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- YOLOv5-Streamlit-Deployment/.gitignore +0 -255
- YOLOv5-Streamlit-Deployment/.pre-commit-config.yaml +0 -67
- YOLOv5-Streamlit-Deployment/LICENSE +0 -21
- YOLOv5-Streamlit-Deployment/README.md +0 -74
- YOLOv5-Streamlit-Deployment/app.py +0 -182
- YOLOv5-Streamlit-Deployment/data/.DS_Store +0 -0
- YOLOv5-Streamlit-Deployment/data/example_images/.DS_Store +0 -0
- YOLOv5-Streamlit-Deployment/data/example_images/.gitignore +0 -1
- YOLOv5-Streamlit-Deployment/data/example_images/example_1.jpg +0 -0
- YOLOv5-Streamlit-Deployment/data/example_images/example_10.jpg +0 -0
- YOLOv5-Streamlit-Deployment/data/example_images/example_11.jpg +0 -0
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- YOLOv5-Streamlit-Deployment/data/example_images/example_9.jpg +0 -0
- YOLOv5-Streamlit-Deployment/data/example_videos/.DS_Store +0 -0
- YOLOv5-Streamlit-Deployment/data/example_videos/.gitignore +0 -1
- YOLOv5-Streamlit-Deployment/data/images/1027_png.rf.cda5c3b663ae9d3ffd8c0afdbfb5e9fc.jpg +0 -0
YOLOv5-Streamlit-Deployment/.gitignore
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# Repo-specific GitIgnore ----------------------------------------------------------------------------------------------
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results*.csv
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# Datasets -------------------------------------------------------------------------------------------------------------
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coco/
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coco128/
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VOC/
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coverage.xml
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# https://github.com/github/gitignore/blob/master/Global/macOS.gitignore -----------------------------------------------
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# General
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# CMake
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cmake-build-debug/
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cmake-build-release/
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out/
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YOLOv5-Streamlit-Deployment/.pre-commit-config.yaml
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# Define hooks for code formations
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ci:
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name: Upgrade code
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- id: isort
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name: Sort imports
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rev: v0.32.0
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hooks:
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- id: yapf
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name: YAPF formatting
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-
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- repo: https://github.com/executablebooks/mdformat
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rev: 0.7.14
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hooks:
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- id: mdformat
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name: MD formatting
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additional_dependencies:
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- mdformat-gfm
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- mdformat-black
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exclude: |
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(?x)^(
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README.md
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)$
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-
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- repo: https://github.com/asottile/yesqa
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rev: v1.3.0
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hooks:
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- id: yesqa
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-
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- repo: https://github.com/PyCQA/flake8
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name: PEP8
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YOLOv5-Streamlit-Deployment/LICENSE
DELETED
|
@@ -1,21 +0,0 @@
|
|
| 1 |
-
MIT License
|
| 2 |
-
|
| 3 |
-
Copyright (c) 2022 Thepbordin Jaiinsom
|
| 4 |
-
|
| 5 |
-
Permission is hereby granted, free of charge, to any person obtaining a copy
|
| 6 |
-
of this software and associated documentation files (the "Software"), to deal
|
| 7 |
-
in the Software without restriction, including without limitation the rights
|
| 8 |
-
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
|
| 9 |
-
copies of the Software, and to permit persons to whom the Software is
|
| 10 |
-
furnished to do so, subject to the following conditions:
|
| 11 |
-
|
| 12 |
-
The above copyright notice and this permission notice shall be included in all
|
| 13 |
-
copies or substantial portions of the Software.
|
| 14 |
-
|
| 15 |
-
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
|
| 16 |
-
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
|
| 17 |
-
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
|
| 18 |
-
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
|
| 19 |
-
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
|
| 20 |
-
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
|
| 21 |
-
SOFTWARE.
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YOLOv5-Streamlit-Deployment/README.md
DELETED
|
@@ -1,74 +0,0 @@
|
|
| 1 |
-
|
| 2 |
-
# 🚀 YOLOv5 Streamlit Deployment
|
| 3 |
-
[](http://hits.dwyl.com/thepbordin/YOLOv5-Streamlit-Deployment)
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
A Easy way to deploy [YOLOv5](https://github.com/ultralytics/yolov5) object detection model with [Streamlit](https://streamlit.io/).
|
| 7 |
-
|
| 8 |
-
**Please feel free to use/edit.**
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
code modified by GitHub/thepbordin from GitHub/zhoroh
|
| 12 |
-
|
| 13 |
-
## ✨ Features
|
| 14 |
-
|
| 15 |
-
- YOLO Weights Source
|
| 16 |
-
- Load from Local
|
| 17 |
-
- Download Weights from URL
|
| 18 |
-
- Example Dataset
|
| 19 |
-
- Videos
|
| 20 |
-
- Images
|
| 21 |
-
- Upload Data
|
| 22 |
-
- Video
|
| 23 |
-
- Image
|
| 24 |
-
- Select computing device (cuda/cpu)
|
| 25 |
-
|
| 26 |
-
|
| 27 |
-
|
| 28 |
-
## ⚙️ Installation
|
| 29 |
-
|
| 30 |
-
|
| 31 |
-
|
| 32 |
-
### Local Use
|
| 33 |
-
1. Install Requirements
|
| 34 |
-
`pip install -r requirements.txt`
|
| 35 |
-
2. Install ffmpeg (for video inferencing)
|
| 36 |
-
- For Windows [read here](https://www.geeksforgeeks.org/how-to-install-ffmpeg-on-windows/)
|
| 37 |
-
- For Mac (brew)
|
| 38 |
-
`brew install ffmpeg`
|
| 39 |
-
3. Strart Stremlit
|
| 40 |
-
```
|
| 41 |
-
cd YOLOv5-Streamlit-Deployment
|
| 42 |
-
streamlit run app.py
|
| 43 |
-
```
|
| 44 |
-
### Streamlit Cloud
|
| 45 |
-
1. Edit a configuration in app.py (read ⚙️ Config Instruction)
|
| 46 |
-
2. (Optional) Upload example datas in
|
| 47 |
-
- `example_images`
|
| 48 |
-
- `example_videos`
|
| 49 |
-
4. Deploy on [Streamlit](https://share.streamlit.io/deploy)
|
| 50 |
-
|
| 51 |
-
|
| 52 |
-
## ⚙️ Config Instruction
|
| 53 |
-
### Download model from URL
|
| 54 |
-
|
| 55 |
-
1. Upload model to [Internet Archive](https://archive.org/)
|
| 56 |
-
2. Go to your uploaded file page.
|
| 57 |
-
3. From `DOWNLOAD OPTIONS` select `SHOW ALL`
|
| 58 |
-
4. Right click at <yourmodelname>.pt and Copy link address.
|
| 59 |
-
5. Edit config in [app.py](https://github.com/thepbordin/YOLOv5-Streamlit-Deployment/blob/main/app.py)
|
| 60 |
-
|
| 61 |
-
```python
|
| 62 |
-
cfg_enable_url_download = True
|
| 63 |
-
url = "your_model_url"
|
| 64 |
-
```
|
| 65 |
-
|
| 66 |
-
### Use local .pt file:
|
| 67 |
-
Edit config in [app.py](https://github.com/thepbordin/YOLOv5-Streamlit-Deployment/blob/main/app.py)
|
| 68 |
-
```python
|
| 69 |
-
## CFG
|
| 70 |
-
cfg_model_path = "models/your_model_name.pt"
|
| 71 |
-
```
|
| 72 |
-
|
| 73 |
-
## Reference
|
| 74 |
-
[Yolov5 Real-time Inference using Streamlit](https://github.com/moaaztaha/Yolo-Interface-using-Streamlit)
|
|
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|
YOLOv5-Streamlit-Deployment/app.py
DELETED
|
@@ -1,182 +0,0 @@
|
|
| 1 |
-
import streamlit as st
|
| 2 |
-
import torch
|
| 3 |
-
from PIL import Image
|
| 4 |
-
from io import *
|
| 5 |
-
import glob
|
| 6 |
-
from datetime import datetime
|
| 7 |
-
import os
|
| 8 |
-
import wget
|
| 9 |
-
from video_predict import runVideo
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
# Configurations
|
| 13 |
-
CFG_MODEL_PATH = "models/yourModel.pt"
|
| 14 |
-
CFG_ENABLE_URL_DOWNLOAD = True
|
| 15 |
-
CFG_ENABLE_VIDEO_PREDICTION = True
|
| 16 |
-
if CFG_ENABLE_URL_DOWNLOAD:
|
| 17 |
-
# Configure this if you set cfg_enable_url_download to True
|
| 18 |
-
url = "https://archive.org/download/yoloTrained/yoloTrained.pt"
|
| 19 |
-
# End of Configurations
|
| 20 |
-
|
| 21 |
-
|
| 22 |
-
def imageInput(model, src):
|
| 23 |
-
|
| 24 |
-
if src == 'Upload your own data.':
|
| 25 |
-
image_file = st.file_uploader(
|
| 26 |
-
"Upload An Image", type=['png', 'jpeg', 'jpg'])
|
| 27 |
-
col1, col2 = st.columns(2)
|
| 28 |
-
if image_file is not None:
|
| 29 |
-
img = Image.open(image_file)
|
| 30 |
-
with col1:
|
| 31 |
-
st.image(img, caption='Uploaded Image',
|
| 32 |
-
use_column_width='always')
|
| 33 |
-
ts = datetime.timestamp(datetime.now())
|
| 34 |
-
imgpath = os.path.join('data/uploads', str(ts)+image_file.name)
|
| 35 |
-
outputpath = os.path.join(
|
| 36 |
-
'data/outputs', os.path.basename(imgpath))
|
| 37 |
-
with open(imgpath, mode="wb") as f:
|
| 38 |
-
f.write(image_file.getbuffer())
|
| 39 |
-
|
| 40 |
-
with st.spinner(text="Predicting..."):
|
| 41 |
-
# Load model
|
| 42 |
-
pred = model(imgpath)
|
| 43 |
-
pred.render()
|
| 44 |
-
# save output to file
|
| 45 |
-
for im in pred.ims:
|
| 46 |
-
im_base64 = Image.fromarray(im)
|
| 47 |
-
im_base64.save(outputpath)
|
| 48 |
-
|
| 49 |
-
# Predictions
|
| 50 |
-
img_ = Image.open(outputpath)
|
| 51 |
-
with col2:
|
| 52 |
-
st.image(img_, caption='Model Prediction(s)',
|
| 53 |
-
use_column_width='always')
|
| 54 |
-
|
| 55 |
-
elif src == 'From example data.':
|
| 56 |
-
# Image selector slider
|
| 57 |
-
imgpaths = glob.glob('data/example_images/*')
|
| 58 |
-
if len(imgpaths) == 0:
|
| 59 |
-
st.write(".")
|
| 60 |
-
st.error(
|
| 61 |
-
'No images found, Please upload example images in data/example_images', icon="")
|
| 62 |
-
return
|
| 63 |
-
imgsel = st.slider('Select random images from example data.',
|
| 64 |
-
min_value=1, max_value=len(imgpaths), step=1)
|
| 65 |
-
image_file = imgpaths[imgsel-1]
|
| 66 |
-
submit = st.button("Predict!")
|
| 67 |
-
col1, col2 = st.columns(2)
|
| 68 |
-
with col1:
|
| 69 |
-
img = Image.open(image_file)
|
| 70 |
-
st.image(img, caption='Selected Image', use_column_width='always')
|
| 71 |
-
with col2:
|
| 72 |
-
if image_file is not None and submit:
|
| 73 |
-
with st.spinner(text="Predicting..."):
|
| 74 |
-
# Load model
|
| 75 |
-
|
| 76 |
-
pred = model(image_file)
|
| 77 |
-
pred.render()
|
| 78 |
-
# save output to file
|
| 79 |
-
for im in pred.ims:
|
| 80 |
-
im_base64 = Image.fromarray(im)
|
| 81 |
-
im_base64.save(os.path.join(
|
| 82 |
-
'data/outputs', os.path.basename(image_file)))
|
| 83 |
-
# Display predicton
|
| 84 |
-
img_ = Image.open(os.path.join(
|
| 85 |
-
'data/outputs', os.path.basename(image_file)))
|
| 86 |
-
st.image(img_, caption='Model Prediction(s)')
|
| 87 |
-
|
| 88 |
-
|
| 89 |
-
def videoInput(model, src):
|
| 90 |
-
if src == 'Upload your own data.':
|
| 91 |
-
uploaded_video = st.file_uploader(
|
| 92 |
-
"Upload A Video", type=['mp4', 'mpeg', 'mov'])
|
| 93 |
-
pred_view = st.empty()
|
| 94 |
-
warning = st.empty()
|
| 95 |
-
if uploaded_video != None:
|
| 96 |
-
|
| 97 |
-
# Save video to disk
|
| 98 |
-
ts = datetime.timestamp(datetime.now()) # timestamp a upload
|
| 99 |
-
uploaded_video_path = os.path.join(
|
| 100 |
-
'data/uploads', str(ts)+uploaded_video.name)
|
| 101 |
-
with open(uploaded_video_path, mode='wb') as f:
|
| 102 |
-
f.write(uploaded_video.read())
|
| 103 |
-
|
| 104 |
-
# Display uploaded video
|
| 105 |
-
with open(uploaded_video_path, 'rb') as f:
|
| 106 |
-
video_bytes = f.read()
|
| 107 |
-
st.video(video_bytes)
|
| 108 |
-
st.write("Uploaded Video")
|
| 109 |
-
submit = st.button("Run Prediction")
|
| 110 |
-
if submit:
|
| 111 |
-
runVideo(model, uploaded_video_path, pred_view, warning)
|
| 112 |
-
|
| 113 |
-
elif src == 'From example data.':
|
| 114 |
-
# Image selector slider
|
| 115 |
-
videopaths = glob.glob('data/example_videos/*')
|
| 116 |
-
if len(videopaths) == 0:
|
| 117 |
-
st.error(
|
| 118 |
-
'No videos found, Please upload example videos in data/example_videos', icon="⚠️")
|
| 119 |
-
return
|
| 120 |
-
imgsel = st.slider('Select random video from example data.',
|
| 121 |
-
min_value=1, max_value=len(videopaths), step=1)
|
| 122 |
-
pred_view = st.empty()
|
| 123 |
-
video = videopaths[imgsel-1]
|
| 124 |
-
submit = st.button("Predict!")
|
| 125 |
-
if submit:
|
| 126 |
-
runVideo(model, video, pred_view, warning)
|
| 127 |
-
|
| 128 |
-
|
| 129 |
-
def main():
|
| 130 |
-
if CFG_ENABLE_URL_DOWNLOAD:
|
| 131 |
-
downloadModel()
|
| 132 |
-
|
| 133 |
-
else:
|
| 134 |
-
if not os.path.exists(CFG_MODEL_PATH):
|
| 135 |
-
st.error(
|
| 136 |
-
'Model not found, please config if you wish to download model from url set `cfg_enable_url_download = True` ', icon="⚠️")
|
| 137 |
-
|
| 138 |
-
# -- Sidebar
|
| 139 |
-
st.sidebar.title('⚙️ Options')
|
| 140 |
-
datasrc = st.sidebar.radio("Select input source.", [
|
| 141 |
-
'From example data.', 'Upload your own data.'])
|
| 142 |
-
|
| 143 |
-
if CFG_ENABLE_VIDEO_PREDICTION:
|
| 144 |
-
option = st.sidebar.radio("Select input type.", ['Image', 'Video'])
|
| 145 |
-
else:
|
| 146 |
-
option = st.sidebar.radio("Select input type.", ['Image'])
|
| 147 |
-
if torch.cuda.is_available():
|
| 148 |
-
deviceoption = st.sidebar.radio("Select compute Device.", [
|
| 149 |
-
'cpu', 'cuda'], disabled=False, index=1)
|
| 150 |
-
else:
|
| 151 |
-
deviceoption = st.sidebar.radio("Select compute Device.", [
|
| 152 |
-
'cpu', 'cuda'], disabled=True, index=0)
|
| 153 |
-
# -- End of Sidebar
|
| 154 |
-
|
| 155 |
-
st.header('📦 YOLOv5 Streamlit Deployment Example')
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st.sidebar.markdown(
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"https://github.com/thepbordin/Obstacle-Detection-for-Blind-people-Deployment")
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if option == "Image":
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imageInput(loadmodel(deviceoption), datasrc)
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elif option == "Video":
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videoInput(loadmodel(deviceoption), datasrc)
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# Downlaod Model from url.
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@st.cache_resource
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def downloadModel():
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if not os.path.exists(CFG_MODEL_PATH):
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wget.download(url, out="models/")
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@st.cache_resource
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def loadmodel(device):
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if CFG_ENABLE_URL_DOWNLOAD:
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CFG_MODEL_PATH = f"models/{url.split('/')[-1:][0]}"
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model = torch.hub.load('ultralytics/yolov5', 'custom',
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path=CFG_MODEL_PATH, force_reload=True, device=device)
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return model
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if __name__ == '__main__':
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main()
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