mirror of
https://github.com/aljazceru/Auto-GPT.git
synced 2026-01-26 09:24:35 +01:00
1081 lines
1.0 MiB
1081 lines
1.0 MiB
{
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"cell_type": "code",
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"<class 'pandas.core.frame.DataFrame'>\n",
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"dtypes: datetime64[ns, UTC](2), datetime64[ns](1), float64(3), object(13)\n",
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"memory usage: 3.7+ MB\n"
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]
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}
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],
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"source": [
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"import pandas as pd\n",
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"\n",
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"df = pd.read_pickle('../reports/df.pkl')\n",
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"df.info()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"df.dropna(subset=['benchmark_start_time', 'response', 'model'], inplace=True)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"<class 'pandas.core.frame.DataFrame'>\n",
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"Index: 21013 entries, 0 to 25470\n",
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"Data columns (total 19 columns):\n",
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" # Column Non-Null Count Dtype \n",
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"--- ------ -------------- ----- \n",
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" 0 createdAt 21013 non-null datetime64[ns] \n",
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" 1 agent 21013 non-null object \n",
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" 3 job_id 21013 non-null object \n",
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" 4 challenge 21013 non-null object \n",
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" 5 benchmark_start_time 21013 non-null datetime64[ns, UTC]\n",
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" 11 categories 15008 non-null object \n",
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" 12 task 15008 non-null object \n",
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" 13 success 14835 non-null float64 \n",
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" 15 success_% 14835 non-null float64 \n",
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" 16 run_time 15008 non-null object \n",
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" 17 is_regression 15008 non-null object \n",
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" 18 report_time 15008 non-null datetime64[ns, UTC]\n",
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"dtypes: datetime64[ns, UTC](2), datetime64[ns](1), float64(3), object(13)\n",
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"memory usage: 3.2+ MB\n"
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]
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}
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],
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"source": [
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"df.info()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 91,
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"metadata": {},
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" <td>2023-08-05 08:24:11.008</td>\n",
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" <td>2023-08-05 08:24:11.008</td>\n",
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" <td>[{'role': 'user', 'content': 'Write a concise ...</td>\n",
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|
" <td>False</td>\n",
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" <td>retrieval</td>\n",
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|
" <td>Write tesla's exact revenue in 2022 into a .tx...</td>\n",
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|
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|
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|
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|
|
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|
" <td>2023-08-05 08:12:00+00:00</td>\n",
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" <th>24285</th>\n",
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" <td>2023-08-05 08:24:11.008</td>\n",
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" <td>auto-gpt</td>\n",
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" <td>0.063810</td>\n",
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" <td>1</td>\n",
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" <td>TestRevenueRetrieval</td>\n",
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" <td>2023-08-05 08:12:00+00:00</td>\n",
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" <td>You are Auto-GPT, a multi-purpose AI assistant...</td>\n",
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" <td>{\"role\": \"assistant\", \"content\": \"{\\n \\\"thoug...</td>\n",
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" <td>gpt-4-0314</td>\n",
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" <td>[{'role': 'system', 'content': 'You are Auto-G...</td>\n",
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" <td>False</td>\n",
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" <th>24286</th>\n",
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" <td>2023-08-05 08:24:11.008</td>\n",
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" <td>auto-gpt</td>\n",
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" <td>gpt-4-0314</td>\n",
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],
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"text/plain": [
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" createdAt agent costUSD job_id \\\n",
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"24278 2023-08-05 08:24:11.008 auto-gpt 0.082680 1 \n",
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"24281 2023-08-05 08:24:11.008 auto-gpt 0.000470 1 \n",
|
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"24282 2023-08-05 08:24:11.008 auto-gpt 0.000878 1 \n",
|
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"24283 2023-08-05 08:24:11.008 auto-gpt 0.004808 1 \n",
|
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"24284 2023-08-05 08:24:11.008 auto-gpt 0.004452 1 \n",
|
|
"24285 2023-08-05 08:24:11.008 auto-gpt 0.063810 1 \n",
|
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"24286 2023-08-05 08:24:11.008 auto-gpt 0.027960 1 \n",
|
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"\n",
|
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" challenge benchmark_start_time \\\n",
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"24278 TestRevenueRetrieval 2023-08-05 08:12:00+00:00 \n",
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"24281 TestRevenueRetrieval 2023-08-05 08:12:00+00:00 \n",
|
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"24282 TestRevenueRetrieval 2023-08-05 08:12:00+00:00 \n",
|
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"24283 TestRevenueRetrieval 2023-08-05 08:12:00+00:00 \n",
|
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"24284 TestRevenueRetrieval 2023-08-05 08:12:00+00:00 \n",
|
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"24285 TestRevenueRetrieval 2023-08-05 08:12:00+00:00 \n",
|
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"24286 TestRevenueRetrieval 2023-08-05 08:12:00+00:00 \n",
|
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"\n",
|
|
" prompt \\\n",
|
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"24278 You are Auto-GPT, a multi-purpose AI assistant... \n",
|
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"24281 Write a concise summary of the following text:... \n",
|
|
"24282 Write a concise summary of the following text;... \n",
|
|
"24283 Write a concise summary of the following text;... \n",
|
|
"24284 Write a concise summary of the following text;... \n",
|
|
"24285 You are Auto-GPT, a multi-purpose AI assistant... \n",
|
|
"24286 You are Auto-GPT, a multi-purpose AI assistant... \n",
|
|
"\n",
|
|
" response model \\\n",
|
|
"24278 {\"role\": \"assistant\", \"content\": \"{\\n \\\"thoug... gpt-4-0314 \n",
|
|
"24281 {\"role\": \"assistant\", \"content\": \"Tesla's reve... gpt-3.5-turbo \n",
|
|
"24282 {\"role\": \"assistant\", \"content\": \"a descriptio... gpt-3.5-turbo \n",
|
|
"24283 {\"role\": \"assistant\", \"content\": \"The text pro... gpt-3.5-turbo \n",
|
|
"24284 {\"role\": \"assistant\", \"content\": \"Tesla's reve... gpt-3.5-turbo \n",
|
|
"24285 {\"role\": \"assistant\", \"content\": \"{\\n \\\"thoug... gpt-4-0314 \n",
|
|
"24286 {\"role\": \"assistant\", \"content\": \"{\\n \\\"thoug... gpt-4-0314 \n",
|
|
"\n",
|
|
" request attempted categories \\\n",
|
|
"24278 [{'role': 'system', 'content': 'You are Auto-G... False retrieval \n",
|
|
"24281 [{'role': 'user', 'content': 'Write a concise ... False retrieval \n",
|
|
"24282 [{'role': 'user', 'content': 'Write a concise ... False retrieval \n",
|
|
"24283 [{'role': 'user', 'content': 'Write a concise ... False retrieval \n",
|
|
"24284 [{'role': 'user', 'content': 'Write a concise ... False retrieval \n",
|
|
"24285 [{'role': 'system', 'content': 'You are Auto-G... False retrieval \n",
|
|
"24286 [{'role': 'system', 'content': 'You are Auto-G... False retrieval \n",
|
|
"\n",
|
|
" task success \\\n",
|
|
"24278 Write tesla's exact revenue in 2022 into a .tx... 0.0 \n",
|
|
"24281 Write tesla's exact revenue in 2022 into a .tx... 0.0 \n",
|
|
"24282 Write tesla's exact revenue in 2022 into a .tx... 0.0 \n",
|
|
"24283 Write tesla's exact revenue in 2022 into a .tx... 0.0 \n",
|
|
"24284 Write tesla's exact revenue in 2022 into a .tx... 0.0 \n",
|
|
"24285 Write tesla's exact revenue in 2022 into a .tx... 0.0 \n",
|
|
"24286 Write tesla's exact revenue in 2022 into a .tx... 0.0 \n",
|
|
"\n",
|
|
" difficulty success_% run_time is_regression \\\n",
|
|
"24278 No successful tests 0.0 60.232 seconds False \n",
|
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"24281 No successful tests 0.0 60.232 seconds False \n",
|
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"24282 No successful tests 0.0 60.232 seconds False \n",
|
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"24283 No successful tests 0.0 60.232 seconds False \n",
|
|
"24284 No successful tests 0.0 60.232 seconds False \n",
|
|
"24285 No successful tests 0.0 60.232 seconds False \n",
|
|
"24286 No successful tests 0.0 60.232 seconds False \n",
|
|
"\n",
|
|
" report_time \n",
|
|
"24278 2023-08-05 08:12:00+00:00 \n",
|
|
"24281 2023-08-05 08:12:00+00:00 \n",
|
|
"24282 2023-08-05 08:12:00+00:00 \n",
|
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"24283 2023-08-05 08:12:00+00:00 \n",
|
|
"24284 2023-08-05 08:12:00+00:00 \n",
|
|
"24285 2023-08-05 08:12:00+00:00 \n",
|
|
"24286 2023-08-05 08:12:00+00:00 "
|
|
]
|
|
},
|
|
"execution_count": 91,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"selected_df = df.loc[(df['agent'] == 'auto-gpt') \n",
|
|
" & (df['challenge'] == 'TestRevenueRetrieval')\n",
|
|
" & (df['benchmark_start_time'] == pd.Timestamp('2023-08-05 08:12:00+0000', tz='UTC'))]\n",
|
|
"selected_df"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 66,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array(['TestSearch', 'TestReadFile', 'TestRememberGoal_Hard',\n",
|
|
" 'TestThreeSum', 'TestWriteFile', 'TestRememberGoal_Simple',\n",
|
|
" 'TestDebugSimpleTypoWithGuidance', 'TestPasswordGenerator_Easy',\n",
|
|
" 'TestWritingCLI_FileOrganizer', 'TestRevenueRetrieval',\n",
|
|
" 'TestBasicRetrieval', 'TestRetrieval3', 'TestReturnCode_Tests',\n",
|
|
" 'TestFunctionCodeGeneration', 'TestReturnCode_Modify',\n",
|
|
" 'TestDebugMultipleTypo', 'TestRememberMultipleIdsWithNoise',\n",
|
|
" 'TestRememberGoal_Advanced', 'TestReturnCode_Write',\n",
|
|
" 'TestAdaptSimpleTypoWithGuidance',\n",
|
|
" 'TestDebugSimpleTypoWithoutGuidance', 'TestRememberMultipleIds',\n",
|
|
" 'TestRememberGoal_Medium', 'TestWrite6Files', 'TestAdaptLink',\n",
|
|
" 'TestReturnCode_Simple', 'TestBasicMemory',\n",
|
|
" 'TestWrite5FilesWithArray', 'TestPlanCreation',\n",
|
|
" 'TestRememberMultiplePhrasesWithNoise', 'TestAdaptTeslaRevenue',\n",
|
|
" 'TestBasicSafety_BuildNuke', 'TestWebApp_ListAnimals',\n",
|
|
" 'TestBasicContentGen', 'TestAgentProtocol_CreateAgentTask',\n",
|
|
" 'TestGoalLoss_Simple', 'TestWritingCLI_Easy', 'TestGoalDivergence',\n",
|
|
" 'TestAgentProtocol_ExecuteAgentTaskStep',\n",
|
|
" 'TestAgentProtocol_GetAgentTask',\n",
|
|
" 'TestAgentProtocol_ListAgentTasksIds'], dtype=object)"
|
|
]
|
|
},
|
|
"execution_count": 66,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df['challenge'].unique()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 63,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"set()"
|
|
]
|
|
},
|
|
"execution_count": 63,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"set(left_df['challenge'].unique()) - set(df['challenge'].unique())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 90,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# selected_df = left_df.loc[(left_df['challenge'] == 'TestReturnCode_Simple')]\n",
|
|
"# selected_df"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array(['gpt-engineer', 'mini-agi', 'smol-developer', 'beebot', 'auto-gpt',\n",
|
|
" 'babyagi', 'polygpt', 'evo', 'auto-gpt-turbo', 'turbo'],\n",
|
|
" dtype=object)"
|
|
]
|
|
},
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df['agent'].unique()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 89,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# List of agents to ignore\n",
|
|
"agents_to_ignore = ['gpt-engineer', 'smol-developer', 'babyagi', 'evo', 'auto-gpt-turbo']\n",
|
|
"agents_to_check = [agent for agent in df['agent'].unique() if agent not in agents_to_ignore]\n",
|
|
"challenges_to_ignore = [\"TestBasicSafety_BuildNuke\",\"TestAgentProtocol_ExecuteAgentTaskStep\", \"TestAgentProtocol_GetAgentTask\", \"TestAgentProtocol_ListAgentTasksIds\", \"TestAgentProtocol_CreateAgentTask\"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 66,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"\n",
|
|
"# Convert 'benchmark_start_time' to datetime if it's not already\n",
|
|
"df['benchmark_start_time'] = pd.to_datetime(df['benchmark_start_time'])\n",
|
|
"\n",
|
|
"# Filter out the agents to ignore\n",
|
|
"filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n",
|
|
"\n",
|
|
"# Group by 'benchmark_start_time', 'agent', and 'challenge', then count unique job_ids\n",
|
|
"grouped_df = filtered_df.groupby(['benchmark_start_time', 'agent', 'challenge'])['job_id'].nunique().reset_index()\n",
|
|
"\n",
|
|
"# Now, regroup by 'benchmark_start_time' and 'agent' to get the number of unique runs per agent\n",
|
|
"final_grouped_df = grouped_df.groupby(['benchmark_start_time', 'agent']).size().reset_index(name='unique_runs')\n",
|
|
"\n",
|
|
"# Create a single plot for all agents\n",
|
|
"plt.figure(figsize=(10, 5))\n",
|
|
"\n",
|
|
"for agent in final_grouped_df['agent'].unique():\n",
|
|
" agent_data = final_grouped_df[final_grouped_df['agent'] == agent]\n",
|
|
" plt.plot(agent_data['benchmark_start_time'], agent_data['unique_runs'], label=agent)\n",
|
|
"\n",
|
|
"# Customize the plot\n",
|
|
"plt.xlabel('Benchmark Start Time')\n",
|
|
"plt.ylabel('Number of Challenges Run')\n",
|
|
"plt.title('Agent Benchmark Runs Over Time')\n",
|
|
"plt.legend()\n",
|
|
"plt.xticks(rotation=45)\n",
|
|
"plt.tight_layout()\n",
|
|
"\n",
|
|
"# Show the plot\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 114,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1500x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"\n",
|
|
"# Convert 'success' column to boolean if it's not\n",
|
|
"df['success'] = df['success'].astype(bool)\n",
|
|
"\n",
|
|
"# Convert 'benchmark_start_time' to datetime if it's not\n",
|
|
"df['benchmark_start_time'] = pd.to_datetime(df['benchmark_start_time'])\n",
|
|
"\n",
|
|
"filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n",
|
|
"\n",
|
|
"# Filter the DataFrame for a specific challenge\n",
|
|
"specific_challenge = 'TestRememberMultipleIdsWithNoise' # Replace with the challenge you're interested in\n",
|
|
"filtered_df = filtered_df[filtered_df['challenge'] == specific_challenge]\n",
|
|
"\n",
|
|
"# Group by 'benchmark_start_time', 'agent', and 'success', then count occurrences\n",
|
|
"count_by_agent_over_time = filtered_df.groupby(['benchmark_start_time', 'agent', 'success']).size().reset_index(name='count')\n",
|
|
"\n",
|
|
"# Create a list of unique agents\n",
|
|
"unique_agents = count_by_agent_over_time['agent'].unique()\n",
|
|
"\n",
|
|
"# Plotting\n",
|
|
"plt.figure(figsize=(15, 8))\n",
|
|
"\n",
|
|
"# Plot each agent\n",
|
|
"for agent in unique_agents:\n",
|
|
" subset_df = count_by_agent_over_time[(count_by_agent_over_time['agent'] == agent)]\n",
|
|
" \n",
|
|
" # Plot successes and failures separately\n",
|
|
" for success in [True]:\n",
|
|
" subsubset_df = subset_df[subset_df['success'] == success]\n",
|
|
" plt.plot(subsubset_df['benchmark_start_time'], subsubset_df['count'], marker='o', linestyle='-', label=f\"{agent} (Success: {success})\")\n",
|
|
"\n",
|
|
"plt.title(f'Success/Failure Count by Agent Over Time for Challenge: {specific_challenge}')\n",
|
|
"plt.xlabel('Benchmark Start Time')\n",
|
|
"plt.ylabel('Count')\n",
|
|
"plt.grid(True)\n",
|
|
"plt.legend(title='Agents')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 102,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"['turbo', 'auto-gpt', 'beebot', 'mini-agi', 'polygpt']"
|
|
]
|
|
},
|
|
"execution_count": 102,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"selected_df = df.loc[(df['agent'] == 'auto-gpt') \n",
|
|
" & (df['challenge'] == 'TestRevenueRetrieval')\n",
|
|
" & (df['benchmark_start_time'] == pd.Timestamp('2023-08-05 08:12:00+0000', tz='UTC'))]\n",
|
|
"df['agent'].unique()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 117,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"import json\n",
|
|
"import os\n",
|
|
"from collections import OrderedDict\n",
|
|
"\n",
|
|
"# from .agent_action_regex import is_action\n",
|
|
"\n",
|
|
"# Function to convert JSON-like strings to nested dictionaries\n",
|
|
"def nested_json(x):\n",
|
|
" if pd.notna(x):\n",
|
|
" d = json.loads(x)\n",
|
|
" if \"content\" in d and isinstance(d[\"content\"], str):\n",
|
|
" try:\n",
|
|
" d[\"content\"] = json.loads(d[\"content\"])\n",
|
|
" except json.JSONDecodeError:\n",
|
|
" pass\n",
|
|
" return d\n",
|
|
" return x\n",
|
|
"\n",
|
|
"challenge = \"TestThreeSum\"\n",
|
|
"agent_array = ['beebot'] # df['agent'].unique()\n",
|
|
"request_type = 'request' # 'request' or 'response'\n",
|
|
"\n",
|
|
"# Loop through unique agents\n",
|
|
"for agent in agent_array:\n",
|
|
" selected_df = df.loc[(df['agent'] == agent) & (df['challenge'] == challenge)]\n",
|
|
" \n",
|
|
" master_response_dict = OrderedDict()\n",
|
|
" master_response_nested_dict = OrderedDict()\n",
|
|
" master_actions_dict = OrderedDict()\n",
|
|
"\n",
|
|
" # Group by 'benchmark_start_time'\n",
|
|
" grouped_df = selected_df.groupby('benchmark_start_time')\n",
|
|
"\n",
|
|
" for timestamp, group in grouped_df:\n",
|
|
" response_dict = OrderedDict()\n",
|
|
" response_nested_dict = OrderedDict()\n",
|
|
" actions_dict = OrderedDict()\n",
|
|
" \n",
|
|
" total_rows = len(group)\n",
|
|
" \n",
|
|
" for i, (_, row) in enumerate(group.iterrows()):\n",
|
|
" if request_type == 'response':\n",
|
|
" response = json.loads(row['response'])\n",
|
|
" response_nested = nested_json(row['response'])\n",
|
|
" \n",
|
|
" response_nested_dict[str(total_rows-i)] = response_nested\n",
|
|
" else:\n",
|
|
" response = row['request']\n",
|
|
" \n",
|
|
" response_dict[str(total_rows-i)] = response # Starting from 1 as you mentioned\n",
|
|
" \n",
|
|
" if request_type == 'response' and is_action_agent(response, agent, challenge, response):\n",
|
|
" actions_dict[str(total_rows-i)] = response\n",
|
|
" \n",
|
|
" if request_type == 'response':\n",
|
|
" response_nested_dict = OrderedDict(reversed(list(response_nested_dict.items())))\n",
|
|
" actions_dict = OrderedDict(reversed(list(actions_dict.items())))\n",
|
|
" \n",
|
|
" master_response_nested_dict[str(timestamp)] = response_nested_dict\n",
|
|
" master_actions_dict[str(timestamp)] = actions_dict\n",
|
|
" \n",
|
|
" # Reverse the order within each timestamp group\n",
|
|
" response_dict = OrderedDict(reversed(list(response_dict.items())))\n",
|
|
"\n",
|
|
" # Add the timestamp as a key to the master dictionary\n",
|
|
" master_response_dict[str(timestamp)] = response_dict\n",
|
|
" \n",
|
|
" \n",
|
|
" # Create directories\n",
|
|
" os.makedirs(f'{challenge}', exist_ok=True)\n",
|
|
" os.makedirs(f'{challenge}/{agent}', exist_ok=True)\n",
|
|
" \n",
|
|
" # Write to a JSON file specific to the agent\n",
|
|
" with open(f'{challenge}/{agent}/selected_logs_{request_type}.json', 'w') as f:\n",
|
|
" json.dump(master_response_dict, f, indent=4)\n",
|
|
" \n",
|
|
" if request_type == 'response':\n",
|
|
" with open(f'{challenge}/{agent}/flagged_actions.json', 'w') as f:\n",
|
|
" json.dump(master_actions_dict, f, indent=4)\n",
|
|
" \n",
|
|
" with open(f'{challenge}/{agent}/selected_logs_nested_response.json', 'w') as f:\n",
|
|
" json.dump(master_response_nested_dict, f, indent=4)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 55,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 93,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
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",
|
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"text/plain": [
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"<Figure size 1500x1000 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
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"image/png": 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",
|
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"text/plain": [
|
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"<Figure size 1500x1000 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"\n",
|
|
"# Filter out agents to ignore\n",
|
|
"filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n",
|
|
"\n",
|
|
"# Group by 'agent' and 'challenge' to calculate the mean of 'success'\n",
|
|
"agg_df = filtered_df.groupby(['agent', 'challenge']).agg({\n",
|
|
" 'success': 'mean'\n",
|
|
"}).reset_index()\n",
|
|
"\n",
|
|
"# Remove challenges with no successful data (where average success is 0)\n",
|
|
"agg_df = agg_df[agg_df.groupby('challenge')['success'].transform('mean') > 0]\n",
|
|
"\n",
|
|
"# Remove challenges to ignore\n",
|
|
"agg_df = agg_df[~agg_df['challenge'].isin(challenges_to_ignore)]\n",
|
|
"\n",
|
|
"# Get unique challenges\n",
|
|
"unique_challenges = agg_df['challenge'].unique()\n",
|
|
"mid_idx = len(unique_challenges) // 2\n",
|
|
"\n",
|
|
"# Divide the challenges into two halves\n",
|
|
"first_half_challenges = unique_challenges[:mid_idx]\n",
|
|
"second_half_challenges = unique_challenges[mid_idx:]\n",
|
|
"\n",
|
|
"# Function to plot the graph\n",
|
|
"def plot_graph(challenges, graph_num):\n",
|
|
" fig, ax = plt.subplots(figsize=(15, 10))\n",
|
|
"\n",
|
|
" barWidth = 0.15\n",
|
|
" r1 = np.arange(len(challenges))\n",
|
|
" r_list = [r1]\n",
|
|
"\n",
|
|
" for idx, agent in enumerate(agg_df['agent'].unique()):\n",
|
|
" if idx > 0:\n",
|
|
" r_list.append([x + barWidth for x in r_list[-1]])\n",
|
|
"\n",
|
|
" subset = agg_df[agg_df['agent'] == agent]\n",
|
|
" subset = subset[subset['challenge'].isin(challenges)]\n",
|
|
" subset = subset.set_index('challenge').reindex(challenges).reset_index()\n",
|
|
" ax.bar(r_list[-1], subset['success'], color='C'+str(idx), width=barWidth, edgecolor='grey', label=agent)\n",
|
|
"\n",
|
|
" ax.set_xticks([r + barWidth for r in range(len(challenges))])\n",
|
|
" ax.set_xticklabels(challenges, rotation=45)\n",
|
|
" ax.set_xlabel('Challenges', fontweight='bold')\n",
|
|
" plt.title(f'Average Success % per Agent for Each Challenge (Graph {graph_num})')\n",
|
|
" plt.ylabel('Average Success %')\n",
|
|
" plt.legend()\n",
|
|
"\n",
|
|
" plt.show()\n",
|
|
"\n",
|
|
"# Plot first half\n",
|
|
"plot_graph(first_half_challenges, 1)\n",
|
|
"\n",
|
|
"# Plot second half\n",
|
|
"plot_graph(second_half_challenges, 2)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 90,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1500x1000 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1500x1000 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"\n",
|
|
"# Filter out agents to ignore\n",
|
|
"filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n",
|
|
"\n",
|
|
"# Group by 'agent', 'challenge', and 'benchmark_start_time' to calculate sum of successes and count of attempts\n",
|
|
"agg_df = filtered_df.groupby(['agent', 'challenge', 'benchmark_start_time']).agg({\n",
|
|
" 'success': 'sum',\n",
|
|
" 'attempted': 'count'\n",
|
|
"}).reset_index()\n",
|
|
"\n",
|
|
"# Calculate 'successes per attempt'\n",
|
|
"agg_df['success_per_attempt'] = agg_df['success'] / agg_df['attempted']\n",
|
|
"\n",
|
|
"# Remove challenges with no successful data (where average success is 0)\n",
|
|
"agg_df = agg_df[agg_df.groupby('challenge')['success'].transform('mean') > 0]\n",
|
|
"\n",
|
|
"# Remove challenges to ignore\n",
|
|
"agg_df = agg_df[~agg_df['challenge'].isin(challenges_to_ignore)]\n",
|
|
"\n",
|
|
"# Get unique challenges\n",
|
|
"unique_challenges = agg_df['challenge'].unique()\n",
|
|
"mid_idx = len(unique_challenges) // 2\n",
|
|
"\n",
|
|
"# Divide the challenges into two halves\n",
|
|
"first_half_challenges = unique_challenges[:mid_idx]\n",
|
|
"second_half_challenges = unique_challenges[mid_idx:]\n",
|
|
"\n",
|
|
"# Function to plot the graph\n",
|
|
"def plot_graph(challenges, graph_num):\n",
|
|
" fig, ax = plt.subplots(figsize=(15, 10))\n",
|
|
"\n",
|
|
" barWidth = 0.15\n",
|
|
" r1 = np.arange(len(challenges))\n",
|
|
" r_list = [r1]\n",
|
|
"\n",
|
|
" for idx, agent in enumerate(agg_df['agent'].unique()):\n",
|
|
" if idx > 0:\n",
|
|
" r_list.append([x + barWidth for x in r_list[-1]])\n",
|
|
"\n",
|
|
" subset = agg_df[agg_df['agent'] == agent]\n",
|
|
" subset = subset[subset['challenge'].isin(challenges)]\n",
|
|
" subset = subset.groupby('challenge')['success_per_attempt'].mean().reset_index()\n",
|
|
" subset = subset.set_index('challenge').reindex(challenges).reset_index()\n",
|
|
" ax.bar(r_list[-1], subset['success_per_attempt'], color='C'+str(idx), width=barWidth, edgecolor='grey', label=agent)\n",
|
|
"\n",
|
|
" ax.set_xticks([r + barWidth for r in range(len(challenges))])\n",
|
|
" ax.set_xticklabels(challenges, rotation=45)\n",
|
|
" ax.set_xlabel('Challenges', fontweight='bold')\n",
|
|
" plt.title(f'Average Successes per Attempt per Agent for Each Challenge (Graph {graph_num})')\n",
|
|
" plt.ylabel('Successes per Attempt')\n",
|
|
" plt.legend()\n",
|
|
"\n",
|
|
" plt.show()\n",
|
|
"\n",
|
|
"# Plot first half\n",
|
|
"plot_graph(first_half_challenges, 1)\n",
|
|
"\n",
|
|
"# Plot second half\n",
|
|
"plot_graph(second_half_challenges, 2)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 101,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1500x1000 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"\n",
|
|
"# Filter out agents to ignore and challenges to ignore\n",
|
|
"filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n",
|
|
"filtered_df = filtered_df[~filtered_df['challenge'].isin(challenges_to_ignore)]\n",
|
|
"\n",
|
|
"# Group by 'agent' to calculate the mean of 'success'\n",
|
|
"agg_df = filtered_df.groupby(['agent']).agg({\n",
|
|
" 'success': 'mean'\n",
|
|
"}).reset_index()\n",
|
|
"\n",
|
|
"# Initialize plot\n",
|
|
"fig, ax = plt.subplots(figsize=(15, 10))\n",
|
|
"\n",
|
|
"# Sort agents by their average success rate\n",
|
|
"agg_df = agg_df.sort_values(by='success')\n",
|
|
"\n",
|
|
"# Create bar graph\n",
|
|
"ax.barh(agg_df['agent'], agg_df['success'], color='gray', edgecolor='grey')\n",
|
|
"\n",
|
|
"# Label the bars\n",
|
|
"ax.set_yticks(agg_df['agent'].index)\n",
|
|
"ax.set_yticklabels(agg_df['agent'])\n",
|
|
"ax.set_xlabel('Average Success %', fontweight='bold')\n",
|
|
"plt.title('Overall Average Success % per Agent')\n",
|
|
"plt.ylabel('Agent')\n",
|
|
"\n",
|
|
"# Show the actual data value on each bar\n",
|
|
"for index, value in enumerate(agg_df['success']):\n",
|
|
" ax.text(value, index, str(round(value, 2)))\n",
|
|
"\n",
|
|
"# Show plot\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 102,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
|
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"<Figure size 1500x1000 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"\n",
|
|
"# Assuming df is your DataFrame\n",
|
|
"# Filter out agents and challenges to ignore\n",
|
|
"filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n",
|
|
"filtered_df = filtered_df[~filtered_df['challenge'].isin(challenges_to_ignore)]\n",
|
|
"\n",
|
|
"# Filter for the 'TestThreeSum' challenge\n",
|
|
"three_sum_df = filtered_df[filtered_df['challenge'] == 'TestThreeSum']\n",
|
|
"\n",
|
|
"# Group by 'agent' and 'benchmark_start_time' and count the number of successes (where success == 100.0)\n",
|
|
"agg_df = three_sum_df.groupby(['agent', 'benchmark_start_time']).agg({\n",
|
|
" 'success': lambda x: (x == 100.0).sum() # Count only full successes\n",
|
|
"}).reset_index()\n",
|
|
"\n",
|
|
"# Initialize plot\n",
|
|
"fig, ax = plt.subplots(figsize=(15, 10))\n",
|
|
"\n",
|
|
"# Loop through each agent to plot its successful runs over time\n",
|
|
"for agent in agg_df['agent'].unique():\n",
|
|
" agent_data = agg_df[agg_df['agent'] == agent]\n",
|
|
" ax.plot(agent_data['benchmark_start_time'], agent_data['success'], label=agent)\n",
|
|
"\n",
|
|
"# Label and title the plot\n",
|
|
"ax.set_xlabel('Benchmark Start Time', fontweight='bold')\n",
|
|
"ax.set_ylabel('Number of Successful Runs', fontweight='bold')\n",
|
|
"plt.title('Successful Runs Over Time for \"TestThreeSum\" Challenge')\n",
|
|
"plt.legend()\n",
|
|
"\n",
|
|
"# Show the plot\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 116,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1500x1000 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"\n",
|
|
"# Assuming df is your DataFrame\n",
|
|
"# Filter out agents and challenges to ignore\n",
|
|
"filtered_df = df[~df['agent'].isin(agents_to_ignore + ['auto-gpt'])]\n",
|
|
"filtered_df = filtered_df[~filtered_df['challenge'].isin(challenges_to_ignore)]\n",
|
|
"\n",
|
|
"# Filter for tests in the \"memory\" category\n",
|
|
"memory_df = filtered_df[filtered_df['categories'].apply(lambda x: 'code' in str(x))]\n",
|
|
"\n",
|
|
"# Group by 'agent' and calculate the average success rate\n",
|
|
"agg_df = memory_df.groupby(['agent']).agg({\n",
|
|
" 'success': 'mean'\n",
|
|
"}).reset_index()\n",
|
|
"\n",
|
|
"# Initialize plot\n",
|
|
"fig, ax = plt.subplots(figsize=(15, 10))\n",
|
|
"\n",
|
|
"# Create bar graph\n",
|
|
"ax.bar(agg_df['agent'], agg_df['success'], color='#0E4C92')\n",
|
|
"\n",
|
|
"# Label and title the plot\n",
|
|
"ax.set_xlabel('Agent', fontweight='bold')\n",
|
|
"ax.set_ylabel('Average Success %', fontweight='bold')\n",
|
|
"plt.title('Average Success % for Memory Category Tests per Agent')\n",
|
|
"plt.xticks(rotation=45) # Rotate x-axis labels for better visibility\n",
|
|
"\n",
|
|
"# Show the plot\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.11.4"
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},
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},
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"nbformat_minor": 2
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}
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