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Ben Burtenshaw
commited on
Commit
β’
32014a1
1
Parent(s):
7055b44
lose codeless version
Browse files- pages/2_π©πΌβπ¬ Describe Domain.py +20 -22
- pages/3_π± Generate Dataset.py +51 -179
- utils.py +24 -2
pages/2_π©πΌβπ¬ Describe Domain.py
CHANGED
@@ -2,14 +2,9 @@ import json
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import streamlit as st
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from hub import push_dataset_to_hub
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from infer import query
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from defaults import (
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DEFAULT_DOMAIN,
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DEFAULT_PERSPECTIVES,
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DEFAULT_TOPICS,
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DEFAULT_EXAMPLES,
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DEFAULT_SYSTEM_PROMPT,
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N_PERSPECTIVES,
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N_TOPICS,
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SEED_DATA_PATH,
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@@ -18,12 +13,14 @@ from defaults import (
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)
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from utils import project_sidebar
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st.set_page_config(
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page_title="Domain Data Grower",
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page_icon="π§βπΎ",
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)
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project_sidebar()
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################################################################################
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# HEADER
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################################################################################
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"Define the project details, including the project name, domain, and API credentials"
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)
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################################################################################
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# Domain Expert Section
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################################################################################
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@@ -212,22 +226,6 @@ with tab_raw_seed:
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st.divider()
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hub_username = DATASET_REPO_ID.split("/")[0]
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project_name = DATASET_REPO_ID.split("/")[1]
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st.write("Define the dataset repo details on the Hub")
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st.session_state["project_name"] = st.text_input("Project Name", project_name)
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st.session_state["hub_username"] = st.text_input("Hub Username", hub_username)
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st.session_state["hub_token"] = st.text_input("Hub Token", type="password", value=None)
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-
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if all(
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(
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st.session_state.get("project_name"),
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st.session_state.get("hub_username"),
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st.session_state.get("hub_token"),
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)
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):
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st.success(f"Using the dataset repo {hub_username}/{project_name} on the Hub")
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-
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if st.button("π€ Push Dataset Seed") and all(
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(
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import streamlit as st
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from hub import push_dataset_to_hub, pull_seed_data_from_repo
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from infer import query
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from defaults import (
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N_PERSPECTIVES,
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N_TOPICS,
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SEED_DATA_PATH,
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)
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from utils import project_sidebar
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+
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st.set_page_config(
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page_title="Domain Data Grower",
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page_icon="π§βπΎ",
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)
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project_sidebar()
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+
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################################################################################
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# HEADER
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################################################################################
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"Define the project details, including the project name, domain, and API credentials"
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)
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################################################################################
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# LOAD EXISTING DOMAIN DATA
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################################################################################
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DATASET_REPO_ID = (
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f"{st.session_state['hub_username']}/{st.session_state['project_name']}"
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)
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SEED_DATA = pull_seed_data_from_repo(
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DATASET_REPO_ID, hub_token=st.session_state["hub_token"]
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)
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DEFAULT_DOMAIN = SEED_DATA.get("domain", "")
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DEFAULT_PERSPECTIVES = SEED_DATA.get("perspectives", [""])
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DEFAULT_TOPICS = SEED_DATA.get("topics", [""])
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DEFAULT_EXAMPLES = SEED_DATA.get("examples", [{"question": "", "answer": ""}])
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DEFAULT_SYSTEM_PROMPT = SEED_DATA.get("domain_expert_prompt", "")
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################################################################################
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# Domain Expert Section
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################################################################################
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st.divider()
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if st.button("π€ Push Dataset Seed") and all(
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(
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pages/3_π± Generate Dataset.py
CHANGED
@@ -1,18 +1,8 @@
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import streamlit as st
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from
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from defaults import (
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DEFAULT_SYSTEM_PROMPT,
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PIPELINE_PATH,
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PROJECT_NAME,
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ARGILLA_URL,
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HUB_USERNAME,
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CODELESS_DISTILABEL,
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)
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from utils import project_sidebar
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from pipeline import serialize_pipeline, run_pipeline, create_pipelines_run_command
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st.set_page_config(
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page_title="Domain Data Grower",
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page_icon="π§βπΎ",
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st.header("π§βπΎ Domain Data Grower")
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st.divider()
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st.subheader("Step 3. Run the pipeline to generate synthetic data")
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st.write("Define the
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st.divider()
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###############################################################
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# CONFIGURATION
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###############################################################
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st.
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st.
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hub_username = st.text_input("Hub Username", HUB_USERNAME)
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project_name = st.text_input("Project Name", PROJECT_NAME)
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repo_id = f"{hub_username}/{project_name}"
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hub_token = st.text_input("Hub Token", type="password")
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st.divider()
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@@ -89,169 +74,56 @@ st.divider()
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st.markdown("## Run the pipeline")
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st.
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"Once you've defined the pipeline configuration, you can run the pipeline from your local machine."
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)
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if CODELESS_DISTILABEL:
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st.write(
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"""We recommend running the pipeline locally if you're planning on generating a large dataset. \
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But running the pipeline on this space is a handy way to get started quickly. Your synthetic
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samples will be pushed to Argilla and available for review.
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"""
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)
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st.write(
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"""If you're planning on running the pipeline on the space, be aware that it \
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will take some time to complete and you will need to maintain a \
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connection to the space."""
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)
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if st.button("π» Run pipeline locally", key="run_pipeline_local"):
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if all(
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[
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argilla_api_key,
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argilla_url,
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base_url,
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hub_username,
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project_name,
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hub_token,
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argilla_dataset_name,
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]
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):
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with st.spinner("Pulling seed data from the Hub..."):
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try:
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seed_data = pull_seed_data_from_repo(
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repo_id=f"{hub_username}/{project_name}",
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hub_token=hub_token,
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)
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except Exception:
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st.error(
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"Seed data not found. Please make sure you pushed the data seed in Step 2."
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)
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domain_expert_prompt=domain_expert_prompt or DEFAULT_SYSTEM_PROMPT,
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hub_token=hub_token,
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endpoint_base_url=base_url,
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examples=examples,
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)
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push_pipeline_to_hub(
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pipeline_path=PIPELINE_PATH,
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hub_token=hub_token,
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hub_username=hub_username,
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project_name=project_name,
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)
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git clone https://huggingface.co/datasets/{hub_username}/{project_name}
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cd {project_name}
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pip install -r requirements.txt
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{' '.join(["python"] + command_to_run[1:])}
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""",
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st.code(
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"""
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git clone https://github.com/huggingface/data-is-better-together
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cd domain-specific-datasets
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"""
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)
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else:
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st.error("Please fill all the required fields.")
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###############################################################
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# SPACE
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###############################################################
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if CODELESS_DISTILABEL:
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if st.button("π₯ Run pipeline right here, right now!"):
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if all(
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[
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argilla_api_key,
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argilla_url,
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base_url,
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hub_username,
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project_name,
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hub_token,
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argilla_dataset_name,
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]
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):
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with st.spinner("Pulling seed data from the Hub..."):
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try:
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seed_data = pull_seed_data_from_repo(
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repo_id=f"{hub_username}/{project_name}",
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hub_token=hub_token,
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)
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except Exception as e:
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st.error(
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"Seed data not found. Please make sure you pushed the data seed in Step 2."
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)
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domain = seed_data["domain"]
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perspectives = seed_data["perspectives"]
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topics = seed_data["topics"]
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examples = seed_data["examples"]
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domain_expert_prompt = seed_data["domain_expert_prompt"]
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serialize_pipeline(
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argilla_api_key=argilla_api_key,
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argilla_dataset_name=argilla_dataset_name,
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argilla_api_url=argilla_url,
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topics=topics,
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perspectives=perspectives,
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pipeline_config_path=PIPELINE_PATH,
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domain_expert_prompt=domain_expert_prompt or DEFAULT_SYSTEM_PROMPT,
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hub_token=hub_token,
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endpoint_base_url=base_url,
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examples=examples,
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)
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with st.spinner("Starting the pipeline..."):
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logs = run_pipeline(
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pipeline_config_path=PIPELINE_PATH,
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argilla_api_key=argilla_api_key,
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argilla_api_url=argilla_url,
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hub_token=hub_token,
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argilla_dataset_name=argilla_dataset_name,
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)
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st.success(f"Pipeline started successfully! π")
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-
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st.text(out)
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else:
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st.error("Please fill all the required fields.")
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import streamlit as st
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from defaults import ARGILLA_URL
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from utils import project_sidebar
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st.set_page_config(
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page_title="Domain Data Grower",
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page_icon="π§βπΎ",
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st.header("π§βπΎ Domain Data Grower")
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st.divider()
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st.subheader("Step 3. Run the pipeline to generate synthetic data")
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st.write("Define the distilabel pipeline for generating the dataset.")
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###############################################################
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# CONFIGURATION
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###############################################################
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hub_username = st.session_state.get("hub_username")
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project_name = st.session_state.get("project_name")
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hub_token = st.session_state.get("hub_token")
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st.divider()
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st.markdown("## Run the pipeline")
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st.markdown(
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"Once you've defined the pipeline configuration above, you can run the pipeline from your local machine."
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)
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if all(
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[
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argilla_api_key,
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argilla_url,
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base_url,
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hub_token,
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project_name,
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hub_token,
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argilla_dataset_name,
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]
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):
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st.markdown(
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"To run the pipeline locally, you need to have the `distilabel` library installed. You can install it using the following command:"
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)
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st.code(
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f"""
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# Install the distilabel library
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pip install git+https://github.com/argilla-io/distilabel.git
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"""
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)
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st.markdown("Next, you'll need to clone your dataset repo and run the pipeline:")
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st.code(
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f"""
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# Clone the project and install the requirements
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git clone https://huggingface.co/datasets/{hub_username}/{project_name}
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cd {project_name}
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pip install -r requirements.txt
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# Run the pipeline
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python pipeline.py
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--argilla-api-key {argilla_api_key}
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--argilla-api-url {argilla_url}
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--argilla-dataset-name {argilla_dataset_name}
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--endpoint-base-url {base_url}
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--hub-token {st.session_state["hub_token"]}
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""",
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language="bash",
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)
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st.markdown(
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"π©βπ If you want to customise the pipeline take a look in `pipeline.py` and teh [distilabel docs](https://distilabel.argilla.io/)"
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)
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else:
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st.info("Please fill all the required fields.")
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utils.py
CHANGED
@@ -26,8 +26,30 @@ def project_sidebar():
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26 |
)
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st.sidebar.link_button(f"π Dataset Repo", DATASET_URL)
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st.sidebar.link_button(f"π€ Argilla Space", ARGILLA_URL)
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-
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st.sidebar.link_button(
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32 |
"π€ Get your Hub Token", "https://huggingface.co/settings/tokens"
|
33 |
)
|
|
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|
26 |
)
|
27 |
st.sidebar.link_button(f"π Dataset Repo", DATASET_URL)
|
28 |
st.sidebar.link_button(f"π€ Argilla Space", ARGILLA_URL)
|
29 |
+
hub_username = DATASET_REPO_ID.split("/")[0]
|
30 |
+
project_name = DATASET_REPO_ID.split("/")[1]
|
31 |
+
st.session_state["project_name"] = project_name
|
32 |
+
st.session_state["hub_username"] = hub_username
|
33 |
+
st.session_state["hub_token"] = st.sidebar.text_input(
|
34 |
+
"Hub Token", type="password", value=None
|
35 |
+
)
|
36 |
st.sidebar.link_button(
|
37 |
"π€ Get your Hub Token", "https://huggingface.co/settings/tokens"
|
38 |
)
|
39 |
+
if all(
|
40 |
+
(
|
41 |
+
st.session_state.get("project_name"),
|
42 |
+
st.session_state.get("hub_username"),
|
43 |
+
st.session_state.get("hub_token"),
|
44 |
+
)
|
45 |
+
):
|
46 |
+
st.success(f"Using the dataset repo {hub_username}/{project_name} on the Hub")
|
47 |
+
|
48 |
+
st.sidebar.divider()
|
49 |
+
|
50 |
+
st.sidebar.link_button("π§βπΎ New Project", DIBT_PARENT_APP_URL)
|
51 |
+
|
52 |
+
if st.session_state["hub_token"] is None:
|
53 |
+
st.error("Please provide a Hub token to generate answers")
|
54 |
+
st.stop()
|
55 |
+
|