Add context compression mechanism

audit/__init__.py

@@ -2,17 +2,23 @@ import os
 import re
 import time
 import uuid
+import tiktoken
 import xml.etree.ElementTree as ET
-from langchain_openai import ChatOpenAI
-from langchain_openai import OpenAIEmbeddings
+from langchain_openai import ChatOpenAI, OpenAIEmbeddings
 from langchain_core.messages import SystemMessage
 from langchain_core.runnables.history import RunnableWithMessageHistory
 from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder
+from langchain_community.vectorstores import FAISS
 from langchain_community.chat_message_histories import ChatMessageHistory
+from langchain_community.document_transformers import EmbeddingsRedundantFilter
+from langchain.retrievers import ContextualCompressionRetriever
+from langchain.retrievers.document_compressors import EmbeddingsFilter, DocumentCompressorPipeline
+from langchain_text_splitters import CharacterTextSplitter
 
 from logger import Logger
 from audit import callback
 from audit.prompt import SYSTEM_PROMPT
+from audit.language import LANGUAGE
 
 reasoning_model = 'gemini-2.0-flash-thinking-exp'
 embedding_model = 'text-embedding-3-large'
@@ -24,12 +30,36 @@ class Audit:
     def __init__(self):
         self.raw_chain = None
         self.source_files_list = []
+        self.max_token = 4096
         self.chat_history = ChatMessageHistory()
         self.session_id = uuid.uuid4().hex
         self.response_callback = callback.CustomCallbackHandler()
         self.embedding = OpenAIEmbeddings(model=embedding_model)
-        self.llm = ChatOpenAI(model=reasoning_model, streaming=True, callbacks=[self.response_callback])
+        self.llm = ChatOpenAI(
+            model=reasoning_model,
+            streaming=True,
+            callbacks=[self.response_callback]
+        )
         self.log = Logger('audit')
+        self.splitter = CharacterTextSplitter(
+            chunk_size=300,
+            chunk_overlap=0,
+            separator=". ",
+        )
+        self.messages_db = FAISS.from_texts(['nothing'], self.embedding)
+        self.retriever = self.messages_db.as_retriever()
+        self.redundant_filter = EmbeddingsRedundantFilter(embeddings=self.embedding)
+        self.relevant_filter = EmbeddingsFilter(
+            embeddings=self.embedding,
+            similarity_threshold=0.76,
+        )
+        self.pipeline_compressor = DocumentCompressorPipeline(
+            transformers=[self.splitter, self.redundant_filter, self.relevant_filter]
+        )
+        self.compression_retriever = ContextualCompressionRetriever(
+            base_compressor=self.pipeline_compressor,
+            base_retriever=self.retriever,
+        )
         self.prompt = ChatPromptTemplate.from_messages([
             SystemMessage(content=SYSTEM_PROMPT),
             MessagesPlaceholder(variable_name='messages'),
@@ -41,19 +71,22 @@ class Audit:
 
         input_content = ''
         while True:
-            time.sleep(3)
             result = self.send_message(input_content)
-            xml_match = re.search(xml_pattern, result, re.DOTALL)
 
-            if xml_match:
-                xml_content = xml_match.group(0)
-                root = ET.fromstring(xml_content)
+            if xml_match := re.search(xml_pattern, result, re.DOTALL):
+                try:
+                    xml_content = xml_match.group(0)
+                    root = ET.fromstring(xml_content)
 
-                action = root.find('action').text
-                content = root.find('content').text
+                    action = root.find('action').text
+                    content = root.find('content').text
+                except Exception as e:
+                    self.log.error(f'Illegal output, try to correct')
+                    input_content = 'ILLEGAL OUTPUT'
+                    continue
 
                 if action == 'QUERY STRUCTURE':
-                    self.log.info('Request to query project structure')
+                    self.log.info('Request project structure')
                     input_content = '\n'.join(x for x in self.source_files_list)
                     continue
                 elif action == 'QUERY SOURCE':
@@ -61,7 +94,8 @@ class Audit:
                     input_content = open(content, 'r', encoding='utf-8').read()
                     continue
                 elif action == 'OUTPUT RESULT':
-                    self.log.warning(f'Audit result: \n{content}\n')
+                    self.log.warning(f'Audit result: \n\n{content}')
+                    self.store_messages_in_faiss(content)
                     callback_function(content)  # Callback function, used to obtain results externally
                     input_content = ''
                     continue
@@ -71,13 +105,14 @@ class Audit:
 
     def send_message(self, input_content):
         self.response_callback.temp_content = ''
+        compressed_context = self.compression_retriever.invoke(input_content)
 
         if input_content == '':
             input_content = 'nothing'
 
         input_dict = {
             'input': input_content,
-            'context': '',
+            'context': compressed_context,
         }
         config_dict = {
             'configurable': {'session_id': self.session_id}
@@ -91,41 +126,31 @@ class Audit:
             history_messages_key='messages',
         )
 
+        self.log.debug(f'Chat messages: {input_dict}')
+
         for _ in chain_with_message_history.stream(input_dict, config_dict):
             pass
 
         return self.response_callback.temp_content
 
-    def load_source_files(self, path, language):
+    def store_messages_in_faiss(self, message):
+        text_embedding = self.embedding.embed_query(message)
+        doc_id = str(uuid.uuid4())
+        self.messages_db.add_embeddings([(doc_id, text_embedding)], metadatas=[{"id": doc_id}])
+        self.log.info(f"Audit result stored in messages_db with ID: {doc_id}")
+
+    def load_source_files(self, path, lang):
         self.log.info('Loading source files')
 
-        if language == 'php':
-            suffixes = ['.php', '.php3', 'php4', 'php5']
-        elif language == 'python':
-            suffixes = ['.py']
-        elif language == 'java':
-            suffixes = ['.java']
-        elif language == 'c':
-            suffixes = ['.c']
-        elif language == 'c++':
-            suffixes = ['.cpp', 'cc']
-        elif language == 'javascript':
-            suffixes = ['.js']
-        elif language == 'go':
-            suffixes = ['.go']
+        if lang in LANGUAGE:
+            suffixes = LANGUAGE[lang]
         else:
             self.log.critical('Language not supported!')
             return
 
-        for root, dirs, files in os.walk(path):
-            for file_name in files:
-                hit = False
-                for suffix in suffixes:
-                    if file_name.endswith(suffix):
-                        hit = True
-                        break
-
-                if hit:
-                    self.source_files_list.append(os.path.join(root, file_name))
+        for root, _, files in os.walk(path):
+            self.source_files_list.extend(
+                os.path.join(root, file) for file in files if any(file.endswith(suffix) for suffix in suffixes)
+            )
 
         self.log.info(f'Finished loading source files. total files: {len(self.source_files_list)}')

audit/language.py

@@ -0,0 +1,9 @@
+LANGUAGE = {
+    'c': ['.c'],
+    'c++': ['.cc', '.cpp'],
+    'go': ['.go'],
+    'php': ['php', 'php3', 'php4', 'php5', 'phtml'],
+    'java': ['.java'],
+    'python': ['.py'],
+    'javascript': ['.js'],
+}

audit/prompt.py

@@ -33,4 +33,5 @@ Important things:
 3. When you need to query the content of a code file, please note that you can only query one file at a time. Please follow The above format outputs the absolute path of the file to be queried;
 4. After you output the audit results, the user will reply with an empty string. Please make sure that all code files have been audited before ending the audit task;
 5. In any case, you must strictly follow the several action formats given above for output. Any content outside the output format is prohibited. Do not try to ask or suggest;
+6. When the user prompts "ILLEGAL OUTPUT", it means that your output violates the user's specifications. Please confirm again that all your output must comply with the user's specifications.
 """