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import ast
import streamlit as st
from .locale import _
from .sidebar_components import get_sidebar_header, get_sidebar_supported_fields, get_help_us_improve, get_language_select
def generate_sidebar():
get_language_select()
get_sidebar_header()
st.sidebar.markdown(
_("SciPIP will generate ideas step by step. The generation pipeline is the same as "
"one-click generation, while you can improve each part manually after SciPIP providing the manuscript.")
)
DONE_COLOR = "black"
UNDONE_COLOR = "gray"
# INPROGRESS_COLOR = "#4d9ee6"
INPROGRESS_COLOR = "black"
color_list = []
pipeline_list = [_("1. Input Background"), _("2. Brainstorming"), _("3. Extracting Entities"), _("4. Retrieving Related Works"),
_("5. Generating Initial Ideas"), _("6. Generating Final Ideas")]
for i in range(1, 8):
if st.session_state["global_state_step"] < i:
color_list.append(UNDONE_COLOR)
elif st.session_state["global_state_step"] == i:
color_list.append(INPROGRESS_COLOR)
elif st.session_state["global_state_step"] > i:
color_list.append(DONE_COLOR)
st.sidebar.header(_("Pipeline"), divider="red")
for i in range(6):
st.sidebar.markdown(f"<font color='{color_list[i]}'>{pipeline_list[i]}</font>", unsafe_allow_html=True)
# if st.session_state["global_state_step"] == i + 1:
# st.sidebar.progress(50, text=None)
get_sidebar_supported_fields()
get_help_us_improve()
def get_textarea_height(text_content):
if text_content is None:
return 100
lines = text_content.split("\n")
count = len(lines)
for line in lines:
count += len(line) // 96
return max(count * 23 + 20, 100) # 23 is a magic number
def generate_mainpage(backend):
st.title(_("Step-by-step Generation"))
st.header(_("Background"))
with st.form('background_form') as bg_form:
background = st.session_state.get("background", "")
background = st.text_area("Input your field background", background, placeholder="Input your field background", height=200, label_visibility="collapsed")
cols = st.columns(4)
def click_demo_i(i):
st.session_state["background"] = backend.get_demo_i(i)
for i, col in enumerate(cols):
col.form_submit_button(_("Example") + f" {i+1}", use_container_width=True, on_click=click_demo_i, args=(i,))
col1, col2 = st.columns([2, 20])
submitted = col1.form_submit_button(_("Submit"), type="primary")
if submitted:
st.session_state["global_state_step"] = 2.0
with st.spinner(text="Let me first brainstorm some ideas..."):
st.session_state["entities_bg"] = backend.background2entities_callback(background)
st.session_state["expanded_background"] = backend.background2expandedbackground_callback(
background, st.session_state["entities_bg"]
)
st.session_state["brainstorms"] = backend.background2brainstorm_callback(
st.session_state["expanded_background"]
)
# st.session_state["brainstorms"] = "Test text"
st.session_state["brainstorms_expand"] = True
st.session_state["global_state_step"] = 2.5
## Brainstorms
if st.session_state["global_state_step"] >= 2.5:
st.header(_("Brainstorms"))
with st.expander("", expanded=st.session_state.get("brainstorms_expand", False)):
# st.write("<div class='myclass'>")
col1, col2 = st.columns(2)
widget_height = get_textarea_height(st.session_state.get("brainstorms", ""))
brainstorms = col1.text_area(label="brainstorms", value=st.session_state.get("brainstorms", ""),
label_visibility="collapsed", height=widget_height)
st.session_state["brainstorms"] = brainstorms
if brainstorms:
col2.markdown(f"{brainstorms}")
else:
col2.markdown(_("Please input the brainstorms on the left."))
# st.write("</div>")
col1, col2 = st.columns([2, 20])
submitted = col1.button(_("Submit"), type="primary")
if submitted:
st.session_state["global_state_step"] = 3.0
with st.spinner(text="I'am extracting keywords in the background and brainstorming ideas"):
st.session_state["entities"] = backend.brainstorm2entities_callback(brainstorms, st.session_state["entities_bg"])
# st.session_state["entities"] = "entities"
st.session_state["global_state_step"] = 3.5
st.session_state["entities_expand"] = True
## Entities
if st.session_state["global_state_step"] >= 3.5:
st.header(_("Extracted Entities"))
with st.expander("", expanded=st.session_state.get("entities_expand", False)):
## pills
def update_entities():
return
ori_entities = st.session_state.get("entities", [])
entities_updated = st.session_state.get("entities_updated", ori_entities)
entities_updated = st.pills(label="entities", options=ori_entities, selection_mode="multi",
default=ori_entities, label_visibility="collapsed", on_change=update_entities)
st.session_state["entities_updated"] = entities_updated
submitted = st.button(_("Submit"), key="entities_button", type="primary")
if submitted:
st.session_state["global_state_step"] = 4.0
with st.spinner(text="I am retrieving related works for more ideas..."):
st.session_state["related_works"], st.session_state["related_works_intact"] = \
backend.entities2literature_callback(st.session_state["expanded_background"], entities_updated)
st.session_state["related_works_use_state"] = [True] * len(st.session_state["related_works"])
st.session_state["global_state_step"] = 4.5
st.session_state["related_works_expand"] = True
## Retrieved related works
if st.session_state["global_state_step"] >= 4.5:
st.header(_("Retrieved Related Works"))
with st.expander("", expanded=st.session_state.get("related_works_expand", False)):
related_works = st.session_state.get("related_works", [])
for i, rw in enumerate(related_works):
checked = st.checkbox(rw, value=st.session_state.get("related_works_use_state")[i])
st.session_state.get("related_works_use_state")[i] = checked
submitted = st.button(_("Submit"), key="related_works_button", type="primary")
if submitted:
st.session_state["global_state_step"] = 5.0
with st.spinner(text="I am generating final ideas..."):
st.session_state["selected_related_works_intact"] = []
for s, p in zip(st.session_state.get("related_works_use_state"), st.session_state["related_works_intact"]):
if s:
st.session_state["selected_related_works_intact"].append(p)
res = backend.literature2initial_ideas_callback(background, brainstorms, st.session_state["selected_related_works_intact"])
st.session_state["initial_ideas"] = res[0]
st.session_state["final_ideas"] = res[1]
# st.session_state["initial_ideas"] = "initial ideas"
st.session_state["global_state_step"] = 5.5
st.session_state["initial_ideas_expand"] = True
## Initial ideas
if st.session_state["global_state_step"] >= 5.5:
st.header(_("Generated Ideas"))
with st.expander("", expanded=st.session_state.get("initial_ideas_expand", False)):
for initial_idea, final_idea in zip(st.session_state.get("initial_ideas", ""), st.session_state.get("final_ideas", "")):
st.divider()
st.markdown("### Concise Idea")
st.markdown(initial_idea)
st.markdown("### Idea in Detail")
st.markdown(final_idea)
st.divider()
def step_by_step_generation(backend):
## Pipeline global state
# 1.0: Input background is in progress
# 2.0: Brainstorming is in progress
# 2.5 Brainstorming is finished
# 3.0: Extracting entities is in progress
# 3.5 Extracting entities is finished
# 4.0: Retrieving literature is in progress
# 4.5 Retrieving ideas is finished
# 5.0: Generating initial ideas is in progress
# 5.5 Generating initial ideas is finished
# 6.0: Generating final ideas is in progress
# 6.5 Generating final ideas is finished
if "global_state_step" not in st.session_state:
st.session_state["global_state_step"] = 1.0
# backend = button_interface.Backend()
generate_mainpage(backend)
generate_sidebar()
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