Update app_enhanced.py
Browse files- app_enhanced.py +114 -56
app_enhanced.py
CHANGED
|
@@ -1,15 +1,16 @@
|
|
| 1 |
-
import spaces
|
| 2 |
import os
|
| 3 |
import time
|
| 4 |
import threading
|
| 5 |
import json
|
|
|
|
| 6 |
import cv2
|
| 7 |
import numpy as np
|
| 8 |
import srt
|
| 9 |
from flask import Flask, jsonify, request, send_from_directory, send_file
|
| 10 |
|
| 11 |
# ======================================================
|
| 12 |
-
# 🚀 ZEROGPU & STORAGE
|
| 13 |
# ======================================================
|
| 14 |
@spaces.GPU
|
| 15 |
def gpu_warmup():
|
|
@@ -28,7 +29,7 @@ def sanitize_json(obj):
|
|
| 28 |
return obj
|
| 29 |
|
| 30 |
# ======================================================
|
| 31 |
-
# 🧠 THE ENGINE
|
| 32 |
# ======================================================
|
| 33 |
@spaces.GPU(duration=300)
|
| 34 |
def generate_comic_gpu(video_path, user_dir, frames_dir, metadata_path, target_pages):
|
|
@@ -48,16 +49,17 @@ def generate_comic_gpu(video_path, user_dir, frames_dir, metadata_path, target_p
|
|
| 48 |
user_srt = os.path.join(user_dir, 'subs.srt')
|
| 49 |
try:
|
| 50 |
get_real_subtitles(video_path)
|
| 51 |
-
if os.path.exists('test1.srt'):
|
| 52 |
except:
|
| 53 |
-
with open(user_srt, 'w') as f: f.write("1\n00:00:01,000 --> 00:00:05,000\
|
| 54 |
|
| 55 |
with open(user_srt, 'r', encoding='utf-8') as f:
|
| 56 |
try: all_subs = list(srt.parse(f.read()))
|
| 57 |
except: all_subs = []
|
| 58 |
|
| 59 |
panels_per_page = 5
|
| 60 |
-
|
|
|
|
| 61 |
indices = np.linspace(0, len(all_subs) - 1, total_needed, dtype=int) if all_subs else range(total_needed)
|
| 62 |
|
| 63 |
frame_metadata = {}
|
|
@@ -80,7 +82,7 @@ def generate_comic_gpu(video_path, user_dir, frames_dir, metadata_path, target_p
|
|
| 80 |
|
| 81 |
se = SimpleColorEnhancer()
|
| 82 |
pages_data = []
|
| 83 |
-
for p_idx in range(
|
| 84 |
p_p, p_b = [], []
|
| 85 |
start = p_idx * 5
|
| 86 |
for i in range(start, start + 5):
|
|
@@ -101,7 +103,7 @@ def generate_comic_gpu(video_path, user_dir, frames_dir, metadata_path, target_p
|
|
| 101 |
return sanitize_json(pages_data)
|
| 102 |
|
| 103 |
# ======================================================
|
| 104 |
-
# 🌐 FLASK
|
| 105 |
# ======================================================
|
| 106 |
app = Flask(__name__)
|
| 107 |
|
|
@@ -112,13 +114,19 @@ def index(): return INDEX_HTML
|
|
| 112 |
def uploader():
|
| 113 |
sid = request.args.get('sid')
|
| 114 |
u_dir = os.path.join(BASE_USER_DIR, sid)
|
| 115 |
-
f_dir = os.path.join(u_dir, 'frames')
|
|
|
|
| 116 |
os.makedirs(f_dir, exist_ok=True); os.makedirs(o_dir, exist_ok=True)
|
| 117 |
-
request.files['file'].save(os.path.join(u_dir, 'video.mp4'))
|
| 118 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 119 |
def task():
|
| 120 |
try:
|
| 121 |
-
data = generate_comic_gpu(
|
| 122 |
with open(os.path.join(o_dir, 'p.json'), 'w') as f: json.dump(data, f)
|
| 123 |
with open(os.path.join(o_dir, 's.json'), 'w') as f: json.dump({'progress': 100}, f)
|
| 124 |
except Exception as e:
|
|
@@ -129,8 +137,10 @@ def uploader():
|
|
| 129 |
|
| 130 |
@app.route('/status')
|
| 131 |
def status():
|
| 132 |
-
|
| 133 |
-
|
|
|
|
|
|
|
| 134 |
|
| 135 |
@app.route('/frames/<sid>/<path:f>')
|
| 136 |
def get_frame(sid, f): return send_from_directory(os.path.join(BASE_USER_DIR, sid, 'frames'), f)
|
|
@@ -138,95 +148,143 @@ def get_frame(sid, f): return send_from_directory(os.path.join(BASE_USER_DIR, si
|
|
| 138 |
@app.route('/output/<sid>/<path:f>')
|
| 139 |
def get_output(sid, f): return send_from_directory(os.path.join(BASE_USER_DIR, sid, 'output'), f)
|
| 140 |
|
|
|
|
|
|
|
|
|
|
| 141 |
INDEX_HTML = '''
|
| 142 |
<!DOCTYPE html><html><head><meta charset="UTF-8">
|
|
|
|
| 143 |
<script src="https://cdnjs.cloudflare.com/ajax/libs/html-to-image/1.11.11/html-to-image.min.js"></script>
|
| 144 |
<style>
|
| 145 |
-
:root {
|
| 146 |
-
|
| 147 |
-
--hairline: 0.1px; /* SUB-PIXEL PRECISION GAP */
|
| 148 |
-
}
|
| 149 |
-
body { background: #000; font-family: sans-serif; padding: 20px; color: white; }
|
| 150 |
|
| 151 |
-
/* THE PERFECT GEOMETRIC TEMPLATE */
|
| 152 |
.comic-page {
|
| 153 |
-
background: white; width: 1000px; height: 750px; margin: auto;
|
| 154 |
border: 12px solid black; padding: 2px; display: grid; gap: var(--hairline);
|
| 155 |
grid-template-columns: repeat(6, 1fr); grid-template-rows: 1.35fr 1fr;
|
| 156 |
position: relative; overflow: hidden;
|
| 157 |
}
|
| 158 |
.panel { position: relative; background: #000; overflow: hidden; border: 1px solid black; }
|
|
|
|
| 159 |
|
| 160 |
-
/*
|
| 161 |
-
.panel img {
|
| 162 |
-
width: 115%; height: 115%; object-fit: cover;
|
| 163 |
-
position: absolute; top: -7.5%; left: -7.5%;
|
| 164 |
-
object-position: center 15%; /* PROTECTS FACES FROM TOP CLIPPING */
|
| 165 |
-
}
|
| 166 |
-
|
| 167 |
-
/* ROW 1: PARALLEL SLANT LEFT \ */
|
| 168 |
.panel:nth-child(1) { grid-column: span 4; clip-path: polygon(0 0, 100% 0, calc(100% - var(--slant)) 100%, 0 100%); }
|
| 169 |
.panel:nth-child(2) { grid-column: span 2; clip-path: polygon(var(--slant) 0, 100% 0, 100% 100%, 0 100%); }
|
| 170 |
-
|
| 171 |
-
/* ROW 2: PARALLEL SLANT RIGHT / */
|
| 172 |
.panel:nth-child(3) { grid-column: span 2; clip-path: polygon(0 0, calc(100% - var(--slant)) 0, 100% 100%, 0 100%); }
|
| 173 |
.panel:nth-child(4) { grid-column: span 2; clip-path: polygon(var(--slant) 0, calc(100% - var(--slant)) 0, 100% 100%, var(--slant) 100%); }
|
| 174 |
.panel:nth-child(5) { grid-column: span 2; clip-path: polygon(var(--slant) 0, 100% 0, 100% 100%, var(--slant) 100%); }
|
| 175 |
|
| 176 |
-
.bubble { position: absolute; background: white; border: 2.5px solid black; border-radius: 25px; padding: 10px; color: black; font-weight: bold;
|
| 177 |
-
.controls { position: fixed; bottom: 20px; right: 20px; background: #222; padding: 20px; border-radius: 10px; }
|
| 178 |
.hidden { display: none; }
|
|
|
|
|
|
|
| 179 |
</style></head>
|
| 180 |
<body>
|
| 181 |
-
<div id="u-zone"
|
| 182 |
-
<h1
|
| 183 |
-
<
|
| 184 |
-
<
|
|
|
|
|
|
|
|
|
|
| 185 |
</div>
|
|
|
|
| 186 |
<div id="e-zone" class="hidden">
|
| 187 |
<div id="out"></div>
|
| 188 |
-
<div
|
| 189 |
-
<button onclick="exportPNG()" style="background:lime;
|
|
|
|
| 190 |
</div>
|
| 191 |
</div>
|
|
|
|
| 192 |
<script>
|
| 193 |
let sid = 's'+Math.random().toString(36).substr(2,9);
|
|
|
|
| 194 |
async function start() {
|
| 195 |
-
const
|
| 196 |
-
|
| 197 |
-
|
| 198 |
-
|
| 199 |
-
|
| 200 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 201 |
}
|
| 202 |
-
|
| 203 |
-
|
|
|
|
|
|
|
| 204 |
document.getElementById('u-zone').classList.add('hidden');
|
| 205 |
document.getElementById('e-zone').classList.remove('hidden');
|
|
|
|
| 206 |
pages.forEach(p => {
|
| 207 |
-
const
|
|
|
|
| 208 |
p.panels.forEach((pan, i) => {
|
| 209 |
-
const div = document.createElement('div');
|
| 210 |
-
|
|
|
|
|
|
|
| 211 |
div.appendChild(img);
|
| 212 |
-
|
| 213 |
-
|
| 214 |
-
b
|
|
|
|
|
|
|
|
|
|
|
|
|
| 215 |
div.appendChild(b);
|
| 216 |
}
|
| 217 |
-
|
| 218 |
});
|
| 219 |
-
document.getElementById('out').appendChild(
|
| 220 |
});
|
| 221 |
}
|
|
|
|
| 222 |
async function exportPNG() {
|
| 223 |
const pgs = document.querySelectorAll('.comic-page');
|
| 224 |
for(let pg of pgs) {
|
| 225 |
const url = await htmlToImage.toPng(pg, {pixelRatio: 3});
|
| 226 |
-
const l = document.createElement('a');
|
|
|
|
|
|
|
|
|
|
| 227 |
}
|
| 228 |
}
|
| 229 |
-
</script></body></html>
|
|
|
|
| 230 |
|
| 231 |
if __name__ == '__main__':
|
| 232 |
try: gpu_warmup()
|
|
|
|
| 1 |
+
import spaces # <--- CRITICAL: MUST BE THE FIRST IMPORT
|
| 2 |
import os
|
| 3 |
import time
|
| 4 |
import threading
|
| 5 |
import json
|
| 6 |
+
import shutil
|
| 7 |
import cv2
|
| 8 |
import numpy as np
|
| 9 |
import srt
|
| 10 |
from flask import Flask, jsonify, request, send_from_directory, send_file
|
| 11 |
|
| 12 |
# ======================================================
|
| 13 |
+
# 🚀 ZEROGPU & STORAGE SETUP
|
| 14 |
# ======================================================
|
| 15 |
@spaces.GPU
|
| 16 |
def gpu_warmup():
|
|
|
|
| 29 |
return obj
|
| 30 |
|
| 31 |
# ======================================================
|
| 32 |
+
# 🧠 THE GEOMETRIC ENGINE
|
| 33 |
# ======================================================
|
| 34 |
@spaces.GPU(duration=300)
|
| 35 |
def generate_comic_gpu(video_path, user_dir, frames_dir, metadata_path, target_pages):
|
|
|
|
| 49 |
user_srt = os.path.join(user_dir, 'subs.srt')
|
| 50 |
try:
|
| 51 |
get_real_subtitles(video_path)
|
| 52 |
+
if os.path.exists('test1.srt'): shutil.move('test1.srt', user_srt)
|
| 53 |
except:
|
| 54 |
+
with open(user_srt, 'w') as f: f.write("1\n00:00:01,000 --> 00:00:05,000\n...\n")
|
| 55 |
|
| 56 |
with open(user_srt, 'r', encoding='utf-8') as f:
|
| 57 |
try: all_subs = list(srt.parse(f.read()))
|
| 58 |
except: all_subs = []
|
| 59 |
|
| 60 |
panels_per_page = 5
|
| 61 |
+
target_pages = int(target_pages)
|
| 62 |
+
total_needed = target_pages * panels_per_page
|
| 63 |
indices = np.linspace(0, len(all_subs) - 1, total_needed, dtype=int) if all_subs else range(total_needed)
|
| 64 |
|
| 65 |
frame_metadata = {}
|
|
|
|
| 82 |
|
| 83 |
se = SimpleColorEnhancer()
|
| 84 |
pages_data = []
|
| 85 |
+
for p_idx in range(target_pages):
|
| 86 |
p_p, p_b = [], []
|
| 87 |
start = p_idx * 5
|
| 88 |
for i in range(start, start + 5):
|
|
|
|
| 103 |
return sanitize_json(pages_data)
|
| 104 |
|
| 105 |
# ======================================================
|
| 106 |
+
# 🌐 FLASK SERVER
|
| 107 |
# ======================================================
|
| 108 |
app = Flask(__name__)
|
| 109 |
|
|
|
|
| 114 |
def uploader():
|
| 115 |
sid = request.args.get('sid')
|
| 116 |
u_dir = os.path.join(BASE_USER_DIR, sid)
|
| 117 |
+
f_dir = os.path.join(u_dir, 'frames')
|
| 118 |
+
o_dir = os.path.join(u_dir, 'output')
|
| 119 |
os.makedirs(f_dir, exist_ok=True); os.makedirs(o_dir, exist_ok=True)
|
|
|
|
| 120 |
|
| 121 |
+
video_file = request.files['file']
|
| 122 |
+
video_path = os.path.join(u_dir, 'video.mp4')
|
| 123 |
+
video_file.save(video_path)
|
| 124 |
+
|
| 125 |
+
pages = request.form.get('pages', 2)
|
| 126 |
+
|
| 127 |
def task():
|
| 128 |
try:
|
| 129 |
+
data = generate_comic_gpu(video_path, u_dir, f_dir, os.path.join(f_dir, 'm.json'), pages)
|
| 130 |
with open(os.path.join(o_dir, 'p.json'), 'w') as f: json.dump(data, f)
|
| 131 |
with open(os.path.join(o_dir, 's.json'), 'w') as f: json.dump({'progress': 100}, f)
|
| 132 |
except Exception as e:
|
|
|
|
| 137 |
|
| 138 |
@app.route('/status')
|
| 139 |
def status():
|
| 140 |
+
sid = request.args.get('sid')
|
| 141 |
+
p = os.path.join(BASE_USER_DIR, sid, 'output', 's.json')
|
| 142 |
+
if os.path.exists(p): return send_file(p)
|
| 143 |
+
return jsonify({'progress': 1, 'msg': 'Processing...'})
|
| 144 |
|
| 145 |
@app.route('/frames/<sid>/<path:f>')
|
| 146 |
def get_frame(sid, f): return send_from_directory(os.path.join(BASE_USER_DIR, sid, 'frames'), f)
|
|
|
|
| 148 |
@app.route('/output/<sid>/<path:f>')
|
| 149 |
def get_output(sid, f): return send_from_directory(os.path.join(BASE_USER_DIR, sid, 'output'), f)
|
| 150 |
|
| 151 |
+
# ======================================================
|
| 152 |
+
# 🖼️ UI HTML (FIXED GENERATE BUTTON)
|
| 153 |
+
# ======================================================
|
| 154 |
INDEX_HTML = '''
|
| 155 |
<!DOCTYPE html><html><head><meta charset="UTF-8">
|
| 156 |
+
<title>Pro Geometric Comic Maker</title>
|
| 157 |
<script src="https://cdnjs.cloudflare.com/ajax/libs/html-to-image/1.11.11/html-to-image.min.js"></script>
|
| 158 |
<style>
|
| 159 |
+
:root { --slant: 40px; --hairline: 0.1px; }
|
| 160 |
+
body { background: #000; font-family: sans-serif; color: white; text-align: center; padding: 20px; }
|
|
|
|
|
|
|
|
|
|
| 161 |
|
|
|
|
| 162 |
.comic-page {
|
| 163 |
+
background: white; width: 1000px; height: 750px; margin: 20px auto;
|
| 164 |
border: 12px solid black; padding: 2px; display: grid; gap: var(--hairline);
|
| 165 |
grid-template-columns: repeat(6, 1fr); grid-template-rows: 1.35fr 1fr;
|
| 166 |
position: relative; overflow: hidden;
|
| 167 |
}
|
| 168 |
.panel { position: relative; background: #000; overflow: hidden; border: 1px solid black; }
|
| 169 |
+
.panel img { width: 115%; height: 115%; object-fit: cover; position: absolute; top: -7.5%; left: -7.5%; object-position: center 15%; }
|
| 170 |
|
| 171 |
+
/* TILTED GEOMETRY */
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 172 |
.panel:nth-child(1) { grid-column: span 4; clip-path: polygon(0 0, 100% 0, calc(100% - var(--slant)) 100%, 0 100%); }
|
| 173 |
.panel:nth-child(2) { grid-column: span 2; clip-path: polygon(var(--slant) 0, 100% 0, 100% 100%, 0 100%); }
|
|
|
|
|
|
|
| 174 |
.panel:nth-child(3) { grid-column: span 2; clip-path: polygon(0 0, calc(100% - var(--slant)) 0, 100% 100%, 0 100%); }
|
| 175 |
.panel:nth-child(4) { grid-column: span 2; clip-path: polygon(var(--slant) 0, calc(100% - var(--slant)) 0, 100% 100%, var(--slant) 100%); }
|
| 176 |
.panel:nth-child(5) { grid-column: span 2; clip-path: polygon(var(--slant) 0, 100% 0, 100% 100%, var(--slant) 100%); }
|
| 177 |
|
| 178 |
+
.bubble { position: absolute; background: white; border: 2.5px solid black; border-radius: 25px; padding: 10px; color: black; font-weight: bold; z-index: 99; min-width: 100px;}
|
|
|
|
| 179 |
.hidden { display: none; }
|
| 180 |
+
.btn { padding: 15px 30px; font-size: 18px; font-weight: bold; cursor: pointer; border-radius: 8px; border: none; }
|
| 181 |
+
#status-msg { margin-top: 20px; font-weight: bold; color: cyan; }
|
| 182 |
</style></head>
|
| 183 |
<body>
|
| 184 |
+
<div id="u-zone">
|
| 185 |
+
<h1>🎬 Elite Geometric Generator</h1>
|
| 186 |
+
<p>Parallel Trapezoid Geometry | 0.1px Hairline Gutters</p>
|
| 187 |
+
<input type="file" id="vid" accept="video/mp4"><br><br>
|
| 188 |
+
<label>Pages: </label><input type="number" id="pg-count" value="2" style="width: 50px; padding: 5px;"><br><br>
|
| 189 |
+
<button id="gen-btn" class="btn" onclick="start()" style="background:cyan; color:black;">GENERATE PERFECT COMIC</button>
|
| 190 |
+
<div id="status-msg"></div>
|
| 191 |
</div>
|
| 192 |
+
|
| 193 |
<div id="e-zone" class="hidden">
|
| 194 |
<div id="out"></div>
|
| 195 |
+
<div style="position:fixed; bottom:20px; right:20px;">
|
| 196 |
+
<button class="btn" onclick="exportPNG()" style="background:lime;">DOWNLOAD PNG</button>
|
| 197 |
+
<button class="btn" onclick="location.reload()" style="background:grey;">RESET</button>
|
| 198 |
</div>
|
| 199 |
</div>
|
| 200 |
+
|
| 201 |
<script>
|
| 202 |
let sid = 's'+Math.random().toString(36).substr(2,9);
|
| 203 |
+
|
| 204 |
async function start() {
|
| 205 |
+
const fileInput = document.getElementById('vid');
|
| 206 |
+
const pgCount = document.getElementById('pg-count').value;
|
| 207 |
+
|
| 208 |
+
if(!fileInput.files[0]) return alert("Please select a video file first!");
|
| 209 |
+
|
| 210 |
+
// Feedback to user
|
| 211 |
+
document.getElementById('gen-btn').disabled = true;
|
| 212 |
+
document.getElementById('gen-btn').innerText = "UPLOADING...";
|
| 213 |
+
document.getElementById('status-msg').innerText = "Uploading video to GPU... please wait.";
|
| 214 |
+
|
| 215 |
+
const fd = new FormData();
|
| 216 |
+
fd.append('file', fileInput.files[0]);
|
| 217 |
+
fd.append('pages', pgCount);
|
| 218 |
+
|
| 219 |
+
try {
|
| 220 |
+
const resp = await fetch(`/uploader?sid=${sid}`, {method: 'POST', body: fd});
|
| 221 |
+
const result = await resp.json();
|
| 222 |
+
|
| 223 |
+
if(result.ok) {
|
| 224 |
+
const itv = setInterval(async () => {
|
| 225 |
+
const r = await fetch(`/status?sid=${sid}`);
|
| 226 |
+
const d = await r.json();
|
| 227 |
+
|
| 228 |
+
if(d.progress === 100) {
|
| 229 |
+
clearInterval(itv);
|
| 230 |
+
loadEditor();
|
| 231 |
+
} else if (d.progress === -1) {
|
| 232 |
+
clearInterval(itv);
|
| 233 |
+
alert("Error: " + d.msg);
|
| 234 |
+
location.reload();
|
| 235 |
+
} else {
|
| 236 |
+
document.getElementById('status-msg').innerText = "GPU Processing: " + (d.msg || "Extracting Frames...");
|
| 237 |
+
}
|
| 238 |
+
}, 3000);
|
| 239 |
+
}
|
| 240 |
+
} catch (e) {
|
| 241 |
+
alert("Connection Error. Check if Space is awake.");
|
| 242 |
+
location.reload();
|
| 243 |
+
}
|
| 244 |
}
|
| 245 |
+
|
| 246 |
+
async function loadEditor() {
|
| 247 |
+
const r = await fetch(`/output/${sid}/p.json`);
|
| 248 |
+
const pages = await r.json();
|
| 249 |
document.getElementById('u-zone').classList.add('hidden');
|
| 250 |
document.getElementById('e-zone').classList.remove('hidden');
|
| 251 |
+
|
| 252 |
pages.forEach(p => {
|
| 253 |
+
const pgDiv = document.createElement('div');
|
| 254 |
+
pgDiv.className = 'comic-page';
|
| 255 |
p.panels.forEach((pan, i) => {
|
| 256 |
+
const div = document.createElement('div');
|
| 257 |
+
div.className = 'panel';
|
| 258 |
+
const img = document.createElement('img');
|
| 259 |
+
img.src = `/frames/${sid}/${pan.image}`;
|
| 260 |
div.appendChild(img);
|
| 261 |
+
|
| 262 |
+
if(p.bubbles[i] && p.bubbles[i].dialog) {
|
| 263 |
+
const b = document.createElement('div');
|
| 264 |
+
b.className = 'bubble';
|
| 265 |
+
b.innerText = p.bubbles[i].dialog;
|
| 266 |
+
b.style.left = p.bubbles[i].x + 'px';
|
| 267 |
+
b.style.top = p.bubbles[i].y + 'px';
|
| 268 |
div.appendChild(b);
|
| 269 |
}
|
| 270 |
+
pgDiv.appendChild(div);
|
| 271 |
});
|
| 272 |
+
document.getElementById('out').appendChild(pgDiv);
|
| 273 |
});
|
| 274 |
}
|
| 275 |
+
|
| 276 |
async function exportPNG() {
|
| 277 |
const pgs = document.querySelectorAll('.comic-page');
|
| 278 |
for(let pg of pgs) {
|
| 279 |
const url = await htmlToImage.toPng(pg, {pixelRatio: 3});
|
| 280 |
+
const l = document.createElement('a');
|
| 281 |
+
l.download = 'Comic_Page.png';
|
| 282 |
+
l.href = url;
|
| 283 |
+
l.click();
|
| 284 |
}
|
| 285 |
}
|
| 286 |
+
</script></body></html>
|
| 287 |
+
'''
|
| 288 |
|
| 289 |
if __name__ == '__main__':
|
| 290 |
try: gpu_warmup()
|