |
+| `--outdirname` | The directory to store the script output |  | `cache directory ($HOME/MLC/repos/local/cache/<>) if the script is cacheable or else the current directory` |
+| `--outbasename` | The output file/folder name |  | `` |
+| `--name` |  |  | `` |
+| `--extra_cache_tags` | Extra cache tags to be added to the cached entry when the script results are saved |  | `` |
+| `--skip_compile` | Skip compilation |  | `False` |
+| `--skip_run` | Skip run |  | `False` |
+| `--accept_license` | Accept the required license requirement to run the script |  | `False` |
+| `--skip_system_deps` | Skip installing any system dependencies |  | `False` |
+| `--git_ssh` | Use SSH for git repos |  | `False` |
+| `--gh_token` | Github Token |  | `` |
+| `--hf_token` | Huggingface Token |  | `` |
+| `--verify_ssl` | Verify SSL |  | `False` |
+## Variations
+
+### Version
+
+- `version.25.07` (default)
diff --git a/script/get-lib-armpl/customize.py b/script/get-lib-armpl/customize.py
new file mode 100644
index 000000000..1a51b32cc
--- /dev/null
+++ b/script/get-lib-armpl/customize.py
@@ -0,0 +1,44 @@
+from mlc import utils
+import os
+
+
+def preprocess(i):
+    os_info = i['os_info']
+    if os_info['platform'] == 'windows':
+        return {'return': 1, 'error': 'Windows is not supported in this script yet'}
+
+    env = i['env']
+    return {'return': 0}
+
+
+def postprocess(i):
+
+    env = i['env']
+
+    paths = [
+        "+C_INCLUDE_PATH",
+        "+CPLUS_INCLUDE_PATH",
+        "+LD_LIBRARY_PATH",
+        "+DYLD_FALLBACK_LIBRARY_PATH"
+    ]
+
+    for key in paths:
+        env[key] = []
+
+    armpl_install_path = env.get(
+        'MLC_EXTRACT_EXTRACTED_SUBDIR_PATH',
+        env['MLC_ARMPL_INSTALL_PATH'])
+
+    inc_path = os.path.join(armpl_install_path, 'include')
+
+    env['+C_INCLUDE_PATH'].append(inc_path)
+    env['+CPLUS_INCLUDE_PATH'].append(inc_path)
+
+    lib_path = os.path.join(armpl_install_path, 'lib')
+    env['+LD_LIBRARY_PATH'].append(lib_path)
+    env['+DYLD_FALLBACK_LIBRARY_PATH'].append(lib_path)
+
+    env['MLC_ARMPL_INCLUDE_PATH'] = inc_path
+    env['MLC_ARMPL_LIB_PATH'] = lib_path
+
+    return {'return': 0}
diff --git a/script/get-lib-armpl/meta.yaml b/script/get-lib-armpl/meta.yaml
new file mode 100644
index 000000000..8ee295a27
--- /dev/null
+++ b/script/get-lib-armpl/meta.yaml
@@ -0,0 +1,65 @@
+alias: get-lib-armpl
+automation_alias: script
+automation_uid: 5b4e0237da074764
+cache: true
+category: Detection or installation of tools and artifacts
+deps:
+- tags: detect,os
+new_env_keys:
+- MLC_ARMPL_SRC_PATH
+- MLC_ARMPL_INSTALL_PATH
+- MLC_ARMPL_INCLUDE_PATH
+- MLC_ARMPL_LIB_PATH
+- MLC_ARMPL_VERSION
+- +C_INCLUDE_PATH
+- +CPLUS_INCLUDE_PATH
+- +DYLD_FALLBACK_LIBRARY_PATH
+- +LD_LIBRARY_PATH
+prehook_deps:
+  - force_cache: true
+    extra_cache_tags: armpl,armpl-src
+    env:
+      MLC_DAE_FINAL_ENV_NAME: MLC_ARMPL_SRC_PATH
+    names:
+      - dae
+      - dae-armpl 
+    tags: download-and-extract,_extract
+    force_env_keys:
+      - MLC_OUTDIRNAME
+    update_tags_from_env_with_prefix:
+      _url.:
+        - MLC_DOWNLOAD_URL
+  
+  - tags: extract,file
+    env:
+      MLC_EXTRACT_TO_FOLDER1: armpl-install
+      MLC_EXTRACT_FINAL_ENV_NAME: MLC_ARMPL_INSTALL_PATH
+      MLC_EXTRACT_FILE_PATH: <<<MLC_ARMPL_SRC_PATH>>>/<<<MLC_ARMPL_TAR_FILENAME>>>
+    names:
+      - extract  
+      - extract-armpl 
+    extra_cache_tags: armpl,armpl-lib
+    force_cache: true
+    force_env_keys:
+      - MLC_OUTDIRNAME
+    update_tags_from_env_with_prefix:
+      _path.:
+        - MLC_EXTRACT_FILE_PATH
+
+tags:
+- armpl
+- lib
+- get
+- arm
+tests:
+  run_inputs:
+    - {}
+uid: 01ebcd701d8f480f
+variations:
+  version.25.07:
+    default: true
+    group: version
+    env:
+      MLC_ARMPL_VERSION: '25.07.0'
+      MLC_ARMPL_TAR_FILENAME: armpl-25.07.0.tgz
+      MLC_DOWNLOAD_URL: https://developer.arm.com/-/cdn-downloads/permalink/Arm-Performance-Libraries/Version_25.07/arm-performance-libraries_25.07_acfl2410.tar
diff --git a/script/get-ml-model-gptj/meta.yaml b/script/get-ml-model-gptj/meta.yaml
index e20408f11..3c7e86cb8 100644
--- a/script/get-ml-model-gptj/meta.yaml
+++ b/script/get-ml-model-gptj/meta.yaml
@@ -154,7 +154,7 @@ variations:
     - names:
       - cuda
       tags: get,cuda
-    - tags: get,cuda-devices,_with-pycuda
+    - tags: get,cuda-devices
       enable_if_env:
         MLC_HOST_OS_FLAVOR:
         - ubuntu
diff --git a/script/get-ml-model-llama2/meta.yaml b/script/get-ml-model-llama2/meta.yaml
index 97ef5a13e..54397aff9 100644
--- a/script/get-ml-model-llama2/meta.yaml
+++ b/script/get-ml-model-llama2/meta.yaml
@@ -10,6 +10,9 @@ env:
   MLC_ML_MODEL_WEIGHT_TRANSFORMATIONS: 'no'
 input_mapping:
   checkpoint: LLAMA2_CHECKPOINT_PATH
+  use_service_account: MLC_AUTH_USING_SERVICE_ACCOUNT
+  client_id: CF_ACCESS_CLIENT_ID
+  client_secret: CF_ACCESS_CLIENT_SECRET
 new_env_keys:
 - MLC_ML_MODEL_*
 - LLAMA2_CHECKPOINT_PATH
@@ -290,7 +293,7 @@ variations:
     - names:
       - cuda
       tags: get,cuda
-    - tags: get,cuda-devices,_with-pycuda
+    - tags: get,cuda-devices
     - names:
       - nvidia-inference-common-code
       tags: get,nvidia,inference,common-code
diff --git a/script/get-mlperf-inference-nvidia-common-code/meta.yaml b/script/get-mlperf-inference-nvidia-common-code/meta.yaml
index 76fa3b666..f9ad12872 100644
--- a/script/get-mlperf-inference-nvidia-common-code/meta.yaml
+++ b/script/get-mlperf-inference-nvidia-common-code/meta.yaml
@@ -53,6 +53,10 @@ variations:
     add_deps_recursive:
       mlperf-inference-results:
         tags: _code-only-for-v5.1,_v5.1-dev
+  v5.1:
+    add_deps_recursive:
+      mlperf-inference-results:
+        tags: _code-only,_v5.1
 versions:
   r2.1:
     add_deps_recursive:
diff --git a/script/get-mlperf-inference-results/meta.yaml b/script/get-mlperf-inference-results/meta.yaml
index f669e7477..ae1dda633 100644
--- a/script/get-mlperf-inference-results/meta.yaml
+++ b/script/get-mlperf-inference-results/meta.yaml
@@ -87,6 +87,12 @@ variations:
       MLC_GIT_URL: https://github.com/<<<GITHUB_REPO_OWNER>>>/inference_results_v5.0.git
       MLC_MLPERF_INFERENCE_RESULTS_VERSION_NAME: v5.1-dev
       MLC_VERSION: "v5.0"
+  v5.1:
+    group: version
+    env:
+      MLC_GIT_URL: https://github.com/<<<GITHUB_REPO_OWNER>>>/inference_results_v5.1.git
+      MLC_MLPERF_INFERENCE_RESULTS_VERSION_NAME: v5.1
+      MLC_VERSION: "v5.1"
 versions:
   v2.1:
     env:
diff --git a/script/get-mlperf-inference-sut-description/meta.yaml b/script/get-mlperf-inference-sut-description/meta.yaml
index 573a6c842..3ba393335 100644
--- a/script/get-mlperf-inference-sut-description/meta.yaml
+++ b/script/get-mlperf-inference-sut-description/meta.yaml
@@ -22,7 +22,7 @@ deps:
     MLC_MLPERF_DEVICE:
     - gpu
     - cuda
-  tags: get,cuda-devices,_with-pycuda
+  tags: get,cuda-devices
 - enable_if_env:
     MLC_DETERMINE_MEMORY_CONFIGURATION:
     - 'yes'
diff --git a/script/get-preprocessed-dataset-openorca/customize.py b/script/get-preprocessed-dataset-openorca/customize.py
index 96b0bb883..4d6af7503 100644
--- a/script/get-preprocessed-dataset-openorca/customize.py
+++ b/script/get-preprocessed-dataset-openorca/customize.py
@@ -71,7 +71,7 @@ def postprocess(i):
                        '') == "nvidia":
                 env['MLC_DATASET_OPENORCA_NVIDIA_PREPROCESSED_PATH'] = os.path.join(
                     env['MLC_OPENORCA_PREPROCESSED_ROOT'],
-                    "preprocessed")
+                    "preprocessed_data")
                 env['MLC_GET_DEPENDENT_CACHED_PATH'] = env['MLC_DATASET_OPENORCA_NVIDIA_PREPROCESSED_PATH']
             else:
                 env['MLC_GET_DEPENDENT_CACHED_PATH'] = env['MLC_DATASET_PREPROCESSED_PATH']
diff --git a/script/install-llvm-src/README.md b/script/install-llvm-src/README.md
new file mode 100644
index 000000000..7a596672b
--- /dev/null
+++ b/script/install-llvm-src/README.md
@@ -0,0 +1,114 @@
+# README for install-llvm-src
+This README is automatically generated. Add custom content in [info.md](info.md). Please follow the [script execution document](https://docs.mlcommons.org/mlcflow/targets/script/execution-flow/) to understand more about the MLC script execution.
+
+`mlcflow` stores all local data under `$HOME/MLC` by default. So, if there is space constraint on the home directory and you have more space on say `/mnt/$USER`, you can do
+```
+mkdir /mnt/$USER/MLC
+ln -s /mnt/$USER/MLC $HOME/MLC
+```
+You can also use the `ENV` variable `MLC_REPOS` to control this location but this will need a set after every system reboot.
+
+## Setup
+
+If you are not on a Python development environment please refer to the [official docs](https://docs.mlcommons.org/mlcflow/install/) for the installation.
+
+```bash
+python3 -m venv mlcflow
+. mlcflow/bin/activate
+pip install mlcflow
+```
+
+- Using a virtual environment is recommended (per `pip` best practices), but you may skip it or use `--break-system-packages` if needed.
+
+### Pull mlperf-automations
+
+Once `mlcflow` is installed:
+
+```bash
+mlc pull repo mlcommons@mlperf-automations --pat=<Your Private Access Token>
+```
+- `--pat` or `--ssh` is only needed if the repo is PRIVATE
+- If `--pat` is avoided, you'll be asked to enter the password where you can enter your Private Access Token
+- `--ssh` option can be used instead of `--pat=<>` option if you prefer to use SSH for accessing the github repository.
+## Run Commands
+
+```bash
+mlcr install,src,llvm,from.src,src-llvm
+```
+
+### Script Inputs
+
+| Name | Description | Choices | Default |
+|------|-------------|---------|------|
+| `--targets` |  |  | `` |
+| `--target_triple` |  |  | `` |
+| `--extra_options` |  |  | `` |
+### Generic Script Inputs
+
+| Name | Description | Choices | Default |
+|------|-------------|---------|------|
+| `--input` | Input to the script passed using the env key `MLC_INPUT` |  | `` |
+| `--output` | Output from the script passed using the env key `MLC_OUTPUT` |  | `` |
+| `--outdirname` | The directory to store the script output |  | `cache directory ($HOME/MLC/repos/local/cache/<>) if the script is cacheable or else the current directory` |
+| `--outbasename` | The output file/folder name |  | `` |
+| `--name` |  |  | `` |
+| `--extra_cache_tags` | Extra cache tags to be added to the cached entry when the script results are saved |  | `` |
+| `--skip_compile` | Skip compilation |  | `False` |
+| `--skip_run` | Skip run |  | `False` |
+| `--accept_license` | Accept the required license requirement to run the script |  | `False` |
+| `--skip_system_deps` | Skip installing any system dependencies |  | `False` |
+| `--git_ssh` | Use SSH for git repos |  | `False` |
+| `--gh_token` | Github Token |  | `` |
+| `--hf_token` | Huggingface Token |  | `` |
+| `--verify_ssl` | Verify SSL |  | `False` |
+## Variations
+
+### Build-type
+
+- `debug`
+- `release` (default)
+
+### Clang
+
+- `clang` (default)
+- `no-clang`
+
+### Compiler-rt
+
+- `compiler-rt` (default)
+- `no-compiler-rt`
+
+### Flang
+
+- `flang`
+
+### Libcxx
+
+- `libcxx` (default)
+- `no-libcxx`
+
+### Lld
+
+- `lld` (default)
+- `no-lld`
+
+### Repo
+
+- `repo.#` _(# can be substituted dynamically)_
+
+### Ungrouped
+
+- `branch.#` _(# can be substituted dynamically)_
+- `cross-compile-x86-aarch64`
+- `for-intel-mlperf-inference-v3.1-bert` (base: tag.llvmorg-15.0.7, clang, release)
+- `for-intel-mlperf-inference-v3.1-gptj` (base: tag.llvmorg-16.0.6, clang, release)
+- `full-history`
+- `path.#` _(# can be substituted dynamically)_
+- `runtimes.#` _(# can be substituted dynamically)_
+- `sha.#` _(# can be substituted dynamically)_
+- `tag.#` _(# can be substituted dynamically)_ (base: full-history)
+
+### Version
+
+- `version.#` _(# can be substituted dynamically)_
+- `version.main` (base: branch.main)
diff --git a/script/install-llvm-src/meta.yaml b/script/install-llvm-src/meta.yaml
index 3928ff868..d145e44c6 100644
--- a/script/install-llvm-src/meta.yaml
+++ b/script/install-llvm-src/meta.yaml
@@ -93,6 +93,24 @@ variations:
       +MLC_LLVM_ENABLE_RUNTIMES: 
         - flang-rt
     group: flang
+  compiler-rt:
+    group: compiler-rt
+    default: true
+    env:
+      +MLC_LLVM_ENABLE_PROJECTS:
+        - compiler-rt
+  no-compiler-rt:
+    group: compiler-rt
+  libcxx:
+    group: libcxx
+    default: true
+    env:
+      +MLC_LLVM_ENABLE_RUNTIMES: 
+        - libcxx
+        - libcxxabi
+        - libunwind
+  no-libcxx:
+    group: libcxx
   lld:
     default: true
     env:
@@ -114,8 +132,10 @@ variations:
   cross-compile-x86-aarch64:
     deps:
       - tags: get,generic-sys-util,_crossbuild-essential-arm64
+      - tags: get,generic-sys-util,_gfortran-12-aarch64-linux-gnu
+
     env:
-      MLC_LLVM_CROSS_COMPILE_FLAGS: "-DCMAKE_SYSTEM_NAME=Linux  -DCMAKE_SYSTEM_PROCESSOR=aarch64 -DLLVM_DEFAULT_TARGET_TRIPLE=aarch64-linux-gnu -DCMAKE_Fortran_COMPILER=aarch64-linux-gnu-gfortran -DCMAKE_C_COMPILER=aarch64-linux-gnu-gcc  -DCMAKE_CXX_COMPILER=aarch64-linux-gnu-g++"
+      MLC_LLVM_CROSS_COMPILE_FLAGS: "-DCMAKE_SYSTEM_NAME=Linux  -DCMAKE_SYSTEM_PROCESSOR=aarch64 -DLLVM_DEFAULT_TARGET_TRIPLE=aarch64-linux-gnu -DCMAKE_Fortran_COMPILER=aarch64-linux-gnu-gfortran-12 -DCMAKE_C_COMPILER=aarch64-linux-gnu-gcc  -DCMAKE_CXX_COMPILER=aarch64-linux-gnu-g++"
   for-intel-mlperf-inference-v3.1-bert:
     adr:
       conda-package:
diff --git a/script/run-docker-container/customize.py b/script/run-docker-container/customize.py
index aa27dcfb6..ee763ed6d 100644
--- a/script/run-docker-container/customize.py
+++ b/script/run-docker-container/customize.py
@@ -288,7 +288,7 @@ def postprocess(i):
                 stdout=subprocess.PIPE,
                 stderr=subprocess.PIPE,
                 text=True)
-            logger.info("Command Output:", result.stdout)
+            logger.info(f"Command Output: {result.stdout}")
         except subprocess.CalledProcessError as e:
             logger.error("Error Occurred!")
             logger.info(f"Command: {e.cmd}")
diff --git a/script/run-mlperf-inference-app/README.md b/script/run-mlperf-inference-app/README.md
index f00a4cda1..8f6f6ff27 100644
--- a/script/run-mlperf-inference-app/README.md
+++ b/script/run-mlperf-inference-app/README.md
@@ -57,6 +57,8 @@ mlcr run-mlperf,inference
 | `--adr.mlperf-power-client.power_server` | MLPerf Power server IP address |  | `192.168.0.15` |
 | `--adr.mlperf-power-client.port` | MLPerf Power server port |  | `4950` |
 | `--results_dir` | Alias for output_dir |  | `` |
+| `--use_dataset_from_host` | Run the dataset download script on the host machine and mount the dataset into the Docker container to avoid repeated downloads. | [True, False] | `no` |
+| `--use_model_from_host` | Run the model download script on the host machine and mount the model files into the Docker container to avoid repeated downloads. | [True, False] | `no` |
 | `--adr.compiler.tags` | Compiler for loadgen and any C/C++ part of implementation |  | `` |
 | `--adr.inference-src-loadgen.env.MLC_GIT_URL` | Git URL for MLPerf inference sources to build LoadGen (to enable non-reference implementations) |  | `` |
 | `--adr.inference-src.env.MLC_GIT_URL` | Git URL for MLPerf inference sources to run benchmarks (to enable non-reference implementations) |  | `` |
@@ -133,13 +135,14 @@ mlcr run-mlperf,inference
 | `--max_test_duration` |  |  | `` |
 | `--all_models` |  |  | `` |
 | `--criteo_day23_raw_data_path` |  |  | `` |
-| `--use_dataset_from_host` |  |  | `` |
-| `--use_model_from_host` |  |  | `` |
 | `--rgat_checkpoint_path` |  |  | `` |
 | `--pointpainting_checkpoint_path` |  |  | `` |
 | `--deeplab_resnet50_path` |  |  | `` |
 | `--waymo_path` |  |  | `` |
 | `--nm_model_zoo_stub` |  |  | `` |
+| `--use_service_account` |  |  | `` |
+| `--client_id` |  |  | `` |
+| `--client_secret` |  |  | `` |
 ### Generic Script Inputs
 
 | Name | Description | Choices | Default |
@@ -171,6 +174,7 @@ mlcr run-mlperf,inference
 - `r4.1-dev`
 - `r5.0`
 - `r5.0-dev`
+- `r5.1`
 - `r5.1-dev` (default)
 
 ### Mode
diff --git a/script/run-mlperf-inference-app/meta.yaml b/script/run-mlperf-inference-app/meta.yaml
index fd503d090..3457f4c06 100644
--- a/script/run-mlperf-inference-app/meta.yaml
+++ b/script/run-mlperf-inference-app/meta.yaml
@@ -127,6 +127,9 @@ input_mapping:
   deeplab_resnet50_path: MLC_ML_MODEL_DPLAB_RESNET50_PATH
   waymo_path: MLC_DATASET_WAYMO_PATH
   nm_model_zoo_stub: MLC_MLPERF_NEURALMAGIC_MODEL_ZOO_STUB
+  use_service_account: MLC_AUTH_USING_SERVICE_ACCOUNT
+  client_id: CF_ACCESS_CLIENT_ID
+  client_secret: CF_ACCESS_CLIENT_SECRET
 
 new_state_keys:
 - app_mlperf_inference_*
@@ -392,6 +395,22 @@ variations:
       mlperf-inference-nvidia-scratch-space:
         tags: _version.r5.1-dev
 
+  r5.1:
+    env:
+      MLC_MLPERF_INFERENCE_VERSION: '5.1'
+      MLC_RUN_MLPERF_INFERENCE_APP_DEFAULTS: r5.1_default
+      MLC_MLPERF_SUBMISSION_CHECKER_VERSION: v5.1
+      MLC_CUSTOM_SYSTEM_NVIDIA: no  # prevents build-mlperf-inference-server-nvidia from calling add-custom-system-nvidia
+      SYSTEM_NAME: '<<<MLC_NVIDIA_SYSTEM_NAME>>>'
+    group: benchmark-version
+    adr:
+      get-mlperf-inference-results-dir:
+        tags: _version.r5.1
+      get-mlperf-inference-submission-dir:
+        tags: _version.r5.1
+      mlperf-inference-nvidia-scratch-space:
+        tags: _version.r5.1
+
   short:
     add_deps_recursive:
       submission-checker:
@@ -549,6 +568,18 @@ input_description:
   submission_dir:
     desc: Folder path to store MLPerf submission tree 
     sort: 1000
+  use_dataset_from_host: 
+    desc: Run the dataset download script on the host machine and mount the dataset into the Docker container to avoid repeated downloads.
+    choices:
+      - yes
+      - no
+    default: 'no'
+  use_model_from_host: 
+    desc: Run the model download script on the host machine and mount the model files into the Docker container to avoid repeated downloads.
+    choices:
+      - yes
+      - no
+    default: 'no'
 
   adr.compiler.tags:
     desc: Compiler for loadgen and any C/C++ part of implementation