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Update app.py
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app.py
CHANGED
@@ -18,9 +18,10 @@ import pytz
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import re
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from PIL import Image
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import zipfile
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import time
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# App Configuration
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Site_Name = 'πGitπCosmosπ« - Azure Cosmos DB and Github Agent'
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title = "πGitπCosmosπ« - Azure Cosmos DB and Github Agent"
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helpURL = 'https://huggingface.co/awacke1'
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@@ -39,23 +40,25 @@ st.set_page_config(
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}
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)
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# Cosmos DB configuration
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ENDPOINT = "https://acae-afd.documents.azure.com:443/"
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DATABASE_NAME = os.environ.get("COSMOS_DATABASE_NAME")
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CONTAINER_NAME = os.environ.get("COSMOS_CONTAINER_NAME")
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Key = os.environ.get("Key")
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# Your local app URL
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LOCAL_APP_URL = "https://huggingface.co/spaces/awacke1/AzureCosmosDBUI"
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# Anthropic configuration
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client = anthropic.Anthropic(api_key=os.environ.get("ANTHROPIC_API_KEY"))
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# Initialize session state
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if "chat_history" not in st.session_state:
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st.session_state.chat_history = []
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# Helper Functions
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def get_download_link(file_path):
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with open(file_path, "rb") as file:
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contents = file.read()
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file_name = os.path.basename(file_path)
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return f'<a href="data:file/txt;base64,{b64}" download="{file_name}">Download {file_name}π</a>'
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def generate_unique_id():
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unique_id = f"{date_time}{ms:03d}"
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return unique_id
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def generate_filename(prompt, file_type):
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central = pytz.timezone('US/Central')
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safe_date_time = datetime.now(central).strftime("%m%d_%H%M")
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safe_prompt = re.sub(r'\W+', '', prompt)[:90]
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return f"{safe_date_time}{safe_prompt}.{file_type}"
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def create_file(filename, prompt, response, should_save=True):
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if not should_save:
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return
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with open(filename, 'w', encoding='utf-8') as file:
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file.write(prompt + "\n\n" + response)
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def load_file(file_name):
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with open(file_name, "r", encoding='utf-8') as file:
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content = file.read()
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return content
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def display_glossary_entity(k):
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search_urls = {
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"ππArXiv": lambda k: f"/?q={quote(k)}",
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links_md = ' '.join([f"<a href='{url(k)}' target='_blank'>{emoji}</a>" for emoji, url in search_urls.items()])
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st.markdown(f"{k} {links_md}", unsafe_allow_html=True)
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def create_zip_of_files(files):
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zip_name = "all_files.zip"
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with zipfile.ZipFile(zip_name, 'w') as zipf:
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zipf.write(file)
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return zip_name
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def get_video_html(video_path, width="100%"):
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video_url = f"data:video/mp4;base64,{base64.b64encode(open(video_path, 'rb').read()).decode()}"
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return f'''
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</video>
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'''
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def get_audio_html(audio_path, width="100%"):
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audio_url = f"data:audio/mpeg;base64,{base64.b64encode(open(audio_path, 'rb').read()).decode()}"
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return f'''
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</audio>
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'''
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# Cosmos DB functions
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def get_databases(client):
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return [db['id'] for db in client.list_databases()]
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def get_containers(database):
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return [container['id'] for container in database.list_containers()]
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def get_documents(container, limit=None):
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query = "SELECT * FROM c ORDER BY c._ts DESC"
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items = list(container.query_items(query=query, enable_cross_partition_query=True, max_item_count=limit))
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return items
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def insert_record(container, record):
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try:
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container.create_item(body=record)
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except Exception as e:
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return False, f"An unexpected error occurred: {str(e)} π±"
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def update_record(container, updated_record):
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try:
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container.upsert_item(body=updated_record)
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except Exception as e:
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return False, f"An unexpected error occurred: {traceback.format_exc()} π±"
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def delete_record(container, name, id):
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try:
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container.delete_item(item=id, partition_key=id)
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except Exception as e:
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return False, f"An unexpected error occurred: {traceback.format_exc()} π±"
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def save_or_clone_to_cosmos_db(container, query=None, response=None, clone_id=None):
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try:
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if not container:
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except Exception as e:
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st.error(f"An unexpected error occurred: {str(e)}")
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#
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def search_glossary(query):
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st.markdown(f"### π
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# Dropdown for model selection
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model_options = ['mistralai/Mixtral-8x7B-Instruct-v0.1', 'mistralai/Mistral-7B-Instruct-v0.2', 'google/gemma-7b-it', 'None']
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model_choice = st.selectbox('π§ Select LLM Model', options=model_options, index=1)
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# Dropdown for database selection
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database_options = ['Semantic Search', 'Arxiv Search - Latest - (EXPERIMENTAL)']
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database_choice = st.selectbox('π Select Database', options=database_options, index=0)
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# Run Button with Emoji
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#if st.button("π Run"):
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# π΅οΈββοΈ Searching the glossary for: query
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all_results = ""
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st.markdown(f"- {query}")
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# π ArXiv RAG researcher expert ~-<>-~ Paper Summary & Ask LLM
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#database_choice Literal['Semantic Search', 'Arxiv Search - Latest - (EXPERIMENTAL)'] Default: "Semantic Search"
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#llm_model_picked Literal['mistralai/Mixtral-8x7B-Instruct-v0.1', 'mistralai/Mistral-7B-Instruct-v0.2', 'google/gemma-7b-it', 'None'] Default: "mistralai/Mistral-7B-Instruct-v0.2"
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client = Client("awacke1/Arxiv-Paper-Search-And-QA-RAG-Pattern")
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# π ArXiv RAG researcher expert ~-<>-~ Paper Summary & Ask LLM - api_name: /ask_llm
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result = client.predict(
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prompt=query,
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)
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st.markdown(result)
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st.code(result, language="python", line_numbers=True)
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# π ArXiv RAG researcher expert ~-<>-~ Paper Summary & Ask LLM - api_name: /ask_llm
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result2 = client.predict(
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prompt=query,
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st.markdown(result3)
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st.code(result3, language="python", line_numbers=True)
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# π ArXiv RAG researcher expert ~-<>-~ Paper Summary & Ask LLM - api_name: /update_with_rag_md
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response2 = client.predict(
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message=query, # str in 'parameter_13' Textbox component
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database_choice="Semantic Search",
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llm_model_picked="mistralai/Mistral-7B-Instruct-v0.2",
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api_name="/update_with_rag_md"
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)
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st.markdown(response2[0])
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st.code(response2[0], language="python", line_numbers=True, wrap_lines=True)
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st.markdown(response2[1])
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st.code(response2[1], language="python", line_numbers=True, wrap_lines=True)
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try:
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#save_to_cosmos_db(st.session_state.cosmos_container, query, result, result)
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#save_to_cosmos_db(st.session_state.cosmos_container, query, result2, result2)
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#save_to_cosmos_db(st.session_state.cosmos_container, query, result3, result3)
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#save_to_cosmos_db(st.session_state.cosmos_container, query, response2[0], response2[0])
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#save_to_cosmos_db(st.session_state.cosmos_container, query, response2[1], response2[1])
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save_or_clone_to_cosmos_db(container=st.session_state.cosmos_container, query=query, response=result, clone_id=None)
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save_or_clone_to_cosmos_db(container=st.session_state.cosmos_container, query=query, response=result2, clone_id=None)
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save_or_clone_to_cosmos_db(container=st.session_state.cosmos_container, query=query, response=result3, clone_id=None)
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save_or_clone_to_cosmos_db(container=st.session_state.cosmos_container, query=query, response=response2[0], clone_id=None)
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save_or_clone_to_cosmos_db(container=st.session_state.cosmos_container, query=query, response=response2[1], clone_id=None)
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except exceptions.CosmosHttpResponseError as e:
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return False, f"HTTP error occurred: {str(e)} π¨"
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except Exception as e:
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return False, f"An unexpected error occurred: {str(e)} π±"
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try:
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# Aggregate hyperlinks and show with emojis
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hyperlinks = extract_hyperlinks([response1, response2])
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st.markdown("### π Aggregated Hyperlinks")
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for link in hyperlinks:
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st.markdown(f"π [{link}]({link})")
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# Show responses in a code format with line numbers
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st.markdown("### π Response Outputs with Line Numbers")
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st.code(f"Response 1: \n{format_with_line_numbers(response1)}\n\nResponse 2: \n{format_with_line_numbers(response2)}", language="json")
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except exceptions.CosmosHttpResponseError as e:
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return False, f"HTTP error occurred: {str(e)} π¨"
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except Exception as e:
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return False, f"An unexpected error occurred: {str(e)} π±"
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# π€ Function to process text input
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def process_text(text_input):
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# π€ Processing text inputβtranslating human words into cosmic signals! π‘
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if text_input:
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if 'messages' not in st.session_state:
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st.session_state.messages = []
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st.session_state.messages.append({"role": "user", "content": text_input})
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with st.chat_message("user"):
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st.markdown(text_input)
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with st.chat_message("assistant"):
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search_glossary(text_input)
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# π Function to generate a filename
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def generate_filename(text, file_type):
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# π Generate a filename based on the text input
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safe_text = "".join(c if c.isalnum() or c in (' ', '.', '_') else '_' for c in text)
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safe_text = "_".join(safe_text.strip().split())
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filename = f"{safe_text}.{file_type}"
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return filename
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# π΅οΈββοΈ Function to extract markdown title
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def extract_markdown_title(content):
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# π΅οΈββοΈ Extracting markdown titleβfinding the headline in the cosmic news! π°
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lines = content.splitlines()
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for line in lines:
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if line.startswith('#'):
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return line.lstrip('#').strip()
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return None
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# πΎ Function to create and save a file
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def create_and_save_file(content, file_type="md", prompt=None, is_image=False, should_save=True):
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# πΎ Creating and saving a fileβcapturing cosmic wisdom! π
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if not should_save:
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return None
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# Step 1: Generate filename based on the prompt or content
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filename = generate_filename(prompt if prompt else content, file_type)
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if file_type == "md":
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title_from_content = extract_markdown_title(content)
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if title_from_content:
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filename = generate_filename(title_from_content, file_type)
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# Step 3: Save the file
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with open(filename, "w", encoding="utf-8") as f:
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if is_image:
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f.write(content)
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else:
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f.write(prompt + "\n\n" + content)
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return filename
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# π€ Function to insert an auto-generated record
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def insert_auto_generated_record(container):
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# π€ Automatically generating a record and inserting it into Cosmos DB!
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try:
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# Generate a unique id
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new_id = generate_unique_id()
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# Create a sample JSON document
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new_doc = {
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'id': new_id,
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'name': f'Sample Name {new_id[:8]}',
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'description': 'This is a sample auto-generated description.',
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'timestamp': datetime.utcnow().isoformat()
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}
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# Insert the document
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container.create_item(body=new_doc)
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return True, f"Record inserted successfully with id: {new_id} π"
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except exceptions.CosmosHttpResponseError as e:
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return False, f"HTTP error occurred: {str(e)} π¨"
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except Exception as e:
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return False, f"An unexpected error occurred: {str(e)} π±"
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# GitHub functions
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def download_github_repo(url, local_path):
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if os.path.exists(local_path):
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shutil.rmtree(local_path)
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Repo.clone_from(url, local_path)
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def create_zip_file(source_dir, output_filename):
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shutil.make_archive(output_filename, 'zip', source_dir)
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def create_repo(g, repo_name):
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user = g.get_user()
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return user.create_repo(repo_name)
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def push_to_github(local_path, repo, github_token):
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repo_url = f"https://{github_token}@github.com/{repo.full_name}.git"
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local_repo = Repo(local_path)
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if 'origin' in [remote.name for remote in local_repo.remotes]:
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origin = local_repo.remote('origin')
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origin.set_url(repo_url)
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else:
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origin = local_repo.create_remote('origin', repo_url)
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if not local_repo.heads:
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local_repo.git.checkout('-b', 'main')
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current_branch = 'main'
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else:
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current_branch = local_repo.active_branch.name
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local_repo.git.add(A=True)
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if local_repo.is_dirty():
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local_repo.git.commit('-m', 'Initial commit')
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origin.push(refspec=f'{current_branch}:{current_branch}')
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# Main function
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def main():
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st.title("πGitπCosmosπ« - Azure Cosmos DB and Github Agent")
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# Initialize session state
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if 'client' not in st.session_state:
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st.session_state.client = None
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if 'selected_database' not in st.session_state:
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st.session_state.selected_document_id = None
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if 'current_index' not in st.session_state:
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st.session_state.current_index = 0
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if '
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463 |
-
st.session_state.
|
464 |
-
|
465 |
-
|
466 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
467 |
|
468 |
-
# Automatic Login
|
469 |
if Key:
|
470 |
st.session_state.primary_key = Key
|
471 |
st.session_state.logged_in = True
|
472 |
else:
|
473 |
st.error("Cosmos DB Key is not set in environment variables. πβ")
|
474 |
-
return
|
475 |
|
476 |
if st.session_state.logged_in:
|
477 |
-
# Initialize Cosmos DB client
|
478 |
try:
|
479 |
if st.session_state.client is None:
|
480 |
st.session_state.client = CosmosClient(ENDPOINT, credential=st.session_state.primary_key)
|
481 |
|
482 |
-
# Sidebar for database, container, and document selection
|
483 |
st.sidebar.title("πGitπCosmosπ«ποΈNavigator")
|
484 |
|
485 |
databases = get_databases(st.session_state.client)
|
@@ -505,24 +470,8 @@ def main():
|
|
505 |
|
506 |
if st.session_state.selected_container:
|
507 |
container = database.get_container_client(st.session_state.selected_container)
|
508 |
-
|
509 |
-
if selected_db != st.session_state.selected_database:
|
510 |
-
st.session_state.selected_database = selected_db
|
511 |
-
st.session_state.selected_container = None
|
512 |
-
st.session_state.selected_document_id = None
|
513 |
-
st.session_state.current_index = 0
|
514 |
-
st.rerun()
|
515 |
-
|
516 |
-
|
517 |
-
|
518 |
-
|
519 |
-
|
520 |
-
|
521 |
-
|
522 |
-
|
523 |
-
|
524 |
|
525 |
-
# Add Export button
|
526 |
if st.button("π¦ Export Container Data"):
|
527 |
download_link = archive_current_container(st.session_state.selected_database, st.session_state.selected_container, st.session_state.client)
|
528 |
if download_link.startswith('<a'):
|
@@ -533,28 +482,6 @@ def main():
|
|
533 |
# Fetch documents
|
534 |
documents = get_documents(container)
|
535 |
total_docs = len(documents)
|
536 |
-
|
537 |
-
# Add buttons for saving new document and cloning
|
538 |
-
if st.button("πΎ Save New Document"):
|
539 |
-
user_query = st.session_state.get('user_query', '')
|
540 |
-
ai_response = st.session_state.get('ai_response', '')
|
541 |
-
save_or_clone_to_cosmos_db(container, query=user_query, response=ai_response)
|
542 |
-
|
543 |
-
if st.button("π Clone Document"):
|
544 |
-
doc_to_clone = st.selectbox("Select document to clone", [doc['id'] for doc in st.session_state.documents])
|
545 |
-
if doc_to_clone:
|
546 |
-
save_or_clone_to_cosmos_db(container, clone_id=doc_to_clone)
|
547 |
-
|
548 |
-
# Display documents
|
549 |
-
if st.session_state.documents:
|
550 |
-
for doc in st.session_state.documents:
|
551 |
-
st.write(f"ID: {doc['id']}")
|
552 |
-
st.write(f"Query: {doc.get('query', 'N/A')}")
|
553 |
-
st.write(f"Response: {doc.get('response', 'N/A')}")
|
554 |
-
st.write("---")
|
555 |
-
|
556 |
-
|
557 |
-
|
558 |
|
559 |
if total_docs > 5:
|
560 |
documents_to_display = documents[:5]
|
@@ -564,17 +491,17 @@ def main():
|
|
564 |
st.info(f"Showing all {len(documents_to_display)} documents.")
|
565 |
|
566 |
if documents_to_display:
|
567 |
-
# Add Viewer/Editor selection
|
568 |
view_options = ['Show as Markdown', 'Show as Code Editor', 'Show as Edit and Save', 'Clone Document', 'New Record']
|
569 |
selected_view = st.selectbox("Select Viewer/Editor", view_options, index=2)
|
570 |
|
571 |
if selected_view == 'Show as Markdown':
|
572 |
-
# Show each record as Markdown with navigation
|
573 |
total_docs = len(documents)
|
574 |
doc = documents[st.session_state.current_index]
|
575 |
st.markdown(f"#### Document ID: {doc.get('id', '')}")
|
576 |
|
577 |
-
#
|
578 |
values_with_space = []
|
579 |
def extract_values(obj):
|
580 |
if isinstance(obj, dict):
|
@@ -589,7 +516,7 @@ def main():
|
|
589 |
|
590 |
extract_values(doc)
|
591 |
|
592 |
-
#
|
593 |
st.markdown("#### π Links for Extracted Texts")
|
594 |
for term in values_with_space:
|
595 |
display_glossary_entity(term)
|
@@ -612,7 +539,7 @@ def main():
|
|
612 |
st.rerun()
|
613 |
|
614 |
elif selected_view == 'Show as Code Editor':
|
615 |
-
# Show each record in a code editor with navigation
|
616 |
total_docs = len(documents)
|
617 |
doc = documents[st.session_state.current_index]
|
618 |
st.markdown(f"#### Document ID: {doc.get('id', '')}")
|
@@ -642,7 +569,7 @@ def main():
|
|
642 |
st.error(f"Invalid JSON: {str(e)} π«")
|
643 |
|
644 |
elif selected_view == 'Show as Edit and Save':
|
645 |
-
# Show as Edit and Save in columns
|
646 |
st.markdown("#### Edit the document fields below:")
|
647 |
|
648 |
# Create columns for each document
|
@@ -680,8 +607,8 @@ def main():
|
|
680 |
search_glossary(json.dumps(editable_doc, indent=2))
|
681 |
|
682 |
elif selected_view == 'Clone Document':
|
683 |
-
# Clone Document per record
|
684 |
-
st.markdown("#### Clone a document:")
|
685 |
for idx, doc in enumerate(documents_to_display):
|
686 |
st.markdown(f"##### Document ID: {doc.get('id', '')}")
|
687 |
if st.button("π Clone Document", key=f'clone_button_{idx}'):
|
@@ -712,10 +639,10 @@ def main():
|
|
712 |
st.error(f"Invalid JSON: {str(e)} π«")
|
713 |
|
714 |
elif selected_view == 'New Record':
|
715 |
-
# New Record
|
716 |
st.markdown("#### Create a new document:")
|
717 |
if st.button("π€ Insert Auto-Generated Record"):
|
718 |
-
success, message =
|
719 |
if success:
|
720 |
st.success(message)
|
721 |
st.rerun()
|
@@ -742,7 +669,7 @@ def main():
|
|
742 |
else:
|
743 |
st.sidebar.info("No documents found in this container. π")
|
744 |
|
745 |
-
# Main content area
|
746 |
st.subheader(f"π Container: {st.session_state.selected_container}")
|
747 |
if st.session_state.selected_container:
|
748 |
if documents_to_display:
|
@@ -751,7 +678,7 @@ def main():
|
|
751 |
else:
|
752 |
st.info("No documents to display. π§")
|
753 |
|
754 |
-
# GitHub section
|
755 |
st.subheader("π GitHub Operations")
|
756 |
github_token = os.environ.get("GITHUB") # Read GitHub token from environment variable
|
757 |
source_repo = st.text_input("Source GitHub Repository URL", value="https://github.com/AaronCWacker/AIExamples-8-24-Streamlit")
|
@@ -777,7 +704,7 @@ def main():
|
|
777 |
os.remove(zip_filename)
|
778 |
else:
|
779 |
st.error("Please ensure GitHub token is set in environment variables and source repository URL is provided. πβ")
|
780 |
-
|
781 |
with col2:
|
782 |
if st.button("π€ Push to New Repository"):
|
783 |
if github_token and source_repo:
|
@@ -796,7 +723,7 @@ def main():
|
|
796 |
else:
|
797 |
st.error("Please ensure GitHub token is set in environment variables and source repository URL is provided. πβ")
|
798 |
|
799 |
-
# Chat with Claude
|
800 |
st.subheader("π¬ Chat with Claude")
|
801 |
user_input = st.text_area("Message π¨:", height=100)
|
802 |
|
@@ -818,7 +745,7 @@ def main():
|
|
818 |
st.session_state.chat_history.append({"user": user_input, "claude": response.content[0].text})
|
819 |
|
820 |
# Save to Cosmos DB
|
821 |
-
|
822 |
|
823 |
# Display Chat History
|
824 |
st.subheader("Past Conversations π")
|
@@ -873,20 +800,7 @@ def main():
|
|
873 |
except Exception as e:
|
874 |
st.error(f"An unexpected error occurred: {str(e)} π±")
|
875 |
|
876 |
-
|
877 |
-
# βοΈ q= Run ArXiv search from query parameters
|
878 |
-
try:
|
879 |
-
query_params = st.query_params
|
880 |
-
query = query_params.get('q') or query_params.get('query') or ''
|
881 |
-
if query:
|
882 |
-
# π΅οΈββοΈ We have a query! Let's process it!
|
883 |
-
process_text(query)
|
884 |
-
#st.stop() # Stop further execution
|
885 |
-
except Exception as e:
|
886 |
-
st.markdown(' ')
|
887 |
-
|
888 |
-
|
889 |
-
# Logout button
|
890 |
if st.session_state.logged_in and st.sidebar.button("πͺ Logout"):
|
891 |
st.session_state.logged_in = False
|
892 |
st.session_state.selected_records.clear()
|
|
|
18 |
import re
|
19 |
from PIL import Image
|
20 |
import zipfile
|
21 |
+
import hashlib
|
22 |
import time
|
23 |
|
24 |
+
# π App Configuration - Because every app needs a good costume!
|
25 |
Site_Name = 'πGitπCosmosπ« - Azure Cosmos DB and Github Agent'
|
26 |
title = "πGitπCosmosπ« - Azure Cosmos DB and Github Agent"
|
27 |
helpURL = 'https://huggingface.co/awacke1'
|
|
|
40 |
}
|
41 |
)
|
42 |
|
43 |
+
# π Cosmos DB configuration - Where data goes to party!
|
44 |
ENDPOINT = "https://acae-afd.documents.azure.com:443/"
|
45 |
DATABASE_NAME = os.environ.get("COSMOS_DATABASE_NAME")
|
46 |
CONTAINER_NAME = os.environ.get("COSMOS_CONTAINER_NAME")
|
47 |
Key = os.environ.get("Key")
|
48 |
|
49 |
+
# π Your local app URL - Home sweet home
|
50 |
LOCAL_APP_URL = "https://huggingface.co/spaces/awacke1/AzureCosmosDBUI"
|
51 |
|
52 |
+
# π€ Anthropic configuration - Teaching machines to be more human (and funnier)
|
53 |
client = anthropic.Anthropic(api_key=os.environ.get("ANTHROPIC_API_KEY"))
|
54 |
|
55 |
+
# π§ Initialize session state - Because even apps need a good memory
|
56 |
if "chat_history" not in st.session_state:
|
57 |
st.session_state.chat_history = []
|
58 |
|
59 |
+
# π οΈ Helper Functions - The unsung heroes of our code
|
60 |
+
|
61 |
+
# π Get a file download link - Making file sharing as easy as stealing candy from a baby
|
62 |
def get_download_link(file_path):
|
63 |
with open(file_path, "rb") as file:
|
64 |
contents = file.read()
|
|
|
66 |
file_name = os.path.basename(file_path)
|
67 |
return f'<a href="data:file/txt;base64,{b64}" download="{file_name}">Download {file_name}π</a>'
|
68 |
|
69 |
+
# π² Generate a unique ID - Because being unique is important (just ask your mother)
|
70 |
def generate_unique_id():
|
71 |
+
timestamp = datetime.utcnow().strftime('%Y%m%d%H%M%S%f')
|
72 |
+
unique_uuid = str(uuid.uuid4())
|
73 |
+
return f"{timestamp}-{unique_uuid}"
|
|
|
|
|
74 |
|
75 |
+
# π Generate a filename - Naming files like a pro (or a very confused librarian)
|
76 |
def generate_filename(prompt, file_type):
|
77 |
central = pytz.timezone('US/Central')
|
78 |
safe_date_time = datetime.now(central).strftime("%m%d_%H%M")
|
79 |
safe_prompt = re.sub(r'\W+', '', prompt)[:90]
|
80 |
return f"{safe_date_time}{safe_prompt}.{file_type}"
|
81 |
|
82 |
+
# πΎ Create and save a file - Because data hoarding is a legitimate hobby
|
83 |
def create_file(filename, prompt, response, should_save=True):
|
84 |
if not should_save:
|
85 |
return
|
86 |
with open(filename, 'w', encoding='utf-8') as file:
|
87 |
file.write(prompt + "\n\n" + response)
|
88 |
|
89 |
+
# π Load file content - Bringing words back from the digital grave
|
90 |
def load_file(file_name):
|
91 |
with open(file_name, "r", encoding='utf-8') as file:
|
92 |
content = file.read()
|
93 |
return content
|
94 |
|
95 |
+
# π Display glossary entity - Making search fun again (as if it ever was)
|
96 |
def display_glossary_entity(k):
|
97 |
search_urls = {
|
98 |
"ππArXiv": lambda k: f"/?q={quote(k)}",
|
|
|
103 |
links_md = ' '.join([f"<a href='{url(k)}' target='_blank'>{emoji}</a>" for emoji, url in search_urls.items()])
|
104 |
st.markdown(f"{k} {links_md}", unsafe_allow_html=True)
|
105 |
|
106 |
+
# ποΈ Create zip of files - Squeezing files together like sardines in a can
|
107 |
def create_zip_of_files(files):
|
108 |
zip_name = "all_files.zip"
|
109 |
with zipfile.ZipFile(zip_name, 'w') as zipf:
|
|
|
111 |
zipf.write(file)
|
112 |
return zip_name
|
113 |
|
114 |
+
# π¬ Get video HTML - Making videos play nice (or at least trying to)
|
115 |
def get_video_html(video_path, width="100%"):
|
116 |
video_url = f"data:video/mp4;base64,{base64.b64encode(open(video_path, 'rb').read()).decode()}"
|
117 |
return f'''
|
|
|
121 |
</video>
|
122 |
'''
|
123 |
|
124 |
+
# π΅ Get audio HTML - Let the music play (and hope it's not Baby Shark)
|
125 |
def get_audio_html(audio_path, width="100%"):
|
126 |
audio_url = f"data:audio/mpeg;base64,{base64.b64encode(open(audio_path, 'rb').read()).decode()}"
|
127 |
return f'''
|
|
|
131 |
</audio>
|
132 |
'''
|
133 |
|
134 |
+
# π Cosmos DB functions - Where data goes to live its best life
|
135 |
+
|
136 |
+
# π Get databases - Collecting databases like Pokemon cards
|
137 |
def get_databases(client):
|
138 |
return [db['id'] for db in client.list_databases()]
|
139 |
|
140 |
+
# π¦ Get containers - Finding where all the good stuff is hidden
|
141 |
def get_containers(database):
|
142 |
return [container['id'] for container in database.list_containers()]
|
143 |
|
144 |
+
# π Get documents - Retrieving the sacred texts (or just some JSON)
|
145 |
def get_documents(container, limit=None):
|
146 |
query = "SELECT * FROM c ORDER BY c._ts DESC"
|
147 |
items = list(container.query_items(query=query, enable_cross_partition_query=True, max_item_count=limit))
|
148 |
return items
|
149 |
|
150 |
+
# π₯ Insert record - Adding new data (and crossing fingers it doesn't break anything)
|
151 |
def insert_record(container, record):
|
152 |
try:
|
153 |
container.create_item(body=record)
|
|
|
157 |
except Exception as e:
|
158 |
return False, f"An unexpected error occurred: {str(e)} π±"
|
159 |
|
160 |
+
# π Update record - Giving data a makeover
|
161 |
def update_record(container, updated_record):
|
162 |
try:
|
163 |
container.upsert_item(body=updated_record)
|
|
|
167 |
except Exception as e:
|
168 |
return False, f"An unexpected error occurred: {traceback.format_exc()} π±"
|
169 |
|
170 |
+
# ποΈ Delete record - Saying goodbye to data (it's not you, it's me)
|
171 |
def delete_record(container, name, id):
|
172 |
try:
|
173 |
container.delete_item(item=id, partition_key=id)
|
|
|
179 |
except Exception as e:
|
180 |
return False, f"An unexpected error occurred: {traceback.format_exc()} π±"
|
181 |
|
182 |
+
# πΎ Save to Cosmos DB - Preserving data for future generations (or just until the next update)
|
183 |
+
def save_to_cosmos_db(container, query, response1, response2):
|
184 |
+
try:
|
185 |
+
if container:
|
186 |
+
record = {
|
187 |
+
"id": generate_unique_id(),
|
188 |
+
"query": query,
|
189 |
+
"response1": response1,
|
190 |
+
"response2": response2,
|
191 |
+
"timestamp": datetime.utcnow().isoformat()
|
192 |
+
}
|
193 |
+
try:
|
194 |
+
container.create_item(body=record)
|
195 |
+
st.success(f"Record saved successfully with ID: {record['id']}")
|
196 |
+
# Refresh the documents display
|
197 |
+
st.session_state.documents = get_documents(container)
|
198 |
+
except exceptions.CosmosHttpResponseError as e:
|
199 |
+
st.error(f"Error saving record to Cosmos DB: {e}")
|
200 |
+
else:
|
201 |
+
st.error("Cosmos DB container is not initialized.")
|
202 |
+
except Exception as e:
|
203 |
+
st.error(f"An unexpected error occurred: {str(e)}")
|
204 |
|
205 |
+
# π GitHub functions - Where code goes to socialize
|
206 |
+
|
207 |
+
# π₯ Download GitHub repo - Cloning repos like it's going out of style
|
208 |
+
def download_github_repo(url, local_path):
|
209 |
+
if os.path.exists(local_path):
|
210 |
+
shutil.rmtree(local_path)
|
211 |
+
Repo.clone_from(url, local_path)
|
212 |
+
|
213 |
+
# ποΈ Create zip file - Squeezing files tighter than your budget
|
214 |
+
def create_zip_file(source_dir, output_filename):
|
215 |
+
shutil.make_archive(output_filename, 'zip', source_dir)
|
216 |
+
|
217 |
+
# ποΈ Create repo - Building digital homes for lonely code
|
218 |
+
def create_repo(g, repo_name):
|
219 |
+
user = g.get_user()
|
220 |
+
return user.create_repo(repo_name)
|
221 |
+
|
222 |
+
# π Push to GitHub - Sending code to the cloud (hopefully not the rainy kind)
|
223 |
+
def push_to_github(local_path, repo, github_token):
|
224 |
+
repo_url = f"https://{github_token}@github.com/{repo.full_name}.git"
|
225 |
+
local_repo = Repo(local_path)
|
226 |
+
|
227 |
+
if 'origin' in [remote.name for remote in local_repo.remotes]:
|
228 |
+
origin = local_repo.remote('origin')
|
229 |
+
origin.set_url(repo_url)
|
230 |
+
else:
|
231 |
+
origin = local_repo.create_remote('origin', repo_url)
|
232 |
+
|
233 |
+
if not local_repo.heads:
|
234 |
+
local_repo.git.checkout('-b', 'main')
|
235 |
+
current_branch = 'main'
|
236 |
+
else:
|
237 |
+
current_branch = local_repo.active_branch.name
|
238 |
+
|
239 |
+
local_repo.git.add(A=True)
|
240 |
+
|
241 |
+
if local_repo.is_dirty():
|
242 |
+
local_repo.git.commit('-m', 'Initial commit')
|
243 |
+
|
244 |
+
origin.push(refspec=f'{current_branch}:{current_branch}')
|
245 |
+
|
246 |
+
# πΎ Save or clone to Cosmos DB - Because every document deserves a twin
|
247 |
def save_or_clone_to_cosmos_db(container, query=None, response=None, clone_id=None):
|
248 |
try:
|
249 |
if not container:
|
|
|
292 |
except Exception as e:
|
293 |
st.error(f"An unexpected error occurred: {str(e)}")
|
294 |
|
295 |
+
# π¦ Archive current container - Packing up data like you're moving to a new digital house
|
296 |
+
def archive_current_container(database_name, container_name, client):
|
297 |
+
try:
|
298 |
+
base_dir = "./cosmos_archive_current_container"
|
299 |
+
if os.path.exists(base_dir):
|
300 |
+
shutil.rmtree(base_dir)
|
301 |
+
os.makedirs(base_dir)
|
302 |
+
|
303 |
+
db_client = client.get_database_client(database_name)
|
304 |
+
container_client = db_client.get_container_client(container_name)
|
305 |
+
items = list(container_client.read_all_items())
|
306 |
+
|
307 |
+
container_dir = os.path.join(base_dir, container_name)
|
308 |
+
os.makedirs(container_dir)
|
309 |
+
|
310 |
+
for item in items:
|
311 |
+
item_id = item.get('id', f"unknown_{datetime.now().strftime('%Y%m%d%H%M%S')}")
|
312 |
+
with open(os.path.join(container_dir, f"{item_id}.json"), 'w') as f:
|
313 |
+
json.dump(item, f, indent=2)
|
314 |
+
|
315 |
+
archive_name = f"{container_name}_archive_{datetime.now().strftime('%Y%m%d%H%M%S')}"
|
316 |
+
shutil.make_archive(archive_name, 'zip', base_dir)
|
317 |
+
|
318 |
+
return get_download_link(f"{archive_name}.zip")
|
319 |
+
except Exception as e:
|
320 |
+
return f"An error occurred while archiving data: {str(e)} π’"
|
321 |
|
322 |
+
# π Search glossary - Finding needles in digital haystacks
|
323 |
def search_glossary(query):
|
324 |
+
st.markdown(f"### π SearchGlossary for: {query}")
|
325 |
+
|
326 |
# Dropdown for model selection
|
327 |
model_options = ['mistralai/Mixtral-8x7B-Instruct-v0.1', 'mistralai/Mistral-7B-Instruct-v0.2', 'google/gemma-7b-it', 'None']
|
328 |
model_choice = st.selectbox('π§ Select LLM Model', options=model_options, index=1)
|
329 |
+
|
330 |
# Dropdown for database selection
|
331 |
database_options = ['Semantic Search', 'Arxiv Search - Latest - (EXPERIMENTAL)']
|
332 |
database_choice = st.selectbox('π Select Database', options=database_options, index=0)
|
333 |
|
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|
334 |
# π΅οΈββοΈ Searching the glossary for: query
|
335 |
all_results = ""
|
336 |
st.markdown(f"- {query}")
|
337 |
|
338 |
# π ArXiv RAG researcher expert ~-<>-~ Paper Summary & Ask LLM
|
|
|
|
|
339 |
client = Client("awacke1/Arxiv-Paper-Search-And-QA-RAG-Pattern")
|
340 |
|
|
|
341 |
# π ArXiv RAG researcher expert ~-<>-~ Paper Summary & Ask LLM - api_name: /ask_llm
|
342 |
result = client.predict(
|
343 |
prompt=query,
|
|
|
347 |
)
|
348 |
st.markdown(result)
|
349 |
st.code(result, language="python", line_numbers=True)
|
350 |
+
|
351 |
# π ArXiv RAG researcher expert ~-<>-~ Paper Summary & Ask LLM - api_name: /ask_llm
|
352 |
result2 = client.predict(
|
353 |
prompt=query,
|
|
|
368 |
st.markdown(result3)
|
369 |
st.code(result3, language="python", line_numbers=True)
|
370 |
|
|
|
371 |
# π ArXiv RAG researcher expert ~-<>-~ Paper Summary & Ask LLM - api_name: /update_with_rag_md
|
372 |
response2 = client.predict(
|
373 |
message=query, # str in 'parameter_13' Textbox component
|
|
|
375 |
database_choice="Semantic Search",
|
376 |
llm_model_picked="mistralai/Mistral-7B-Instruct-v0.2",
|
377 |
api_name="/update_with_rag_md"
|
378 |
+
)
|
379 |
|
380 |
st.markdown(response2[0])
|
381 |
st.code(response2[0], language="python", line_numbers=True, wrap_lines=True)
|
382 |
+
|
383 |
st.markdown(response2[1])
|
384 |
st.code(response2[1], language="python", line_numbers=True, wrap_lines=True)
|
385 |
|
386 |
+
return result, result2, result3, response2
|
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|
|
387 |
|
388 |
+
# π Main function - Where the magic happens (and occasionally breaks)
|
|
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|
|
|
|
|
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|
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|
|
|
389 |
def main():
|
390 |
st.title("πGitπCosmosπ« - Azure Cosmos DB and Github Agent")
|
391 |
|
392 |
+
# π¦ Initialize session state
|
393 |
+
if 'logged_in' not in st.session_state:
|
394 |
+
st.session_state.logged_in = False
|
395 |
+
if 'selected_records' not in st.session_state:
|
396 |
+
st.session_state.selected_records = []
|
397 |
if 'client' not in st.session_state:
|
398 |
st.session_state.client = None
|
399 |
if 'selected_database' not in st.session_state:
|
|
|
404 |
st.session_state.selected_document_id = None
|
405 |
if 'current_index' not in st.session_state:
|
406 |
st.session_state.current_index = 0
|
407 |
+
if 'cloned_doc' not in st.session_state:
|
408 |
+
st.session_state.cloned_doc = None
|
|
|
|
|
409 |
|
410 |
+
# βοΈ q= Run ArXiv search from query parameters
|
411 |
+
try:
|
412 |
+
query_params = st.query_params
|
413 |
+
query = query_params.get('q') or query_params.get('query') or ''
|
414 |
+
if query:
|
415 |
+
# π΅οΈββοΈ We have a query! Let's process it!
|
416 |
+
result, result2, result3, response2 = search_glossary(query)
|
417 |
+
# When saving results, pass the container
|
418 |
+
try:
|
419 |
+
save_to_cosmos_db(st.session_state.cosmos_container, query, result, result)
|
420 |
+
save_to_cosmos_db(st.session_state.cosmos_container, query, result2, result2)
|
421 |
+
save_to_cosmos_db(st.session_state.cosmos_container, query, result3, result3)
|
422 |
+
save_to_cosmos_db(st.session_state.cosmos_container, query, response2[0], response2[0])
|
423 |
+
save_to_cosmos_db(st.session_state.cosmos_container, query, response2[1], response2[1])
|
424 |
+
except exceptions.CosmosHttpResponseError as e:
|
425 |
+
st.error(f"HTTP error occurred: {str(e)} π¨")
|
426 |
+
except Exception as e:
|
427 |
+
st.error(f"An unexpected error occurred: {str(e)} π±")
|
428 |
+
|
429 |
+
st.stop() # Stop further execution
|
430 |
+
except Exception as e:
|
431 |
+
st.markdown(' ')
|
432 |
|
433 |
+
# π Automatic Login
|
434 |
if Key:
|
435 |
st.session_state.primary_key = Key
|
436 |
st.session_state.logged_in = True
|
437 |
else:
|
438 |
st.error("Cosmos DB Key is not set in environment variables. πβ")
|
439 |
+
return # Can't proceed without a key
|
440 |
|
441 |
if st.session_state.logged_in:
|
442 |
+
# π Initialize Cosmos DB client
|
443 |
try:
|
444 |
if st.session_state.client is None:
|
445 |
st.session_state.client = CosmosClient(ENDPOINT, credential=st.session_state.primary_key)
|
446 |
|
447 |
+
# ποΈ Sidebar for database, container, and document selection
|
448 |
st.sidebar.title("πGitπCosmosπ«ποΈNavigator")
|
449 |
|
450 |
databases = get_databases(st.session_state.client)
|
|
|
470 |
|
471 |
if st.session_state.selected_container:
|
472 |
container = database.get_container_client(st.session_state.selected_container)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
473 |
|
474 |
+
# π¦ Add Export button
|
475 |
if st.button("π¦ Export Container Data"):
|
476 |
download_link = archive_current_container(st.session_state.selected_database, st.session_state.selected_container, st.session_state.client)
|
477 |
if download_link.startswith('<a'):
|
|
|
482 |
# Fetch documents
|
483 |
documents = get_documents(container)
|
484 |
total_docs = len(documents)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
485 |
|
486 |
if total_docs > 5:
|
487 |
documents_to_display = documents[:5]
|
|
|
491 |
st.info(f"Showing all {len(documents_to_display)} documents.")
|
492 |
|
493 |
if documents_to_display:
|
494 |
+
# π¨ Add Viewer/Editor selection
|
495 |
view_options = ['Show as Markdown', 'Show as Code Editor', 'Show as Edit and Save', 'Clone Document', 'New Record']
|
496 |
selected_view = st.selectbox("Select Viewer/Editor", view_options, index=2)
|
497 |
|
498 |
if selected_view == 'Show as Markdown':
|
499 |
+
# ποΈ Show each record as Markdown with navigation
|
500 |
total_docs = len(documents)
|
501 |
doc = documents[st.session_state.current_index]
|
502 |
st.markdown(f"#### Document ID: {doc.get('id', '')}")
|
503 |
|
504 |
+
# π΅οΈββοΈ Let's extract values from the JSON that have at least one space
|
505 |
values_with_space = []
|
506 |
def extract_values(obj):
|
507 |
if isinstance(obj, dict):
|
|
|
516 |
|
517 |
extract_values(doc)
|
518 |
|
519 |
+
# π Let's create a list of links for these values
|
520 |
st.markdown("#### π Links for Extracted Texts")
|
521 |
for term in values_with_space:
|
522 |
display_glossary_entity(term)
|
|
|
539 |
st.rerun()
|
540 |
|
541 |
elif selected_view == 'Show as Code Editor':
|
542 |
+
# π» Show each record in a code editor with navigation
|
543 |
total_docs = len(documents)
|
544 |
doc = documents[st.session_state.current_index]
|
545 |
st.markdown(f"#### Document ID: {doc.get('id', '')}")
|
|
|
569 |
st.error(f"Invalid JSON: {str(e)} π«")
|
570 |
|
571 |
elif selected_view == 'Show as Edit and Save':
|
572 |
+
# βοΈ Show as Edit and Save in columns
|
573 |
st.markdown("#### Edit the document fields below:")
|
574 |
|
575 |
# Create columns for each document
|
|
|
607 |
search_glossary(json.dumps(editable_doc, indent=2))
|
608 |
|
609 |
elif selected_view == 'Clone Document':
|
610 |
+
# 𧬠Clone Document per record
|
611 |
+
st.markdownst.markdown("#### Clone a document:")
|
612 |
for idx, doc in enumerate(documents_to_display):
|
613 |
st.markdown(f"##### Document ID: {doc.get('id', '')}")
|
614 |
if st.button("π Clone Document", key=f'clone_button_{idx}'):
|
|
|
639 |
st.error(f"Invalid JSON: {str(e)} π«")
|
640 |
|
641 |
elif selected_view == 'New Record':
|
642 |
+
# π New Record
|
643 |
st.markdown("#### Create a new document:")
|
644 |
if st.button("π€ Insert Auto-Generated Record"):
|
645 |
+
success, message = save_or_clone_to_cosmos_db(container, query="Auto-generated", response="This is an auto-generated record.")
|
646 |
if success:
|
647 |
st.success(message)
|
648 |
st.rerun()
|
|
|
669 |
else:
|
670 |
st.sidebar.info("No documents found in this container. π")
|
671 |
|
672 |
+
# π Main content area
|
673 |
st.subheader(f"π Container: {st.session_state.selected_container}")
|
674 |
if st.session_state.selected_container:
|
675 |
if documents_to_display:
|
|
|
678 |
else:
|
679 |
st.info("No documents to display. π§")
|
680 |
|
681 |
+
# π GitHub section
|
682 |
st.subheader("π GitHub Operations")
|
683 |
github_token = os.environ.get("GITHUB") # Read GitHub token from environment variable
|
684 |
source_repo = st.text_input("Source GitHub Repository URL", value="https://github.com/AaronCWacker/AIExamples-8-24-Streamlit")
|
|
|
704 |
os.remove(zip_filename)
|
705 |
else:
|
706 |
st.error("Please ensure GitHub token is set in environment variables and source repository URL is provided. πβ")
|
707 |
+
|
708 |
with col2:
|
709 |
if st.button("π€ Push to New Repository"):
|
710 |
if github_token and source_repo:
|
|
|
723 |
else:
|
724 |
st.error("Please ensure GitHub token is set in environment variables and source repository URL is provided. πβ")
|
725 |
|
726 |
+
# π¬ Chat with Claude
|
727 |
st.subheader("π¬ Chat with Claude")
|
728 |
user_input = st.text_area("Message π¨:", height=100)
|
729 |
|
|
|
745 |
st.session_state.chat_history.append({"user": user_input, "claude": response.content[0].text})
|
746 |
|
747 |
# Save to Cosmos DB
|
748 |
+
save_to_cosmos_db(container, user_input, response.content[0].text, "")
|
749 |
|
750 |
# Display Chat History
|
751 |
st.subheader("Past Conversations π")
|
|
|
800 |
except Exception as e:
|
801 |
st.error(f"An unexpected error occurred: {str(e)} π±")
|
802 |
|
803 |
+
# πͺ Logout button
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
804 |
if st.session_state.logged_in and st.sidebar.button("πͺ Logout"):
|
805 |
st.session_state.logged_in = False
|
806 |
st.session_state.selected_records.clear()
|