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Improve API and make streaming responses possible #71

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Jun 19, 2024
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3 changes: 2 additions & 1 deletion pyproject.toml
Original file line number Diff line number Diff line change
Expand Up @@ -32,7 +32,8 @@ dependencies = [
'instructor == 1.2.2',
'PyYAML == 6.0.1',
'python-dotenv == 1.0.1',
'pypsexec == 0.3.0'
'pypsexec == 0.3.0',
'openai == 1.28.0',
]

[project.urls]
Expand Down
30 changes: 28 additions & 2 deletions src/hackingBuddyGPT/capabilities/capability.py
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would it be possible to add a unit test with a simpe example capability?

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do you need it on this MR?

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I think it's okay for this merge reqeust (and the existing unit tests are passing so I kinda hoping that it will not break something). You can create a follow-up merge request with a couple of unit tests

Original file line number Diff line number Diff line change
@@ -1,7 +1,10 @@
import abc
import inspect
from typing import Union, Type, Dict, Callable, Any
from typing import Union, Type, Dict, Callable, Any, Iterable

import openai
from openai.types.chat import ChatCompletionToolParam
from openai.types.chat.completion_create_params import Function
from pydantic import create_model, BaseModel


Expand Down Expand Up @@ -46,7 +49,7 @@ def to_model(self) -> BaseModel:
the `__call__` method can then be accessed by calling the `execute` method of the model.
"""
sig = inspect.signature(self.__call__)
fields = {param: (param_info.annotation, ...) for param, param_info in sig.parameters.items()}
fields = {param: (param_info.annotation, param_info.default if param_info.default is not inspect._empty else ...) for param, param_info in sig.parameters.items()}
model_type = create_model(self.__class__.__name__, __doc__=self.describe(), **fields)

def execute(model):
Expand Down Expand Up @@ -170,3 +173,26 @@ def default_capability_parser(text: str) -> SimpleTextHandlerResult:
resolved_parser = default_capability_parser

return capability_descriptions, resolved_parser


def capabilities_to_functions(capabilities: Dict[str, Capability]) -> Iterable[openai.types.chat.completion_create_params.Function]:
"""
This function takes a dictionary of capabilities and returns a dictionary of functions, that can be called with the
parameters of the respective capabilities.
"""
return [
Function(name=name, description=capability.describe(), parameters=capability.to_model().model_json_schema())
for name, capability in capabilities.items()
]


def capabilities_to_tools(capabilities: Dict[str, Capability]) -> Iterable[openai.types.chat.completion_create_params.ChatCompletionToolParam]:
"""
This function takes a dictionary of capabilities and returns a dictionary of functions, that can be called with the
parameters of the respective capabilities.
"""
return [
ChatCompletionToolParam(type="function", function=Function(name=name, description=capability.describe(), parameters=capability.to_model().model_json_schema()))
for name, capability in capabilities.items()
]

35 changes: 23 additions & 12 deletions src/hackingBuddyGPT/capabilities/http_request.py
Original file line number Diff line number Diff line change
Expand Up @@ -5,6 +5,7 @@

from . import Capability


@dataclass
class HTTPRequest(Capability):
host: str
Expand All @@ -18,7 +19,17 @@ def __post_init__(self):
self._client = requests

def describe(self) -> str:
return f"Sends a request to the host {self.host} and returns the response."
description = (f"Sends a request to the host {self.host} using the python requests library and returns the response. The schema and host are fixed and do not need to be provided.\n"
f"Make sure that you send a Content-Type header if you are sending a body.")
if self.use_cookie_jar:
description += "\nThe cookie jar is used for storing cookies between requests."
else:
description += "\nCookies are not automatically stored, and need to be provided as header manually every time."
if self.follow_redirects:
description += "\nRedirects are followed."
else:
description += "\nRedirects are not followed."
return description

def __call__(self,
method: Literal["GET", "HEAD", "POST", "PUT", "DELETE", "OPTION", "PATCH"],
Expand All @@ -31,18 +42,18 @@ def __call__(self,
if body is not None and body_is_base64:
body = base64.b64decode(body).decode()

resp = self._client.request(
method,
self.host + path,
params=query,
data=body,
headers=headers,
allow_redirects=self.follow_redirects,
)
try:
resp.raise_for_status()
except requests.exceptions.HTTPError as e:
return str(e)
resp = self._client.request(
method,
self.host + path,
params=query,
data=body,
headers=headers,
allow_redirects=self.follow_redirects,
)
except requests.exceptions.RequestException as e:
url = self.host + ("" if path.startswith("/") else "/") + path + ("?{query}" if query else "")
return f"Could not request '{url}': {e}"

headers = "\r\n".join(f"{k}: {v}" for k, v in resp.headers.items())

Expand Down
1 change: 1 addition & 0 deletions src/hackingBuddyGPT/usecases/web/__init__.py
Original file line number Diff line number Diff line change
@@ -1 +1,2 @@
from .simple import MinimalWebTesting
from .with_explanation import WebTestingWithExplanation
80 changes: 80 additions & 0 deletions src/hackingBuddyGPT/usecases/web/with_explanation.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,80 @@
import time
from dataclasses import dataclass, field
from typing import List, Any, Union, Dict

from openai.types.chat import ChatCompletionMessageParam, ChatCompletionMessage
from rich.panel import Panel

from hackingBuddyGPT.capabilities import Capability
from hackingBuddyGPT.capabilities.http_request import HTTPRequest
from hackingBuddyGPT.capabilities.submit_flag import SubmitFlag
from hackingBuddyGPT.utils import LLMResult, tool_message
from hackingBuddyGPT.usecases import use_case
from hackingBuddyGPT.usecases.common_patterns import RoundBasedUseCase
from hackingBuddyGPT.utils.configurable import parameter
from hackingBuddyGPT.utils.openai.openai_lib import OpenAILib


Prompt = List[Union[ChatCompletionMessage, ChatCompletionMessageParam]]
Context = Any


@use_case("web_test_with_explanation", "Minimal implementation of a web testing use case while allowing the llm to 'talk'")
@dataclass
class WebTestingWithExplanation(RoundBasedUseCase):
llm: OpenAILib
host: str = parameter(desc="The host to test", default="http://localhost")
flag_format_description: str = parameter(desc="Description of the flag provided to the LLM", default="a string starting with 'FLAG.' and ending with '.GALF'")
flag_template: str = parameter(desc="The template of the flags, whereby {flag} is replaced with the flags", default="FLAG.{flag}.GALF")
flags: str = parameter(desc="A comma (,) separated list of flags to find", default="hostname,dir,username,rootfile,secretfile,adminpass")

_prompt_history: Prompt = field(default_factory=list)
_context: Context = field(default_factory=lambda: {"notes": list()})
_capabilities: Dict[str, Capability] = field(default_factory=dict)
_all_flags_found: bool = False

def init(self):
super().init()
self._prompt_history.append(
{
"role": "system",
"content": f"You are a senior penetration tester, having received a new project of testing a website at {self.host}."
f"Your goal is first to explore the website, building up your knowledge about its parts and inner workings, and then try to plan and execute possible exploitations.\n"
f"Think step by step and say everything out loud that you might be doing.\n"
f"Give a list of assumptions you base your tool calls on, before you start a tool call, and reason whether they held or not after the call has completed.\n"
f"Do not brute-force anything, all information that you might need can be found on the webserver.\n"
f"THE MOST IMPORTANT THING TO DO IS, that if you see a flag ({self.flag_format_description}), you should submit it immediately."})
self._context["host"] = self.host
self._capabilities = {
"submit_flag": SubmitFlag(self.flag_format_description, set(self.flag_template.format(flag=flag) for flag in self.flags.split(",")), success_function=self.all_flags_found),
"http_request": HTTPRequest(self.host),
}

def all_flags_found(self):
self.console.print(Panel("All flags found! Congratulations!", title="system"))
self._all_flags_found = True

def perform_round(self, turn: int):
prompt = self._prompt_history # TODO: in the future, this should do some context truncation

result: LLMResult = None
stream = self.llm.stream_response(prompt, self.console, capabilities=self._capabilities)
for part in stream:
result = part

message: ChatCompletionMessage = result.result
message_id = self.log_db.add_log_message(self._run_id, message.role, message.content, result.tokens_query, result.tokens_response, result.duration)
self._prompt_history.append(result.result)

if message.tool_calls is not None:
for tool_call in message.tool_calls:
tic = time.perf_counter()
tool_call_result = self._capabilities[tool_call.function.name].to_model().model_validate_json(tool_call.function.arguments).execute()
toc = time.perf_counter()

self.console.print(f"\n[bold green on gray3]{' '*self.console.width}\nTOOL RESPONSE:[/bold green on gray3]")
self.console.print(tool_call_result)
self._prompt_history.append(tool_message(tool_call_result, tool_call.id))
self.log_db.add_log_tool_call(self._run_id, message_id, tool_call.id, tool_call.function.name, tool_call.function.arguments, tool_call_result, toc - tic)

return self._all_flags_found
62 changes: 57 additions & 5 deletions src/hackingBuddyGPT/utils/db_storage/db_storage.py
Original file line number Diff line number Diff line change
Expand Up @@ -30,11 +30,51 @@ def insert_or_select_cmd(self, name: str) -> int:

def setup_db(self):
# create tables
self.cursor.execute(
"CREATE TABLE IF NOT EXISTS runs (id INTEGER PRIMARY KEY, model text, context_size INTEGER, state TEXT, tag TEXT, started_at text, stopped_at text, rounds INTEGER, configuration TEXT)")
self.cursor.execute("CREATE TABLE IF NOT EXISTS commands (id INTEGER PRIMARY KEY, name string unique)")
self.cursor.execute(
"CREATE TABLE IF NOT EXISTS queries (run_id INTEGER, round INTEGER, cmd_id INTEGER, query TEXT, response TEXT, duration REAL, tokens_query INTEGER, tokens_response INTEGER, prompt TEXT, answer TEXT)")
self.cursor.execute("""CREATE TABLE IF NOT EXISTS runs (
id INTEGER PRIMARY KEY,
model text,
context_size INTEGER,
state TEXT,
tag TEXT,
started_at text,
stopped_at text,
rounds INTEGER,
configuration TEXT
)""")
self.cursor.execute("""CREATE TABLE IF NOT EXISTS commands (
id INTEGER PRIMARY KEY,
name string unique
)""")
self.cursor.execute("""CREATE TABLE IF NOT EXISTS queries (
run_id INTEGER,
round INTEGER,
cmd_id INTEGER,
query TEXT,
response TEXT,
duration REAL,
tokens_query INTEGER,
tokens_response INTEGER,
prompt TEXT,
answer TEXT
)""")
self.cursor.execute("""CREATE TABLE IF NOT EXISTS messages (
run_id INTEGER,
message_id INTEGER,
role TEXT,
content TEXT,
duration REAL,
tokens_query INTEGER,
tokens_response INTEGER
)""")
self.cursor.execute("""CREATE TABLE IF NOT EXISTS tool_calls (
run_id INTEGER,
message_id INTEGER,
tool_call_id INTEGER,
function_name TEXT,
arguments TEXT,
result_text TEXT,
duration REAL
)""")

# insert commands
self.query_cmd_id = self.insert_or_select_cmd('query_cmd')
Expand Down Expand Up @@ -72,6 +112,18 @@ def add_log_update_state(self, run_id, round, cmd, result, answer):
"INSERT INTO queries (run_id, round, cmd_id, query, response, duration, tokens_query, tokens_response, prompt, answer) VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?)",
(run_id, round, self.state_update_id, cmd, result, 0, 0, 0, '', ''))

def add_log_message(self, run_id: int, role: str, content: str, tokens_query: int, tokens_response: int, duration):
self.cursor.execute(
"INSERT INTO messages (run_id, message_id, role, content, tokens_query, tokens_response, duration) VALUES (?, (SELECT COALESCE(MAX(message_id), 0) + 1 FROM messages WHERE run_id = ?), ?, ?, ?, ?, ?)",
(run_id, run_id, role, content, tokens_query, tokens_response, duration))
self.cursor.execute("SELECT MAX(message_id) FROM messages WHERE run_id = ?", (run_id,))
return self.cursor.fetchone()[0]

def add_log_tool_call(self, run_id: int, message_id: int, tool_call_id: str, function_name: str, arguments: str, result_text: str, duration):
self.cursor.execute(
"INSERT INTO tool_calls (run_id, message_id, tool_call_id, function_name, arguments, result_text, duration) VALUES (?, ?, ?, ?, ?, ?, ?)",
(run_id, message_id, tool_call_id, function_name, arguments, result_text, duration))

def get_round_data(self, run_id, round, explanation, status_update):
rows = self.cursor.execute(
"select cmd_id, query, response, duration, tokens_query, tokens_response from queries where run_id = ? and round = ?",
Expand Down
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