Elie Brosset
commited on
Commit
·
4ac77b1
0
Parent(s):
First commit
Browse files- .gitignore +2 -0
- Dockerfile +7 -0
- app.py +482 -0
- assets/custom.css +3 -0
- requirements.txt +2 -0
.gitignore
ADDED
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venv/
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.vscode/
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Dockerfile
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@@ -0,0 +1,7 @@
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FROM python:3.11-slim
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WORKDIR /app
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RUN pip install --upgrade pip
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COPY . .
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RUN pip install -r requirements.txt
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EXPOSE 5000
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app.py
ADDED
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@@ -0,0 +1,482 @@
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| 1 |
+
import base64
|
| 2 |
+
import io
|
| 3 |
+
|
| 4 |
+
import chartgpt as cg
|
| 5 |
+
import dash
|
| 6 |
+
import dash_ag_grid as dag
|
| 7 |
+
import dash_mantine_components as dmc
|
| 8 |
+
import pandas as pd
|
| 9 |
+
from dash import Input, Output, State, dcc, html, no_update
|
| 10 |
+
from dash_iconify import DashIconify
|
| 11 |
+
|
| 12 |
+
app = dash.Dash(
|
| 13 |
+
__name__,
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| 14 |
+
external_stylesheets=[
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| 15 |
+
"https://fonts.googleapis.com/css2?family=Inter:wght@100;200;300;400;500;900&display=swap",
|
| 16 |
+
],
|
| 17 |
+
title="ChartGPT",
|
| 18 |
+
update_title="ChartGPT | Loading...",
|
| 19 |
+
assets_folder="assets",
|
| 20 |
+
include_assets_files=True,
|
| 21 |
+
)
|
| 22 |
+
application = app.server
|
| 23 |
+
|
| 24 |
+
|
| 25 |
+
body = dmc.Stack(
|
| 26 |
+
[
|
| 27 |
+
dmc.Stepper(
|
| 28 |
+
id="stepper",
|
| 29 |
+
contentPadding=30,
|
| 30 |
+
active=0,
|
| 31 |
+
size="md",
|
| 32 |
+
breakpoint="sm",
|
| 33 |
+
children=[
|
| 34 |
+
dmc.StepperStep(
|
| 35 |
+
label="Add your OpenAI API key",
|
| 36 |
+
icon=DashIconify(
|
| 37 |
+
icon="material-symbols:lock",
|
| 38 |
+
),
|
| 39 |
+
progressIcon=DashIconify(
|
| 40 |
+
icon="material-symbols:lock",
|
| 41 |
+
),
|
| 42 |
+
completedIcon=DashIconify(
|
| 43 |
+
icon="material-symbols:lock-open",
|
| 44 |
+
),
|
| 45 |
+
children=[
|
| 46 |
+
dmc.Stack(
|
| 47 |
+
[
|
| 48 |
+
dmc.Stack(
|
| 49 |
+
[
|
| 50 |
+
dmc.Blockquote(
|
| 51 |
+
"""Welcome to ChartGPT! To get started, fetch your OpenAI API key and paste it below.\
|
| 52 |
+
Then, upload your CSV file and ask ChartGPT to plot your data. Happy charting 🥳""",
|
| 53 |
+
icon=DashIconify(
|
| 54 |
+
icon="line-md:coffee-half-empty-twotone-loop"
|
| 55 |
+
),
|
| 56 |
+
),
|
| 57 |
+
dmc.Center(
|
| 58 |
+
dmc.Button(
|
| 59 |
+
dmc.Anchor(
|
| 60 |
+
"Get your API key",
|
| 61 |
+
href="https://platform.openai.com/account/api-keys",
|
| 62 |
+
target="_blank",
|
| 63 |
+
style={
|
| 64 |
+
"textDecoration": "none",
|
| 65 |
+
"color": "white",
|
| 66 |
+
},
|
| 67 |
+
),
|
| 68 |
+
fullWidth=False,
|
| 69 |
+
rightIcon=DashIconify(
|
| 70 |
+
icon="material-symbols:open-in-new"
|
| 71 |
+
),
|
| 72 |
+
),
|
| 73 |
+
),
|
| 74 |
+
],
|
| 75 |
+
),
|
| 76 |
+
dmc.PasswordInput(
|
| 77 |
+
id="input-api-key",
|
| 78 |
+
label="API Key",
|
| 79 |
+
description="Please add your OpenAI API key. It will be used to generate your visualization",
|
| 80 |
+
placeholder="Your OpenAI API Key",
|
| 81 |
+
icon=DashIconify(icon="material-symbols:key"),
|
| 82 |
+
size="sm",
|
| 83 |
+
required=True,
|
| 84 |
+
),
|
| 85 |
+
]
|
| 86 |
+
)
|
| 87 |
+
],
|
| 88 |
+
),
|
| 89 |
+
dmc.StepperStep(
|
| 90 |
+
label="Upload your CSV file",
|
| 91 |
+
icon=DashIconify(icon="material-symbols:upload"),
|
| 92 |
+
progressIcon=DashIconify(icon="material-symbols:upload"),
|
| 93 |
+
completedIcon=DashIconify(icon="material-symbols:upload"),
|
| 94 |
+
children=[
|
| 95 |
+
dmc.Stack(
|
| 96 |
+
[
|
| 97 |
+
dcc.Upload(
|
| 98 |
+
id="upload-data",
|
| 99 |
+
children=html.Div(
|
| 100 |
+
[
|
| 101 |
+
"Drag and Drop or",
|
| 102 |
+
dmc.Button(
|
| 103 |
+
"Select CSV File",
|
| 104 |
+
ml=10,
|
| 105 |
+
leftIcon=DashIconify(
|
| 106 |
+
icon="material-symbols:upload"
|
| 107 |
+
),
|
| 108 |
+
),
|
| 109 |
+
]
|
| 110 |
+
),
|
| 111 |
+
max_size=5 * 1024 * 1024, # 5MB
|
| 112 |
+
style={
|
| 113 |
+
"borderWidth": "1px",
|
| 114 |
+
"borderStyle": "dashed",
|
| 115 |
+
"borderRadius": "5px",
|
| 116 |
+
"textAlign": "center",
|
| 117 |
+
"padding": "10px",
|
| 118 |
+
"backgroundColor": "#fafafa",
|
| 119 |
+
},
|
| 120 |
+
style_reject={
|
| 121 |
+
"borderColor": "red",
|
| 122 |
+
},
|
| 123 |
+
multiple=False,
|
| 124 |
+
),
|
| 125 |
+
dmc.Title("Preview", order=3, color="primary"),
|
| 126 |
+
html.Div(id="output-data-upload"),
|
| 127 |
+
]
|
| 128 |
+
)
|
| 129 |
+
],
|
| 130 |
+
),
|
| 131 |
+
dmc.StepperStep(
|
| 132 |
+
label="Plot your data 🚀",
|
| 133 |
+
icon=DashIconify(icon="bi:bar-chart"),
|
| 134 |
+
progressIcon=DashIconify(icon="bi:bar-chart"),
|
| 135 |
+
completedIcon=DashIconify(icon="bi:bar-chart-fill"),
|
| 136 |
+
children=[
|
| 137 |
+
dmc.Stack(
|
| 138 |
+
[
|
| 139 |
+
dmc.Textarea(
|
| 140 |
+
id="input-text",
|
| 141 |
+
placeholder="Write here",
|
| 142 |
+
autosize=True,
|
| 143 |
+
description="""Type in your questions or requests related to your CSV file. GPT will write the code to visualize the data and find the answers you're looking for.""",
|
| 144 |
+
maxRows=2,
|
| 145 |
+
),
|
| 146 |
+
dmc.Title("Preview", order=3, color="primary"),
|
| 147 |
+
html.Div(id="output-data-upload-preview"),
|
| 148 |
+
]
|
| 149 |
+
)
|
| 150 |
+
],
|
| 151 |
+
),
|
| 152 |
+
dmc.StepperCompleted(
|
| 153 |
+
children=[
|
| 154 |
+
dmc.Stack(
|
| 155 |
+
[
|
| 156 |
+
dmc.Textarea(
|
| 157 |
+
id="input-text-retry",
|
| 158 |
+
description="""Type in your questions or requests related to your CSV file. GPT will write the code to visualize the data and find the answers you're looking for.""",
|
| 159 |
+
placeholder="Write here",
|
| 160 |
+
autosize=True,
|
| 161 |
+
icon=DashIconify(icon="material-symbols:search"),
|
| 162 |
+
maxRows=2,
|
| 163 |
+
),
|
| 164 |
+
dmc.LoadingOverlay(
|
| 165 |
+
id="output-card",
|
| 166 |
+
mih=300,
|
| 167 |
+
loaderProps={
|
| 168 |
+
"variant": "bars",
|
| 169 |
+
"color": "primary",
|
| 170 |
+
"size": "xl",
|
| 171 |
+
},
|
| 172 |
+
),
|
| 173 |
+
]
|
| 174 |
+
)
|
| 175 |
+
]
|
| 176 |
+
),
|
| 177 |
+
],
|
| 178 |
+
),
|
| 179 |
+
dmc.Group(
|
| 180 |
+
[
|
| 181 |
+
dmc.Button(
|
| 182 |
+
"Back",
|
| 183 |
+
id="stepper-back",
|
| 184 |
+
display="none",
|
| 185 |
+
size="md",
|
| 186 |
+
variant="outline",
|
| 187 |
+
radius="xl",
|
| 188 |
+
leftIcon=DashIconify(icon="ic:round-arrow-back"),
|
| 189 |
+
),
|
| 190 |
+
dmc.Button(
|
| 191 |
+
"Next",
|
| 192 |
+
id="stepper-next",
|
| 193 |
+
size="md",
|
| 194 |
+
radius="xl",
|
| 195 |
+
rightIcon=DashIconify(
|
| 196 |
+
icon="ic:round-arrow-forward", id="icon-next"
|
| 197 |
+
),
|
| 198 |
+
),
|
| 199 |
+
],
|
| 200 |
+
position="center",
|
| 201 |
+
mb=20,
|
| 202 |
+
),
|
| 203 |
+
]
|
| 204 |
+
)
|
| 205 |
+
|
| 206 |
+
|
| 207 |
+
header = dmc.Center(
|
| 208 |
+
html.A(
|
| 209 |
+
dmc.Image(
|
| 210 |
+
src="https://raw.githubusercontent.com/chatgpt/chart/9ff8b9b96f01a5ee7091ee5e69a2795381bf5031/docs/assets/chartgpt_logo.svg",
|
| 211 |
+
alt="ChartGPT Logo",
|
| 212 |
+
width=300,
|
| 213 |
+
m=20,
|
| 214 |
+
caption="Plot your data using GPT",
|
| 215 |
+
),
|
| 216 |
+
href="https://github.com/chatgpt/chart",
|
| 217 |
+
style={"textDecoration": "none"},
|
| 218 |
+
)
|
| 219 |
+
)
|
| 220 |
+
|
| 221 |
+
socials = dmc.Affix(
|
| 222 |
+
dmc.Stack(
|
| 223 |
+
[
|
| 224 |
+
dmc.ActionIcon(
|
| 225 |
+
html.A(
|
| 226 |
+
DashIconify(icon="mdi:github", width=25),
|
| 227 |
+
href="https://github.com/youplala/chartgpt",
|
| 228 |
+
style={"color": "black"},
|
| 229 |
+
),
|
| 230 |
+
),
|
| 231 |
+
dmc.ActionIcon(
|
| 232 |
+
html.A(
|
| 233 |
+
DashIconify(icon="mdi:linkedin", width=25),
|
| 234 |
+
href="https://www.linkedin.com/in/eliebrosset/",
|
| 235 |
+
style={"color": "#0B65C2"},
|
| 236 |
+
),
|
| 237 |
+
),
|
| 238 |
+
],
|
| 239 |
+
spacing="sm",
|
| 240 |
+
mt=5,
|
| 241 |
+
mr=5,
|
| 242 |
+
),
|
| 243 |
+
position={"top": 10, "left": 10},
|
| 244 |
+
)
|
| 245 |
+
|
| 246 |
+
|
| 247 |
+
def show_graph_card(graph, code):
|
| 248 |
+
return dmc.Card(
|
| 249 |
+
dmc.Stack(
|
| 250 |
+
[
|
| 251 |
+
html.Div(graph),
|
| 252 |
+
dmc.Accordion(
|
| 253 |
+
variant="separated",
|
| 254 |
+
chevronPosition="right",
|
| 255 |
+
radius="md",
|
| 256 |
+
children=[
|
| 257 |
+
dmc.AccordionItem(
|
| 258 |
+
[
|
| 259 |
+
dmc.AccordionControl(
|
| 260 |
+
"Show code",
|
| 261 |
+
icon=DashIconify(icon="solar:code-bold"),
|
| 262 |
+
),
|
| 263 |
+
dmc.AccordionPanel(
|
| 264 |
+
dmc.Prism(
|
| 265 |
+
code,
|
| 266 |
+
language="python",
|
| 267 |
+
id="output-code",
|
| 268 |
+
withLineNumbers=True,
|
| 269 |
+
),
|
| 270 |
+
),
|
| 271 |
+
],
|
| 272 |
+
value="customization",
|
| 273 |
+
)
|
| 274 |
+
],
|
| 275 |
+
),
|
| 276 |
+
]
|
| 277 |
+
)
|
| 278 |
+
)
|
| 279 |
+
|
| 280 |
+
|
| 281 |
+
page = [
|
| 282 |
+
dcc.Store(id="dataset-store", storage_type="local"),
|
| 283 |
+
dmc.Container(
|
| 284 |
+
[
|
| 285 |
+
dmc.Stack(
|
| 286 |
+
[
|
| 287 |
+
socials,
|
| 288 |
+
header,
|
| 289 |
+
body,
|
| 290 |
+
]
|
| 291 |
+
),
|
| 292 |
+
]
|
| 293 |
+
),
|
| 294 |
+
]
|
| 295 |
+
|
| 296 |
+
app.layout = dmc.MantineProvider(
|
| 297 |
+
id="mantine-provider",
|
| 298 |
+
theme={
|
| 299 |
+
"fontFamily": "'Inter', sans-serif",
|
| 300 |
+
"colorScheme": "light",
|
| 301 |
+
"primaryColor": "dark",
|
| 302 |
+
"defaultRadius": "md",
|
| 303 |
+
"white": "#fff",
|
| 304 |
+
"black": "#404040",
|
| 305 |
+
},
|
| 306 |
+
withGlobalStyles=True,
|
| 307 |
+
withNormalizeCSS=True,
|
| 308 |
+
children=page,
|
| 309 |
+
inherit=True,
|
| 310 |
+
)
|
| 311 |
+
|
| 312 |
+
|
| 313 |
+
def parse_contents(contents, filename):
|
| 314 |
+
content_type, content_string = contents.split(",")
|
| 315 |
+
decoded = base64.b64decode(content_string)
|
| 316 |
+
try:
|
| 317 |
+
if "csv" in filename:
|
| 318 |
+
# Assuming the uploaded file is a CSV, parse it
|
| 319 |
+
df = pd.read_csv(io.StringIO(decoded.decode("utf-8")))
|
| 320 |
+
return df
|
| 321 |
+
else:
|
| 322 |
+
return "Invalid file format, please upload a CSV file."
|
| 323 |
+
except Exception as e:
|
| 324 |
+
print(e)
|
| 325 |
+
return "An error occurred while processing the file."
|
| 326 |
+
|
| 327 |
+
|
| 328 |
+
@app.callback(
|
| 329 |
+
Output("dataset-store", "data"),
|
| 330 |
+
Input("upload-data", "contents"),
|
| 331 |
+
State("upload-data", "filename"),
|
| 332 |
+
prevent_initial_call=True,
|
| 333 |
+
)
|
| 334 |
+
def store_data(contents, filename):
|
| 335 |
+
if contents is not None:
|
| 336 |
+
df = parse_contents(contents, filename)
|
| 337 |
+
return df.to_json(orient="split")
|
| 338 |
+
|
| 339 |
+
|
| 340 |
+
@app.callback(
|
| 341 |
+
Output("output-data-upload", "children"),
|
| 342 |
+
Output("output-data-upload-preview", "children"),
|
| 343 |
+
Output("upload-data", "style"),
|
| 344 |
+
Output("upload-data", "children"),
|
| 345 |
+
Input("dataset-store", "data"),
|
| 346 |
+
)
|
| 347 |
+
def load_data(dataset):
|
| 348 |
+
if dataset is not None:
|
| 349 |
+
df = pd.read_json(dataset, orient="split")
|
| 350 |
+
table_preview = dag.AgGrid(
|
| 351 |
+
id="data-preview",
|
| 352 |
+
rowData=df.to_dict("records"),
|
| 353 |
+
style={"height": "275px"},
|
| 354 |
+
columnDefs=[{"field": i} for i in df.columns],
|
| 355 |
+
)
|
| 356 |
+
return (
|
| 357 |
+
table_preview,
|
| 358 |
+
table_preview,
|
| 359 |
+
{
|
| 360 |
+
"borderWidth": "1px",
|
| 361 |
+
"borderStyle": "dashed",
|
| 362 |
+
"borderRadius": "5px",
|
| 363 |
+
"textAlign": "center",
|
| 364 |
+
"padding": "7px",
|
| 365 |
+
"backgroundColor": "#fafafa",
|
| 366 |
+
},
|
| 367 |
+
dmc.Group(
|
| 368 |
+
[
|
| 369 |
+
html.Div(
|
| 370 |
+
[
|
| 371 |
+
"Drag and Drop or",
|
| 372 |
+
dmc.Button(
|
| 373 |
+
"Replace file",
|
| 374 |
+
ml=10,
|
| 375 |
+
leftIcon=DashIconify(icon="mdi:file-replace"),
|
| 376 |
+
),
|
| 377 |
+
]
|
| 378 |
+
)
|
| 379 |
+
],
|
| 380 |
+
position="center",
|
| 381 |
+
align="center",
|
| 382 |
+
spacing="xs",
|
| 383 |
+
),
|
| 384 |
+
)
|
| 385 |
+
return no_update
|
| 386 |
+
|
| 387 |
+
|
| 388 |
+
@app.callback(
|
| 389 |
+
Output("stepper", "active"),
|
| 390 |
+
Input("stepper-next", "n_clicks"),
|
| 391 |
+
Input("stepper-back", "n_clicks"),
|
| 392 |
+
State("stepper", "active"),
|
| 393 |
+
prevent_initial_call=True,
|
| 394 |
+
)
|
| 395 |
+
def update_stepper(stepper_next, stepper_back, current):
|
| 396 |
+
ctx = dash.callback_context
|
| 397 |
+
id_clicked = ctx.triggered[0]["prop_id"]
|
| 398 |
+
if id_clicked == "stepper-next.n_clicks" and current < 3:
|
| 399 |
+
return current + 1
|
| 400 |
+
elif id_clicked == "stepper-back.n_clicks":
|
| 401 |
+
return current - 1
|
| 402 |
+
return no_update
|
| 403 |
+
|
| 404 |
+
|
| 405 |
+
@app.callback(
|
| 406 |
+
Output("stepper-next", "disabled"),
|
| 407 |
+
Output("stepper-back", "disabled"),
|
| 408 |
+
Output("stepper-next", "display"),
|
| 409 |
+
Output("stepper-back", "display"),
|
| 410 |
+
Output("stepper-next", "children"),
|
| 411 |
+
Output("icon-next", "icon"),
|
| 412 |
+
Input("stepper", "active"),
|
| 413 |
+
Input("input-api-key", "value"),
|
| 414 |
+
Input("dataset-store", "data"),
|
| 415 |
+
)
|
| 416 |
+
def update_stepper_buttons(current, api_key, data):
|
| 417 |
+
if current == 0 and api_key != "":
|
| 418 |
+
return False, True, "block", "none", "Next", "ic:round-arrow-forward"
|
| 419 |
+
elif current == 0 and api_key == "":
|
| 420 |
+
return True, True, "block", "none", "Next", "ic:round-arrow-forward"
|
| 421 |
+
elif current == 1 and data is not None:
|
| 422 |
+
return (
|
| 423 |
+
False,
|
| 424 |
+
False,
|
| 425 |
+
"block",
|
| 426 |
+
"block",
|
| 427 |
+
"Next",
|
| 428 |
+
"ic:round-arrow-forward",
|
| 429 |
+
)
|
| 430 |
+
elif current == 1 and data is None:
|
| 431 |
+
return (
|
| 432 |
+
True,
|
| 433 |
+
False,
|
| 434 |
+
"block",
|
| 435 |
+
"block",
|
| 436 |
+
"Next",
|
| 437 |
+
"ic:round-arrow-forward",
|
| 438 |
+
)
|
| 439 |
+
elif current == 2:
|
| 440 |
+
return (
|
| 441 |
+
False,
|
| 442 |
+
False,
|
| 443 |
+
"block",
|
| 444 |
+
"block",
|
| 445 |
+
"Ask ChartGPT",
|
| 446 |
+
"ph:flask-bold",
|
| 447 |
+
)
|
| 448 |
+
elif current == 3:
|
| 449 |
+
return (False, False, "block", "block", "Ask again", "ic:refresh")
|
| 450 |
+
|
| 451 |
+
|
| 452 |
+
@app.callback(
|
| 453 |
+
Output("input-text-retry", "value"),
|
| 454 |
+
Output("output-card", "children"),
|
| 455 |
+
Input("stepper-next", "n_clicks"),
|
| 456 |
+
State("stepper", "active"),
|
| 457 |
+
State("input-api-key", "value"),
|
| 458 |
+
State("dataset-store", "data"),
|
| 459 |
+
State("input-text", "value"),
|
| 460 |
+
State("input-text-retry", "value"),
|
| 461 |
+
prevent_initial_call=True,
|
| 462 |
+
)
|
| 463 |
+
def update_graph(n_clicks, active, api_key, df, prompt, prompt_retry):
|
| 464 |
+
if n_clicks is not None and active == 2:
|
| 465 |
+
output = predict(api_key, df, prompt)
|
| 466 |
+
return prompt, output
|
| 467 |
+
elif n_clicks is not None and active == 3:
|
| 468 |
+
output = predict(api_key, df, prompt_retry)
|
| 469 |
+
return prompt_retry, output
|
| 470 |
+
return no_update
|
| 471 |
+
|
| 472 |
+
|
| 473 |
+
def predict(api_key, df, prompt):
|
| 474 |
+
df = pd.read_json(df, orient="split")
|
| 475 |
+
chart = cg.Chart(df, api_key=api_key)
|
| 476 |
+
fig = chart.plot(prompt, return_fig=True)
|
| 477 |
+
output = show_graph_card(graph=dcc.Graph(figure=fig), code=chart.last_run_code)
|
| 478 |
+
return output
|
| 479 |
+
|
| 480 |
+
|
| 481 |
+
if __name__ == "__main__":
|
| 482 |
+
app.run_server(debug=True)
|
assets/custom.css
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
input:invalid {
|
| 2 |
+
outline: none !important;
|
| 3 |
+
}
|
requirements.txt
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
chartgpt>=0.0.5
|
| 2 |
+
dash-ag-grid>=2.2.0
|