|
|
"""The Runs page for the Trackio UI.""" |
|
|
|
|
|
import re |
|
|
|
|
|
import gradio as gr |
|
|
import pandas as pd |
|
|
|
|
|
try: |
|
|
import trackio.utils as utils |
|
|
from trackio.sqlite_storage import SQLiteStorage |
|
|
from trackio.ui import fns |
|
|
except ImportError: |
|
|
import utils |
|
|
from sqlite_storage import SQLiteStorage |
|
|
from ui import fns |
|
|
|
|
|
|
|
|
def get_runs_data(project): |
|
|
"""Get the runs data as a pandas DataFrame.""" |
|
|
configs = SQLiteStorage.get_all_run_configs(project) |
|
|
if not configs: |
|
|
return pd.DataFrame() |
|
|
|
|
|
df = pd.DataFrame.from_dict(configs, orient="index") |
|
|
df = df.fillna("") |
|
|
df.index.name = "Name" |
|
|
df.reset_index(inplace=True) |
|
|
|
|
|
df.rename(columns=fns.CONFIG_COLUMN_MAPPINGS, inplace=True) |
|
|
|
|
|
if "Created" in df.columns: |
|
|
df["Created"] = df["Created"].apply(utils.format_timestamp) |
|
|
|
|
|
if "Username" in df.columns: |
|
|
df["Username"] = df["Username"].apply( |
|
|
lambda x: f"<a href='https://huggingface.co/{x}' style='text-decoration-style: dotted;'>{x}</a>" |
|
|
if x and x != "None" |
|
|
else x |
|
|
) |
|
|
|
|
|
if "Name" in df.columns: |
|
|
df["Name"] = df["Name"].apply( |
|
|
lambda x: f"<a href='/run?selected_project={project}&selected_run={x}'>{x}</a>" |
|
|
if x and x != "None" |
|
|
else x |
|
|
) |
|
|
|
|
|
df.insert(0, " ", False) |
|
|
|
|
|
columns = list(df.columns) |
|
|
|
|
|
if "Name" in columns: |
|
|
order = [col for col in ["Group", "Username", "Created"] if col in columns] |
|
|
if order: |
|
|
for col in order: |
|
|
columns.remove(col) |
|
|
name_idx = columns.index("Name") |
|
|
insert_pos = name_idx + 1 |
|
|
for col in order: |
|
|
columns.insert(insert_pos, col) |
|
|
insert_pos += 1 |
|
|
df = df[columns] |
|
|
|
|
|
return df |
|
|
|
|
|
|
|
|
def get_runs_table(project): |
|
|
df = get_runs_data(project) |
|
|
if df.empty: |
|
|
return gr.DataFrame(pd.DataFrame(), visible=False) |
|
|
|
|
|
datatype = ["bool"] + ["markdown"] * (len(df.columns) - 1) |
|
|
|
|
|
return gr.DataFrame( |
|
|
df, |
|
|
visible=True, |
|
|
pinned_columns=2, |
|
|
datatype=datatype, |
|
|
wrap=True, |
|
|
column_widths=["40px", "150px"], |
|
|
interactive=True, |
|
|
static_columns=list(range(1, len(df.columns))), |
|
|
row_count=(len(df), "fixed"), |
|
|
col_count=(len(df.columns), "fixed"), |
|
|
) |
|
|
|
|
|
|
|
|
def check_write_access_runs(request: gr.Request, write_token: str) -> bool: |
|
|
""" |
|
|
Check if the user has write access to the Trackio dashboard based on token validation. |
|
|
The token is retrieved from the cookie in the request headers or, as fallback, from the |
|
|
`write_token` query parameter. |
|
|
""" |
|
|
cookies = request.headers.get("cookie", "") |
|
|
if cookies: |
|
|
for cookie in cookies.split(";"): |
|
|
parts = cookie.strip().split("=") |
|
|
if len(parts) == 2 and parts[0] == "trackio_write_token": |
|
|
return parts[1] == write_token |
|
|
if hasattr(request, "query_params") and request.query_params: |
|
|
token = request.query_params.get("write_token") |
|
|
return token == write_token |
|
|
return False |
|
|
|
|
|
|
|
|
def set_deletion_allowed(request: gr.Request, oauth_token: gr.OAuthToken | None): |
|
|
"""Update the delete button value and interactivity based on the runs data and user write access.""" |
|
|
if oauth_token: |
|
|
try: |
|
|
fns.check_oauth_token_has_write_access(oauth_token.token) |
|
|
except PermissionError: |
|
|
return ( |
|
|
gr.Button("⚠️ Need write access to delete runs", interactive=False), |
|
|
gr.Dataframe(interactive=False), |
|
|
False, |
|
|
) |
|
|
elif not check_write_access_runs(request, run_page.write_token): |
|
|
return ( |
|
|
gr.Button("⚠️ Need write access to delete runs", interactive=False), |
|
|
gr.Dataframe(interactive=False), |
|
|
False, |
|
|
) |
|
|
return ( |
|
|
gr.Button("Select runs to delete", interactive=False), |
|
|
gr.Dataframe(interactive=True), |
|
|
True, |
|
|
) |
|
|
|
|
|
|
|
|
def update_delete_button(deletion_allowed, runs_data): |
|
|
"""Update the delete button value and interactivity based on the selected runs.""" |
|
|
if not deletion_allowed: |
|
|
return gr.Button(interactive=False) |
|
|
|
|
|
num_selected = 0 |
|
|
if runs_data is not None and len(runs_data) > 0: |
|
|
first_column_values = runs_data.iloc[:, 0].tolist() |
|
|
num_selected = sum(1 for x in first_column_values if x) |
|
|
|
|
|
if num_selected: |
|
|
return gr.Button(f"Delete {num_selected} selected run(s)", interactive=True) |
|
|
else: |
|
|
return gr.Button("Select runs to delete", interactive=False) |
|
|
|
|
|
|
|
|
def delete_selected_runs(deletion_allowed, runs_data, project, request: gr.Request): |
|
|
"""Delete the selected runs and refresh the table.""" |
|
|
if not deletion_allowed: |
|
|
return runs_data |
|
|
|
|
|
first_column_values = runs_data.iloc[:, 0].tolist() |
|
|
for i, selected in enumerate(first_column_values): |
|
|
if selected: |
|
|
run_name_raw = runs_data.iloc[i, 1] |
|
|
match = re.search(r">([^<]+)<", run_name_raw) |
|
|
run_name = match.group(1) if match else run_name_raw |
|
|
SQLiteStorage.delete_run(project, run_name) |
|
|
|
|
|
updated_data = get_runs_data(project) |
|
|
return updated_data |
|
|
|
|
|
|
|
|
with gr.Blocks() as run_page: |
|
|
with gr.Sidebar() as sidebar: |
|
|
logo_urls = utils.get_logo_urls() |
|
|
logo = gr.Markdown( |
|
|
f""" |
|
|
<img src='{logo_urls["light"]}' width='80%' class='logo-light'> |
|
|
<img src='{logo_urls["dark"]}' width='80%' class='logo-dark'> |
|
|
""" |
|
|
) |
|
|
project_dd = gr.Dropdown(label="Project", allow_custom_value=True) |
|
|
|
|
|
navbar = gr.Navbar(value=[("Metrics", ""), ("Runs", "/runs")], main_page_name=False) |
|
|
timer = gr.Timer(value=1) |
|
|
allow_deleting_runs = gr.State(False) |
|
|
|
|
|
with gr.Row(): |
|
|
with gr.Column(): |
|
|
if utils.get_space(): |
|
|
gr.LoginButton("Login to delete runs", size="md") |
|
|
with gr.Column(): |
|
|
with gr.Row(): |
|
|
delete_run_btn = gr.Button( |
|
|
"⚠️ Need write access to delete runs", |
|
|
interactive=False, |
|
|
variant="stop", |
|
|
size="md", |
|
|
) |
|
|
confirm_btn = gr.Button( |
|
|
"Confirm delete", variant="stop", size="md", visible=False |
|
|
) |
|
|
cancel_btn = gr.Button("Cancel", size="md", visible=False) |
|
|
|
|
|
runs_table = gr.DataFrame() |
|
|
|
|
|
gr.on( |
|
|
[run_page.load], |
|
|
fn=fns.get_projects, |
|
|
outputs=project_dd, |
|
|
show_progress="hidden", |
|
|
queue=False, |
|
|
api_name=False, |
|
|
) |
|
|
gr.on( |
|
|
[timer.tick], |
|
|
fn=lambda: gr.Dropdown(info=fns.get_project_info()), |
|
|
outputs=[project_dd], |
|
|
show_progress="hidden", |
|
|
api_name=False, |
|
|
) |
|
|
gr.on( |
|
|
[project_dd.change], |
|
|
fn=get_runs_table, |
|
|
inputs=[project_dd], |
|
|
outputs=[runs_table], |
|
|
show_progress="hidden", |
|
|
api_name=False, |
|
|
queue=False, |
|
|
).then( |
|
|
fns.update_navbar_value, |
|
|
inputs=[project_dd], |
|
|
outputs=[navbar], |
|
|
show_progress="hidden", |
|
|
api_name=False, |
|
|
queue=False, |
|
|
) |
|
|
|
|
|
gr.on( |
|
|
[run_page.load], |
|
|
fn=set_deletion_allowed, |
|
|
inputs=[], |
|
|
outputs=[delete_run_btn, runs_table, allow_deleting_runs], |
|
|
show_progress="hidden", |
|
|
api_name=False, |
|
|
queue=False, |
|
|
) |
|
|
gr.on( |
|
|
[runs_table.change], |
|
|
fn=update_delete_button, |
|
|
inputs=[allow_deleting_runs, runs_table], |
|
|
outputs=[delete_run_btn], |
|
|
show_progress="hidden", |
|
|
api_name=False, |
|
|
queue=False, |
|
|
) |
|
|
gr.on( |
|
|
[delete_run_btn.click], |
|
|
fn=lambda: [ |
|
|
gr.Button(visible=False), |
|
|
gr.Button(visible=True), |
|
|
gr.Button(visible=True), |
|
|
], |
|
|
inputs=None, |
|
|
outputs=[delete_run_btn, confirm_btn, cancel_btn], |
|
|
show_progress="hidden", |
|
|
api_name=False, |
|
|
queue=False, |
|
|
) |
|
|
gr.on( |
|
|
[confirm_btn.click, cancel_btn.click], |
|
|
fn=lambda: [ |
|
|
gr.Button(visible=True), |
|
|
gr.Button(visible=False), |
|
|
gr.Button(visible=False), |
|
|
], |
|
|
inputs=None, |
|
|
outputs=[delete_run_btn, confirm_btn, cancel_btn], |
|
|
show_progress="hidden", |
|
|
api_name=False, |
|
|
queue=False, |
|
|
) |
|
|
gr.on( |
|
|
[confirm_btn.click], |
|
|
fn=delete_selected_runs, |
|
|
inputs=[allow_deleting_runs, runs_table, project_dd], |
|
|
outputs=[runs_table], |
|
|
show_progress="hidden", |
|
|
api_name=False, |
|
|
queue=False, |
|
|
) |
|
|
|