fix: Clean input before passing it to the llm (#238)
* fix: Clean input before passing it to the llm * chore: Add license * fix: typo * chore: Bump graphiti version
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4 changed files with 85 additions and 1 deletions
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@ -56,6 +56,29 @@ class LLMClient(ABC):
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self.cache_enabled = cache
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self.cache_enabled = cache
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self.cache_dir = Cache(DEFAULT_CACHE_DIR) # Create a cache directory
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self.cache_dir = Cache(DEFAULT_CACHE_DIR) # Create a cache directory
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def _clean_input(self, input: str) -> str:
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"""Clean input string of invalid unicode and control characters.
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Args:
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input: Raw input string to be cleaned
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Returns:
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Cleaned string safe for LLM processing
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"""
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# Clean any invalid Unicode
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cleaned = input.encode('utf-8', errors='ignore').decode('utf-8')
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# Remove zero-width characters and other invisible unicode
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zero_width = '\u200b\u200c\u200d\ufeff\u2060'
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for char in zero_width:
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cleaned = cleaned.replace(char, '')
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# Remove control characters except newlines, returns, and tabs
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cleaned = ''.join(char for char in cleaned if ord(char) >= 32 or char in '\n\r\t')
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return cleaned
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@retry(
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@retry(
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stop=stop_after_attempt(4),
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stop=stop_after_attempt(4),
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wait=wait_random_exponential(multiplier=10, min=5, max=120),
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wait=wait_random_exponential(multiplier=10, min=5, max=120),
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@ -106,6 +129,9 @@ class LLMClient(ABC):
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logger.debug(f'Cache hit for {cache_key}')
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logger.debug(f'Cache hit for {cache_key}')
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return cached_response
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return cached_response
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for message in messages:
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message.content = self._clean_input(message.content)
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response = await self._generate_response_with_retry(messages, response_model)
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response = await self._generate_response_with_retry(messages, response_model)
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if self.cache_enabled:
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if self.cache_enabled:
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@ -88,6 +88,7 @@ class OpenAIClient(LLMClient):
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) -> dict[str, typing.Any]:
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) -> dict[str, typing.Any]:
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openai_messages: list[ChatCompletionMessageParam] = []
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openai_messages: list[ChatCompletionMessageParam] = []
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for m in messages:
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for m in messages:
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m.content = self._clean_input(m.content)
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if m.role == 'user':
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if m.role == 'user':
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openai_messages.append({'role': 'user', 'content': m.content})
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openai_messages.append({'role': 'user', 'content': m.content})
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elif m.role == 'system':
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elif m.role == 'system':
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@ -1,6 +1,6 @@
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[tool.poetry]
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[tool.poetry]
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name = "graphiti-core"
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name = "graphiti-core"
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version = "0.5.0pre4"
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version = "0.5.0pre5"
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description = "A temporal graph building library"
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description = "A temporal graph building library"
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authors = [
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authors = [
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"Paul Paliychuk <paul@getzep.com>",
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"Paul Paliychuk <paul@getzep.com>",
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57
tests/llm_client/test_client.py
Normal file
57
tests/llm_client/test_client.py
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@ -0,0 +1,57 @@
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"""
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Copyright 2024, Zep Software, Inc.
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Licensed under the Apache License, Version 2.0 (the "License");
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you may not use this file except in compliance with the License.
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You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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Unless required by applicable law or agreed to in writing, software
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distributed under the License is distributed on an "AS IS" BASIS,
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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See the License for the specific language governing permissions and
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limitations under the License.
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"""
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from graphiti_core.llm_client.client import LLMClient
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from graphiti_core.llm_client.config import LLMConfig
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class TestLLMClient(LLMClient):
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"""Concrete implementation of LLMClient for testing"""
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async def _generate_response(self, messages, response_model=None):
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return {'content': 'test'}
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def test_clean_input():
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client = TestLLMClient(LLMConfig())
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test_cases = [
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# Basic text should remain unchanged
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('Hello World', 'Hello World'),
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# Control characters should be removed
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('Hello\x00World', 'HelloWorld'),
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# Newlines, tabs, returns should be preserved
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('Hello\nWorld\tTest\r', 'Hello\nWorld\tTest\r'),
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# Invalid Unicode should be removed
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('Hello\udcdeWorld', 'HelloWorld'),
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# Zero-width characters should be removed
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('Hello\u200bWorld', 'HelloWorld'),
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('Test\ufeffWord', 'TestWord'),
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# Multiple issues combined
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('Hello\x00\u200b\nWorld\udcde', 'Hello\nWorld'),
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# Empty string should remain empty
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('', ''),
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# Form feed and other control characters from the error case
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('{"edges":[{"relation_typ...\f\x04Hn\\?"}]}', '{"edges":[{"relation_typ...Hn\\?"}]}'),
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# More specific control character tests
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('Hello\x0cWorld', 'HelloWorld'), # form feed \f
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('Hello\x04World', 'HelloWorld'), # end of transmission
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# Combined JSON-like string with control characters
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('{"test": "value\f\x00\x04"}', '{"test": "value"}'),
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]
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for input_str, expected in test_cases:
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assert client._clean_input(input_str) == expected, f'Failed for input: {repr(input_str)}'
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