Streamlit component for TensorBoard, TensorFlow's visualization toolkit

Related tags

Deep Learningtensorflowtensorboardstreamlit
Overview

streamlit-tensorboard

Streamlit App

This is a work-in-progress, providing a function to embed TensorBoard, TensorFlow's visualization toolkit, in Streamlit apps.

Installation 🎈

pip install --upgrade streamlit-tensorboard

Example Usage 💻 

import streamlit as st
from streamlit_tensorboard import st_tensorboard
import tensorflow as tf

import datetime
import random

mnist = tf.keras.datasets.mnist

(x_train, y_train), (x_test, y_test) = mnist.load_data()
x_train, x_test = x_train / 255.0, x_test / 255.0

def create_model():
    return tf.keras.models.Sequential(
        [
            tf.keras.layers.Flatten(input_shape=(28, 28)),
            tf.keras.layers.Dense(512, activation="relu"),
            tf.keras.layers.Dropout(0.2),
            tf.keras.layers.Dense(10, activation="softmax"),
        ]
    )

model = create_model()
model.compile(
    optimizer="adam", loss="sparse_categorical_crossentropy", metrics=["accuracy"]
)

logdir = "logs/fit/" + datetime.datetime.now().strftime("%Y%m%d-%H%M%S")
tensorboard_callback = tf.keras.callbacks.TensorBoard(log_dir=logdir, histogram_freq=1)

model.fit(
    x=x_train,
    y=y_train,
    epochs=5,
    validation_data=(x_test, y_test),
    callbacks=[tensorboard_callback],
)

# Start TensorBoard
st_tensorboard(logdir=logdir, port=6006, width=1080)

st_tensorboard

Contributing 🛠️

Please file a new GitHub issue (if one doesn't already exist) for bugs, feature requests, suggestions for improvements, etc. If you have solutions to any open issues, feel free to open a Pull Request!

Supported Platforms

  1. Ubuntu
  2. Debian GNU/Linux
  3. macOS ( ⚠️ unverified)

Windows is currently not supported. PRs for added Windows support are welcome as fix to this issue.

Comments
  • Fixing Windows support by changing logdir to POSIX format

    Fixing Windows support by changing logdir to POSIX format

    Using pathlib to change the logdir path to POSIX format. The change would make the shlex.split work properly, thus making it work on Windows, and it will still work on Linux.

    opened by ansonnn07 2
  • Refuses to connect on Streamlit sharing

    Refuses to connect on Streamlit sharing

    image

    The issue has to do with network permissions on the remote host. Port 6006 should be opened on the remote host and incoming/outgoing connections should be allowed at remote host:6006.

    opened by snehankekre 1
  • Works on MacOS

    Works on MacOS

    I read in the readme that Streamlit-tensorboard is unverified on macOS. Upon trying, I noticed a delay in the TensorBoard loading. Opening the port 6006 on another tab, helped solve this issue of the delay.

    opened by 259mit 0
  • Support several comma-separated paths in logdir

    Support several comma-separated paths in logdir

    Hi @snehankekre Many thanks for the contribution. Just wondering whether it would be possible to support passing to the logdir argument of st_tensorboard a list of comma-separated paths to render several specific experiments, e.g. in the original tensorboard call you can specify it as follows:

    tensorboard --logdir=name1:/path/to/logs/1,name2:/path/to/logs/2

    Regards

    enhancement help wanted good first issue 
    opened by davidjimenezphd 1
  • Reuse TensorBoard on port {port} (pid {pid}) if opened previously

    Reuse TensorBoard on port {port} (pid {pid}) if opened previously

    Each widget interaction with Streamlitt causes the script to rerun from top to bottom. This execution model leads to the creation of a new TensorBoard server for every interaction and new connection to the Streamlit app.

    Desired behavior:

    1. If a TensorBoard server is running, connect to it instead of opening a new one.
    2. Reuse cached connection for viewers of the app. Do not open a new TensorBoard for each viewer.
    bug help wanted 
    opened by snehankekre 3
Releases(0.0.2)
Owner
Snehan Kekre
Documentation Writer @streamlit. Formerly, @Coursera.
Snehan Kekre
GitHub Repository https://pypi.org/project/streamlit-tensorboard/
Towards Improving Embedding Based Models of Social Network Alignment via Pseudo Anchors

PSML paper: Towards Improving Embedding Based Models of Social Network Alignment via Pseudo Anchors PSML_IONE,PSML_ABNE,PSML_DEEPLINK,PSML_SNNA: numpy

13 Nov 27, 2022
Pose estimation with MoveNet Lightning

Pose Estimation With MoveNet Lightning MoveNet is the TensorFlow pre-trained model that identifies 17 different key points of the human body. It is th

Yash Vora 2 Jan 04, 2022
Bringing sanity to world of messed-up data

Sanitize sanitize is a Python module for making sure various things (e.g. HTML) are safe to use. It was originally written by Mark Pilgrim and is dist

Alireza Savand 63 Oct 26, 2021
Hand-distance-measurement-game - Hand Distance Measurement Game

Hand Distance Measurement Game This is program is made to calculate the distance

Priyansh 2 Jan 12, 2022
CBKH: The Cornell Biomedical Knowledge Hub

Cornell Biomedical Knowledge Hub (CBKH) CBKG integrates data from 18 publicly available biomedical databases. The current version of CBKG contains a t

44 Dec 21, 2022
A simple, clean TensorFlow implementation of Generative Adversarial Networks with a focus on modeling illustrations.

IllustrationGAN A simple, clean TensorFlow implementation of Generative Adversarial Networks with a focus on modeling illustrations. Generated Images

268 Nov 27, 2022
🔀 Visual Room Rearrangement

AI2-THOR Rearrangement Challenge Welcome to the 2021 AI2-THOR Rearrangement Challenge hosted at the CVPR'21 Embodied-AI Workshop. The goal of this cha

AI2 55 Dec 22, 2022
Attack classification models with transferability, black-box attack; unrestricted adversarial attacks on imagenet

Attack classification models with transferability, black-box attack; unrestricted adversarial attacks on imagenet, CVPR2021 安全AI挑战者计划第六期：ImageNet无限制对抗攻击 决赛第四名（team name: Advers）

51 Dec 01, 2022
Official implementation of EfficientPose

EfficientPose This is the official implementation of EfficientPose. We based our work on the Keras EfficientDet implementation xuannianz/EfficientDet

2 May 17, 2022
The original implementation of TNDM used in the NeurIPS 2021 paper (no longer being updated)

TNDM - Targeted Neural Dynamical Modeling Note: This code is no longer being updated. The official re-implementation can be found at: https://github.c

1 Jul 21, 2022
Released code for Objects are Different: Flexible Monocular 3D Object Detection, CVPR21

MonoFlex Released code for Objects are Different: Flexible Monocular 3D Object Detection, CVPR21. Work in progress. Installation This repo is tested w

Yunpeng 169 Dec 06, 2022
Aws-machine-learning-university-accelerated-tab - Machine Learning University: Accelerated Tabular Data Class

Machine Learning University: Accelerated Tabular Data Class This repository contains slides, notebooks, and datasets for the Machine Learning Universi

AWS Samples 916 Dec 23, 2022
Edge Restoration Quality Assessment

ERQA - Edge Restoration Quality Assessment ERQA - a full-reference quality metric designed to analyze how good image and video restoration methods (SR

MSU Video Group 27 Dec 17, 2022
Official re-implementation of the Calibrated Adversarial Refinement model described in the paper Calibrated Adversarial Refinement for Stochastic Semantic Segmentation

Official re-implementation of the Calibrated Adversarial Refinement model described in the paper Calibrated Adversarial Refinement for Stochastic Semantic Segmentation

Elias Kassapis 31 Nov 22, 2022
[ICCV2021] Official Pytorch implementation for SDGZSL (Semantics Disentangling for Generalized Zero-Shot Learning)

Semantics Disentangling for Generalized Zero-shot Learning This is the official implementation for paper Zhi Chen, Yadan Luo, Ruihong Qiu, Zi Huang, J

25 Dec 06, 2022
Official repository of my book: "Deep Learning with PyTorch Step-by-Step: A Beginner's Guide"

This is the official repository of my book "Deep Learning with PyTorch Step-by-Step". Here you will find one Jupyter notebook for every chapter in the book.

Daniel Voigt Godoy 340 Jan 01, 2023
Efficient 3D human pose estimation in video using 2D keypoint trajectories

3D human pose estimation in video with temporal convolutions and semi-supervised training This is the implementation of the approach described in the

Meta Research 3.1k Dec 29, 2022
Request execution of Galaxy SARS-CoV-2 variation analysis workflows on input data you provide.

SARS-CoV-2 processing requests Request execution of Galaxy SARS-CoV-2 variation analysis workflows on input data you provide. Prerequisites This autom

useGalaxy.eu 17 Aug 13, 2022
Unleashing Transformers: Parallel Token Prediction with Discrete Absorbing Diffusion for Fast High-Resolution Image Generation from Vector-Quantized Codes

Unleashing Transformers: Parallel Token Prediction with Discrete Absorbing Diffusion for Fast High-Resolution Image Generation from Vector-Quantized C

Sam Bond-Taylor 139 Jan 04, 2023
OpenLT: An open-source project for long-tail classification

OpenLT: An open-source project for long-tail classification Supported Methods for Long-tailed Recognition: Cross-Entropy Loss Focal Loss (ICCV'17) Cla

Ming Li 37 Sep 15, 2022