Spaces:
Sleeping
Sleeping
Linh Vuu
commited on
Commit
·
6c75f18
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Parent(s):
a67164d
added files
Browse files- .gitattributes copy +35 -0
- .gitignore +1 -0
- app.py +117 -0
- requirements.txt +1 -0
.gitattributes copy
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*.7z filter=lfs diff=lfs merge=lfs -text
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.gitignore
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.streamlit
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app.py
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import openai
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import time
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import logging
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import streamlit as st
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openai_api_key = st.secrets["openai_api_key"]
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client = openai.OpenAI(api_key = openai_api_key)
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model = "gpt-3.5-turbo-16k"
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# === Thread an empty thread
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thread = client.beta.threads.create()
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thread_id = thread.id
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def wait_for_run_completion(client, thread_id, run_id, sleep_interval=5):
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"""
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Waits for a run to complete and prints the elapsed time.:param client: The OpenAI client object.
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:param thread_id: The ID of the thread.
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:param run_id: The ID of the run.
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:param sleep_interval: Time in seconds to wait between checks.
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"""
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while True:
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try:
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run = client.beta.threads.runs.retrieve(thread_id = thread_id, run_id = run_id)
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if run.completed_at:
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elapsed_time = run.completed_at - run.created_at
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formatted_elapsed_time = time.strftime(
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"%H:%M:%S", time.gmtime(elapsed_time)
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)
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print(f"Run completed in {formatted_elapsed_time}")
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logging.info(f"Run completed in {formatted_elapsed_time}")
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# Get messages here once Run is completed!
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messages = client.beta.threads.messages.list(thread_id=thread_id)
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last_message = messages.data[0]
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response = last_message.content[0].text.value
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st.write(response)
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break
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except Exception as e:
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logging.error(f"An error occurred while retrieving the run: {e}")
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break
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logging.info("Waiting for run to complete...")
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time.sleep(sleep_interval)
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def create_new_assistant():
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personal_trainer_assis = client.beta.assistants.create(
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name="Data Analyst",
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instructions="""You are great at creating beautiful data visualizations. You analyze data present in .csv files, understand trends, and come up with data visualizations relevant to those trends. You also share a brief text summary of the trends observed.""",
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model=model
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)
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print(f"Created new assistant with ID: {personal_trainer_assis.id}")
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return personal_trainer_assis.id
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def main():
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# Streamlit interface
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st.title("Data Analyst")
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# Note that API key's running out of budget
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contact_url = "https://www.linkedin.com/in/linhvuu"
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st.write("If no result returns, it means I am running out of energy. Please contact [Linh Vuu](%s) to wake me up." % contact_url)
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uploaded_file = st.file_uploader("Upload a CSV file for analysis", type=['csv'])
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if uploaded_file is not None:
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file_content = uploaded_file.read()
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# Upload a file with an "assistants" purpose
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file_array = [file_content]
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file_id_array = []
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for file in file_array:
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file = client.files.create(
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file = file_content,
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purpose="assistants"
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)
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file_id_array.append(file.id)
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print(file_id_array)
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with st.form(key="user_input_form"):
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question = st.text_input("Enter question:")
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submit_button = st.form_submit_button(label="Response to my question above")
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if submit_button:
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# ==== Create a Message ====
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message = question
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message = client.beta.threads.messages.create(
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thread_id = thread_id, role = "user", content = message, file_ids = file_id_array
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)
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# Define assistant_id before the try-except block
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assistant_id = "asst_IY1VCWqTnQ2Uvj9zWHLXmblg"
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run = None
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# === Run our Assistant ===
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try:
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if assistant_id is None:
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# If assistant_id is None, create a new assistant
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assistant_id = create_new_assistant()
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run = client.beta.threads.runs.create(
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thread_id = thread_id,
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assistant_id = assistant_id
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)
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except openai.NotFoundError:
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# If assistant_id does not exist, create a new assistant and retry
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assistant_id = create_new_assistant()
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run = client.beta.threads.runs.create(
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thread_id = thread_id,
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assistant_id = assistant_id
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)
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# === Run ===
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wait_for_run_completion(client=client, thread_id=thread_id, run_id=run.id)
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if __name__ == "__main__":
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main()
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requirements.txt
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openai
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