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#2248 - synced wth dev

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This commit is contained in:
Chris McCarthy
2024-02-08 16:15:57 +00:00
parent 114fb8c077 c3ea06aeec
commit 5eed467271
20 changed files with 607 additions and 804 deletions
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492
src/primaite/notebooks/uc2_demo.ipynb
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@@ -46,7 +46,7 @@
"source": [
"## Green agent\n",
"\n",
"The green agent is logged onto client 2. It sometimes uses the web browser on client 2 to navigate to `http://arcd.com/users`. The web server replies with a status code 200 if the data is available on the database or 404 if not available."
"There are green agents logged onto client 1 and client 2. They use the web browser to navigate to `http://arcd.com/users`. The web server replies with a status code 200 if the data is available on the database or 404 if not available."
]
},
{
@@ -68,7 +68,7 @@
"source": [
"## Blue agent\n",
"\n",
"The blue agent can view the entire network, but the health statuses of components are not updated until a scan is performed. The blue agent should restore the database file from backup after it was compromised. It can also prevent further attacks by blocking client 1 from reaching the database server. This can be done by removing client 1's network connection or adding ACL rules on the router to stop the packets from arriving."
"The blue agent can view the entire network, but the health statuses of components are not updated until a scan is performed. The blue agent should restore the database file from backup after it was compromised. It can also prevent further attacks by blocking client 1 from sending the malicious SQL query to the database server. This can be done by implementing an ACL rule on the router."
]
},
{
@@ -100,9 +100,9 @@
"The red agent does not use information about the state of the network to decide its action.\n",
"\n",
"### Green\n",
"The green agent sits on client 2 and uses the web browser application to send requests to the web server. The schedule of the green agent is currently random, meaning it will request webpage with a 50% probability, and do nothing with a 50% probability.\n",
"The green agents use the web browser application to send requests to the web server. The schedule of each green agent is currently random, meaning it will request webpage with a 50% probability, and do nothing with a 50% probability.\n",
"\n",
"When the green agent is blocked from accessing the data through the webpage, this incurs a negative reward to the RL defender."
"When a green agent is blocked from accessing the data through the webpage, this incurs a negative reward to the RL defender."
]
},
{
@@ -295,7 +295,7 @@
"- `28-37`: Remove ACL rules 1-10\n",
"- `42`: Disconnect client 1 from the network\n",
"\n",
"The other actions will either have no effect or will negatively impact the network, so the blue agent should avoid taking other actions, and learn about these actions."
"The other actions will either have no effect or will negatively impact the network, so the blue agent should avoid taking them."
]
},
{
@@ -306,8 +306,9 @@
"\n",
"The blue agent's reward is calculated using two measures:\n",
"1. Whether the database file is in a good state (+1 for good, -1 for corrupted, 0 for any other state)\n",
"2. Whether the green agent's most recent webpage request was successful (+1 for a `200` return code, -1 for a `404` return code and 0 otherwise).\n",
"These two components are averaged to get the final reward.\n"
"2. Whether each green agents' most recent webpage request was successful (+1 for a `200` return code, -1 for a `404` return code and 0 otherwise).\n",
"\n",
"The file status reward and the two green-agent-related rewards are averaged to get a total step reward.\n"
]
},
{
@@ -326,8 +327,10 @@
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"execution_count": null,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"%load_ext autoreload\n",
@@ -336,20 +339,11 @@
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/cade/repos/PrimAITE/venv/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
" from .autonotebook import tqdm as notebook_tqdm\n",
"2024-01-25 14:43:32,056\tINFO util.py:159 -- Missing packages: ['ipywidgets']. Run `pip install -U ipywidgets`, then restart the notebook server for rich notebook output.\n",
"2024-01-25 14:43:35,213\tINFO util.py:159 -- Missing packages: ['ipywidgets']. Run `pip install -U ipywidgets`, then restart the notebook server for rich notebook output.\n"
]
}
],
"execution_count": null,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# Imports\n",
"from primaite.config.load import example_config_path\n",
@@ -370,134 +364,11 @@
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Resetting environment, episode 0, avg. reward: 0.0\n",
"env created successfully\n",
"{'ACL': {1: {'dest_node_id': 0,\n",
" 'dest_port': 0,\n",
" 'permission': 0,\n",
" 'position': 0,\n",
" 'protocol': 0,\n",
" 'source_node_id': 0,\n",
" 'source_port': 0},\n",
" 2: {'dest_node_id': 0,\n",
" 'dest_port': 0,\n",
" 'permission': 0,\n",
" 'position': 1,\n",
" 'protocol': 0,\n",
" 'source_node_id': 0,\n",
" 'source_port': 0},\n",
" 3: {'dest_node_id': 0,\n",
" 'dest_port': 0,\n",
" 'permission': 0,\n",
" 'position': 2,\n",
" 'protocol': 0,\n",
" 'source_node_id': 0,\n",
" 'source_port': 0},\n",
" 4: {'dest_node_id': 0,\n",
" 'dest_port': 0,\n",
" 'permission': 0,\n",
" 'position': 3,\n",
" 'protocol': 0,\n",
" 'source_node_id': 0,\n",
" 'source_port': 0},\n",
" 5: {'dest_node_id': 0,\n",
" 'dest_port': 0,\n",
" 'permission': 0,\n",
" 'position': 4,\n",
" 'protocol': 0,\n",
" 'source_node_id': 0,\n",
" 'source_port': 0},\n",
" 6: {'dest_node_id': 0,\n",
" 'dest_port': 0,\n",
" 'permission': 0,\n",
" 'position': 5,\n",
" 'protocol': 0,\n",
" 'source_node_id': 0,\n",
" 'source_port': 0},\n",
" 7: {'dest_node_id': 0,\n",
" 'dest_port': 0,\n",
" 'permission': 0,\n",
" 'position': 6,\n",
" 'protocol': 0,\n",
" 'source_node_id': 0,\n",
" 'source_port': 0},\n",
" 8: {'dest_node_id': 0,\n",
" 'dest_port': 0,\n",
" 'permission': 0,\n",
" 'position': 7,\n",
" 'protocol': 0,\n",
" 'source_node_id': 0,\n",
" 'source_port': 0},\n",
" 9: {'dest_node_id': 0,\n",
" 'dest_port': 0,\n",
" 'permission': 0,\n",
" 'position': 8,\n",
" 'protocol': 0,\n",
" 'source_node_id': 0,\n",
" 'source_port': 0},\n",
" 10: {'dest_node_id': 0,\n",
" 'dest_port': 0,\n",
" 'permission': 0,\n",
" 'position': 9,\n",
" 'protocol': 0,\n",
" 'source_node_id': 0,\n",
" 'source_port': 0}},\n",
" 'ICS': 0,\n",
" 'LINKS': {1: {'PROTOCOLS': {'ALL': 1}},\n",
" 2: {'PROTOCOLS': {'ALL': 1}},\n",
" 3: {'PROTOCOLS': {'ALL': 1}},\n",
" 4: {'PROTOCOLS': {'ALL': 1}},\n",
" 5: {'PROTOCOLS': {'ALL': 1}},\n",
" 6: {'PROTOCOLS': {'ALL': 1}},\n",
" 7: {'PROTOCOLS': {'ALL': 1}},\n",
" 8: {'PROTOCOLS': {'ALL': 1}},\n",
" 9: {'PROTOCOLS': {'ALL': 1}},\n",
" 10: {'PROTOCOLS': {'ALL': 1}}},\n",
" 'NODES': {1: {'FOLDERS': {1: {'FILES': {1: {'health_status': 0}},\n",
" 'health_status': 0}},\n",
" 'NETWORK_INTERFACES': {1: {'nic_status': 1}, 2: {'nic_status': 0}},\n",
" 'SERVICES': {1: {'health_status': 0, 'operating_status': 1}},\n",
" 'operating_status': 1},\n",
" 2: {'FOLDERS': {1: {'FILES': {1: {'health_status': 0}},\n",
" 'health_status': 0}},\n",
" 'NETWORK_INTERFACES': {1: {'nic_status': 1}, 2: {'nic_status': 0}},\n",
" 'SERVICES': {1: {'health_status': 0, 'operating_status': 1}},\n",
" 'operating_status': 1},\n",
" 3: {'FOLDERS': {1: {'FILES': {1: {'health_status': 1}},\n",
" 'health_status': 1}},\n",
" 'NETWORK_INTERFACES': {1: {'nic_status': 1}, 2: {'nic_status': 0}},\n",
" 'SERVICES': {1: {'health_status': 0, 'operating_status': 0}},\n",
" 'operating_status': 1},\n",
" 4: {'FOLDERS': {1: {'FILES': {1: {'health_status': 0}},\n",
" 'health_status': 0}},\n",
" 'NETWORK_INTERFACES': {1: {'nic_status': 1}, 2: {'nic_status': 0}},\n",
" 'SERVICES': {1: {'health_status': 0, 'operating_status': 0}},\n",
" 'operating_status': 1},\n",
" 5: {'FOLDERS': {1: {'FILES': {1: {'health_status': 0}},\n",
" 'health_status': 0}},\n",
" 'NETWORK_INTERFACES': {1: {'nic_status': 1}, 2: {'nic_status': 0}},\n",
" 'SERVICES': {1: {'health_status': 0, 'operating_status': 0}},\n",
" 'operating_status': 1},\n",
" 6: {'FOLDERS': {1: {'FILES': {1: {'health_status': 0}},\n",
" 'health_status': 0}},\n",
" 'NETWORK_INTERFACES': {1: {'nic_status': 1}, 2: {'nic_status': 0}},\n",
" 'SERVICES': {1: {'health_status': 0, 'operating_status': 0}},\n",
" 'operating_status': 1},\n",
" 7: {'FOLDERS': {1: {'FILES': {1: {'health_status': 0}},\n",
" 'health_status': 0}},\n",
" 'NETWORK_INTERFACES': {1: {'nic_status': 1}, 2: {'nic_status': 0}},\n",
" 'SERVICES': {1: {'health_status': 0, 'operating_status': 0}},\n",
" 'operating_status': 1}}}\n"
]
}
],
"execution_count": null,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# create the env\n",
"with open(example_config_path(), 'r') as f:\n",
@@ -523,48 +394,11 @@
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"step: 1, Red action: DONOTHING, Blue reward:0.5\n",
"step: 2, Red action: DONOTHING, Blue reward:0.5\n",
"step: 3, Red action: DONOTHING, Blue reward:0.5\n",
"step: 4, Red action: DONOTHING, Blue reward:0.5\n",
"step: 5, Red action: DONOTHING, Blue reward:1.0\n",
"step: 6, Red action: DONOTHING, Blue reward:1.0\n",
"step: 7, Red action: DONOTHING, Blue reward:1.0\n",
"step: 8, Red action: DONOTHING, Blue reward:1.0\n",
"step: 9, Red action: DONOTHING, Blue reward:1.0\n",
"step: 10, Red action: DONOTHING, Blue reward:1.0\n",
"step: 11, Red action: DONOTHING, Blue reward:1.0\n",
"step: 12, Red action: DONOTHING, Blue reward:1.0\n",
"step: 13, Red action: DONOTHING, Blue reward:1.0\n",
"step: 14, Red action: DONOTHING, Blue reward:1.0\n",
"step: 15, Red action: DONOTHING, Blue reward:1.0\n",
"step: 16, Red action: DONOTHING, Blue reward:1.0\n",
"step: 17, Red action: DONOTHING, Blue reward:1.0\n",
"step: 18, Red action: DONOTHING, Blue reward:1.0\n",
"step: 19, Red action: DONOTHING, Blue reward:1.0\n",
"step: 20, Red action: DONOTHING, Blue reward:1.0\n",
"step: 21, Red action: DONOTHING, Blue reward:1.0\n",
"step: 22, Red action: NODE_APPLICATION_EXECUTE, Blue reward:0.0\n",
"step: 23, Red action: DONOTHING, Blue reward:0.0\n",
"step: 24, Red action: DONOTHING, Blue reward:0.0\n",
"step: 25, Red action: DONOTHING, Blue reward:0.0\n",
"step: 26, Red action: DONOTHING, Blue reward:-1.0\n",
"step: 27, Red action: DONOTHING, Blue reward:-1.0\n",
"step: 28, Red action: DONOTHING, Blue reward:-1.0\n",
"step: 29, Red action: DONOTHING, Blue reward:-1.0\n",
"step: 30, Red action: DONOTHING, Blue reward:-1.0\n",
"step: 31, Red action: DONOTHING, Blue reward:-1.0\n",
"step: 32, Red action: DONOTHING, Blue reward:-1.0\n"
]
}
],
"execution_count": null,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"for step in range(32):\n",
" obs, reward, terminated, truncated, info = env.step(0)\n",
@@ -580,44 +414,11 @@
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{1: {'FOLDERS': {1: {'FILES': {1: {'health_status': 0}}, 'health_status': 0}},\n",
" 'NETWORK_INTERFACES': {1: {'nic_status': 1}, 2: {'nic_status': 0}},\n",
" 'SERVICES': {1: {'health_status': 0, 'operating_status': 1}},\n",
" 'operating_status': 1},\n",
" 2: {'FOLDERS': {1: {'FILES': {1: {'health_status': 0}}, 'health_status': 0}},\n",
" 'NETWORK_INTERFACES': {1: {'nic_status': 1}, 2: {'nic_status': 0}},\n",
" 'SERVICES': {1: {'health_status': 0, 'operating_status': 1}},\n",
" 'operating_status': 1},\n",
" 3: {'FOLDERS': {1: {'FILES': {1: {'health_status': 1}}, 'health_status': 1}},\n",
" 'NETWORK_INTERFACES': {1: {'nic_status': 1}, 2: {'nic_status': 0}},\n",
" 'SERVICES': {1: {'health_status': 0, 'operating_status': 0}},\n",
" 'operating_status': 1},\n",
" 4: {'FOLDERS': {1: {'FILES': {1: {'health_status': 0}}, 'health_status': 0}},\n",
" 'NETWORK_INTERFACES': {1: {'nic_status': 1}, 2: {'nic_status': 0}},\n",
" 'SERVICES': {1: {'health_status': 0, 'operating_status': 0}},\n",
" 'operating_status': 1},\n",
" 5: {'FOLDERS': {1: {'FILES': {1: {'health_status': 0}}, 'health_status': 0}},\n",
" 'NETWORK_INTERFACES': {1: {'nic_status': 1}, 2: {'nic_status': 0}},\n",
" 'SERVICES': {1: {'health_status': 0, 'operating_status': 0}},\n",
" 'operating_status': 1},\n",
" 6: {'FOLDERS': {1: {'FILES': {1: {'health_status': 0}}, 'health_status': 0}},\n",
" 'NETWORK_INTERFACES': {1: {'nic_status': 1}, 2: {'nic_status': 0}},\n",
" 'SERVICES': {1: {'health_status': 0, 'operating_status': 0}},\n",
" 'operating_status': 1},\n",
" 7: {'FOLDERS': {1: {'FILES': {1: {'health_status': 0}}, 'health_status': 0}},\n",
" 'NETWORK_INTERFACES': {1: {'nic_status': 1}, 2: {'nic_status': 0}},\n",
" 'SERVICES': {1: {'health_status': 0, 'operating_status': 0}},\n",
" 'operating_status': 1}}\n"
]
}
],
"execution_count": null,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"pprint(obs['NODES'])"
]
@@ -631,44 +432,11 @@
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{1: {'FOLDERS': {1: {'FILES': {1: {'health_status': 0}}, 'health_status': 0}},\n",
" 'NETWORK_INTERFACES': {1: {'nic_status': 1}, 2: {'nic_status': 0}},\n",
" 'SERVICES': {1: {'health_status': 0, 'operating_status': 1}},\n",
" 'operating_status': 1},\n",
" 2: {'FOLDERS': {1: {'FILES': {1: {'health_status': 0}}, 'health_status': 0}},\n",
" 'NETWORK_INTERFACES': {1: {'nic_status': 1}, 2: {'nic_status': 0}},\n",
" 'SERVICES': {1: {'health_status': 3, 'operating_status': 1}},\n",
" 'operating_status': 1},\n",
" 3: {'FOLDERS': {1: {'FILES': {1: {'health_status': 2}}, 'health_status': 1}},\n",
" 'NETWORK_INTERFACES': {1: {'nic_status': 1}, 2: {'nic_status': 0}},\n",
" 'SERVICES': {1: {'health_status': 0, 'operating_status': 0}},\n",
" 'operating_status': 1},\n",
" 4: {'FOLDERS': {1: {'FILES': {1: {'health_status': 0}}, 'health_status': 0}},\n",
" 'NETWORK_INTERFACES': {1: {'nic_status': 1}, 2: {'nic_status': 0}},\n",
" 'SERVICES': {1: {'health_status': 0, 'operating_status': 0}},\n",
" 'operating_status': 1},\n",
" 5: {'FOLDERS': {1: {'FILES': {1: {'health_status': 0}}, 'health_status': 0}},\n",
" 'NETWORK_INTERFACES': {1: {'nic_status': 1}, 2: {'nic_status': 0}},\n",
" 'SERVICES': {1: {'health_status': 0, 'operating_status': 0}},\n",
" 'operating_status': 1},\n",
" 6: {'FOLDERS': {1: {'FILES': {1: {'health_status': 0}}, 'health_status': 0}},\n",
" 'NETWORK_INTERFACES': {1: {'nic_status': 1}, 2: {'nic_status': 0}},\n",
" 'SERVICES': {1: {'health_status': 0, 'operating_status': 0}},\n",
" 'operating_status': 1},\n",
" 7: {'FOLDERS': {1: {'FILES': {1: {'health_status': 0}}, 'health_status': 0}},\n",
" 'NETWORK_INTERFACES': {1: {'nic_status': 1}, 2: {'nic_status': 0}},\n",
" 'SERVICES': {1: {'health_status': 0, 'operating_status': 0}},\n",
" 'operating_status': 1}}\n"
]
}
],
"execution_count": null,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"obs, reward, terminated, truncated, info = env.step(9) # scan database file\n",
"obs, reward, terminated, truncated, info = env.step(1) # scan webapp service\n",
@@ -692,24 +460,16 @@
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"step: 35\n",
"Red action: DONOTHING\n",
"Green action: NODE_APPLICATION_EXECUTE\n",
"Blue reward:-1.0\n"
]
}
],
"execution_count": null,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"obs, reward, terminated, truncated, info = env.step(13) # patch the database\n",
"print(f\"step: {env.game.step_counter}\")\n",
"print(f\"Red action: {info['agent_actions']['client_1_data_manipulation_red_bot'][0]}\" )\n",
"print(f\"Green action: {info['agent_actions']['client_1_green_user'][0]}\" )\n",
"print(f\"Green action: {info['agent_actions']['client_2_green_user'][0]}\" )\n",
"print(f\"Blue reward:{reward}\" )"
]
@@ -727,25 +487,17 @@
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"step: 36\n",
"Red action: DONOTHING\n",
"Green action: NODE_APPLICATION_EXECUTE\n",
"Blue reward:0.0\n"
]
}
],
"execution_count": null,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"obs, reward, terminated, truncated, info = env.step(0) # patch the database\n",
"print(f\"step: {env.game.step_counter}\")\n",
"print(f\"Red action: {info['agent_actions']['client_1_data_manipulation_red_bot'][0]}\" )\n",
"print(f\"Green action: {info['agent_actions']['client_2_green_user'][0]}\" )\n",
"print(f\"Green action: {info['agent_actions']['client_1_green_user'][0]}\" )\n",
"print(f\"Blue reward:{reward}\" )"
]
},
@@ -758,48 +510,11 @@
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"step: 37, Red action: DONOTHING, Blue reward:0.0\n",
"step: 38, Red action: DONOTHING, Blue reward:0.0\n",
"step: 39, Red action: DONOTHING, Blue reward:1.0\n",
"step: 40, Red action: DONOTHING, Blue reward:1.0\n",
"step: 41, Red action: DONOTHING, Blue reward:1.0\n",
"step: 42, Red action: DONOTHING, Blue reward:1.0\n",
"step: 43, Red action: DONOTHING, Blue reward:1.0\n",
"step: 44, Red action: DONOTHING, Blue reward:1.0\n",
"step: 45, Red action: DONOTHING, Blue reward:1.0\n",
"step: 46, Red action: NODE_APPLICATION_EXECUTE, Blue reward:1.0\n",
"step: 47, Red action: DONOTHING, Blue reward:1.0\n",
"step: 48, Red action: DONOTHING, Blue reward:1.0\n",
"step: 49, Red action: DONOTHING, Blue reward:1.0\n",
"step: 50, Red action: DONOTHING, Blue reward:1.0\n",
"step: 51, Red action: DONOTHING, Blue reward:1.0\n",
"step: 52, Red action: DONOTHING, Blue reward:1.0\n",
"step: 53, Red action: DONOTHING, Blue reward:1.0\n",
"step: 54, Red action: DONOTHING, Blue reward:1.0\n",
"step: 55, Red action: DONOTHING, Blue reward:1.0\n",
"step: 56, Red action: DONOTHING, Blue reward:1.0\n",
"step: 57, Red action: DONOTHING, Blue reward:1.0\n",
"step: 58, Red action: DONOTHING, Blue reward:1.0\n",
"step: 59, Red action: DONOTHING, Blue reward:1.0\n",
"step: 60, Red action: DONOTHING, Blue reward:1.0\n",
"step: 61, Red action: DONOTHING, Blue reward:1.0\n",
"step: 62, Red action: DONOTHING, Blue reward:1.0\n",
"step: 63, Red action: DONOTHING, Blue reward:1.0\n",
"step: 64, Red action: DONOTHING, Blue reward:1.0\n",
"step: 65, Red action: DONOTHING, Blue reward:1.0\n",
"step: 66, Red action: DONOTHING, Blue reward:1.0\n",
"step: 67, Red action: DONOTHING, Blue reward:1.0\n",
"step: 68, Red action: DONOTHING, Blue reward:1.0\n"
]
}
],
"execution_count": null,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"env.step(13) # Patch the database\n",
"print(f\"step: {env.game.step_counter}, Red action: {info['agent_actions']['client_1_data_manipulation_red_bot'][0]}, Blue reward:{reward}\" )\n",
@@ -826,106 +541,19 @@
"Let's also have a look at the ACL observation to verify our new ACL rule at position 5."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{1: {'position': 0,\n",
" 'permission': 0,\n",
" 'source_node_id': 0,\n",
" 'source_port': 0,\n",
" 'dest_node_id': 0,\n",
" 'dest_port': 0,\n",
" 'protocol': 0},\n",
" 2: {'position': 1,\n",
" 'permission': 0,\n",
" 'source_node_id': 0,\n",
" 'source_port': 0,\n",
" 'dest_node_id': 0,\n",
" 'dest_port': 0,\n",
" 'protocol': 0},\n",
" 3: {'position': 2,\n",
" 'permission': 0,\n",
" 'source_node_id': 0,\n",
" 'source_port': 0,\n",
" 'dest_node_id': 0,\n",
" 'dest_port': 0,\n",
" 'protocol': 0},\n",
" 4: {'position': 3,\n",
" 'permission': 0,\n",
" 'source_node_id': 0,\n",
" 'source_port': 0,\n",
" 'dest_node_id': 0,\n",
" 'dest_port': 0,\n",
" 'protocol': 0},\n",
" 5: {'position': 4,\n",
" 'permission': 2,\n",
" 'source_node_id': 7,\n",
" 'source_port': 1,\n",
" 'dest_node_id': 4,\n",
" 'dest_port': 1,\n",
" 'protocol': 3},\n",
" 6: {'position': 5,\n",
" 'permission': 0,\n",
" 'source_node_id': 0,\n",
" 'source_port': 0,\n",
" 'dest_node_id': 0,\n",
" 'dest_port': 0,\n",
" 'protocol': 0},\n",
" 7: {'position': 6,\n",
" 'permission': 0,\n",
" 'source_node_id': 0,\n",
" 'source_port': 0,\n",
" 'dest_node_id': 0,\n",
" 'dest_port': 0,\n",
" 'protocol': 0},\n",
" 8: {'position': 7,\n",
" 'permission': 0,\n",
" 'source_node_id': 0,\n",
" 'source_port': 0,\n",
" 'dest_node_id': 0,\n",
" 'dest_port': 0,\n",
" 'protocol': 0},\n",
" 9: {'position': 8,\n",
" 'permission': 0,\n",
" 'source_node_id': 0,\n",
" 'source_port': 0,\n",
" 'dest_node_id': 0,\n",
" 'dest_port': 0,\n",
" 'protocol': 0},\n",
" 10: {'position': 9,\n",
" 'permission': 0,\n",
" 'source_node_id': 0,\n",
" 'source_port': 0,\n",
" 'dest_node_id': 0,\n",
" 'dest_port': 0,\n",
" 'protocol': 0}}"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"obs['ACL']"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
"source": [
"obs['ACL']"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "venv",
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
@@ -939,9 +567,9 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.12"
"version": "3.8.10"
}
},
"nbformat": 4,
"nbformat_minor": 2
"nbformat_minor": 4
}