diff --git a/.gitignore b/.gitignore
index d51f8ac62..778dcc7b7 100644
--- a/.gitignore
+++ b/.gitignore
@@ -33,3 +33,13 @@ scripts/article/xpu/
 
 dependencies/
 benchmarks/gflownet/gflownet
+
+scripts/inventory.yaml
+output/
+sqlite.db
+.ruff_cache/
+
+test.out
+output/
+workspace/
+.pin/tmp-*
diff --git a/.no_report b/.no_report
new file mode 100644
index 000000000..e69de29bb
diff --git a/milabench/report.py b/milabench/report.py
index 80df4eca2..a51b1ac3a 100644
--- a/milabench/report.py
+++ b/milabench/report.py
@@ -41,14 +41,13 @@ def _make_row(summary, compare, weights):
 
     # Sum of all the GPU performance
     # to get the overall perf of the whole machine
-
     if "per_gpu" in summary:
         acc = 0
         for _, metrics in summary["per_gpu"].items():
             acc += metrics[metric]
     else:
         acc = row["perf"]
-
+    
     success_ratio = 1 - row["fail"] / row["n"]
     score = (acc if acc > 0 else row["perf"]) * success_ratio
 
@@ -210,6 +209,29 @@ def make_dataframe(summary, compare=None, weights=None):
             for key in all_keys
         }
     ).transpose()
+    
+    return df
+
+
+@error_guard({})
+def make_report(
+    summary,
+    compare=None,
+    html=None,
+    compare_gpus=False,
+    price=None,
+    title=None,
+    sources=None,
+    errdata=None,
+    weights=None,
+):
+    if weights is None:
+        weights = dict()
+
+    df = make_dataframe(summary, compare, weights)
+
+    # Reorder columns
+    df = df[sorted(df.columns, key=lambda k: columns_order.get(k, 0))]
 
 
 @error_guard({})
diff --git a/scripts/instructions.sh b/scripts/instructions.sh
new file mode 100644
index 000000000..e985babf0
--- /dev/null
+++ b/scripts/instructions.sh
@@ -0,0 +1,110 @@
+#!/bin/bash
+
+
+set -m
+
+#
+#
+#
+
+echo ">> Configure the benchmark"
+echo "=========================="
+
+
+#
+# Tweak the values to fit your system
+#
+
+USERNAME=${USER:-"mila"}
+SSH_KEY_FILE=$HOME/.ssh/id_rsa
+ARCH="cuda"
+WORKER_0="cn-d003"
+WORKER_1="cn-d004"
+
+
+
+# Derived
+VERSION="v0.0.8"
+IMAGE="ghcr.io/mila-iqia/milabench:$ARCH-$VERSION"
+
+
+# Create the config file
+cat >overrides.yaml <<EOL
+opt-6_7b-multinode:
+  docker_image: "$IMAGE"
+
+  worker_user: "$USERNAME"
+  manager_addr: "$WORKER_0"
+  worker_addrs:
+    - "$WORKER_1"
+
+  num_machines: 2
+  capabilities:
+    nodes: 2
+
+opt-1_3b-multinode:
+  docker_image: "$IMAGE"
+
+  worker_user: "$USERNAME"
+  manager_addr: "$WORKER_0"
+  worker_addrs:
+    - "$WORKER_1"
+
+  num_machines: 2
+  capabilities:
+    nodes: 2
+
+EOL
+
+echo "<< ======================="
+echo ""
+echo ">> Prepare docker images"
+echo "========================"
+
+ssh $USERNAME@$WORKER_0 "docker pull $IMAGE"&
+ssh $USERNAME@$WORKER_1 "docker pull $IMAGE"&
+fg
+fg
+
+echo "<< ====================="
+echo ""
+
+#
+#
+#
+
+echo ">> Run milabench"
+echo "================"
+
+if [ "$ARCH" = "cuda" ]; then 
+    docker run -it --rm --gpus all --network host --ipc=host --privileged           \
+        -v $SSH_KEY_FILE:/milabench/id_milabench                                    \
+        -v $(pwd)/results:/milabench/envs/runs                                      \
+        $IMAGE                                                                      \
+        milabench run --override "$(cat overrides.yaml)" 
+
+elif [ "$ARCH" = "rocm" ]; then 
+    docker run -it --rm --network host --ipc host --privileged                      \
+        --security-opt seccomp=unconfined --group-add video                         \
+        -v /opt/amdgpu/share/libdrm/amdgpu.ids:/opt/amdgpu/share/libdrm/amdgpu.ids  \
+        -v /opt/rocm:/opt/rocm                                                      \
+        -v $(pwd)/results:/milabench/envs/runs                                      \
+        $IMAGE                                                                      \
+        milabench run --override "$(cat overrides.yaml)"
+fi
+
+echo "<< ============="
+echo ""
+
+#
+#
+#
+
+echo ">> Print report"
+echo "==============="
+docker run -it --rm                                                                 \
+    -v $(pwd)/results:/milabench/envs/runs                                          \
+    $IMAGE                                                                          \
+    milabench report --runs /milabench/envs/runs
+
+echo "<< ============"
diff --git a/scripts/run.sh b/scripts/run.sh
new file mode 100644
index 000000000..c01f2bfd3
--- /dev/null
+++ b/scripts/run.sh
@@ -0,0 +1,16 @@
+
+OUTPUT="test.out"
+rm -rf $OUTPUT
+touch $OUTPUT
+sbatch  --ntasks=1\
+        --gpus-per-task=rtx8000:1\
+        --cpus-per-task=4\
+        --time=01:30:00\
+        --ntasks-per-node=1\
+        --mem=64G\
+        -o $OUTPUT\
+        slurm.sh\
+        -a cuda\
+        -b stable_update
+
+tail -f $OUTPUT
\ No newline at end of file
diff --git a/scripts/slurm.sh b/scripts/slurm.sh
new file mode 100644
index 000000000..abd3f9447
--- /dev/null
+++ b/scripts/slurm.sh
@@ -0,0 +1,129 @@
+#!/bin/bash
+
+function usage() {
+  echo "Usage: $0 [-m] [-p]"
+  echo "  -h              Display this help message."
+  echo "  -a arch         GPU arch           (default: cuda)"
+  echo "  -b BRANCH       Branch to checkout (default: master)"
+  echo "  -o ORIGIN       Origin to use      (default: github/mila/milabench)"
+  echo "  -c CONFIG       Configuration      (default: milabench/config/standard.yaml)"
+  echo "  -e ENV          Environment        (default: ./env)"
+  echo "  -p PYTHON       Python version     (default: 3.9)"
+  echo "  ARGUMENT        Any additional argument you want to process."
+  exit 1
+}
+
+ARCH="cuda"
+PYTHON="3.9"
+BRANCH="master"
+ORIGIN="https://github.com/mila-iqia/milabench.git"
+LOC="$SLURM_TMPDIR"
+CONFIG="$LOC/milabench/config/standard.yaml"
+BASE="$LOC/base"
+ENV="./env"
+REMAINING_ARGS=""
+
+
+while getopts ":hm:p:e:a:b:o:c:" opt; do
+  case $opt in
+    h)
+      usage
+      ;;
+    p)
+        PYTHON="$OPTARG"
+        ;;
+    b)
+        BRANCH="$OPTARG"
+        ;;
+    o)
+        ORIGIN="$OPTARG"
+        ;;
+    c)
+        CONFIG="$OPTARG"
+        ;;
+    e)
+        ENV="$OPTARG"
+        ;;
+    a)
+        ARCH="$OPTARG"
+        ;;
+    l)
+        # FIX ME
+        LOC="$OPTARG"
+        CONFIG="$LOC/milabench/config/standard.yaml"
+        BASE="$LOC/base"
+        ;;
+    :)
+        echo "Option -$OPTARG requires an argument." >&2
+        usage
+        ;;
+  esac
+done
+
+shift "$((OPTIND-1))"
+REMAINING_ARGS="$@"
+
+echo "  PYTHON: $PYTHON"
+echo "  branch: $BRANCH"
+echo "  origin: $ORIGIN"
+echo "  config: $CONFIG"
+echo "     env: $ENV"
+echo "    args: $REMAINING_ARGS"
+#
+#   Fix problem with conda saying it is not "init properly"
+#
+CONDA_EXEC="$(which conda)"
+CONDA_BASE=$(dirname $CONDA_EXEC)
+source $CONDA_BASE/../etc/profile.d/conda.sh
+
+if [ -e $HOME/.credentials.env ]; then
+  source $HOME/.credentials.env
+fi
+
+cd $LOC
+#
+#   Create a new environment
+#
+if [ ! -d "$ENV" ] && [ "$ENV" != "base" ] && [ ! -d "$CONDA_ENVS/$ENV" ]; then
+     conda create --prefix $ENV python=$PYTHON -y
+fi
+conda activate $ENV
+
+export HF_HOME=$BASE/cache
+export HF_DATASETS_CACHE=$BASE/cache
+export TORCH_HOME=$BASE/cache
+export XDG_CACHE_HOME=$BASE/cache
+export MILABENCH_GPU_ARCH=$ARCH
+
+export MILABENCH_DASH=no 
+export PYTHONUNBUFFERED=1
+export MILABENCH_BASE=$BASE
+export MILABENCH_CONFIG=$CONFIG
+#
+# Fetch the repo
+#
+git clone --single-branch --depth 1 -b $BRANCH $ORIGIN
+python -m pip install -e ./milabench
+
+module load gcc/9.3.0 
+module load cuda/11.8
+
+echo ""
+echo "Install"
+echo "-------"
+milabench install --config $CONFIG --base $BASE $REMAINING_ARGS
+
+
+echo ""
+echo "Prepare"
+echo "-------"
+milabench prepare --config $CONFIG --base $BASE $REMAINING_ARGS
+
+echo ""
+echo "Run"
+echo "---"
+milabench run     --config $CONFIG --base $BASE $REMAINING_ARGS
+
+echo "----"
+echo "Done after $SECONDS"
+echo ""