diff --git "a/notebooks/weighted_accuracy_ranking.ipynb" "b/notebooks/weighted_accuracy_ranking.ipynb"
--- "a/notebooks/weighted_accuracy_ranking.ipynb"
+++ "b/notebooks/weighted_accuracy_ranking.ipynb"
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
@@ -22,7 +22,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 10,
"metadata": {},
"outputs": [
{
@@ -57,42 +57,42 @@
" \n",
" | 0 | \n",
" claude-prediction-offline | \n",
- " 66.233766 | \n",
- " 231 | \n",
- " 2024-05-10 14:54:40 | \n",
+ " 64.444444 | \n",
+ " 90 | \n",
+ " 2024-05-17 23:23:05 | \n",
" 2024-06-22 04:20:40 | \n",
"
\n",
" \n",
" | 1 | \n",
" claude-prediction-online | \n",
- " 73.538462 | \n",
- " 325 | \n",
- " 2024-05-10 17:47:35 | \n",
- " 2024-07-04 21:55:25 | \n",
+ " 73.563218 | \n",
+ " 261 | \n",
+ " 2024-05-17 10:43:45 | \n",
+ " 2024-07-10 01:29:35 | \n",
"
\n",
" \n",
" | 2 | \n",
" prediction-offline | \n",
- " 69.532755 | \n",
- " 4152 | \n",
- " 2024-05-10 14:14:55 | \n",
- " 2024-07-06 07:46:35 | \n",
+ " 76.223582 | \n",
+ " 3596 | \n",
+ " 2024-05-17 10:32:50 | \n",
+ " 2024-07-14 23:08:20 | \n",
"
\n",
" \n",
" | 3 | \n",
" prediction-offline-sme | \n",
- " 77.647059 | \n",
- " 85 | \n",
- " 2024-06-16 00:42:00 | \n",
+ " 79.220779 | \n",
+ " 77 | \n",
+ " 2024-06-17 20:03:35 | \n",
" 2024-06-21 15:04:40 | \n",
"
\n",
" \n",
" | 4 | \n",
" prediction-online | \n",
- " 70.135444 | \n",
- " 10484 | \n",
- " 2024-05-10 14:11:15 | \n",
- " 2024-07-06 08:13:10 | \n",
+ " 73.796204 | \n",
+ " 10010 | \n",
+ " 2024-05-17 09:50:15 | \n",
+ " 2024-07-14 13:55:50 | \n",
"
\n",
" \n",
"\n",
@@ -100,21 +100,21 @@
],
"text/plain": [
" tool tool_accuracy total_requests \\\n",
- "0 claude-prediction-offline 66.233766 231 \n",
- "1 claude-prediction-online 73.538462 325 \n",
- "2 prediction-offline 69.532755 4152 \n",
- "3 prediction-offline-sme 77.647059 85 \n",
- "4 prediction-online 70.135444 10484 \n",
+ "0 claude-prediction-offline 64.444444 90 \n",
+ "1 claude-prediction-online 73.563218 261 \n",
+ "2 prediction-offline 76.223582 3596 \n",
+ "3 prediction-offline-sme 79.220779 77 \n",
+ "4 prediction-online 73.796204 10010 \n",
"\n",
" min max \n",
- "0 2024-05-10 14:54:40 2024-06-22 04:20:40 \n",
- "1 2024-05-10 17:47:35 2024-07-04 21:55:25 \n",
- "2 2024-05-10 14:14:55 2024-07-06 07:46:35 \n",
- "3 2024-06-16 00:42:00 2024-06-21 15:04:40 \n",
- "4 2024-05-10 14:11:15 2024-07-06 08:13:10 "
+ "0 2024-05-17 23:23:05 2024-06-22 04:20:40 \n",
+ "1 2024-05-17 10:43:45 2024-07-10 01:29:35 \n",
+ "2 2024-05-17 10:32:50 2024-07-14 23:08:20 \n",
+ "3 2024-06-17 20:03:35 2024-06-21 15:04:40 \n",
+ "4 2024-05-17 09:50:15 2024-07-14 13:55:50 "
]
},
- "execution_count": 2,
+ "execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
@@ -125,6 +125,27 @@
"tools_accuracy_info.head()"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "49879"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "global_requests = tools_accuracy_info.total_requests.sum()\n",
+ "global_requests"
+ ]
+ },
{
"cell_type": "code",
"execution_count": 3,
@@ -148,7 +169,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
@@ -159,7 +180,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 13,
"metadata": {},
"outputs": [
{
@@ -195,47 +216,47 @@
" \n",
" | 0 | \n",
" claude-prediction-offline | \n",
- " 66.233766 | \n",
- " 231 | \n",
- " 2024-05-10 14:54:40 | \n",
+ " 64.444444 | \n",
+ " 90 | \n",
+ " 2024-05-17 23:23:05 | \n",
" 2024-06-22 04:20:40 | \n",
- " 0.002656 | \n",
+ " 0.001163 | \n",
"
\n",
" \n",
" | 1 | \n",
" claude-prediction-online | \n",
- " 73.538462 | \n",
- " 325 | \n",
- " 2024-05-10 17:47:35 | \n",
- " 2024-07-04 21:55:25 | \n",
- " 0.004149 | \n",
+ " 73.563218 | \n",
+ " 261 | \n",
+ " 2024-05-17 10:43:45 | \n",
+ " 2024-07-10 01:29:35 | \n",
+ " 0.003849 | \n",
"
\n",
" \n",
" | 2 | \n",
" prediction-offline | \n",
- " 69.532755 | \n",
- " 4152 | \n",
- " 2024-05-10 14:14:55 | \n",
- " 2024-07-06 07:46:35 | \n",
- " 0.050119 | \n",
+ " 76.223582 | \n",
+ " 3596 | \n",
+ " 2024-05-17 10:32:50 | \n",
+ " 2024-07-14 23:08:20 | \n",
+ " 0.054953 | \n",
"
\n",
" \n",
" | 3 | \n",
" prediction-offline-sme | \n",
- " 77.647059 | \n",
- " 85 | \n",
- " 2024-06-16 00:42:00 | \n",
+ " 79.220779 | \n",
+ " 77 | \n",
+ " 2024-06-17 20:03:35 | \n",
" 2024-06-21 15:04:40 | \n",
- " 0.001146 | \n",
+ " 0.001223 | \n",
"
\n",
" \n",
" | 4 | \n",
" prediction-online | \n",
- " 70.135444 | \n",
- " 10484 | \n",
- " 2024-05-10 14:11:15 | \n",
- " 2024-07-06 08:13:10 | \n",
- " 0.127650 | \n",
+ " 73.796204 | \n",
+ " 10010 | \n",
+ " 2024-05-17 09:50:15 | \n",
+ " 2024-07-14 13:55:50 | \n",
+ " 0.148098 | \n",
"
\n",
" \n",
"\n",
@@ -243,21 +264,21 @@
],
"text/plain": [
" tool tool_accuracy total_requests \\\n",
- "0 claude-prediction-offline 66.233766 231 \n",
- "1 claude-prediction-online 73.538462 325 \n",
- "2 prediction-offline 69.532755 4152 \n",
- "3 prediction-offline-sme 77.647059 85 \n",
- "4 prediction-online 70.135444 10484 \n",
+ "0 claude-prediction-offline 64.444444 90 \n",
+ "1 claude-prediction-online 73.563218 261 \n",
+ "2 prediction-offline 76.223582 3596 \n",
+ "3 prediction-offline-sme 79.220779 77 \n",
+ "4 prediction-online 73.796204 10010 \n",
"\n",
" min max weighted_accuracy \n",
- "0 2024-05-10 14:54:40 2024-06-22 04:20:40 0.002656 \n",
- "1 2024-05-10 17:47:35 2024-07-04 21:55:25 0.004149 \n",
- "2 2024-05-10 14:14:55 2024-07-06 07:46:35 0.050119 \n",
- "3 2024-06-16 00:42:00 2024-06-21 15:04:40 0.001146 \n",
- "4 2024-05-10 14:11:15 2024-07-06 08:13:10 0.127650 "
+ "0 2024-05-17 23:23:05 2024-06-22 04:20:40 0.001163 \n",
+ "1 2024-05-17 10:43:45 2024-07-10 01:29:35 0.003849 \n",
+ "2 2024-05-17 10:32:50 2024-07-14 23:08:20 0.054953 \n",
+ "3 2024-06-17 20:03:35 2024-06-21 15:04:40 0.001223 \n",
+ "4 2024-05-17 09:50:15 2024-07-14 13:55:50 0.148098 "
]
},
- "execution_count": 5,
+ "execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
@@ -276,7 +297,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
@@ -285,24 +306,24 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"count 11.000000\n",
- "mean 0.064623\n",
- "std 0.085627\n",
- "min 0.001146\n",
- "25% 0.004922\n",
- "50% 0.021752\n",
- "75% 0.093294\n",
- "max 0.260785\n",
+ "mean 0.067872\n",
+ "std 0.094804\n",
+ "min 0.001163\n",
+ "25% 0.004351\n",
+ "50% 0.019086\n",
+ "75% 0.101526\n",
+ "max 0.281020\n",
"Name: weighted_accuracy, dtype: float64"
]
},
- "execution_count": 8,
+ "execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
@@ -344,7 +365,38 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.set_theme(palette=\"viridis\")\n",
+ "sns.barplot(tools_accuracy_info, x=\"weighted_accuracy\", y=\"tool\", hue=\"tool\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
@@ -381,6 +433,37 @@
"sns.set_theme(palette=\"viridis\")\n",
"sns.barplot(tools_accuracy_info, x=\"tool_accuracy\", y=\"tool\", hue=\"tool\", palette=\"viridis\")"
]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.set_theme(palette=\"viridis\")\n",
+ "sns.barplot(tools_accuracy_info, x=\"tool_accuracy\", y=\"tool\", hue=\"tool\", palette=\"viridis\")"
+ ]
}
],
"metadata": {