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import gradio as gr
import os
import time
from tools import create_workout_table_graph
class WorkoutTableGUI:
def __init__(self, graph=None, share=False):
self.graph = graph if graph else create_workout_table_graph()
self.share = share
self.partial_message = ""
self.response = {}
self.max_iterations = 10
self.iterations = []
self.threads = []
self.thread_id = -1
self.thread = {"configurable": {"thread_id": str(self.thread_id)}}
self.demo = self.create_interface()
def run_agent(self, start, topic, stop_after):
if start:
self.iterations.append(0)
config = {'task': topic, "max_revisions": 2, "revision_number": 0,
'lnode': "", 'planner': "no plan", 'draft': "no draft", 'feedback': "no feedback",
'content': ["no content",], 'queries': "no queries", 'count': 0}
self.thread_id += 1 # new agent, new thread
self.threads.append(self.thread_id)
else:
config = None
self.thread = {"configurable": {"thread_id": str(self.thread_id)}}
while self.iterations[self.thread_id] < self.max_iterations:
self.response = self.graph.invoke(config, self.thread)
self.iterations[self.thread_id] += 1
self.partial_message += str(self.response)
self.partial_message += f"\n------------------\n\n"
lnode, nnode, _, rev, acount = self.get_disp_state()
yield self.partial_message, lnode, nnode, self.thread_id, rev, acount
config = None
if not nnode:
return
if lnode in stop_after:
return
return
def get_disp_state(self):
current_state = self.graph.get_state(self.thread)
lnode = current_state.values["lnode"]
acount = current_state.values["count"]
rev = current_state.values["revision_number"]
nnode = current_state.next
return lnode, nnode, self.thread_id, rev, acount
def get_state(self, key):
current_values = self.graph.get_state(self.thread)
if key in current_values.values:
lnode, nnode, self.thread_id, rev, astep = self.get_disp_state()
new_label = f"last_node: {lnode}, thread_id: {self.thread_id}, rev: {rev}, step: {astep}"
return gr.update(label=new_label, value=current_values.values[key])
else:
return ""
def get_content(self):
current_values = self.graph.get_state(self.thread)
if "content" in current_values.values:
content = current_values.values["content"]
lnode, nnode, thread_id, rev, astep = self.get_disp_state()
new_label = f"last_node: {lnode}, thread_id: {self.thread_id}, rev: {rev}, step: {astep}"
return gr.update(label=new_label, value="\n\n".join(item for item in content) + "\n\n")
else:
return ""
def update_hist_pd(self):
hist = []
for state in self.graph.get_state_history(self.thread):
if state.metadata['step'] < 1:
continue
# Use a default value if thread_ts is not present
thread_ts = state.config['configurable'].get('thread_ts', 'N/A')
tid = state.config['configurable']['thread_id']
count = state.values['count']
lnode = state.values['lnode']
rev = state.values['revision_number']
nnode = state.next
st = f"{tid}:{count}:{lnode}:{nnode}:{rev}:{thread_ts}"
hist.append(st)
return gr.Dropdown(label="update_state from: thread:count:last_node:next_node:rev:thread_ts",
choices=hist, value=hist[0] if hist else None, interactive=True)
def find_config(self, thread_ts):
for state in self.graph.get_state_history(self.thread):
config = state.config
# Skip if thread_ts is not present or doesn't match
if 'thread_ts' not in config['configurable'] or config['configurable']['thread_ts'] != thread_ts:
continue
return config
return None
def copy_state(self, hist_str):
thread_ts = hist_str.split(":")[-1]
config = self.find_config(thread_ts)
if config is None:
return None, None, None, None, None
state = self.graph.get_state(config)
self.graph.update_state(self.thread, state.values, as_node=state.values['lnode'])
new_state = self.graph.get_state(self.thread)
new_thread_ts = new_state.config['configurable'].get('thread_ts', 'N/A')
tid = new_state.config['configurable']['thread_id']
count = new_state.values['count']
lnode = new_state.values['lnode']
rev = new_state.values['revision_number']
nnode = new_state.next
return lnode, nnode, new_thread_ts, rev, count
def update_thread_pd(self):
return gr.Dropdown(label="choose thread", choices=self.threads, value=self.thread_id, interactive=True)
def switch_thread(self, new_thread_id):
self.thread = {"configurable": {"thread_id": str(new_thread_id)}}
self.thread_id = new_thread_id
return
def modify_state(self, key, asnode, new_state):
current_values = self.graph.get_state(self.thread)
current_values.values[key] = new_state
self.graph.update_state(self.thread, current_values.values, as_node=asnode)
return
def create_interface(self):
with gr.Blocks(theme=gr.themes.Default(spacing_size='sm', text_size="sm")) as demo:
def updt_disp():
current_state = self.graph.get_state(self.thread)
hist = []
for state in self.graph.get_state_history(self.thread):
if state.metadata['step'] < 1:
continue
# Use a default value if thread_ts is not present
s_thread_ts = state.config['configurable'].get('thread_ts', 'N/A')
s_tid = state.config['configurable']['thread_id']
s_count = state.values['count']
s_lnode = state.values['lnode']
s_rev = state.values['revision_number']
s_nnode = state.next
st = f"{s_tid}:{s_count}:{s_lnode}:{s_nnode}:{s_rev}:{s_thread_ts}"
hist.append(st)
if not current_state.metadata:
return {}
else:
return {
topic_bx: current_state.values["task"],
lnode_bx: current_state.values["lnode"],
count_bx: current_state.values["count"],
revision_bx: current_state.values["revision_number"],
nnode_bx: current_state.next,
threadid_bx: self.thread_id,
thread_pd: gr.Dropdown(label="choose thread", choices=self.threads, value=self.thread_id, interactive=True),
step_pd: gr.Dropdown(label="update_state from: thread:count:last_node:next_node:rev:thread_ts",
choices=hist, value=hist[0] if hist else None, interactive=True),
}
def get_snapshots():
new_label = f"thread_id: {self.thread_id}, Summary of snapshots"
sstate = ""
for state in self.graph.get_state_history(self.thread):
for key in ['plan', 'draft', 'feedback']:
if key in state.values:
state.values[key] = state.values[key][:80] + "..."
if 'content' in state.values:
for i in range(len(state.values['content'])):
state.values['content'][i] = state.values['content'][i][:20] + '...'
if 'writes' in state.metadata:
state.metadata['writes'] = "not shown"
sstate += str(state) + "\n\n"
return gr.update(label=new_label, value=sstate)
def vary_btn(stat):
return gr.update(variant=stat)
with gr.Tab("Agent"):
with gr.Row():
topic_bx = gr.Textbox(label="Workout Table", value="Workout Table for a 30 year old male who wants to gain muscle mass and strength")
gen_btn = gr.Button("Generate Workout Table", scale=0, min_width=80, variant='primary')
cont_btn = gr.Button("Continue Workout Table", scale=0, min_width=80)
with gr.Row():
lnode_bx = gr.Textbox(label="last node", min_width=100)
nnode_bx = gr.Textbox(label="next node", min_width=100)
threadid_bx = gr.Textbox(label="Thread", scale=0, min_width=80)
revision_bx = gr.Textbox(label="Draft Rev", scale=0, min_width=80)
count_bx = gr.Textbox(label="count", scale=0, min_width=80)
with gr.Accordion("Manage Agent", open=False):
checks = list(self.graph.nodes.keys())
checks.remove('__start__')
stop_after = gr.CheckboxGroup(checks, label="Interrupt After State", value=checks, scale=0, min_width=400)
with gr.Row():
thread_pd = gr.Dropdown(choices=self.threads, interactive=True, label="select thread", min_width=120, scale=0)
step_pd = gr.Dropdown(choices=['N/A'], interactive=True, label="select step", min_width=160, scale=1)
live = gr.Textbox(label="Live Agent Output", lines=5, max_lines=5)
# actions
sdisps = [topic_bx, lnode_bx, nnode_bx, threadid_bx, revision_bx, count_bx, step_pd, thread_pd]
thread_pd.input(self.switch_thread, [thread_pd], None).then(
fn=updt_disp, inputs=None, outputs=sdisps)
step_pd.input(self.copy_state, [step_pd], None).then(
fn=updt_disp, inputs=None, outputs=sdisps)
gen_btn.click(vary_btn, gr.Number("secondary", visible=False), gen_btn).then(
fn=self.run_agent, inputs=[gr.Number(True, visible=False), topic_bx, stop_after], outputs=[live], show_progress=True).then(
fn=updt_disp, inputs=None, outputs=sdisps).then(
vary_btn, gr.Number("primary", visible=False), gen_btn).then(
vary_btn, gr.Number("primary", visible=False), cont_btn)
cont_btn.click(vary_btn, gr.Number("secondary", visible=False), cont_btn).then(
fn=self.run_agent, inputs=[gr.Number(False, visible=False), topic_bx, stop_after],
outputs=[live]).then(
fn=updt_disp, inputs=None, outputs=sdisps).then(
vary_btn, gr.Number("primary", visible=False), cont_btn)
with gr.Tab("Workout Table"):
with gr.Row():
refresh_btn = gr.Button("Refresh")
modify_btn = gr.Button("Modify")
plan = gr.Textbox(label="Plan", lines=10, interactive=True)
refresh_btn.click(fn=self.get_state, inputs=gr.Number("plan", visible=False), outputs=plan)
modify_btn.click(fn=self.modify_state, inputs=[gr.Number("plan", visible=False),
gr.Number("planner", visible=False), plan], outputs=None).then(
fn=updt_disp, inputs=None, outputs=sdisps)
with gr.Tab("Research Content"):
refresh_btn = gr.Button("Refresh")
content_bx = gr.Textbox(label="content", lines=10)
refresh_btn.click(fn=self.get_content, inputs=None, outputs=content_bx)
with gr.Tab("Draft"):
with gr.Row():
refresh_btn = gr.Button("Refresh")
modify_btn = gr.Button("Modify")
draft_bx = gr.Textbox(label="draft", lines=10, interactive=True)
refresh_btn.click(fn=self.get_state, inputs=gr.Number("draft", visible=False), outputs=draft_bx)
modify_btn.click(fn=self.modify_state, inputs=[gr.Number("draft", visible=False),
gr.Number("generate", visible=False), draft_bx], outputs=None).then(
fn=updt_disp, inputs=None, outputs=sdisps)
with gr.Tab("Feedback"):
with gr.Row():
refresh_btn = gr.Button("Refresh")
modify_btn = gr.Button("Modify")
feedback_bx = gr.Textbox(label="Feedback", lines=10, interactive=True)
refresh_btn.click(fn=self.get_state, inputs=gr.Number("feedback", visible=False), outputs=feedback_bx)
modify_btn.click(fn=self.modify_state, inputs=[gr.Number("feedback", visible=False),
gr.Number("reflect", visible=False),
feedback_bx], outputs=None).then(
fn=updt_disp, inputs=None, outputs=sdisps)
with gr.Tab("StateSnapShots"):
with gr.Row():
refresh_btn = gr.Button("Refresh")
snapshots = gr.Textbox(label="State Snapshots Summaries")
refresh_btn.click(fn=get_snapshots, inputs=None, outputs=snapshots)
return demo
def launch(self, share=None):
if port := os.getenv("PORT1"):
self.demo.launch(share=True, server_port=int(port), server_name="0.0.0.0")
else:
self.demo.launch(share=self.share)
if __name__ == "__main__":
workout_table = WorkoutTableGUI()
workout_table.launch()
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