feat: add gradio app
Browse files- .pre-commit-config.yaml +4 -0
- app.py +272 -0
.pre-commit-config.yaml
CHANGED
|
@@ -65,10 +65,14 @@ repos:
|
|
| 65 |
- id: prettier
|
| 66 |
types_or: [markdown, yaml]
|
| 67 |
- repo: https://github.com/astral-sh/ruff-pre-commit
|
|
|
|
| 68 |
rev: v0.4.4
|
| 69 |
hooks:
|
|
|
|
| 70 |
- id: ruff
|
| 71 |
args: [--fix]
|
|
|
|
|
|
|
| 72 |
- repo: https://github.com/kynan/nbstripout
|
| 73 |
rev: 0.5.0 # use the latest version
|
| 74 |
hooks:
|
|
|
|
| 65 |
- id: prettier
|
| 66 |
types_or: [markdown, yaml]
|
| 67 |
- repo: https://github.com/astral-sh/ruff-pre-commit
|
| 68 |
+
# Ruff version.
|
| 69 |
rev: v0.4.4
|
| 70 |
hooks:
|
| 71 |
+
# Run the linter.
|
| 72 |
- id: ruff
|
| 73 |
args: [--fix]
|
| 74 |
+
# Run the formatter.
|
| 75 |
+
- id: ruff-format
|
| 76 |
- repo: https://github.com/kynan/nbstripout
|
| 77 |
rev: 0.5.0 # use the latest version
|
| 78 |
hooks:
|
app.py
ADDED
|
@@ -0,0 +1,272 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import secrets
|
| 2 |
+
from functools import lru_cache
|
| 3 |
+
|
| 4 |
+
import gradio as gr
|
| 5 |
+
|
| 6 |
+
from llmdataparser import ParserRegistry
|
| 7 |
+
from llmdataparser.base_parser import ParseEntry
|
| 8 |
+
|
| 9 |
+
|
| 10 |
+
@lru_cache(maxsize=32)
|
| 11 |
+
def get_parser_instance(parser_name: str):
|
| 12 |
+
"""Get a cached parser instance by name."""
|
| 13 |
+
return ParserRegistry.get_parser(parser_name)
|
| 14 |
+
|
| 15 |
+
|
| 16 |
+
def get_available_splits(parser) -> list[str] | None:
|
| 17 |
+
"""Get available splits for the selected parser after loading."""
|
| 18 |
+
if not hasattr(parser, "split_names") or not parser.split_names:
|
| 19 |
+
return None
|
| 20 |
+
return parser.split_names
|
| 21 |
+
|
| 22 |
+
|
| 23 |
+
def get_available_tasks(parser) -> list[str]:
|
| 24 |
+
"""Get available tasks for the selected parser."""
|
| 25 |
+
if not hasattr(parser, "task_names"):
|
| 26 |
+
return ["default"]
|
| 27 |
+
return parser.task_names
|
| 28 |
+
|
| 29 |
+
|
| 30 |
+
def format_entry_attributes(entry: ParseEntry) -> str:
|
| 31 |
+
"""Format all attributes of a ParseEntry except prompt and answer."""
|
| 32 |
+
from dataclasses import fields
|
| 33 |
+
|
| 34 |
+
# Get all field names from the dataclass
|
| 35 |
+
field_names = [field.name for field in fields(entry)]
|
| 36 |
+
# Filter out prompt and answer
|
| 37 |
+
filtered_fields = [name for name in field_names if name not in ["prompt", "answer"]]
|
| 38 |
+
# Build the formatted string
|
| 39 |
+
return "\n".join(f"{name}: {getattr(entry, name)}" for name in filtered_fields)
|
| 40 |
+
|
| 41 |
+
|
| 42 |
+
def load_and_parse(
|
| 43 |
+
parser_name: str, task_name: str | None, split_name: str | None
|
| 44 |
+
) -> tuple:
|
| 45 |
+
"""Load and parse the dataset, return the first entry and available splits."""
|
| 46 |
+
try:
|
| 47 |
+
parser = get_parser_instance(parser_name)
|
| 48 |
+
|
| 49 |
+
# Load the dataset
|
| 50 |
+
parser.load(
|
| 51 |
+
task_name=task_name if task_name != "default" else None,
|
| 52 |
+
split=split_name,
|
| 53 |
+
trust_remote_code=True,
|
| 54 |
+
)
|
| 55 |
+
|
| 56 |
+
# Get available splits after loading
|
| 57 |
+
available_splits = get_available_splits(parser)
|
| 58 |
+
|
| 59 |
+
# Parse the dataset
|
| 60 |
+
parser.parse(split_names=split_name, force=True)
|
| 61 |
+
|
| 62 |
+
# Get parsed data
|
| 63 |
+
parsed_data = parser.get_parsed_data
|
| 64 |
+
|
| 65 |
+
split_dropdown = gr.Dropdown(
|
| 66 |
+
choices=available_splits,
|
| 67 |
+
label="Select Split",
|
| 68 |
+
interactive=True,
|
| 69 |
+
value=None,
|
| 70 |
+
allow_custom_value=True,
|
| 71 |
+
)
|
| 72 |
+
|
| 73 |
+
info = parser.__repr__()
|
| 74 |
+
if not parsed_data:
|
| 75 |
+
return 0, "No entries found", "", "", split_dropdown, info
|
| 76 |
+
|
| 77 |
+
# Get the first entry
|
| 78 |
+
first_entry = parsed_data[0]
|
| 79 |
+
|
| 80 |
+
return (
|
| 81 |
+
0, # Return first index instead of list of indices
|
| 82 |
+
first_entry.prompt,
|
| 83 |
+
first_entry.raw_question,
|
| 84 |
+
first_entry.answer,
|
| 85 |
+
format_entry_attributes(first_entry),
|
| 86 |
+
split_dropdown,
|
| 87 |
+
info,
|
| 88 |
+
)
|
| 89 |
+
except Exception as e:
|
| 90 |
+
# Make the error message more user-friendly and detailed
|
| 91 |
+
error_msg = f"Failed to load dataset: {str(e)}\nParser: {parser_name}\nTask: {task_name}\nSplit: {split_name}"
|
| 92 |
+
return 0, error_msg, "", "", "", [], ""
|
| 93 |
+
|
| 94 |
+
|
| 95 |
+
def update_entry(parsed_data_index: int | None, parser_name: str):
|
| 96 |
+
"""Update the displayed entry based on the selected index."""
|
| 97 |
+
try:
|
| 98 |
+
if not parser_name:
|
| 99 |
+
return "Please select a parser first", "", "", ""
|
| 100 |
+
|
| 101 |
+
parser = get_parser_instance(parser_name)
|
| 102 |
+
parsed_data = parser.get_parsed_data
|
| 103 |
+
|
| 104 |
+
if not parsed_data:
|
| 105 |
+
return "No data available", "", "", ""
|
| 106 |
+
|
| 107 |
+
if parsed_data_index is None:
|
| 108 |
+
# Random selection using secrets instead of random
|
| 109 |
+
random_index = secrets.randbelow(len(parsed_data))
|
| 110 |
+
entry = parsed_data[random_index]
|
| 111 |
+
else:
|
| 112 |
+
# Ensure index is within bounds
|
| 113 |
+
index = max(0, min(parsed_data_index, len(parsed_data) - 1))
|
| 114 |
+
entry = parsed_data[index]
|
| 115 |
+
|
| 116 |
+
return (
|
| 117 |
+
entry.prompt,
|
| 118 |
+
entry.raw_question,
|
| 119 |
+
entry.answer,
|
| 120 |
+
format_entry_attributes(entry),
|
| 121 |
+
)
|
| 122 |
+
except Exception as e:
|
| 123 |
+
return f"Error: {str(e)}", "", ""
|
| 124 |
+
|
| 125 |
+
|
| 126 |
+
def update_parser_options(parser_name: str) -> tuple[gr.Dropdown, gr.Dropdown, str]:
|
| 127 |
+
"""Update available tasks and splits for the selected parser."""
|
| 128 |
+
try:
|
| 129 |
+
parser = get_parser_instance(parser_name)
|
| 130 |
+
tasks = get_available_tasks(parser)
|
| 131 |
+
default_task = getattr(parser, "_default_task", "default")
|
| 132 |
+
|
| 133 |
+
# Update task dropdown
|
| 134 |
+
task_dropdown = gr.Dropdown(
|
| 135 |
+
choices=tasks,
|
| 136 |
+
value=default_task,
|
| 137 |
+
label="Select Task",
|
| 138 |
+
interactive=True,
|
| 139 |
+
allow_custom_value=True,
|
| 140 |
+
)
|
| 141 |
+
|
| 142 |
+
# Update split dropdown - Note the value is now explicitly None
|
| 143 |
+
splits = get_available_splits(parser)
|
| 144 |
+
split_dropdown = gr.Dropdown(
|
| 145 |
+
choices=splits,
|
| 146 |
+
label="Select Split",
|
| 147 |
+
interactive=True,
|
| 148 |
+
value=None,
|
| 149 |
+
allow_custom_value=True,
|
| 150 |
+
)
|
| 151 |
+
|
| 152 |
+
info = parser.__repr__()
|
| 153 |
+
return task_dropdown, split_dropdown, info
|
| 154 |
+
except Exception as e:
|
| 155 |
+
return (
|
| 156 |
+
gr.Dropdown(choices=["default"], value="default"),
|
| 157 |
+
gr.Dropdown(choices=[]),
|
| 158 |
+
f"Error: {str(e)}",
|
| 159 |
+
)
|
| 160 |
+
|
| 161 |
+
|
| 162 |
+
def clear_parser_cache():
|
| 163 |
+
"""Clear the parser cache."""
|
| 164 |
+
get_parser_instance.cache_clear()
|
| 165 |
+
|
| 166 |
+
|
| 167 |
+
def create_interface():
|
| 168 |
+
with gr.Blocks() as demo:
|
| 169 |
+
gr.Markdown("# LLM Evaluation Dataset Parser")
|
| 170 |
+
|
| 171 |
+
# State management
|
| 172 |
+
parser_state = gr.State("")
|
| 173 |
+
dataset_info = gr.Textbox(label="Dataset Info", interactive=False)
|
| 174 |
+
|
| 175 |
+
with gr.Row():
|
| 176 |
+
with gr.Column(scale=1):
|
| 177 |
+
# Parser selection and controls
|
| 178 |
+
available_parsers = ParserRegistry.list_parsers()
|
| 179 |
+
parser_dropdown = gr.Dropdown(
|
| 180 |
+
choices=available_parsers,
|
| 181 |
+
label="Select Parser",
|
| 182 |
+
value=available_parsers[0] if available_parsers else None,
|
| 183 |
+
interactive=True,
|
| 184 |
+
allow_custom_value=True,
|
| 185 |
+
)
|
| 186 |
+
task_dropdown = gr.Dropdown(
|
| 187 |
+
choices=["default"],
|
| 188 |
+
label="Select Task",
|
| 189 |
+
value="default",
|
| 190 |
+
interactive=True,
|
| 191 |
+
allow_custom_value=True,
|
| 192 |
+
)
|
| 193 |
+
split_dropdown = gr.Dropdown(
|
| 194 |
+
choices=[],
|
| 195 |
+
label="Select Split",
|
| 196 |
+
interactive=True,
|
| 197 |
+
value=None,
|
| 198 |
+
allow_custom_value=True,
|
| 199 |
+
)
|
| 200 |
+
load_button = gr.Button("Load and Parse Dataset", variant="primary")
|
| 201 |
+
|
| 202 |
+
# Entry selection
|
| 203 |
+
entry_index = gr.Number(
|
| 204 |
+
label="Select Entry Index (empty for random)",
|
| 205 |
+
precision=0,
|
| 206 |
+
interactive=True,
|
| 207 |
+
)
|
| 208 |
+
update_button = gr.Button("Update/Random Entry", variant="secondary")
|
| 209 |
+
|
| 210 |
+
# clear_cache_button = gr.Button("Clear Parser Cache")
|
| 211 |
+
# clear_cache_button.click(fn=clear_parser_cache)
|
| 212 |
+
|
| 213 |
+
with gr.Column(scale=2):
|
| 214 |
+
# Output displays
|
| 215 |
+
prompt_output = gr.Textbox(
|
| 216 |
+
label="Prompt", lines=5, show_copy_button=True
|
| 217 |
+
)
|
| 218 |
+
raw_question_output = gr.Textbox(
|
| 219 |
+
label="Raw Question", lines=5, show_copy_button=True
|
| 220 |
+
)
|
| 221 |
+
answer_output = gr.Textbox(
|
| 222 |
+
label="Answer", lines=5, show_copy_button=True
|
| 223 |
+
)
|
| 224 |
+
attributes_output = gr.Textbox(
|
| 225 |
+
label="Other Attributes", lines=5, show_copy_button=True
|
| 226 |
+
)
|
| 227 |
+
|
| 228 |
+
# Event handlers
|
| 229 |
+
parser_dropdown.change(
|
| 230 |
+
fn=update_parser_options,
|
| 231 |
+
inputs=parser_dropdown,
|
| 232 |
+
outputs=[
|
| 233 |
+
task_dropdown, # Update entire component
|
| 234 |
+
split_dropdown,
|
| 235 |
+
dataset_info,
|
| 236 |
+
],
|
| 237 |
+
).then(lambda x: x, inputs=parser_dropdown, outputs=parser_state)
|
| 238 |
+
|
| 239 |
+
load_button.click(
|
| 240 |
+
fn=load_and_parse,
|
| 241 |
+
inputs=[parser_dropdown, task_dropdown, split_dropdown],
|
| 242 |
+
outputs=[
|
| 243 |
+
entry_index,
|
| 244 |
+
prompt_output,
|
| 245 |
+
raw_question_output,
|
| 246 |
+
answer_output,
|
| 247 |
+
attributes_output,
|
| 248 |
+
split_dropdown,
|
| 249 |
+
dataset_info,
|
| 250 |
+
],
|
| 251 |
+
api_name="load_and_parse",
|
| 252 |
+
show_progress="full",
|
| 253 |
+
)
|
| 254 |
+
|
| 255 |
+
update_button.click(
|
| 256 |
+
fn=update_entry,
|
| 257 |
+
inputs=[entry_index, parser_state],
|
| 258 |
+
outputs=[
|
| 259 |
+
prompt_output,
|
| 260 |
+
raw_question_output,
|
| 261 |
+
answer_output,
|
| 262 |
+
attributes_output,
|
| 263 |
+
],
|
| 264 |
+
api_name="update_entry",
|
| 265 |
+
)
|
| 266 |
+
|
| 267 |
+
return demo
|
| 268 |
+
|
| 269 |
+
|
| 270 |
+
if __name__ == "__main__":
|
| 271 |
+
demo = create_interface()
|
| 272 |
+
demo.launch(share=False) # Enable sharing for remote access
|