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Update app.py
Browse files
app.py
CHANGED
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@@ -1,4 +1,4 @@
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-
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import anthropic
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import base64
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import glob
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@@ -15,7 +15,6 @@ import time
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import traceback
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import uuid
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import zipfile
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-
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from PIL import Image
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from azure.cosmos import CosmosClient, exceptions
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from datetime import datetime
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@@ -24,13 +23,13 @@ from github import Github
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from gradio_client import Client
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from urllib.parse import quote
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# π App Configuration - Because every app needs a good costume!
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Site_Name = 'π
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title = "π
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helpURL = 'https://huggingface.co/awacke1'
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bugURL = 'https://huggingface.co/spaces/awacke1'
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icons = 'πππ«'
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st.set_page_config(
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page_title=title,
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page_icon=icons,
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@@ -43,6 +42,7 @@ st.set_page_config(
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}
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)
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# π Cosmos DB configuration - Where data goes to party!
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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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@@ -60,6 +60,8 @@ client = anthropic.Anthropic(api_key=os.environ.get("ANTHROPIC_API_KEY"))
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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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# π οΈ Helper Functions - The unsung heroes of our code
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# π Get a file download link - Making file sharing as easy as stealing candy from a baby
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@@ -207,6 +209,8 @@ def save_to_cosmos_db(container, query, response1, response2):
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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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# π GitHub functions - Where code goes to socialize
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# π₯ Download GitHub repo - Cloning repos like it's going out of style
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@@ -228,24 +232,19 @@ def create_repo(g, 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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-
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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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@@ -254,14 +253,11 @@ def save_or_clone_to_cosmos_db(container, document=None, clone_id=None):
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timestamp = datetime.utcnow().strftime('%Y%m%d%H%M%S%f')
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random_component = ''.join(random.choices('abcdefghijklmnopqrstuvwxyz0123456789', k=8))
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return f"{timestamp}-{random_component}-{str(uuid.uuid4())}"
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max_retries = 10
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base_delay = 0.1
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for attempt in range(max_retries):
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try:
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new_id = generate_complex_unique_id()
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if clone_id:
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try:
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existing_doc = container.read_item(item=clone_id, partition_key=clone_id)
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@@ -276,15 +272,12 @@ def save_or_clone_to_cosmos_db(container, document=None, clone_id=None):
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return False, f"Document with ID {clone_id} not found for cloning."
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else:
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if document is None:
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return False, "No document provided for saving"
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document['id'] = new_id
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document['created_at'] = datetime.utcnow().isoformat()
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new_doc = document
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response = container.create_item(body=new_doc)
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return True, f"{'Cloned' if clone_id else 'New'} document saved successfully with ID: {response['id']}"
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-
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except exceptions.CosmosHttpResponseError as e:
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if e.status_code == 409:
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delay = base_delay * (2 ** attempt) + random.uniform(0, 0.1)
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@@ -293,7 +286,6 @@ def save_or_clone_to_cosmos_db(container, document=None, clone_id=None):
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return False, f"Error saving to Cosmos DB: {str(e)}"
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except Exception as e:
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return False, f"An unexpected error occurred: {str(e)}"
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return False, "Failed to save document after maximum retries."
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@@ -304,45 +296,37 @@ def archive_current_container(database_name, container_name, client):
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if os.path.exists(base_dir):
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shutil.rmtree(base_dir)
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os.makedirs(base_dir)
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db_client = client.get_database_client(database_name)
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container_client = db_client.get_container_client(container_name)
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items = list(container_client.read_all_items())
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container_dir = os.path.join(base_dir, container_name)
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os.makedirs(container_dir)
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for item in items:
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item_id = item.get('id', f"unknown_{datetime.now().strftime('%Y%m%d%H%M%S')}")
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with open(os.path.join(container_dir, f"{item_id}.json"), 'w') as f:
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json.dump(item, f, indent=2)
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archive_name = f"{container_name}_archive_{datetime.now().strftime('%Y%m%d%H%M%S')}"
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shutil.make_archive(archive_name, 'zip', base_dir)
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return get_download_link(f"{archive_name}.zip")
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except Exception as e:
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return f"An error occurred while archiving data: {str(e)} π’"
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# π Search glossary - Finding needles in digital haystacks
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def search_glossary(query):
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st.markdown(f"### π SearchGlossary for: {query}")
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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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# 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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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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)
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st.markdown(result2)
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st.code(result2, 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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result3 = client.predict(
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prompt=query,
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)
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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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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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return result, result2, result3, response2
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# π Generate a safe filename from the first few lines of content
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def generate_filename_from_content(content, file_type="md"):
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# Extract the first few lines or sentences
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safe_name = safe_name[:50].strip() # Adjust length limit
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return f"{safe_name}.{file_type}"
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# πΎ Create and save a file
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def create_file_from_content(content, should_save=True):
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if not should_save:
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file.write(content)
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return filename
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# π Display list of saved .md files in the sidebar
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def display_saved_files_in_sidebar():
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all_files = glob.glob("*.md")
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all_files.sort(reverse=True)
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all_files = [file for file in all_files if not file.lower().startswith('readme')] # Exclude README.md
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st.sidebar.markdown("## π Saved Markdown Files")
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for file in all_files:
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col1, col2, col3 = st.sidebar.columns([6, 2, 1])
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os.remove(file)
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st.rerun()
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def clone_record(container, clone_id):
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try:
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existing_doc = container.read_item(item=clone_id, partition_key=clone_id)
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new_doc['_etag'] = None
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new_doc['_attachments'] = None
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new_doc['_ts'] = None # Reset timestamp to be updated by Cosmos DB automatically
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# Insert the cloned document
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response = container.create_item(body=new_doc)
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st.success(f"Cloned document saved successfully with ID: {new_doc['id']} π")
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# Refresh the documents in session state
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st.session_state.documents = list(container.query_items(
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query="SELECT * FROM c ORDER BY c._ts DESC",
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enable_cross_partition_query=True
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))
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-
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except exceptions.CosmosResourceNotFoundError:
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st.error(f"Document with ID {clone_id} not found for cloning.")
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except exceptions.CosmosHttpResponseError as e:
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st.error(f"An unexpected error occurred: {str(e)} π±")
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def create_new_blank_record(container):
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try:
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# Get the structure of the latest document (to preserve schema)
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new_doc_structure = latest_doc[0].copy()
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else:
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new_doc_structure = {}
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new_doc = {key: "" for key in new_doc_structure.keys()} # Set all fields to blank
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new_doc['id'] = generate_unique_id() # Generate new unique ID
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new_doc['createdAt'] = datetime.utcnow().isoformat() # Set creation time
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# Insert the new blank document
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response = container.create_item(body=new_doc)
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st.success(f"New blank document saved successfully with ID: {new_doc['id']} π")
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-
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# Refresh the documents in session state
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st.session_state.documents = list(container.query_items(
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query="SELECT * FROM c ORDER BY c._ts DESC",
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enable_cross_partition_query=True
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))
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-
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except exceptions.CosmosHttpResponseError as e:
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st.error(f"HTTP error occurred: {str(e)} π¨")
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except Exception as e:
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st.error(f"An unexpected error occurred: {str(e)} π±")
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# Function to preprocess the pasted content
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def preprocess_text(text):
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# Replace CRLF and other newline variations with the JSON newline escape sequence
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text = text.replace('\r\n', '\\n')
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text = text.replace('\r', '\\n')
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text = text.replace('\n', '\\n')
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# Escape double quotes inside the text
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text = text.replace('"', '\\"')
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# Optionally remove or handle other special characters that might not be JSON-safe
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# Here, we remove characters like tabs or non-ASCII characters (as an example)
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text = re.sub(r'[\t]', ' ', text) # Replace tabs with spaces
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text = re.sub(r'[^\x00-\x7F]+', '', text) # Remove non-ASCII characters
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# Normalize spaces (strip leading/trailing whitespace)
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text = text.strip()
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return text
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# π Main function - "All the world's a stage, and all the code merely players" -Shakespeare, probably
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def main():
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st.title("πGitπCosmosπ« - Azure Cosmos DB and Github Agent")
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-
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-
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# π² Session state vars - "Life is like a session state, you never know what you're gonna get"
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if 'logged_in' not in st.session_state:
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st.session_state.logged_in = False
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if 'cloned_doc' not in st.session_state:
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st.session_state.cloned_doc = None
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-
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-
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# π Query processing - "To search or not to search, that is the query"
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try:
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query_params = st.query_params
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st.error(f"HTTP error occurred: {str(e)} π¨")
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except Exception as e:
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st.error(f"An unexpected error occurred: {str(e)} π±")
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-
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st.stop()
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except Exception as e:
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st.markdown(' ')
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-
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-
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# π Auth check - "With great keys come great connectivity"
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if Key:
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st.session_state.primary_key = Key
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st.error("Cosmos DB Key is not set in environment variables. πβ")
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return
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-
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-
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if st.session_state.logged_in:
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# π DB initialization - "In the beginning, there was connection string..."
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try:
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if st.session_state.client is None:
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st.session_state.client = CosmosClient(ENDPOINT, credential=st.session_state.primary_key)
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-
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# π Navigation setup - "Navigation is not about where you are, but where you're going"
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st.sidebar.title("πGitπCosmosπ«ποΈNavigator")
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-
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databases = get_databases(st.session_state.client)
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selected_db = st.sidebar.selectbox("ποΈ Select Database", databases)
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st.markdown(CosmosDBUrl)
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-
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# π State management - "Change is the only constant in state management"
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if selected_db != st.session_state.selected_database:
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st.session_state.selected_database = selected_db
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st.session_state.selected_document_id = None
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st.session_state.current_index = 0
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st.rerun()
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-
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-
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if st.session_state.selected_database:
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database = st.session_state.client.get_database_client(st.session_state.selected_database)
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if st.session_state.selected_container:
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container = database.get_container_client(st.session_state.selected_container)
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-
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# π¦ Export functionality - "Pack it, zip it, ship it"
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if st.sidebar.button("π¦ Export Container Data"):
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download_link = archive_current_container(st.session_state.selected_database,
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else:
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st.error(download_link)
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# π Document handling - "Document, document, on the wall, who's the most recent of them all?"
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documents = get_documents(container)
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total_docs = len(documents)
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-
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# Add a slider to let the user choose how many documents to display
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num_docs_to_display = st.slider(
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"Select number of documents to display", 5, 500,
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)
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-
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# Adjust the document display logic based on the slider value
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if total_docs > num_docs_to_display:
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documents_to_display = documents[:num_docs_to_display]
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@@ -662,12 +608,11 @@ def main():
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documents_to_display = documents
|
| 663 |
st.sidebar.info(f"Showing all {len(documents_to_display)} documents.")
|
| 664 |
|
| 665 |
-
|
| 666 |
-
|
| 667 |
if documents_to_display:
|
| 668 |
# π¨ View options - "Different strokes for different folks"
|
| 669 |
view_options = ['Show as Markdown', 'Show as Code Editor', 'Show as Edit, Save, Run AI', 'Clone Document', 'New Record']
|
| 670 |
selected_view = st.sidebar.selectbox("Select Viewer/Editor", view_options, index=2)
|
|
|
|
| 671 |
|
| 672 |
if selected_view == 'Show as Markdown':
|
| 673 |
Label = '# π Markdown view - Mark it down, mark it up'
|
|
@@ -697,8 +642,6 @@ def main():
|
|
| 697 |
content = json.dumps(doc, indent=2)
|
| 698 |
st.markdown(f"```json\n{content}\n```")
|
| 699 |
|
| 700 |
-
|
| 701 |
-
|
| 702 |
# β¬
οΈβ‘οΈ Navigation - "Left and right, day and night"
|
| 703 |
col_prev, col_next = st.columns([1, 1])
|
| 704 |
with col_prev:
|
|
@@ -711,6 +654,8 @@ def main():
|
|
| 711 |
if st.session_state.current_index < total_docs - 1:
|
| 712 |
st.session_state.current_index += 1
|
| 713 |
st.rerun()
|
|
|
|
|
|
|
| 714 |
|
| 715 |
elif selected_view == 'Show as Code Editor':
|
| 716 |
Label = '# π» Code editor view'
|
|
@@ -762,10 +707,6 @@ def main():
|
|
| 762 |
except Exception as e:
|
| 763 |
st.error(f"Error deleting document: {str(e)}")
|
| 764 |
|
| 765 |
-
|
| 766 |
-
|
| 767 |
-
|
| 768 |
-
|
| 769 |
|
| 770 |
elif selected_view == 'Show as Edit, Save, Run AI':
|
| 771 |
Label = '# βοΈ Edit and save view - Edit with wisdom, save with precision'
|
|
@@ -775,8 +716,6 @@ def main():
|
|
| 775 |
num_cols = len(documents_to_display)
|
| 776 |
cols = st.columns(num_cols)
|
| 777 |
|
| 778 |
-
|
| 779 |
-
|
| 780 |
for idx, (col, doc) in enumerate(zip(cols, documents_to_display)):
|
| 781 |
with col:
|
| 782 |
|
|
@@ -817,9 +756,7 @@ def main():
|
|
| 817 |
with col_ai:
|
| 818 |
if st.button("π€ Run AI", key=f'run_with_ai_button_{idx}'):
|
| 819 |
search_glossary(json.dumps(editable_doc, indent=2))
|
| 820 |
-
|
| 821 |
-
|
| 822 |
-
|
| 823 |
|
| 824 |
elif selected_view == 'Clone Document':
|
| 825 |
st.markdown("#### Clone a document:")
|
|
@@ -913,8 +850,6 @@ def main():
|
|
| 913 |
st.info("No documents to display. π§")
|
| 914 |
|
| 915 |
|
| 916 |
-
|
| 917 |
-
|
| 918 |
Label = '# π GitHub integration - Git happens'
|
| 919 |
st.subheader("π GitHub Operations")
|
| 920 |
github_token = os.environ.get("GITHUB")
|
|
@@ -923,8 +858,6 @@ def main():
|
|
| 923 |
new_repo_name = st.text_input("New Repository Name (for cloning)",
|
| 924 |
value=f"AIExample-Clone-{datetime.now().strftime('%Y%m%d_%H%M%S')}")
|
| 925 |
|
| 926 |
-
|
| 927 |
-
|
| 928 |
col1, col2 = st.columns(2)
|
| 929 |
with col1:
|
| 930 |
if st.button("π₯ Clone Repository"):
|
|
@@ -948,8 +881,6 @@ def main():
|
|
| 948 |
else:
|
| 949 |
st.error("Please ensure GitHub token is set in environment variables and source repository URL is provided. πβ")
|
| 950 |
|
| 951 |
-
|
| 952 |
-
|
| 953 |
with col2:
|
| 954 |
if st.button("π€ Push to New Repository"):
|
| 955 |
if github_token and source_repo:
|
|
@@ -970,7 +901,6 @@ def main():
|
|
| 970 |
else:
|
| 971 |
st.error("Please ensure GitHub token is set in environment variables and source repository URL is provided. πβ")
|
| 972 |
|
| 973 |
-
|
| 974 |
|
| 975 |
st.subheader("π¬ Chat with Claude")
|
| 976 |
user_input = st.text_area("Message π¨:", height=100)
|
|
@@ -988,12 +918,9 @@ def main():
|
|
| 988 |
)
|
| 989 |
st.write("Claude's reply π§ :")
|
| 990 |
st.write(response.content[0].text)
|
| 991 |
-
|
| 992 |
filename = generate_filename(user_input, "md")
|
| 993 |
create_file(filename, user_input, response.content[0].text)
|
| 994 |
-
|
| 995 |
st.session_state.chat_history.append({"user": user_input, "claude": response.content[0].text})
|
| 996 |
-
|
| 997 |
# Save to Cosmos DB
|
| 998 |
save_to_cosmos_db(container, user_input, response.content[0].text, "")
|
| 999 |
|
|
@@ -1005,8 +932,7 @@ def main():
|
|
| 1005 |
st.text_area("You said π¬:", chat["user"], height=100, disabled=True)
|
| 1006 |
st.text_area("Claude replied π€:", chat["claude"], height=200, disabled=True)
|
| 1007 |
st.markdown("---")
|
| 1008 |
-
|
| 1009 |
-
|
| 1010 |
|
| 1011 |
# π File editor - "Edit with care, save with flair"
|
| 1012 |
if hasattr(st.session_state, 'current_file'):
|
|
@@ -1023,8 +949,6 @@ def main():
|
|
| 1023 |
file.write(new_content)
|
| 1024 |
st.success("File updated successfully! π")
|
| 1025 |
|
| 1026 |
-
|
| 1027 |
-
|
| 1028 |
# π File management - "Manage many, maintain order"
|
| 1029 |
st.sidebar.title("π File Management")
|
| 1030 |
|
|
@@ -1057,14 +981,10 @@ def main():
|
|
| 1057 |
os.remove(file)
|
| 1058 |
st.rerun()
|
| 1059 |
|
| 1060 |
-
|
| 1061 |
-
|
| 1062 |
except exceptions.CosmosHttpResponseError as e:
|
| 1063 |
st.error(f"Failed to connect to Cosmos DB. HTTP error: {str(e)} π¨")
|
| 1064 |
except Exception as e:
|
| 1065 |
st.error(f"An unexpected error occurred: {str(e)} π±")
|
| 1066 |
-
|
| 1067 |
-
|
| 1068 |
|
| 1069 |
if st.session_state.logged_in and st.sidebar.button("πͺ Logout"):
|
| 1070 |
Label = '# πͺ Logout - All good things must come to an end'
|
|
|
|
| 1 |
+
# Import libraries and references:
|
| 2 |
import anthropic
|
| 3 |
import base64
|
| 4 |
import glob
|
|
|
|
| 15 |
import traceback
|
| 16 |
import uuid
|
| 17 |
import zipfile
|
|
|
|
| 18 |
from PIL import Image
|
| 19 |
from azure.cosmos import CosmosClient, exceptions
|
| 20 |
from datetime import datetime
|
|
|
|
| 23 |
from gradio_client import Client
|
| 24 |
from urllib.parse import quote
|
| 25 |
|
| 26 |
+
|
| 27 |
# π App Configuration - Because every app needs a good costume!
|
| 28 |
+
Site_Name = 'πGitCosmosπ - AI Azure Cosmos DB and Github Agent'
|
| 29 |
+
title = "πGitCosmosπ - AI Azure Cosmos DB and Github Agent"
|
| 30 |
helpURL = 'https://huggingface.co/awacke1'
|
| 31 |
+
bugURL = 'https://huggingface.co/spaces/awacke1/AzureCosmosDBUI/'
|
| 32 |
icons = 'πππ«'
|
|
|
|
| 33 |
st.set_page_config(
|
| 34 |
page_title=title,
|
| 35 |
page_icon=icons,
|
|
|
|
| 42 |
}
|
| 43 |
)
|
| 44 |
|
| 45 |
+
|
| 46 |
# π Cosmos DB configuration - Where data goes to party!
|
| 47 |
ENDPOINT = "https://acae-afd.documents.azure.com:443/"
|
| 48 |
DATABASE_NAME = os.environ.get("COSMOS_DATABASE_NAME")
|
|
|
|
| 60 |
if "chat_history" not in st.session_state:
|
| 61 |
st.session_state.chat_history = []
|
| 62 |
|
| 63 |
+
|
| 64 |
+
|
| 65 |
# π οΈ Helper Functions - The unsung heroes of our code
|
| 66 |
|
| 67 |
# π Get a file download link - Making file sharing as easy as stealing candy from a baby
|
|
|
|
| 209 |
except Exception as e:
|
| 210 |
st.error(f"An unexpected error occurred: {str(e)}")
|
| 211 |
|
| 212 |
+
|
| 213 |
+
|
| 214 |
# π GitHub functions - Where code goes to socialize
|
| 215 |
|
| 216 |
# π₯ Download GitHub repo - Cloning repos like it's going out of style
|
|
|
|
| 232 |
def push_to_github(local_path, repo, github_token):
|
| 233 |
repo_url = f"https://{github_token}@github.com/{repo.full_name}.git"
|
| 234 |
local_repo = Repo(local_path)
|
|
|
|
| 235 |
if 'origin' in [remote.name for remote in local_repo.remotes]:
|
| 236 |
origin = local_repo.remote('origin')
|
| 237 |
origin.set_url(repo_url)
|
| 238 |
else:
|
| 239 |
origin = local_repo.create_remote('origin', repo_url)
|
|
|
|
| 240 |
if not local_repo.heads:
|
| 241 |
local_repo.git.checkout('-b', 'main')
|
| 242 |
current_branch = 'main'
|
| 243 |
else:
|
| 244 |
current_branch = local_repo.active_branch.name
|
|
|
|
| 245 |
local_repo.git.add(A=True)
|
|
|
|
| 246 |
if local_repo.is_dirty():
|
| 247 |
local_repo.git.commit('-m', 'Initial commit')
|
|
|
|
| 248 |
origin.push(refspec=f'{current_branch}:{current_branch}')
|
| 249 |
|
| 250 |
|
|
|
|
| 253 |
timestamp = datetime.utcnow().strftime('%Y%m%d%H%M%S%f')
|
| 254 |
random_component = ''.join(random.choices('abcdefghijklmnopqrstuvwxyz0123456789', k=8))
|
| 255 |
return f"{timestamp}-{random_component}-{str(uuid.uuid4())}"
|
|
|
|
| 256 |
max_retries = 10
|
| 257 |
base_delay = 0.1
|
|
|
|
| 258 |
for attempt in range(max_retries):
|
| 259 |
try:
|
| 260 |
new_id = generate_complex_unique_id()
|
|
|
|
| 261 |
if clone_id:
|
| 262 |
try:
|
| 263 |
existing_doc = container.read_item(item=clone_id, partition_key=clone_id)
|
|
|
|
| 272 |
return False, f"Document with ID {clone_id} not found for cloning."
|
| 273 |
else:
|
| 274 |
if document is None:
|
| 275 |
+
return False, "No document provided for saving"
|
|
|
|
| 276 |
document['id'] = new_id
|
| 277 |
document['created_at'] = datetime.utcnow().isoformat()
|
| 278 |
new_doc = document
|
|
|
|
| 279 |
response = container.create_item(body=new_doc)
|
| 280 |
return True, f"{'Cloned' if clone_id else 'New'} document saved successfully with ID: {response['id']}"
|
|
|
|
| 281 |
except exceptions.CosmosHttpResponseError as e:
|
| 282 |
if e.status_code == 409:
|
| 283 |
delay = base_delay * (2 ** attempt) + random.uniform(0, 0.1)
|
|
|
|
| 286 |
return False, f"Error saving to Cosmos DB: {str(e)}"
|
| 287 |
except Exception as e:
|
| 288 |
return False, f"An unexpected error occurred: {str(e)}"
|
|
|
|
| 289 |
return False, "Failed to save document after maximum retries."
|
| 290 |
|
| 291 |
|
|
|
|
| 296 |
if os.path.exists(base_dir):
|
| 297 |
shutil.rmtree(base_dir)
|
| 298 |
os.makedirs(base_dir)
|
|
|
|
| 299 |
db_client = client.get_database_client(database_name)
|
| 300 |
container_client = db_client.get_container_client(container_name)
|
| 301 |
items = list(container_client.read_all_items())
|
|
|
|
| 302 |
container_dir = os.path.join(base_dir, container_name)
|
| 303 |
os.makedirs(container_dir)
|
|
|
|
| 304 |
for item in items:
|
| 305 |
item_id = item.get('id', f"unknown_{datetime.now().strftime('%Y%m%d%H%M%S')}")
|
| 306 |
with open(os.path.join(container_dir, f"{item_id}.json"), 'w') as f:
|
| 307 |
json.dump(item, f, indent=2)
|
|
|
|
| 308 |
archive_name = f"{container_name}_archive_{datetime.now().strftime('%Y%m%d%H%M%S')}"
|
| 309 |
shutil.make_archive(archive_name, 'zip', base_dir)
|
|
|
|
| 310 |
return get_download_link(f"{archive_name}.zip")
|
| 311 |
except Exception as e:
|
| 312 |
return f"An error occurred while archiving data: {str(e)} π’"
|
| 313 |
|
| 314 |
+
|
| 315 |
# π Search glossary - Finding needles in digital haystacks
|
| 316 |
def search_glossary(query):
|
| 317 |
st.markdown(f"### π SearchGlossary for: {query}")
|
|
|
|
| 318 |
# Dropdown for model selection
|
| 319 |
model_options = ['mistralai/Mixtral-8x7B-Instruct-v0.1', 'mistralai/Mistral-7B-Instruct-v0.2', 'google/gemma-7b-it', 'None']
|
| 320 |
model_choice = st.selectbox('π§ Select LLM Model', options=model_options, index=1)
|
|
|
|
| 321 |
# Dropdown for database selection
|
| 322 |
database_options = ['Semantic Search', 'Arxiv Search - Latest - (EXPERIMENTAL)']
|
| 323 |
database_choice = st.selectbox('π Select Database', options=database_options, index=0)
|
|
|
|
| 324 |
# π΅οΈββοΈ Searching the glossary for: query
|
| 325 |
all_results = ""
|
| 326 |
+
st.markdown(f"- {query
|
| 327 |
+
|
| 328 |
# π ArXiv RAG researcher expert ~-<>-~ Paper Summary & Ask LLM
|
| 329 |
client = Client("awacke1/Arxiv-Paper-Search-And-QA-RAG-Pattern")
|
|
|
|
| 330 |
# π ArXiv RAG researcher expert ~-<>-~ Paper Summary & Ask LLM - api_name: /ask_llm
|
| 331 |
result = client.predict(
|
| 332 |
prompt=query,
|
|
|
|
| 336 |
)
|
| 337 |
st.markdown(result)
|
| 338 |
st.code(result, language="python", line_numbers=True)
|
|
|
|
| 339 |
# π ArXiv RAG researcher expert ~-<>-~ Paper Summary & Ask LLM - api_name: /ask_llm
|
| 340 |
result2 = client.predict(
|
| 341 |
prompt=query,
|
|
|
|
| 345 |
)
|
| 346 |
st.markdown(result2)
|
| 347 |
st.code(result2, language="python", line_numbers=True)
|
|
|
|
| 348 |
# π ArXiv RAG researcher expert ~-<>-~ Paper Summary & Ask LLM - api_name: /ask_llm
|
| 349 |
result3 = client.predict(
|
| 350 |
prompt=query,
|
|
|
|
| 354 |
)
|
| 355 |
st.markdown(result3)
|
| 356 |
st.code(result3, language="python", line_numbers=True)
|
|
|
|
| 357 |
# π ArXiv RAG researcher expert ~-<>-~ Paper Summary & Ask LLM - api_name: /update_with_rag_md
|
| 358 |
response2 = client.predict(
|
| 359 |
message=query, # str in 'parameter_13' Textbox component
|
|
|
|
| 362 |
llm_model_picked="mistralai/Mistral-7B-Instruct-v0.2",
|
| 363 |
api_name="/update_with_rag_md"
|
| 364 |
)
|
|
|
|
| 365 |
st.markdown(response2[0])
|
| 366 |
st.code(response2[0], language="python", line_numbers=True, wrap_lines=True)
|
|
|
|
| 367 |
st.markdown(response2[1])
|
| 368 |
st.code(response2[1], language="python", line_numbers=True, wrap_lines=True)
|
|
|
|
| 369 |
return result, result2, result3, response2
|
| 370 |
|
| 371 |
|
|
|
|
|
|
|
|
|
|
| 372 |
# π Generate a safe filename from the first few lines of content
|
| 373 |
def generate_filename_from_content(content, file_type="md"):
|
| 374 |
# Extract the first few lines or sentences
|
|
|
|
| 379 |
safe_name = safe_name[:50].strip() # Adjust length limit
|
| 380 |
return f"{safe_name}.{file_type}"
|
| 381 |
|
| 382 |
+
|
| 383 |
# πΎ Create and save a file
|
| 384 |
def create_file_from_content(content, should_save=True):
|
| 385 |
if not should_save:
|
|
|
|
| 389 |
file.write(content)
|
| 390 |
return filename
|
| 391 |
|
| 392 |
+
|
| 393 |
# π Display list of saved .md files in the sidebar
|
| 394 |
def display_saved_files_in_sidebar():
|
| 395 |
all_files = glob.glob("*.md")
|
| 396 |
all_files.sort(reverse=True)
|
| 397 |
all_files = [file for file in all_files if not file.lower().startswith('readme')] # Exclude README.md
|
|
|
|
| 398 |
st.sidebar.markdown("## π Saved Markdown Files")
|
| 399 |
for file in all_files:
|
| 400 |
col1, col2, col3 = st.sidebar.columns([6, 2, 1])
|
|
|
|
| 411 |
os.remove(file)
|
| 412 |
st.rerun()
|
| 413 |
|
|
|
|
| 414 |
def clone_record(container, clone_id):
|
| 415 |
try:
|
| 416 |
existing_doc = container.read_item(item=clone_id, partition_key=clone_id)
|
|
|
|
| 423 |
new_doc['_etag'] = None
|
| 424 |
new_doc['_attachments'] = None
|
| 425 |
new_doc['_ts'] = None # Reset timestamp to be updated by Cosmos DB automatically
|
|
|
|
| 426 |
# Insert the cloned document
|
| 427 |
response = container.create_item(body=new_doc)
|
| 428 |
st.success(f"Cloned document saved successfully with ID: {new_doc['id']} π")
|
|
|
|
| 429 |
# Refresh the documents in session state
|
| 430 |
st.session_state.documents = list(container.query_items(
|
| 431 |
query="SELECT * FROM c ORDER BY c._ts DESC",
|
| 432 |
enable_cross_partition_query=True
|
| 433 |
))
|
|
|
|
| 434 |
except exceptions.CosmosResourceNotFoundError:
|
| 435 |
st.error(f"Document with ID {clone_id} not found for cloning.")
|
| 436 |
except exceptions.CosmosHttpResponseError as e:
|
|
|
|
| 439 |
st.error(f"An unexpected error occurred: {str(e)} π±")
|
| 440 |
|
| 441 |
|
|
|
|
|
|
|
| 442 |
def create_new_blank_record(container):
|
| 443 |
try:
|
| 444 |
# Get the structure of the latest document (to preserve schema)
|
|
|
|
| 447 |
new_doc_structure = latest_doc[0].copy()
|
| 448 |
else:
|
| 449 |
new_doc_structure = {}
|
|
|
|
| 450 |
new_doc = {key: "" for key in new_doc_structure.keys()} # Set all fields to blank
|
| 451 |
new_doc['id'] = generate_unique_id() # Generate new unique ID
|
| 452 |
new_doc['createdAt'] = datetime.utcnow().isoformat() # Set creation time
|
|
|
|
| 453 |
# Insert the new blank document
|
| 454 |
response = container.create_item(body=new_doc)
|
| 455 |
st.success(f"New blank document saved successfully with ID: {new_doc['id']} π")
|
|
|
|
| 456 |
# Refresh the documents in session state
|
| 457 |
st.session_state.documents = list(container.query_items(
|
| 458 |
query="SELECT * FROM c ORDER BY c._ts DESC",
|
| 459 |
enable_cross_partition_query=True
|
| 460 |
))
|
|
|
|
| 461 |
except exceptions.CosmosHttpResponseError as e:
|
| 462 |
st.error(f"HTTP error occurred: {str(e)} π¨")
|
| 463 |
except Exception as e:
|
| 464 |
st.error(f"An unexpected error occurred: {str(e)} π±")
|
| 465 |
|
| 466 |
+
|
| 467 |
# Function to preprocess the pasted content
|
| 468 |
def preprocess_text(text):
|
| 469 |
# Replace CRLF and other newline variations with the JSON newline escape sequence
|
| 470 |
text = text.replace('\r\n', '\\n')
|
| 471 |
text = text.replace('\r', '\\n')
|
| 472 |
text = text.replace('\n', '\\n')
|
|
|
|
| 473 |
# Escape double quotes inside the text
|
| 474 |
text = text.replace('"', '\\"')
|
|
|
|
| 475 |
# Optionally remove or handle other special characters that might not be JSON-safe
|
| 476 |
# Here, we remove characters like tabs or non-ASCII characters (as an example)
|
| 477 |
text = re.sub(r'[\t]', ' ', text) # Replace tabs with spaces
|
| 478 |
text = re.sub(r'[^\x00-\x7F]+', '', text) # Remove non-ASCII characters
|
|
|
|
| 479 |
# Normalize spaces (strip leading/trailing whitespace)
|
| 480 |
text = text.strip()
|
| 481 |
return text
|
| 482 |
|
| 483 |
+
|
| 484 |
|
| 485 |
# π Main function - "All the world's a stage, and all the code merely players" -Shakespeare, probably
|
| 486 |
def main():
|
| 487 |
st.title("πGitπCosmosπ« - Azure Cosmos DB and Github Agent")
|
| 488 |
|
|
|
|
|
|
|
| 489 |
# π² Session state vars - "Life is like a session state, you never know what you're gonna get"
|
| 490 |
if 'logged_in' not in st.session_state:
|
| 491 |
st.session_state.logged_in = False
|
|
|
|
| 504 |
if 'cloned_doc' not in st.session_state:
|
| 505 |
st.session_state.cloned_doc = None
|
| 506 |
|
|
|
|
|
|
|
| 507 |
# π Query processing - "To search or not to search, that is the query"
|
| 508 |
try:
|
| 509 |
query_params = st.query_params
|
|
|
|
| 538 |
st.error(f"HTTP error occurred: {str(e)} π¨")
|
| 539 |
except Exception as e:
|
| 540 |
st.error(f"An unexpected error occurred: {str(e)} π±")
|
|
|
|
| 541 |
st.stop()
|
| 542 |
except Exception as e:
|
| 543 |
st.markdown(' ')
|
| 544 |
|
|
|
|
|
|
|
| 545 |
# π Auth check - "With great keys come great connectivity"
|
| 546 |
if Key:
|
| 547 |
st.session_state.primary_key = Key
|
|
|
|
| 550 |
st.error("Cosmos DB Key is not set in environment variables. πβ")
|
| 551 |
return
|
| 552 |
|
|
|
|
|
|
|
| 553 |
if st.session_state.logged_in:
|
| 554 |
# π DB initialization - "In the beginning, there was connection string..."
|
| 555 |
try:
|
| 556 |
if st.session_state.client is None:
|
| 557 |
st.session_state.client = CosmosClient(ENDPOINT, credential=st.session_state.primary_key)
|
|
|
|
| 558 |
# π Navigation setup - "Navigation is not about where you are, but where you're going"
|
| 559 |
st.sidebar.title("πGitπCosmosπ«ποΈNavigator")
|
|
|
|
| 560 |
databases = get_databases(st.session_state.client)
|
| 561 |
selected_db = st.sidebar.selectbox("ποΈ Select Database", databases)
|
| 562 |
st.markdown(CosmosDBUrl)
|
| 563 |
|
|
|
|
| 564 |
# π State management - "Change is the only constant in state management"
|
| 565 |
if selected_db != st.session_state.selected_database:
|
| 566 |
st.session_state.selected_database = selected_db
|
|
|
|
| 568 |
st.session_state.selected_document_id = None
|
| 569 |
st.session_state.current_index = 0
|
| 570 |
st.rerun()
|
|
|
|
|
|
|
| 571 |
|
| 572 |
if st.session_state.selected_database:
|
| 573 |
database = st.session_state.client.get_database_client(st.session_state.selected_database)
|
|
|
|
| 583 |
|
| 584 |
if st.session_state.selected_container:
|
| 585 |
container = database.get_container_client(st.session_state.selected_container)
|
|
|
|
| 586 |
# π¦ Export functionality - "Pack it, zip it, ship it"
|
| 587 |
if st.sidebar.button("π¦ Export Container Data"):
|
| 588 |
download_link = archive_current_container(st.session_state.selected_database,
|
|
|
|
| 593 |
else:
|
| 594 |
st.error(download_link)
|
| 595 |
|
|
|
|
|
|
|
| 596 |
# π Document handling - "Document, document, on the wall, who's the most recent of them all?"
|
| 597 |
documents = get_documents(container)
|
| 598 |
total_docs = len(documents)
|
|
|
|
| 599 |
# Add a slider to let the user choose how many documents to display
|
| 600 |
num_docs_to_display = st.slider(
|
| 601 |
+
"Select number of documents to display", 5, 500, 10
|
| 602 |
)
|
|
|
|
| 603 |
# Adjust the document display logic based on the slider value
|
| 604 |
if total_docs > num_docs_to_display:
|
| 605 |
documents_to_display = documents[:num_docs_to_display]
|
|
|
|
| 608 |
documents_to_display = documents
|
| 609 |
st.sidebar.info(f"Showing all {len(documents_to_display)} documents.")
|
| 610 |
|
|
|
|
|
|
|
| 611 |
if documents_to_display:
|
| 612 |
# π¨ View options - "Different strokes for different folks"
|
| 613 |
view_options = ['Show as Markdown', 'Show as Code Editor', 'Show as Edit, Save, Run AI', 'Clone Document', 'New Record']
|
| 614 |
selected_view = st.sidebar.selectbox("Select Viewer/Editor", view_options, index=2)
|
| 615 |
+
|
| 616 |
|
| 617 |
if selected_view == 'Show as Markdown':
|
| 618 |
Label = '# π Markdown view - Mark it down, mark it up'
|
|
|
|
| 642 |
content = json.dumps(doc, indent=2)
|
| 643 |
st.markdown(f"```json\n{content}\n```")
|
| 644 |
|
|
|
|
|
|
|
| 645 |
# β¬
οΈβ‘οΈ Navigation - "Left and right, day and night"
|
| 646 |
col_prev, col_next = st.columns([1, 1])
|
| 647 |
with col_prev:
|
|
|
|
| 654 |
if st.session_state.current_index < total_docs - 1:
|
| 655 |
st.session_state.current_index += 1
|
| 656 |
st.rerun()
|
| 657 |
+
|
| 658 |
+
|
| 659 |
|
| 660 |
elif selected_view == 'Show as Code Editor':
|
| 661 |
Label = '# π» Code editor view'
|
|
|
|
| 707 |
except Exception as e:
|
| 708 |
st.error(f"Error deleting document: {str(e)}")
|
| 709 |
|
|
|
|
|
|
|
|
|
|
|
|
|
| 710 |
|
| 711 |
elif selected_view == 'Show as Edit, Save, Run AI':
|
| 712 |
Label = '# βοΈ Edit and save view - Edit with wisdom, save with precision'
|
|
|
|
| 716 |
num_cols = len(documents_to_display)
|
| 717 |
cols = st.columns(num_cols)
|
| 718 |
|
|
|
|
|
|
|
| 719 |
for idx, (col, doc) in enumerate(zip(cols, documents_to_display)):
|
| 720 |
with col:
|
| 721 |
|
|
|
|
| 756 |
with col_ai:
|
| 757 |
if st.button("π€ Run AI", key=f'run_with_ai_button_{idx}'):
|
| 758 |
search_glossary(json.dumps(editable_doc, indent=2))
|
| 759 |
+
|
|
|
|
|
|
|
| 760 |
|
| 761 |
elif selected_view == 'Clone Document':
|
| 762 |
st.markdown("#### Clone a document:")
|
|
|
|
| 850 |
st.info("No documents to display. π§")
|
| 851 |
|
| 852 |
|
|
|
|
|
|
|
| 853 |
Label = '# π GitHub integration - Git happens'
|
| 854 |
st.subheader("π GitHub Operations")
|
| 855 |
github_token = os.environ.get("GITHUB")
|
|
|
|
| 858 |
new_repo_name = st.text_input("New Repository Name (for cloning)",
|
| 859 |
value=f"AIExample-Clone-{datetime.now().strftime('%Y%m%d_%H%M%S')}")
|
| 860 |
|
|
|
|
|
|
|
| 861 |
col1, col2 = st.columns(2)
|
| 862 |
with col1:
|
| 863 |
if st.button("π₯ Clone Repository"):
|
|
|
|
| 881 |
else:
|
| 882 |
st.error("Please ensure GitHub token is set in environment variables and source repository URL is provided. πβ")
|
| 883 |
|
|
|
|
|
|
|
| 884 |
with col2:
|
| 885 |
if st.button("π€ Push to New Repository"):
|
| 886 |
if github_token and source_repo:
|
|
|
|
| 901 |
else:
|
| 902 |
st.error("Please ensure GitHub token is set in environment variables and source repository URL is provided. πβ")
|
| 903 |
|
|
|
|
| 904 |
|
| 905 |
st.subheader("π¬ Chat with Claude")
|
| 906 |
user_input = st.text_area("Message π¨:", height=100)
|
|
|
|
| 918 |
)
|
| 919 |
st.write("Claude's reply π§ :")
|
| 920 |
st.write(response.content[0].text)
|
|
|
|
| 921 |
filename = generate_filename(user_input, "md")
|
| 922 |
create_file(filename, user_input, response.content[0].text)
|
|
|
|
| 923 |
st.session_state.chat_history.append({"user": user_input, "claude": response.content[0].text})
|
|
|
|
| 924 |
# Save to Cosmos DB
|
| 925 |
save_to_cosmos_db(container, user_input, response.content[0].text, "")
|
| 926 |
|
|
|
|
| 932 |
st.text_area("You said π¬:", chat["user"], height=100, disabled=True)
|
| 933 |
st.text_area("Claude replied π€:", chat["claude"], height=200, disabled=True)
|
| 934 |
st.markdown("---")
|
| 935 |
+
|
|
|
|
| 936 |
|
| 937 |
# π File editor - "Edit with care, save with flair"
|
| 938 |
if hasattr(st.session_state, 'current_file'):
|
|
|
|
| 949 |
file.write(new_content)
|
| 950 |
st.success("File updated successfully! π")
|
| 951 |
|
|
|
|
|
|
|
| 952 |
# π File management - "Manage many, maintain order"
|
| 953 |
st.sidebar.title("π File Management")
|
| 954 |
|
|
|
|
| 981 |
os.remove(file)
|
| 982 |
st.rerun()
|
| 983 |
|
|
|
|
|
|
|
| 984 |
except exceptions.CosmosHttpResponseError as e:
|
| 985 |
st.error(f"Failed to connect to Cosmos DB. HTTP error: {str(e)} π¨")
|
| 986 |
except Exception as e:
|
| 987 |
st.error(f"An unexpected error occurred: {str(e)} π±")
|
|
|
|
|
|
|
| 988 |
|
| 989 |
if st.session_state.logged_in and st.sidebar.button("πͺ Logout"):
|
| 990 |
Label = '# πͺ Logout - All good things must come to an end'
|