From e4c21facb47ef400fb77a4139ed9599032ce3289 Mon Sep 17 00:00:00 2001
From: Benoit Chevallier-Mames <64148533+bcm-at-zama@users.noreply.github.com>
Date: Tue, 23 Jul 2024 16:03:12 +0200
Subject: [PATCH] chore: minor clarifications in the WP notebook (#779)

---
 .../WhitePaperExperiments.ipynb               | 27 +++++++++++--------
 1 file changed, 16 insertions(+), 11 deletions(-)

diff --git a/use_case_examples/white_paper_experiment/WhitePaperExperiments.ipynb b/use_case_examples/white_paper_experiment/WhitePaperExperiments.ipynb
index ecd8dccbb..1a8c45633 100644
--- a/use_case_examples/white_paper_experiment/WhitePaperExperiments.ipynb
+++ b/use_case_examples/white_paper_experiment/WhitePaperExperiments.ipynb
@@ -577,9 +577,7 @@
    "source": [
     "## Conclusion\n",
     "\n",
-    "Here is a recap of the results obtained by running this notebook, compared to the results in the whitepaper [1].\n",
-    "\n",
-    "A pre-computed comparison to a `hpc7a` instance with 192 vCPU is also shown when running this notebook on a large server machine."
+    "Here is a recap of the results obtained by running this notebook on a `m6i.metal` instance, compared to the results in the whitepaper [1]."
    ]
   },
   {
@@ -599,9 +597,9 @@
        "      <th id=\"T_4ba03_level0_col0\" class=\"col_heading level0 col0\" >Num Layers</th>\n",
        "      <th id=\"T_4ba03_level0_col1\" class=\"col_heading level0 col1\" >Accuracy [1]</th>\n",
        "      <th id=\"T_4ba03_level0_col2\" class=\"col_heading level0 col2\" >FHE Latency [1]</th>\n",
-       "      <th id=\"T_4ba03_level0_col3\" class=\"col_heading level0 col3\" >Our Accuracy fp32</th>\n",
-       "      <th id=\"T_4ba03_level0_col4\" class=\"col_heading level0 col4\" >Our Accuracy FHE</th>\n",
-       "      <th id=\"T_4ba03_level0_col5\" class=\"col_heading level0 col5\" >Our FHE Latency</th>\n",
+       "      <th id=\"T_4ba03_level0_col3\" class=\"col_heading level0 col3\" >Our m6i.metal Accuracy fp32</th>\n",
+       "      <th id=\"T_4ba03_level0_col4\" class=\"col_heading level0 col4\" >Our m6i.metal Accuracy FHE</th>\n",
+       "      <th id=\"T_4ba03_level0_col5\" class=\"col_heading level0 col5\" >Our m6i.metal FHE Latency</th>\n",
        "      <th id=\"T_4ba03_level0_col6\" class=\"col_heading level0 col6\" >Speedup</th>\n",
        "    </tr>\n",
        "  </thead>\n",
@@ -639,10 +637,17 @@
     }
    ],
    "source": [
-    "df, fmt = format_results_df(PAPER_NOTES, results_cml, \"Our\")\n",
+    "df, fmt = format_results_df(PAPER_NOTES, results_cml, \"Our m6i.metal\")\n",
     "df.style.format(fmt)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "A pre-computed comparison to a `hpc7a.96xlarge` instance with 192 vCPU is also shown when running this notebook on a large server machine."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 8,
@@ -660,9 +665,9 @@
        "      <th id=\"T_e8864_level0_col0\" class=\"col_heading level0 col0\" >Num Layers</th>\n",
        "      <th id=\"T_e8864_level0_col1\" class=\"col_heading level0 col1\" >Accuracy [1]</th>\n",
        "      <th id=\"T_e8864_level0_col2\" class=\"col_heading level0 col2\" >FHE Latency [1]</th>\n",
-       "      <th id=\"T_e8864_level0_col3\" class=\"col_heading level0 col3\" >hpc7a Accuracy fp32</th>\n",
-       "      <th id=\"T_e8864_level0_col4\" class=\"col_heading level0 col4\" >hpc7a Accuracy FHE</th>\n",
-       "      <th id=\"T_e8864_level0_col5\" class=\"col_heading level0 col5\" >hpc7a FHE Latency</th>\n",
+       "      <th id=\"T_e8864_level0_col3\" class=\"col_heading level0 col3\" >Our hpc7a.96xlarge Accuracy fp32</th>\n",
+       "      <th id=\"T_e8864_level0_col4\" class=\"col_heading level0 col4\" >Our hpc7a.96xlarge Accuracy FHE</th>\n",
+       "      <th id=\"T_e8864_level0_col5\" class=\"col_heading level0 col5\" >Our hpc7a.96xlarge FHE Latency</th>\n",
        "      <th id=\"T_e8864_level0_col6\" class=\"col_heading level0 col6\" >Speedup</th>\n",
        "    </tr>\n",
        "  </thead>\n",
@@ -703,7 +708,7 @@
     "# This benchmark was done on a hpc7 machine with 192-cores\n",
     "BENCH_HPC7A = {20: [0.987, 0.959, 0.995], 50: [0.9745, 0.9477, 3.03]}\n",
     "\n",
-    "df, fmt = format_results_df(PAPER_NOTES, BENCH_HPC7A, \"hpc7a\")\n",
+    "df, fmt = format_results_df(PAPER_NOTES, BENCH_HPC7A, \"Our hpc7a.96xlarge\")\n",
     "df.style.format(fmt)"
    ]
   },