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- .gitattributes +1 -0
- __init__.py +264 -0
- __pycache__/__init__.cpython-310.pyc +0 -0
- __pycache__/__init__.cpython-311.pyc +0 -0
- __pycache__/__init__.cpython-312.pyc +0 -0
- __pycache__/api.cpython-312.pyc +0 -0
- __pycache__/cli.cpython-311.pyc +0 -0
- __pycache__/cli.cpython-312.pyc +0 -0
- __pycache__/commit_scheduler.cpython-311.pyc +0 -0
- __pycache__/commit_scheduler.cpython-312.pyc +0 -0
- __pycache__/context.cpython-312.pyc +0 -0
- __pycache__/context_vars.cpython-311.pyc +0 -0
- __pycache__/context_vars.cpython-312.pyc +0 -0
- __pycache__/deploy.cpython-310.pyc +0 -0
- __pycache__/deploy.cpython-311.pyc +0 -0
- __pycache__/deploy.cpython-312.pyc +0 -0
- __pycache__/dummy_commit_scheduler.cpython-310.pyc +0 -0
- __pycache__/dummy_commit_scheduler.cpython-311.pyc +0 -0
- __pycache__/dummy_commit_scheduler.cpython-312.pyc +0 -0
- __pycache__/file_storage.cpython-311.pyc +0 -0
- __pycache__/file_storage.cpython-312.pyc +0 -0
- __pycache__/imports.cpython-311.pyc +0 -0
- __pycache__/imports.cpython-312.pyc +0 -0
- __pycache__/media.cpython-311.pyc +0 -0
- __pycache__/media.cpython-312.pyc +0 -0
- __pycache__/run.cpython-310.pyc +0 -0
- __pycache__/run.cpython-311.pyc +0 -0
- __pycache__/run.cpython-312.pyc +0 -0
- __pycache__/sqlite_storage.cpython-310.pyc +0 -0
- __pycache__/sqlite_storage.cpython-311.pyc +0 -0
- __pycache__/sqlite_storage.cpython-312.pyc +0 -0
- __pycache__/storage.cpython-312.pyc +0 -0
- __pycache__/table.cpython-311.pyc +0 -0
- __pycache__/table.cpython-312.pyc +0 -0
- __pycache__/typehints.cpython-311.pyc +0 -0
- __pycache__/typehints.cpython-312.pyc +0 -0
- __pycache__/types.cpython-312.pyc +0 -0
- __pycache__/ui.cpython-310.pyc +0 -0
- __pycache__/ui.cpython-311.pyc +0 -0
- __pycache__/ui.cpython-312.pyc +0 -0
- __pycache__/utils.cpython-310.pyc +0 -0
- __pycache__/utils.cpython-311.pyc +0 -0
- __pycache__/utils.cpython-312.pyc +0 -0
- __pycache__/video_writer.cpython-311.pyc +0 -0
- __pycache__/video_writer.cpython-312.pyc +0 -0
- assets/trackio_logo_dark.png +0 -0
- assets/trackio_logo_light.png +0 -0
- assets/trackio_logo_old.png +3 -0
- assets/trackio_logo_type_dark.png +0 -0
- assets/trackio_logo_type_dark_transparent.png +0 -0
.gitattributes
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@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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assets/trackio_logo_old.png filter=lfs diff=lfs merge=lfs -text
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__init__.py
ADDED
@@ -0,0 +1,264 @@
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1 |
+
import hashlib
|
2 |
+
import os
|
3 |
+
import warnings
|
4 |
+
import webbrowser
|
5 |
+
from pathlib import Path
|
6 |
+
from typing import Any
|
7 |
+
|
8 |
+
from gradio.blocks import BUILT_IN_THEMES
|
9 |
+
from gradio.themes import Default as DefaultTheme
|
10 |
+
from gradio.themes import ThemeClass
|
11 |
+
from gradio_client import Client
|
12 |
+
from huggingface_hub import SpaceStorage
|
13 |
+
|
14 |
+
from trackio import context_vars, deploy, utils
|
15 |
+
from trackio.imports import import_csv, import_tf_events
|
16 |
+
from trackio.media import TrackioImage, TrackioVideo
|
17 |
+
from trackio.run import Run
|
18 |
+
from trackio.sqlite_storage import SQLiteStorage
|
19 |
+
from trackio.table import Table
|
20 |
+
from trackio.ui import demo
|
21 |
+
from trackio.utils import TRACKIO_DIR, TRACKIO_LOGO_DIR
|
22 |
+
|
23 |
+
__version__ = Path(__file__).parent.joinpath("version.txt").read_text().strip()
|
24 |
+
|
25 |
+
__all__ = [
|
26 |
+
"init",
|
27 |
+
"log",
|
28 |
+
"finish",
|
29 |
+
"show",
|
30 |
+
"import_csv",
|
31 |
+
"import_tf_events",
|
32 |
+
"Image",
|
33 |
+
"Video",
|
34 |
+
"Table",
|
35 |
+
]
|
36 |
+
|
37 |
+
Image = TrackioImage
|
38 |
+
Video = TrackioVideo
|
39 |
+
|
40 |
+
|
41 |
+
config = {}
|
42 |
+
|
43 |
+
DEFAULT_THEME = "citrus"
|
44 |
+
|
45 |
+
|
46 |
+
def init(
|
47 |
+
project: str,
|
48 |
+
name: str | None = None,
|
49 |
+
space_id: str | None = None,
|
50 |
+
space_storage: SpaceStorage | None = None,
|
51 |
+
dataset_id: str | None = None,
|
52 |
+
config: dict | None = None,
|
53 |
+
resume: str = "never",
|
54 |
+
settings: Any = None,
|
55 |
+
) -> Run:
|
56 |
+
"""
|
57 |
+
Creates a new Trackio project and returns a [`Run`] object.
|
58 |
+
|
59 |
+
Args:
|
60 |
+
project (`str`):
|
61 |
+
The name of the project (can be an existing project to continue tracking or
|
62 |
+
a new project to start tracking from scratch).
|
63 |
+
name (`str` or `None`, *optional*, defaults to `None`):
|
64 |
+
The name of the run (if not provided, a default name will be generated).
|
65 |
+
space_id (`str` or `None`, *optional*, defaults to `None`):
|
66 |
+
If provided, the project will be logged to a Hugging Face Space instead of
|
67 |
+
a local directory. Should be a complete Space name like
|
68 |
+
`"username/reponame"` or `"orgname/reponame"`, or just `"reponame"` in which
|
69 |
+
case the Space will be created in the currently-logged-in Hugging Face
|
70 |
+
user's namespace. If the Space does not exist, it will be created. If the
|
71 |
+
Space already exists, the project will be logged to it.
|
72 |
+
space_storage ([`~huggingface_hub.SpaceStorage`] or `None`, *optional*, defaults to `None`):
|
73 |
+
Choice of persistent storage tier.
|
74 |
+
dataset_id (`str` or `None`, *optional*, defaults to `None`):
|
75 |
+
If a `space_id` is provided, a persistent Hugging Face Dataset will be
|
76 |
+
created and the metrics will be synced to it every 5 minutes. Specify a
|
77 |
+
Dataset with name like `"username/datasetname"` or `"orgname/datasetname"`,
|
78 |
+
or `"datasetname"` (uses currently-logged-in Hugging Face user's namespace),
|
79 |
+
or `None` (uses the same name as the Space but with the `"_dataset"`
|
80 |
+
suffix). If the Dataset does not exist, it will be created. If the Dataset
|
81 |
+
already exists, the project will be appended to it.
|
82 |
+
config (`dict` or `None`, *optional*, defaults to `None`):
|
83 |
+
A dictionary of configuration options. Provided for compatibility with
|
84 |
+
`wandb.init()`.
|
85 |
+
resume (`str`, *optional*, defaults to `"never"`):
|
86 |
+
Controls how to handle resuming a run. Can be one of:
|
87 |
+
|
88 |
+
- `"must"`: Must resume the run with the given name, raises error if run
|
89 |
+
doesn't exist
|
90 |
+
- `"allow"`: Resume the run if it exists, otherwise create a new run
|
91 |
+
- `"never"`: Never resume a run, always create a new one
|
92 |
+
settings (`Any`, *optional*, defaults to `None`):
|
93 |
+
Not used. Provided for compatibility with `wandb.init()`.
|
94 |
+
|
95 |
+
Returns:
|
96 |
+
`Run`: A [`Run`] object that can be used to log metrics and finish the run.
|
97 |
+
"""
|
98 |
+
if settings is not None:
|
99 |
+
warnings.warn(
|
100 |
+
"* Warning: settings is not used. Provided for compatibility with wandb.init(). Please create an issue at: https://github.com/gradio-app/trackio/issues if you need a specific feature implemented."
|
101 |
+
)
|
102 |
+
|
103 |
+
if space_id is None and dataset_id is not None:
|
104 |
+
raise ValueError("Must provide a `space_id` when `dataset_id` is provided.")
|
105 |
+
space_id, dataset_id = utils.preprocess_space_and_dataset_ids(space_id, dataset_id)
|
106 |
+
url = context_vars.current_server.get()
|
107 |
+
|
108 |
+
if url is None:
|
109 |
+
if space_id is None:
|
110 |
+
_, url, _ = demo.launch(
|
111 |
+
show_api=False,
|
112 |
+
inline=False,
|
113 |
+
quiet=True,
|
114 |
+
prevent_thread_lock=True,
|
115 |
+
show_error=True,
|
116 |
+
)
|
117 |
+
else:
|
118 |
+
url = space_id
|
119 |
+
context_vars.current_server.set(url)
|
120 |
+
|
121 |
+
if (
|
122 |
+
context_vars.current_project.get() is None
|
123 |
+
or context_vars.current_project.get() != project
|
124 |
+
):
|
125 |
+
print(f"* Trackio project initialized: {project}")
|
126 |
+
|
127 |
+
if dataset_id is not None:
|
128 |
+
os.environ["TRACKIO_DATASET_ID"] = dataset_id
|
129 |
+
print(
|
130 |
+
f"* Trackio metrics will be synced to Hugging Face Dataset: {dataset_id}"
|
131 |
+
)
|
132 |
+
if space_id is None:
|
133 |
+
print(f"* Trackio metrics logged to: {TRACKIO_DIR}")
|
134 |
+
utils.print_dashboard_instructions(project)
|
135 |
+
else:
|
136 |
+
deploy.create_space_if_not_exists(space_id, space_storage, dataset_id)
|
137 |
+
print(
|
138 |
+
f"* View dashboard by going to: {deploy.SPACE_URL.format(space_id=space_id)}"
|
139 |
+
)
|
140 |
+
context_vars.current_project.set(project)
|
141 |
+
|
142 |
+
client = None
|
143 |
+
if not space_id:
|
144 |
+
client = Client(url, verbose=False)
|
145 |
+
|
146 |
+
if resume == "must":
|
147 |
+
if name is None:
|
148 |
+
raise ValueError("Must provide a run name when resume='must'")
|
149 |
+
if name not in SQLiteStorage.get_runs(project):
|
150 |
+
raise ValueError(f"Run '{name}' does not exist in project '{project}'")
|
151 |
+
resumed = True
|
152 |
+
elif resume == "allow":
|
153 |
+
resumed = name is not None and name in SQLiteStorage.get_runs(project)
|
154 |
+
elif resume == "never":
|
155 |
+
if name is not None and name in SQLiteStorage.get_runs(project):
|
156 |
+
warnings.warn(
|
157 |
+
f"* Warning: resume='never' but a run '{name}' already exists in "
|
158 |
+
f"project '{project}'. Generating a new name and instead. If you want "
|
159 |
+
"to resume this run, call init() with resume='must' or resume='allow'."
|
160 |
+
)
|
161 |
+
name = None
|
162 |
+
resumed = False
|
163 |
+
else:
|
164 |
+
raise ValueError("resume must be one of: 'must', 'allow', or 'never'")
|
165 |
+
|
166 |
+
run = Run(
|
167 |
+
url=url,
|
168 |
+
project=project,
|
169 |
+
client=client,
|
170 |
+
name=name,
|
171 |
+
config=config,
|
172 |
+
space_id=space_id,
|
173 |
+
)
|
174 |
+
|
175 |
+
if resumed:
|
176 |
+
print(f"* Resumed existing run: {run.name}")
|
177 |
+
else:
|
178 |
+
print(f"* Created new run: {run.name}")
|
179 |
+
|
180 |
+
context_vars.current_run.set(run)
|
181 |
+
globals()["config"] = run.config
|
182 |
+
return run
|
183 |
+
|
184 |
+
|
185 |
+
def log(metrics: dict, step: int | None = None) -> None:
|
186 |
+
"""
|
187 |
+
Logs metrics to the current run.
|
188 |
+
|
189 |
+
Args:
|
190 |
+
metrics (`dict`):
|
191 |
+
A dictionary of metrics to log.
|
192 |
+
step (`int` or `None`, *optional*, defaults to `None`):
|
193 |
+
The step number. If not provided, the step will be incremented
|
194 |
+
automatically.
|
195 |
+
"""
|
196 |
+
run = context_vars.current_run.get()
|
197 |
+
if run is None:
|
198 |
+
raise RuntimeError("Call trackio.init() before trackio.log().")
|
199 |
+
run.log(
|
200 |
+
metrics=metrics,
|
201 |
+
step=step,
|
202 |
+
)
|
203 |
+
|
204 |
+
|
205 |
+
def finish():
|
206 |
+
"""
|
207 |
+
Finishes the current run.
|
208 |
+
"""
|
209 |
+
run = context_vars.current_run.get()
|
210 |
+
if run is None:
|
211 |
+
raise RuntimeError("Call trackio.init() before trackio.finish().")
|
212 |
+
run.finish()
|
213 |
+
|
214 |
+
|
215 |
+
def show(project: str | None = None, theme: str | ThemeClass = DEFAULT_THEME):
|
216 |
+
"""
|
217 |
+
Launches the Trackio dashboard.
|
218 |
+
|
219 |
+
Args:
|
220 |
+
project (`str` or `None`, *optional*, defaults to `None`):
|
221 |
+
The name of the project whose runs to show. If not provided, all projects
|
222 |
+
will be shown and the user can select one.
|
223 |
+
theme (`str` or `ThemeClass`, *optional*, defaults to `"citrus"`):
|
224 |
+
A Gradio Theme to use for the dashboard instead of the default `"citrus"`,
|
225 |
+
can be a built-in theme (e.g. `'soft'`, `'default'`), a theme from the Hub
|
226 |
+
(e.g. `"gstaff/xkcd"`), or a custom Theme class.
|
227 |
+
"""
|
228 |
+
if theme != DEFAULT_THEME:
|
229 |
+
# TODO: It's a little hacky to reproduce this theme-setting logic from Gradio Blocks,
|
230 |
+
# but in Gradio 6.0, the theme will be set in `launch()` instead, which means that we
|
231 |
+
# will be able to remove this code.
|
232 |
+
if isinstance(theme, str):
|
233 |
+
if theme.lower() in BUILT_IN_THEMES:
|
234 |
+
theme = BUILT_IN_THEMES[theme.lower()]
|
235 |
+
else:
|
236 |
+
try:
|
237 |
+
theme = ThemeClass.from_hub(theme)
|
238 |
+
except Exception as e:
|
239 |
+
warnings.warn(f"Cannot load {theme}. Caught Exception: {str(e)}")
|
240 |
+
theme = DefaultTheme()
|
241 |
+
if not isinstance(theme, ThemeClass):
|
242 |
+
warnings.warn("Theme should be a class loaded from gradio.themes")
|
243 |
+
theme = DefaultTheme()
|
244 |
+
demo.theme: ThemeClass = theme
|
245 |
+
demo.theme_css = theme._get_theme_css()
|
246 |
+
demo.stylesheets = theme._stylesheets
|
247 |
+
theme_hasher = hashlib.sha256()
|
248 |
+
theme_hasher.update(demo.theme_css.encode("utf-8"))
|
249 |
+
demo.theme_hash = theme_hasher.hexdigest()
|
250 |
+
|
251 |
+
_, url, share_url = demo.launch(
|
252 |
+
show_api=False,
|
253 |
+
quiet=True,
|
254 |
+
inline=False,
|
255 |
+
prevent_thread_lock=True,
|
256 |
+
favicon_path=TRACKIO_LOGO_DIR / "trackio_logo_light.png",
|
257 |
+
allowed_paths=[TRACKIO_LOGO_DIR],
|
258 |
+
)
|
259 |
+
|
260 |
+
base_url = share_url + "/" if share_url else url
|
261 |
+
dashboard_url = base_url + f"?project={project}" if project else base_url
|
262 |
+
print(f"* Trackio UI launched at: {dashboard_url}")
|
263 |
+
webbrowser.open(dashboard_url)
|
264 |
+
utils.block_except_in_notebook()
|
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__pycache__/api.cpython-312.pyc
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__pycache__/cli.cpython-311.pyc
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__pycache__/cli.cpython-312.pyc
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__pycache__/commit_scheduler.cpython-311.pyc
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__pycache__/commit_scheduler.cpython-312.pyc
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__pycache__/context.cpython-312.pyc
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__pycache__/context_vars.cpython-312.pyc
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__pycache__/deploy.cpython-310.pyc
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__pycache__/deploy.cpython-312.pyc
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__pycache__/dummy_commit_scheduler.cpython-310.pyc
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__pycache__/file_storage.cpython-312.pyc
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__pycache__/imports.cpython-311.pyc
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__pycache__/imports.cpython-312.pyc
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__pycache__/media.cpython-311.pyc
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__pycache__/media.cpython-312.pyc
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__pycache__/run.cpython-310.pyc
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__pycache__/run.cpython-311.pyc
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__pycache__/run.cpython-312.pyc
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__pycache__/sqlite_storage.cpython-310.pyc
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__pycache__/sqlite_storage.cpython-311.pyc
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__pycache__/sqlite_storage.cpython-312.pyc
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__pycache__/storage.cpython-312.pyc
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__pycache__/table.cpython-311.pyc
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__pycache__/types.cpython-312.pyc
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__pycache__/ui.cpython-310.pyc
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__pycache__/ui.cpython-311.pyc
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__pycache__/ui.cpython-312.pyc
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__pycache__/utils.cpython-310.pyc
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__pycache__/utils.cpython-311.pyc
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__pycache__/utils.cpython-312.pyc
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__pycache__/video_writer.cpython-311.pyc
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__pycache__/video_writer.cpython-312.pyc
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assets/trackio_logo_dark.png
ADDED
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assets/trackio_logo_light.png
ADDED
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assets/trackio_logo_old.png
ADDED
![]() |
Git LFS Details
|
assets/trackio_logo_type_dark.png
ADDED
![]() |
assets/trackio_logo_type_dark_transparent.png
ADDED
![]() |