Spaces:
Running
Running
File size: 21,045 Bytes
b72ab63 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 |
"""Included for backwards compatibility with 3.x spaces/apps."""
from __future__ import annotations
import json
import os
import secrets
import tempfile
import uuid
from pathlib import Path
from typing import Any
from gradio_client import media_data, utils
from gradio_client.data_classes import FileData
with open(Path(__file__).parent / "types.json") as f:
serializer_types = json.load(f)
class Serializable:
def serialized_info(self):
"""
The typing information for this component as a dictionary whose values are a list of 2 strings: [Python type, language-agnostic description].
Keys of the dictionary are: raw_input, raw_output, serialized_input, serialized_output
"""
return self.api_info()
def api_info(self) -> dict[str, list[str]]:
"""
The typing information for this component as a dictionary whose values are a list of 2 strings: [Python type, language-agnostic description].
Keys of the dictionary are: raw_input, raw_output, serialized_input, serialized_output
"""
raise NotImplementedError()
def example_inputs(self) -> dict[str, Any]:
"""
The example inputs for this component as a dictionary whose values are example inputs compatible with this component.
Keys of the dictionary are: raw, serialized
"""
raise NotImplementedError()
# For backwards compatibility
def input_api_info(self) -> tuple[str, str]:
api_info = self.api_info()
types = api_info.get("serialized_input", [api_info["info"]["type"]] * 2) # type: ignore
return (types[0], types[1])
# For backwards compatibility
def output_api_info(self) -> tuple[str, str]:
api_info = self.api_info()
types = api_info.get("serialized_output", [api_info["info"]["type"]] * 2) # type: ignore
return (types[0], types[1])
def serialize(self, x: Any, load_dir: str | Path = "", allow_links: bool = False):
"""
Convert data from human-readable format to serialized format for a browser.
"""
return x
def deserialize(
self,
x: Any,
save_dir: str | Path | None = None,
root_url: str | None = None,
hf_token: str | None = None,
):
"""
Convert data from serialized format for a browser to human-readable format.
"""
return x
class SimpleSerializable(Serializable):
"""General class that does not perform any serialization or deserialization."""
def api_info(self) -> dict[str, bool | dict]:
return {
"info": serializer_types["SimpleSerializable"],
"serialized_info": False,
}
def example_inputs(self) -> dict[str, Any]:
return {
"raw": None,
"serialized": None,
}
class StringSerializable(Serializable):
"""Expects a string as input/output but performs no serialization."""
def api_info(self) -> dict[str, bool | dict]:
return {
"info": serializer_types["StringSerializable"],
"serialized_info": False,
}
def example_inputs(self) -> dict[str, Any]:
return {
"raw": "Howdy!",
"serialized": "Howdy!",
}
class ListStringSerializable(Serializable):
"""Expects a list of strings as input/output but performs no serialization."""
def api_info(self) -> dict[str, bool | dict]:
return {
"info": serializer_types["ListStringSerializable"],
"serialized_info": False,
}
def example_inputs(self) -> dict[str, Any]:
return {
"raw": ["Howdy!", "Merhaba"],
"serialized": ["Howdy!", "Merhaba"],
}
class BooleanSerializable(Serializable):
"""Expects a boolean as input/output but performs no serialization."""
def api_info(self) -> dict[str, bool | dict]:
return {
"info": serializer_types["BooleanSerializable"],
"serialized_info": False,
}
def example_inputs(self) -> dict[str, Any]:
return {
"raw": True,
"serialized": True,
}
class NumberSerializable(Serializable):
"""Expects a number (int/float) as input/output but performs no serialization."""
def api_info(self) -> dict[str, bool | dict]:
return {
"info": serializer_types["NumberSerializable"],
"serialized_info": False,
}
def example_inputs(self) -> dict[str, Any]:
return {
"raw": 5,
"serialized": 5,
}
class ImgSerializable(Serializable):
"""Expects a base64 string as input/output which is serialized to a filepath."""
def serialized_info(self):
return {
"type": "string",
"description": "filepath on your computer (or URL) of image",
}
def api_info(self) -> dict[str, bool | dict]:
return {"info": serializer_types["ImgSerializable"], "serialized_info": True}
def example_inputs(self) -> dict[str, Any]:
return {
"raw": media_data.BASE64_IMAGE,
"serialized": "https://raw.githubusercontent.com/gradio-app/gradio/main/test/test_files/bus.png",
}
def serialize(
self,
x: str | None,
load_dir: str | Path = "",
allow_links: bool = False,
) -> str | None:
"""
Convert from human-friendly version of a file (string filepath) to a serialized
representation (base64).
Parameters:
x: String path to file to serialize
load_dir: Path to directory containing x
"""
if not x:
return None
if utils.is_http_url_like(x):
return utils.encode_url_to_base64(x)
return utils.encode_file_to_base64(Path(load_dir) / x)
def deserialize(
self,
x: str | None,
save_dir: str | Path | None = None,
root_url: str | None = None,
hf_token: str | None = None,
) -> str | None:
"""
Convert from serialized representation of a file (base64) to a human-friendly
version (string filepath). Optionally, save the file to the directory specified by save_dir
Parameters:
x: Base64 representation of image to deserialize into a string filepath
save_dir: Path to directory to save the deserialized image to
root_url: Ignored
hf_token: Ignored
"""
if x is None or x == "":
return None
file = utils.decode_base64_to_file(x, dir=save_dir)
return file.name
class FileSerializable(Serializable):
"""Expects a dict with base64 representation of object as input/output which is serialized to a filepath."""
def __init__(self) -> None:
self.stream = None
self.stream_name = None
super().__init__()
def serialized_info(self):
return self._single_file_serialized_info()
def _single_file_api_info(self):
return {
"info": serializer_types["SingleFileSerializable"],
"serialized_info": True,
}
def _single_file_serialized_info(self):
return {
"type": "string",
"description": "filepath on your computer (or URL) of file",
}
def _multiple_file_serialized_info(self):
return {
"type": "array",
"description": "List of filepath(s) or URL(s) to files",
"items": {
"type": "string",
"description": "filepath on your computer (or URL) of file",
},
}
def _multiple_file_api_info(self):
return {
"info": serializer_types["MultipleFileSerializable"],
"serialized_info": True,
}
def api_info(self) -> dict[str, dict | bool]:
return self._single_file_api_info()
def example_inputs(self) -> dict[str, Any]:
return self._single_file_example_inputs()
def _single_file_example_inputs(self) -> dict[str, Any]:
return {
"raw": {"is_file": False, "data": media_data.BASE64_FILE},
"serialized": "https://github.com/gradio-app/gradio/raw/main/test/test_files/sample_file.pdf",
}
def _multiple_file_example_inputs(self) -> dict[str, Any]:
return {
"raw": [{"is_file": False, "data": media_data.BASE64_FILE}],
"serialized": [
"https://github.com/gradio-app/gradio/raw/main/test/test_files/sample_file.pdf"
],
}
def _serialize_single(
self,
x: str | FileData | None,
load_dir: str | Path = "",
allow_links: bool = False,
) -> FileData | None:
if x is None or isinstance(x, dict):
return x
if utils.is_http_url_like(x):
filename = x
size = None
else:
filename = str(Path(load_dir) / x)
size = Path(filename).stat().st_size
return {
"name": filename or None,
"data": None
if allow_links
else utils.encode_url_or_file_to_base64(filename),
"orig_name": Path(filename).name,
"size": size,
}
def _setup_stream(self, url, hf_token):
return utils.download_byte_stream(url, hf_token)
def _deserialize_single(
self,
x: str | FileData | None,
save_dir: str | None = None,
root_url: str | None = None,
hf_token: str | None = None,
) -> str | None:
if x is None:
return None
if isinstance(x, str):
file_name = utils.decode_base64_to_file(x, dir=save_dir).name
elif isinstance(x, dict):
if x.get("is_file"):
filepath = x.get("name")
if filepath is None:
raise ValueError(f"The 'name' field is missing in {x}")
if root_url is not None:
file_name = utils.download_tmp_copy_of_file(
root_url + "file=" + filepath,
hf_token=hf_token,
dir=save_dir,
)
else:
file_name = utils.create_tmp_copy_of_file(filepath, dir=save_dir)
elif x.get("is_stream"):
if not (x["name"] and root_url and save_dir):
raise ValueError(
"name and root_url and save_dir must all be present"
)
if not self.stream or self.stream_name != x["name"]:
self.stream = self._setup_stream(
root_url + "stream/" + x["name"], hf_token=hf_token
)
self.stream_name = x["name"]
chunk = next(self.stream)
path = Path(save_dir or tempfile.gettempdir()) / secrets.token_hex(20)
path.mkdir(parents=True, exist_ok=True)
path = path / x.get("orig_name", "output")
path.write_bytes(chunk)
file_name = str(path)
else:
data = x.get("data")
if data is None:
raise ValueError(f"The 'data' field is missing in {x}")
file_name = utils.decode_base64_to_file(data, dir=save_dir).name
else:
raise ValueError(
f"A FileSerializable component can only deserialize a string or a dict, not a {type(x)}: {x}"
)
return file_name
def serialize(
self,
x: str | FileData | None | list[str | FileData | None],
load_dir: str | Path = "",
allow_links: bool = False,
) -> FileData | None | list[FileData | None]:
"""
Convert from human-friendly version of a file (string filepath) to a
serialized representation (base64)
Parameters:
x: String path to file to serialize
load_dir: Path to directory containing x
allow_links: Will allow path returns instead of raw file content
"""
if x is None or x == "":
return None
if isinstance(x, list):
return [self._serialize_single(f, load_dir, allow_links) for f in x]
else:
return self._serialize_single(x, load_dir, allow_links)
def deserialize(
self,
x: str | FileData | None | list[str | FileData | None],
save_dir: Path | str | None = None,
root_url: str | None = None,
hf_token: str | None = None,
) -> str | None | list[str | None]:
"""
Convert from serialized representation of a file (base64) to a human-friendly
version (string filepath). Optionally, save the file to the directory specified by `save_dir`
Parameters:
x: Base64 representation of file to deserialize into a string filepath
save_dir: Path to directory to save the deserialized file to
root_url: If this component is loaded from an external Space, this is the URL of the Space.
hf_token: If this component is loaded from an external private Space, this is the access token for the Space
"""
if x is None:
return None
if isinstance(save_dir, Path):
save_dir = str(save_dir)
if isinstance(x, list):
return [
self._deserialize_single(
f, save_dir=save_dir, root_url=root_url, hf_token=hf_token
)
for f in x
]
else:
return self._deserialize_single(
x, save_dir=save_dir, root_url=root_url, hf_token=hf_token
)
class VideoSerializable(FileSerializable):
def serialized_info(self):
return {
"type": "string",
"description": "filepath on your computer (or URL) of video file",
}
def api_info(self) -> dict[str, dict | bool]:
return {"info": serializer_types["FileSerializable"], "serialized_info": True}
def example_inputs(self) -> dict[str, Any]:
return {
"raw": {"is_file": False, "data": media_data.BASE64_VIDEO},
"serialized": "https://github.com/gradio-app/gradio/raw/main/test/test_files/video_sample.mp4",
}
def serialize(
self, x: str | None, load_dir: str | Path = "", allow_links: bool = False
) -> tuple[FileData | None, None]:
return (super().serialize(x, load_dir, allow_links), None) # type: ignore
def deserialize(
self,
x: tuple[FileData | None, FileData | None] | None,
save_dir: Path | str | None = None,
root_url: str | None = None,
hf_token: str | None = None,
) -> str | tuple[str | None, str | None] | None:
"""
Convert from serialized representation of a file (base64) to a human-friendly
version (string filepath). Optionally, save the file to the directory specified by `save_dir`
"""
if isinstance(x, (tuple, list)):
if len(x) != 2:
raise ValueError(f"Expected tuple of length 2. Received: {x}")
x_as_list = [x[0], x[1]]
else:
raise ValueError(f"Expected tuple of length 2. Received: {x}")
deserialized_file = super().deserialize(x_as_list, save_dir, root_url, hf_token) # type: ignore
if isinstance(deserialized_file, list):
return deserialized_file[0] # ignore subtitles
class JSONSerializable(Serializable):
def serialized_info(self):
return {"type": "string", "description": "filepath to JSON file"}
def api_info(self) -> dict[str, dict | bool]:
return {"info": serializer_types["JSONSerializable"], "serialized_info": True}
def example_inputs(self) -> dict[str, Any]:
return {
"raw": {"a": 1, "b": 2},
"serialized": None,
}
def serialize(
self,
x: str | None,
load_dir: str | Path = "",
allow_links: bool = False,
) -> dict | list | None:
"""
Convert from a a human-friendly version (string path to json file) to a
serialized representation (json string)
Parameters:
x: String path to json file to read to get json string
load_dir: Path to directory containing x
"""
if x is None or x == "":
return None
return utils.file_to_json(Path(load_dir) / x)
def deserialize(
self,
x: str | dict | list,
save_dir: str | Path | None = None,
root_url: str | None = None,
hf_token: str | None = None,
) -> str | None:
"""
Convert from serialized representation (json string) to a human-friendly
version (string path to json file). Optionally, save the file to the directory specified by `save_dir`
Parameters:
x: Json string
save_dir: Path to save the deserialized json file to
root_url: Ignored
hf_token: Ignored
"""
if x is None:
return None
return utils.dict_or_str_to_json_file(x, dir=save_dir).name
class GallerySerializable(Serializable):
def serialized_info(self):
return {
"type": "string",
"description": "path to directory with images and a file associating images with captions called captions.json",
}
def api_info(self) -> dict[str, dict | bool]:
return {
"info": serializer_types["GallerySerializable"],
"serialized_info": True,
}
def example_inputs(self) -> dict[str, Any]:
return {
"raw": [media_data.BASE64_IMAGE] * 2,
"serialized": [
"https://raw.githubusercontent.com/gradio-app/gradio/main/test/test_files/bus.png",
]
* 2,
}
def serialize(
self, x: str | None, load_dir: str | Path = "", allow_links: bool = False
) -> list[list[str | None]] | None:
if x is None or x == "":
return None
files = []
captions_file = Path(x) / "captions.json"
with captions_file.open("r") as captions_json:
captions = json.load(captions_json)
for file_name, caption in captions.items():
img = FileSerializable().serialize(file_name, allow_links=allow_links)
files.append([img, caption])
return files
def deserialize(
self,
x: list[list[str | None]] | None,
save_dir: str = "",
root_url: str | None = None,
hf_token: str | None = None,
) -> None | str:
if x is None:
return None
gallery_path = Path(save_dir) / str(uuid.uuid4())
gallery_path.mkdir(exist_ok=True, parents=True)
captions = {}
for img_data in x:
if isinstance(img_data, (list, tuple)):
img_data, caption = img_data
else:
caption = None
name = FileSerializable().deserialize(
img_data, gallery_path, root_url=root_url, hf_token=hf_token
)
captions[name] = caption
captions_file = gallery_path / "captions.json"
with captions_file.open("w") as captions_json:
json.dump(captions, captions_json)
return os.path.abspath(gallery_path)
SERIALIZER_MAPPING = {}
for cls in Serializable.__subclasses__():
SERIALIZER_MAPPING[cls.__name__] = cls
for subcls in cls.__subclasses__():
SERIALIZER_MAPPING[subcls.__name__] = subcls
SERIALIZER_MAPPING["Serializable"] = SimpleSerializable
SERIALIZER_MAPPING["File"] = FileSerializable
SERIALIZER_MAPPING["UploadButton"] = FileSerializable
COMPONENT_MAPPING: dict[str, type] = {
"textbox": StringSerializable,
"number": NumberSerializable,
"slider": NumberSerializable,
"checkbox": BooleanSerializable,
"checkboxgroup": ListStringSerializable,
"radio": StringSerializable,
"dropdown": SimpleSerializable,
"image": ImgSerializable,
"video": FileSerializable,
"audio": FileSerializable,
"file": FileSerializable,
"dataframe": JSONSerializable,
"timeseries": JSONSerializable,
"fileexplorer": JSONSerializable,
"state": SimpleSerializable,
"button": StringSerializable,
"uploadbutton": FileSerializable,
"colorpicker": StringSerializable,
"label": JSONSerializable,
"highlightedtext": JSONSerializable,
"json": JSONSerializable,
"html": StringSerializable,
"gallery": GallerySerializable,
"chatbot": JSONSerializable,
"model3d": FileSerializable,
"plot": JSONSerializable,
"barplot": JSONSerializable,
"lineplot": JSONSerializable,
"scatterplot": JSONSerializable,
"markdown": StringSerializable,
"code": StringSerializable,
"annotatedimage": JSONSerializable,
}
|