From d1b2a6082367dbb1bc06c36a67efde62571dbdc4 Mon Sep 17 00:00:00 2001
From: Andrea Pozzetti <andrea@pozzetti.it>
Date: Tue, 11 Nov 2025 10:32:21 +0000
Subject: [PATCH] updated prestartup script - better index page - changed
 workflows

---
 .github/workflows/test-real-models.yml |  23 ++
 .gitignore                             |   4 +
 __init__.py                            |   4 +-
 assets/brekkie.jpg                     | Bin 0 -> 91146 bytes
 prestartup_script.py                   |  77 -----
 requirements.txt                       |   3 +-
 tests/generate_index_page.py           | 335 ++++++++++++++++++++++
 workflows/mask_grounding.json          | 370 +++++++------------------
 workflows/normal_grounding.json        | 349 +++--------------------
 9 files changed, 514 insertions(+), 651 deletions(-)
 create mode 100644 assets/brekkie.jpg
 create mode 100644 tests/generate_index_page.py

diff --git a/.github/workflows/test-real-models.yml b/.github/workflows/test-real-models.yml
index ef26f77..c28cccc 100644
--- a/.github/workflows/test-real-models.yml
+++ b/.github/workflows/test-real-models.yml
@@ -101,3 +101,26 @@ jobs:
         destination_dir: ${{ github.run_number }}
         keep_files: true
         enable_jekyll: false
+
+    - name: Checkout gh-pages branch
+      if: always()
+      uses: actions/checkout@v4
+      with:
+        ref: gh-pages
+        path: gh-pages-content
+
+    - name: Generate central index page
+      if: always()
+      run: |
+        mkdir -p deploy-index
+        python tests/generate_index_page.py gh-pages-content deploy-index/index.html ${{ github.repository }}
+        ls -la deploy-index/
+
+    - name: Deploy index page to root
+      if: always()
+      uses: peaceiris/actions-gh-pages@v3
+      with:
+        github_token: ${{ secrets.GITHUB_TOKEN }}
+        publish_dir: ./deploy-index
+        keep_files: true
+        enable_jekyll: false
diff --git a/.gitignore b/.gitignore
index 29bb157..eb07a56 100644
--- a/.gitignore
+++ b/.gitignore
@@ -208,3 +208,7 @@ cython_debug/
 marimo/_static/
 marimo/_lsp/
 __marimo__/
+
+# Local marker files (machine-specific installation state)
+.flash_attn_attempted
+.assets_copied
diff --git a/__init__.py b/__init__.py
index 8be8640..c6bacc3 100644
--- a/__init__.py
+++ b/__init__.py
@@ -45,12 +45,12 @@ NODE_CLASS_MAPPINGS = {
 }
 
 NODE_DISPLAY_NAME_MAPPINGS = {
-    "GroundingModelLoader": "Grounding Model Loader",
+    "GroundingModelLoader": "Grounding Model (down)Loader",
     "GroundingDetector": "Grounding Detector",
     "BboxVisualizer": "Bounding Box Visualizer",
     "DownloadAndLoadSAM2Model": "(Down)Load SAM2Model",
     "Sam2Segmentation": "Sam2 Segmentation",
-    "GroundingMaskModelLoader": "Grounding Mask Model Loader",
+    "GroundingMaskModelLoader": "Grounding Mask Model (down)Loader",
     "GroundingMaskDetector": "Grounding Mask Detector",
     "BatchCropAndPadFromMask": "Batch Crop and Pad From Mask",
 }
diff --git a/assets/brekkie.jpg b/assets/brekkie.jpg
new file mode 100644
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diff --git a/prestartup_script.py b/prestartup_script.py
index 9efed0f..ffc7176 100644
--- a/prestartup_script.py
+++ b/prestartup_script.py
@@ -1,14 +1,11 @@
 """
 PreStartup Script for ComfyUI-Grounding
-- Attempts to install flash_attn (optional dependency) on first run
 - Copies example assets and workflows to ComfyUI directories on first run
 """
 
 import os
 import shutil
-import subprocess
 import sys
-from pathlib import Path
 
 # Import folder_paths from ComfyUI
 try:
@@ -28,11 +25,6 @@ def get_marker_file():
     return os.path.join(get_node_dir(), ".assets_copied")
 
 
-def get_flash_attn_marker():
-    """Get path to marker file that tracks if flash_attn installation was attempted"""
-    return os.path.join(get_node_dir(), ".flash_attn_attempted")
-
-
 def has_assets_been_copied():
     """Check if assets have already been copied"""
     return os.path.exists(get_marker_file())
@@ -47,72 +39,6 @@ def mark_assets_as_copied():
         print(f"[ComfyUI-Grounding] Warning: Could not create marker file: {e}")
 
 
-def mark_flash_attn_attempted(success):
-    """Create marker file to indicate flash_attn installation was attempted"""
-    try:
-        with open(get_flash_attn_marker(), 'w') as f:
-            if success:
-                f.write("flash_attn installed successfully\n")
-            else:
-                f.write("flash_attn installation failed (optional)\n")
-    except Exception as e:
-        print(f"[ComfyUI-Grounding] Warning: Could not create flash_attn marker: {e}")
-
-
-def try_install_flash_attn():
-    """
-    Attempt to install flash_attn (optional dependency for faster inference).
-    Only runs once - uses marker file to track attempts.
-    """
-    # Check if already attempted
-    if os.path.exists(get_flash_attn_marker()):
-        return True  # Already attempted, skip
-
-    print("[ComfyUI-Grounding] Checking for flash_attn...")
-
-    # Check if already installed
-    try:
-        import flash_attn
-        print("[ComfyUI-Grounding] ✅ flash_attn already installed")
-        mark_flash_attn_attempted(True)
-        return True
-    except ImportError:
-        pass
-
-    print("[ComfyUI-Grounding] Attempting to install flash_attn (optional)...")
-    print("[ComfyUI-Grounding] Note: This may take 5-10 minutes and requires CUDA GPU")
-
-    try:
-        result = subprocess.run(
-            [sys.executable, "-m", "pip", "install", "flash-attn", "--prefer-binary"],
-            capture_output=True,
-            text=True,
-            timeout=300  # 5 minute timeout
-        )
-
-        if result.returncode == 0:
-            print("[ComfyUI-Grounding] ✅ flash_attn installed successfully")
-            print("[ComfyUI-Grounding] Florence-2 and SA2VA will use faster inference")
-            mark_flash_attn_attempted(True)
-            return True
-        else:
-            print("[ComfyUI-Grounding] ⚠️  flash_attn installation failed")
-            print("[ComfyUI-Grounding] This is optional - nodes will work without it")
-            mark_flash_attn_attempted(False)
-            return False
-
-    except subprocess.TimeoutExpired:
-        print("[ComfyUI-Grounding] ⚠️  flash_attn installation timed out")
-        print("[ComfyUI-Grounding] Continuing without it (nodes will still work)")
-        mark_flash_attn_attempted(False)
-        return False
-    except Exception as e:
-        print(f"[ComfyUI-Grounding] ⚠️  flash_attn installation error: {e}")
-        print("[ComfyUI-Grounding] Continuing without flash_attn")
-        mark_flash_attn_attempted(False)
-        return False
-
-
 def copy_assets():
     """Copy example assets recursively to ComfyUI input directory"""
     node_dir = get_node_dir()
@@ -254,9 +180,6 @@ def main():
     """Main initialization function"""
     print("[ComfyUI-Grounding] PreStartup Script Running...")
 
-    # Try to install flash_attn (optional, only on first run)
-    try_install_flash_attn()
-
     # Copy assets and workflows (skips files that already exist)
     print("[ComfyUI-Grounding] Checking assets and workflows...")
     assets_ok = copy_assets()
diff --git a/requirements.txt b/requirements.txt
index bdec250..8b4d4b9 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -9,7 +9,6 @@ einops>=0.6.0  # Required by Florence-2 and SA2VA model architectures
 ultralytics>=8.2.0
 hf_transfer
 peft
-# flash_attn  # Optional - improves SA2VA performance but not required
 
 # Image processing (usually already installed with ComfyUI)
 # pillow>=10.0.0
@@ -26,4 +25,4 @@ tqdm>=4.65.0
 torch<=2.8.0
 torchvision
 torchaudio
-# flash_attn  # Optional - improves SA2VA inference speed but not required
+flash_attn
\ No newline at end of file
diff --git a/tests/generate_index_page.py b/tests/generate_index_page.py
new file mode 100644
index 0000000..10047f9
--- /dev/null
+++ b/tests/generate_index_page.py
@@ -0,0 +1,335 @@
+#!/usr/bin/env python3
+"""
+Generate central landing page for all test runs
+"""
+import os
+import json
+import re
+from pathlib import Path
+from datetime import datetime, timezone
+
+
+def scan_gh_pages_runs(gh_pages_dir):
+    """Scan gh-pages directory for all run directories and extract metadata"""
+
+    gh_pages_path = Path(gh_pages_dir)
+    if not gh_pages_path.exists():
+        print(f"Warning: {gh_pages_dir} does not exist")
+        return []
+
+    runs = []
+
+    # Find all directories that are numeric (run numbers)
+    for item in gh_pages_path.iterdir():
+        if item.is_dir() and item.name.isdigit():
+            run_number = int(item.name)
+
+            # Count PNG images
+            png_files = list(item.glob("*.png"))
+            image_count = len(png_files)
+
+            # Try to get timestamp from index.html if it exists
+            index_file = item / "index.html"
+            timestamp = None
+            if index_file.exists():
+                try:
+                    content = index_file.read_text()
+                    # Extract timestamp from "Generated: YYYY-MM-DD HH:MM:SS UTC"
+                    match = re.search(r'Generated: ([\d\-: ]+) UTC', content)
+                    if match:
+                        timestamp = match.group(1)
+                except Exception as e:
+                    print(f"Warning: Could not read timestamp from {index_file}: {e}")
+
+            # If no timestamp found, use directory modification time
+            if not timestamp:
+                mtime = item.stat().st_mtime
+                timestamp = datetime.fromtimestamp(mtime).strftime("%Y-%m-%d %H:%M:%S")
+
+            runs.append({
+                "run_number": run_number,
+                "timestamp": timestamp,
+                "image_count": image_count,
+                "has_gallery": index_file.exists()
+            })
+
+    # Sort by run number (descending - newest first)
+    runs.sort(key=lambda x: x["run_number"], reverse=True)
+
+    return runs
+
+
+def generate_index_html(runs, output_file, repo_name="ComfyUI-Grounding"):
+    """Generate the central landing page HTML"""
+
+    total_images = sum(run["image_count"] for run in runs)
+
+    html = f"""<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>ComfyUI-Grounding Test Results</title>
+    <style>
+        * {{
+            margin: 0;
+            padding: 0;
+            box-sizing: border-box;
+        }}
+        body {{
+            font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, sans-serif;
+            background: #0d1117;
+            color: #c9d1d9;
+            padding: 2rem;
+            line-height: 1.6;
+        }}
+        .container {{
+            max-width: 1200px;
+            margin: 0 auto;
+        }}
+        h1 {{
+            font-size: 2.5rem;
+            margin-bottom: 0.5rem;
+            color: #58a6ff;
+        }}
+        .subtitle {{
+            color: #8b949e;
+            margin-bottom: 2rem;
+            font-size: 1.1rem;
+        }}
+        .stats-grid {{
+            display: grid;
+            grid-template-columns: repeat(auto-fit, minmax(200px, 1fr));
+            gap: 1rem;
+            margin-bottom: 2rem;
+        }}
+        .stat-card {{
+            background: #161b22;
+            border: 1px solid #30363d;
+            border-radius: 6px;
+            padding: 1.5rem;
+            text-align: center;
+        }}
+        .stat-value {{
+            font-size: 2.5rem;
+            font-weight: 700;
+            color: #58a6ff;
+            display: block;
+        }}
+        .stat-label {{
+            color: #8b949e;
+            font-size: 0.9rem;
+            margin-top: 0.5rem;
+        }}
+        .runs-section {{
+            margin-top: 3rem;
+        }}
+        .section-title {{
+            font-size: 1.5rem;
+            margin-bottom: 1.5rem;
+            color: #c9d1d9;
+            border-bottom: 1px solid #30363d;
+            padding-bottom: 0.5rem;
+        }}
+        .runs-grid {{
+            display: grid;
+            gap: 1rem;
+        }}
+        .run-card {{
+            background: #161b22;
+            border: 1px solid #30363d;
+            border-radius: 6px;
+            padding: 1.5rem;
+            display: grid;
+            grid-template-columns: auto 1fr auto auto;
+            gap: 1.5rem;
+            align-items: center;
+            transition: all 0.2s;
+            text-decoration: none;
+            color: inherit;
+        }}
+        .run-card:hover {{
+            transform: translateX(4px);
+            border-color: #58a6ff;
+            box-shadow: 0 4px 12px rgba(88, 166, 255, 0.1);
+        }}
+        .run-number {{
+            font-size: 1.8rem;
+            font-weight: 700;
+            color: #58a6ff;
+            min-width: 80px;
+        }}
+        .run-info {{
+            display: flex;
+            flex-direction: column;
+            gap: 0.3rem;
+        }}
+        .run-timestamp {{
+            color: #8b949e;
+            font-size: 0.9rem;
+        }}
+        .run-images {{
+            color: #c9d1d9;
+            font-size: 0.9rem;
+        }}
+        .run-badge {{
+            background: #238636;
+            color: #fff;
+            padding: 0.3rem 0.8rem;
+            border-radius: 20px;
+            font-size: 0.8rem;
+            font-weight: 500;
+        }}
+        .run-badge.latest {{
+            background: #1f6feb;
+        }}
+        .view-link {{
+            color: #58a6ff;
+            text-decoration: none;
+            font-weight: 500;
+            padding: 0.5rem 1rem;
+            border: 1px solid #58a6ff;
+            border-radius: 6px;
+            transition: all 0.2s;
+        }}
+        .view-link:hover {{
+            background: #58a6ff;
+            color: #0d1117;
+        }}
+        .empty-state {{
+            text-align: center;
+            padding: 4rem 2rem;
+            color: #8b949e;
+        }}
+        .empty-state-icon {{
+            font-size: 4rem;
+            margin-bottom: 1rem;
+        }}
+        footer {{
+            margin-top: 4rem;
+            padding-top: 2rem;
+            border-top: 1px solid #30363d;
+            text-align: center;
+            color: #8b949e;
+            font-size: 0.9rem;
+        }}
+        footer a {{
+            color: #58a6ff;
+            text-decoration: none;
+        }}
+        footer a:hover {{
+            text-decoration: underline;
+        }}
+        @media (max-width: 768px) {{
+            .run-card {{
+                grid-template-columns: 1fr;
+                gap: 1rem;
+            }}
+            .run-number {{
+                font-size: 1.5rem;
+            }}
+        }}
+    </style>
+</head>
+<body>
+    <div class="container">
+        <h1>🧪 Test Results Gallery</h1>
+        <p class="subtitle">Visual outputs from ComfyUI-Grounding automated tests</p>
+
+        <div class="stats-grid">
+            <div class="stat-card">
+                <span class="stat-value">{len(runs)}</span>
+                <div class="stat-label">Test Runs</div>
+            </div>
+            <div class="stat-card">
+                <span class="stat-value">{total_images}</span>
+                <div class="stat-label">Total Images</div>
+            </div>
+            <div class="stat-card">
+                <span class="stat-value">{runs[0]['image_count'] if runs else 0}</span>
+                <div class="stat-label">Latest Run Images</div>
+            </div>
+        </div>
+
+        <div class="runs-section">
+            <h2 class="section-title">All Test Runs</h2>
+"""
+
+    if runs:
+        html += '            <div class="runs-grid">\n'
+
+        for idx, run in enumerate(runs):
+            is_latest = idx == 0
+            badge = '<span class="run-badge latest">Latest</span>' if is_latest else ''
+
+            if not run["has_gallery"]:
+                continue
+
+            html += f"""
+                <a href="./{run['run_number']}/" class="run-card">
+                    <div class="run-number">#{run['run_number']}</div>
+                    <div class="run-info">
+                        <div class="run-timestamp">📅 {run['timestamp']}</div>
+                        <div class="run-images">🖼️  {run['image_count']} image{'s' if run['image_count'] != 1 else ''}</div>
+                    </div>
+                    {badge}
+                    <div class="view-link">View Gallery →</div>
+                </a>
+"""
+
+        html += '            </div>\n'
+    else:
+        html += """
+            <div class="empty-state">
+                <div class="empty-state-icon">📭</div>
+                <p>No test runs found yet. Check back after the first workflow execution!</p>
+            </div>
+"""
+
+    html += f"""
+        </div>
+
+        <footer>
+            <p>
+                Generated automatically by
+                <a href="https://github.com/{repo_name}" target="_blank">ComfyUI-Grounding</a>
+                CI/CD pipeline
+            </p>
+            <p style="margin-top: 0.5rem;">
+                Last updated: {datetime.now(timezone.utc).strftime("%Y-%m-%d %H:%M:%S UTC")}
+            </p>
+        </footer>
+    </div>
+</body>
+</html>
+"""
+
+    # Write the HTML file
+    output_path = Path(output_file)
+    output_path.write_text(html)
+    print(f"✅ Generated index page at {output_path}")
+    print(f"📊 {len(runs)} runs listed")
+    print(f"🖼️  {total_images} total images")
+
+
+def main():
+    import sys
+
+    if len(sys.argv) < 2:
+        print("Usage: python generate_index_page.py <gh-pages-dir> [output-file] [repo-name]")
+        print("Example: python generate_index_page.py ./gh-pages index.html ComfyUI-Grounding")
+        sys.exit(1)
+
+    gh_pages_dir = sys.argv[1]
+    output_file = sys.argv[2] if len(sys.argv) > 2 else "index.html"
+    repo_name = sys.argv[3] if len(sys.argv) > 3 else "ComfyUI-Grounding"
+
+    print(f"🔍 Scanning {gh_pages_dir} for test runs...")
+    runs = scan_gh_pages_runs(gh_pages_dir)
+
+    print(f"📝 Generating index page...")
+    generate_index_html(runs, output_file, repo_name)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/workflows/mask_grounding.json b/workflows/mask_grounding.json
index f91584e..7ab0d88 100644
--- a/workflows/mask_grounding.json
+++ b/workflows/mask_grounding.json
@@ -1,58 +1,59 @@
 {
   "id": "38945c5c-4e77-4d6c-b916-6a2f0a1b6a89",
   "revision": 0,
-  "last_node_id": 32,
-  "last_link_id": 39,
+  "last_node_id": 36,
+  "last_link_id": 44,
   "nodes": [
     {
-      "id": 28,
-      "type": "InvertMask",
+      "id": 33,
+      "type": "LoadImage",
       "pos": [
-        98.71468314873522,
-        -76.55255233775446
+        -303.3027379792829,
+        92.61863567718751
       ],
       "size": [
-        140,
-        26
+        274.080078125,
+        314
       ],
       "flags": {},
-      "order": 3,
+      "order": 0,
       "mode": 0,
-      "inputs": [
-        {
-          "name": "mask",
-          "type": "MASK",
-          "link": 33
-        }
-      ],
+      "inputs": [],
       "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            42
+          ]
+        },
         {
           "name": "MASK",
           "type": "MASK",
-          "links": [
-            34
-          ]
+          "links": null
         }
       ],
       "properties": {
-        "cnr_id": "comfy-core",
-        "ver": "0.3.67",
-        "Node name for S&R": "InvertMask"
-      }
+        "Node name for S&R": "LoadImage"
+      },
+      "widgets_values": [
+        "brekkie.jpg",
+        "image"
+      ]
     },
     {
       "id": 31,
       "type": "PreviewAny",
       "pos": [
-        110.50039305540561,
-        281.573065740487
+        580.0735093941091,
+        291.1285668669379
       ],
       "size": [
-        140,
-        76
+        210,
+        88
       ],
       "flags": {},
-      "order": 5,
+      "order": 4,
       "mode": 0,
       "inputs": [
         {
@@ -63,9 +64,9 @@
       ],
       "outputs": [],
       "properties": {
+        "Node name for S&R": "PreviewAny",
         "cnr_id": "comfy-core",
-        "ver": "0.3.67",
-        "Node name for S&R": "PreviewAny"
+        "ver": "0.3.67"
       },
       "widgets_values": []
     },
@@ -73,15 +74,15 @@
       "id": 29,
       "type": "PreviewImage",
       "pos": [
-        533.6126667407317,
-        103.92480629195937
+        564.3432225749335,
+        -58.75360697114505
       ],
       "size": [
         279.1381383513526,
         299.2129823737602
       ],
       "flags": {},
-      "order": 4,
+      "order": 3,
       "mode": 0,
       "inputs": [
         {
@@ -92,202 +93,12 @@
       ],
       "outputs": [],
       "properties": {
+        "Node name for S&R": "PreviewImage",
         "cnr_id": "comfy-core",
-        "ver": "0.3.67",
-        "Node name for S&R": "PreviewImage"
+        "ver": "0.3.67"
       },
       "widgets_values": []
     },
-    {
-      "id": 30,
-      "type": "PreviewImage",
-      "pos": [
-        532.7368358026316,
-        -228.9107803208185
-      ],
-      "size": [
-        289.0763407319919,
-        290.26959173790755
-      ],
-      "flags": {},
-      "order": 7,
-      "mode": 0,
-      "inputs": [
-        {
-          "name": "images",
-          "type": "IMAGE",
-          "link": 36
-        }
-      ],
-      "outputs": [],
-      "properties": {
-        "cnr_id": "comfy-core",
-        "ver": "0.3.67",
-        "Node name for S&R": "PreviewImage"
-      },
-      "widgets_values": []
-    },
-    {
-      "id": 32,
-      "type": "LoadImagesFromFolderKJ",
-      "pos": [
-        -309.5514298801789,
-        161.68998793772164
-      ],
-      "size": [
-        290.5201171875,
-        262
-      ],
-      "flags": {},
-      "order": 0,
-      "mode": 0,
-      "inputs": [],
-      "outputs": [
-        {
-          "name": "image",
-          "type": "IMAGE",
-          "links": [
-            38,
-            39
-          ]
-        },
-        {
-          "name": "mask",
-          "type": "MASK",
-          "links": null
-        },
-        {
-          "name": "count",
-          "type": "INT",
-          "links": null
-        },
-        {
-          "name": "image_path",
-          "type": "STRING",
-          "links": null
-        }
-      ],
-      "properties": {
-        "cnr_id": "comfyui-kjnodes",
-        "ver": "1.1.9",
-        "Node name for S&R": "LoadImagesFromFolderKJ"
-      },
-      "widgets_values": [
-        "input/tobatch",
-        1024,
-        1024,
-        "pad",
-        0,
-        0,
-        false
-      ]
-    },
-    {
-      "id": 26,
-      "type": "JoinImageWithAlpha",
-      "pos": [
-        259.332162129211,
-        -105.19057150244885
-      ],
-      "size": [
-        176.86484375,
-        46
-      ],
-      "flags": {},
-      "order": 6,
-      "mode": 0,
-      "inputs": [
-        {
-          "name": "image",
-          "type": "IMAGE",
-          "link": 39
-        },
-        {
-          "name": "alpha",
-          "type": "MASK",
-          "link": 34
-        }
-      ],
-      "outputs": [
-        {
-          "name": "IMAGE",
-          "type": "IMAGE",
-          "links": [
-            36
-          ]
-        }
-      ],
-      "properties": {
-        "cnr_id": "comfy-core",
-        "ver": "0.3.67",
-        "Node name for S&R": "JoinImageWithAlpha"
-      }
-    },
-    {
-      "id": 19,
-      "type": "GroundingMaskDetector",
-      "pos": [
-        106.9620845129382,
-        -14.471635853967237
-      ],
-      "size": [
-        400,
-        248
-      ],
-      "flags": {},
-      "order": 2,
-      "mode": 0,
-      "inputs": [
-        {
-          "name": "model",
-          "type": "MASK_MODEL",
-          "link": 21
-        },
-        {
-          "name": "image",
-          "type": "IMAGE",
-          "link": 38
-        }
-      ],
-      "outputs": [
-        {
-          "name": "masks",
-          "type": "MASK",
-          "links": [
-            33
-          ]
-        },
-        {
-          "name": "overlaid_mask",
-          "type": "IMAGE",
-          "links": [
-            35
-          ]
-        },
-        {
-          "name": "text",
-          "type": "STRING",
-          "links": [
-            37
-          ]
-        }
-      ],
-      "properties": {
-        "aux_id": "PozzettiAndrea/ComfyUI-Grounding",
-        "ver": "a947f4961c39cc150a98738fa83a0494e52f3de0",
-        "Node name for S&R": "GroundingMaskDetector"
-      },
-      "widgets_values": [
-        "segment the main object in the image.",
-        0.3,
-        1024,
-        3,
-        2048,
-        1,
-        42,
-        "fixed"
-      ]
-    },
     {
       "id": 18,
       "type": "GroundingMaskModelLoader",
@@ -313,14 +124,75 @@
         }
       ],
       "properties": {
+        "Node name for S&R": "GroundingMaskModelLoader",
         "aux_id": "PozzettiAndrea/ComfyUI-Grounding",
-        "ver": "a947f4961c39cc150a98738fa83a0494e52f3de0",
-        "Node name for S&R": "GroundingMaskModelLoader"
+        "ver": "a947f4961c39cc150a98738fa83a0494e52f3de0"
       },
       "widgets_values": [
-        "SA2VA: 1B",
+        "SA2VA: 4B",
         "bf16"
       ]
+    },
+    {
+      "id": 19,
+      "type": "GroundingMaskDetector",
+      "pos": [
+        106.9620845129382,
+        -14.471635853967237
+      ],
+      "size": [
+        400,
+        248
+      ],
+      "flags": {},
+      "order": 2,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "model",
+          "type": "MASK_MODEL",
+          "link": 21
+        },
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "link": 42
+        }
+      ],
+      "outputs": [
+        {
+          "name": "masks",
+          "type": "MASK",
+          "links": []
+        },
+        {
+          "name": "overlaid_mask",
+          "type": "IMAGE",
+          "links": [
+            35
+          ]
+        },
+        {
+          "name": "text",
+          "type": "STRING",
+          "links": [
+            37
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "GroundingMaskDetector",
+        "aux_id": "PozzettiAndrea/ComfyUI-Grounding",
+        "ver": "a947f4961c39cc150a98738fa83a0494e52f3de0"
+      },
+      "widgets_values": [
+        "Segment the food with the most vitamin C",
+        0.3,
+        2048,
+        1,
+        42,
+        "fixed"
+      ]
     }
   ],
   "links": [
@@ -332,22 +204,6 @@
       0,
       "MASK_MODEL"
     ],
-    [
-      33,
-      19,
-      0,
-      28,
-      0,
-      "MASK"
-    ],
-    [
-      34,
-      28,
-      0,
-      26,
-      1,
-      "MASK"
-    ],
     [
       35,
       19,
@@ -356,14 +212,6 @@
       0,
       "IMAGE"
     ],
-    [
-      36,
-      26,
-      0,
-      30,
-      0,
-      "IMAGE"
-    ],
     [
       37,
       19,
@@ -373,30 +221,22 @@
       "*"
     ],
     [
-      38,
-      32,
+      42,
+      33,
       0,
       19,
       1,
       "IMAGE"
-    ],
-    [
-      39,
-      32,
-      0,
-      26,
-      0,
-      "IMAGE"
     ]
   ],
   "groups": [],
   "config": {},
   "extra": {
     "ds": {
-      "scale": 1.2894499156462411,
+      "scale": 1.0656610873109524,
       "offset": [
-        386.94731260454324,
-        226.3186553038392
+        315.358950162618,
+        142.88899383901187
       ]
     },
     "frontendVersion": "1.28.8"
diff --git a/workflows/normal_grounding.json b/workflows/normal_grounding.json
index 706b5c0..8b1465c 100644
--- a/workflows/normal_grounding.json
+++ b/workflows/normal_grounding.json
@@ -1,8 +1,8 @@
 {
   "id": "23662dd8-0bfd-4ab0-833e-1775efda6729",
   "revision": 0,
-  "last_node_id": 17,
-  "last_link_id": 19,
+  "last_node_id": 19,
+  "last_link_id": 21,
   "nodes": [
     {
       "id": 3,
@@ -13,7 +13,7 @@
       ],
       "size": [
         270,
-        82
+        58
       ],
       "flags": {},
       "order": 0,
@@ -29,163 +29,49 @@
         }
       ],
       "properties": {
+        "Node name for S&R": "GroundingModelLoader",
         "aux_id": "PozzettiAndrea/ComfyUI-Grounding",
-        "ver": "a947f4961c39cc150a98738fa83a0494e52f3de0",
-        "Node name for S&R": "GroundingModelLoader"
+        "ver": "a947f4961c39cc150a98738fa83a0494e52f3de0"
       },
       "widgets_values": [
-        "Florence-2: Large (0.77B params)",
-        "eager"
+        "Florence-2: Large (0.77B params)"
       ]
     },
     {
-      "id": 12,
-      "type": "DownloadAndLoadSAM2Model",
+      "id": 18,
+      "type": "LoadImage",
       "pos": [
-        134.1244248881893,
-        -152.4815917189195
+        -361.5061512509591,
+        112.76113420046104
       ],
       "size": [
-        270,
-        130
+        274.080078125,
+        314
       ],
       "flags": {},
       "order": 1,
       "mode": 0,
       "inputs": [],
-      "outputs": [
-        {
-          "name": "sam2_model",
-          "type": "SAM2MODEL",
-          "links": [
-            10
-          ]
-        }
-      ],
-      "properties": {
-        "aux_id": "PozzettiAndrea/ComfyUI-Grounding",
-        "ver": "a947f4961c39cc150a98738fa83a0494e52f3de0",
-        "Node name for S&R": "DownloadAndLoadSAM2Model"
-      },
-      "widgets_values": [
-        "sam2.1_hiera_large.safetensors",
-        "single_image",
-        "cuda",
-        "fp16"
-      ]
-    },
-    {
-      "id": 14,
-      "type": "JoinImageWithAlpha",
-      "pos": [
-        806.4560194385198,
-        47.17325913006609
-      ],
-      "size": [
-        176.86484375,
-        46
-      ],
-      "flags": {},
-      "order": 6,
-      "mode": 0,
-      "inputs": [
-        {
-          "name": "image",
-          "type": "IMAGE",
-          "link": 13
-        },
-        {
-          "name": "alpha",
-          "type": "MASK",
-          "link": 17
-        }
-      ],
       "outputs": [
         {
           "name": "IMAGE",
           "type": "IMAGE",
           "links": [
-            19
+            20
           ]
+        },
+        {
+          "name": "MASK",
+          "type": "MASK",
+          "links": null
         }
       ],
       "properties": {
-        "cnr_id": "comfy-core",
-        "ver": "0.3.67",
-        "Node name for S&R": "JoinImageWithAlpha"
-      },
-      "widgets_values": []
-    },
-    {
-      "id": 11,
-      "type": "Sam2Segmentation",
-      "pos": [
-        507.4435292430558,
-        34.683721146105555
-      ],
-      "size": [
-        272.087890625,
-        254
-      ],
-      "flags": {},
-      "order": 4,
-      "mode": 0,
-      "inputs": [
-        {
-          "name": "sam2_model",
-          "type": "SAM2MODEL",
-          "link": 10
-        },
-        {
-          "name": "image",
-          "type": "IMAGE",
-          "link": 11
-        },
-        {
-          "name": "coordinates_positive",
-          "shape": 7,
-          "type": "STRING",
-          "link": null
-        },
-        {
-          "name": "coordinates_negative",
-          "shape": 7,
-          "type": "STRING",
-          "link": null
-        },
-        {
-          "name": "bboxes",
-          "shape": 7,
-          "type": "BBOX",
-          "link": 12
-        },
-        {
-          "name": "mask",
-          "shape": 7,
-          "type": "MASK",
-          "link": null
-        }
-      ],
-      "outputs": [
-        {
-          "name": "mask",
-          "type": "MASK",
-          "links": [
-            16
-          ]
-        }
-      ],
-      "properties": {
-        "aux_id": "PozzettiAndrea/ComfyUI-Grounding",
-        "ver": "a947f4961c39cc150a98738fa83a0494e52f3de0",
-        "Node name for S&R": "Sam2Segmentation"
+        "Node name for S&R": "LoadImage"
       },
       "widgets_values": [
-        false,
-        false,
-        0,
-        0,
-        0
+        "plantpot.png",
+        "image"
       ]
     },
     {
@@ -197,10 +83,10 @@
       ],
       "size": [
         400,
-        364
+        340
       ],
       "flags": {},
-      "order": 3,
+      "order": 2,
       "mode": 0,
       "inputs": [
         {
@@ -211,21 +97,21 @@
         {
           "name": "image",
           "type": "IMAGE",
-          "link": 8
+          "link": 20
         }
       ],
       "outputs": [
         {
           "name": "bboxes",
           "type": "BBOX",
-          "links": [
-            12
-          ]
+          "links": []
         },
         {
           "name": "annotated_image",
           "type": "IMAGE",
-          "links": []
+          "links": [
+            21
+          ]
         },
         {
           "name": "labels",
@@ -239,144 +125,45 @@
         }
       ],
       "properties": {
+        "Node name for S&R": "GroundingDetector",
         "aux_id": "PozzettiAndrea/ComfyUI-Grounding",
-        "ver": "a947f4961c39cc150a98738fa83a0494e52f3de0",
-        "Node name for S&R": "GroundingDetector"
+        "ver": "a947f4961c39cc150a98738fa83a0494e52f3de0"
       },
       "widgets_values": [
-        "main object",
+        "plant. watering can",
         0.3,
         false,
         true,
         "list_only",
-        0.25,
         1024,
         3,
-        0.45,
-        false,
-        300,
         42,
         "fixed"
       ]
     },
     {
-      "id": 15,
-      "type": "InvertMask",
-      "pos": [
-        634.4085072101292,
-        -31.37835895949953
-      ],
-      "size": [
-        140,
-        26
-      ],
-      "flags": {},
-      "order": 5,
-      "mode": 0,
-      "inputs": [
-        {
-          "name": "mask",
-          "type": "MASK",
-          "link": 16
-        }
-      ],
-      "outputs": [
-        {
-          "name": "MASK",
-          "type": "MASK",
-          "links": [
-            17
-          ]
-        }
-      ],
-      "properties": {
-        "cnr_id": "comfy-core",
-        "ver": "0.3.67",
-        "Node name for S&R": "InvertMask"
-      },
-      "widgets_values": []
-    },
-    {
-      "id": 9,
-      "type": "LoadImagesFromFolderKJ",
-      "pos": [
-        -319.8692780804565,
-        159.9365003928532
-      ],
-      "size": [
-        290.5201171875,
-        262
-      ],
-      "flags": {},
-      "order": 2,
-      "mode": 0,
-      "inputs": [],
-      "outputs": [
-        {
-          "name": "image",
-          "type": "IMAGE",
-          "links": [
-            8,
-            11,
-            13
-          ]
-        },
-        {
-          "name": "mask",
-          "type": "MASK",
-          "links": null
-        },
-        {
-          "name": "count",
-          "type": "INT",
-          "links": null
-        },
-        {
-          "name": "image_path",
-          "type": "STRING",
-          "links": null
-        }
-      ],
-      "properties": {
-        "cnr_id": "comfyui-kjnodes",
-        "ver": "1.1.9",
-        "Node name for S&R": "LoadImagesFromFolderKJ"
-      },
-      "widgets_values": [
-        "input/tobatch",
-        1024,
-        1024,
-        "pad",
-        0,
-        0,
-        false
-      ]
-    },
-    {
-      "id": 17,
+      "id": 19,
       "type": "PreviewImage",
       "pos": [
-        1001.6651677560029,
-        55.417983277011885
+        530.6472534980396,
+        42.682752634548045
       ],
       "size": [
-        330.90445054815405,
-        258
+        339.1799683347449,
+        401.7374663149234
       ],
       "flags": {},
-      "order": 7,
+      "order": 3,
       "mode": 0,
       "inputs": [
         {
           "name": "images",
           "type": "IMAGE",
-          "link": 19
+          "link": 21
         }
       ],
       "outputs": [],
       "properties": {
-        "cnr_id": "comfy-core",
-        "ver": "0.3.67",
         "Node name for S&R": "PreviewImage"
       },
       "widgets_values": []
@@ -392,66 +179,18 @@
       "GROUNDING_MODEL"
     ],
     [
-      8,
-      9,
+      20,
+      18,
       0,
       1,
       1,
       "IMAGE"
     ],
     [
-      10,
-      12,
-      0,
-      11,
-      0,
-      "SAM2MODEL"
-    ],
-    [
-      11,
-      9,
-      0,
-      11,
+      21,
       1,
-      "IMAGE"
-    ],
-    [
-      12,
       1,
-      0,
-      11,
-      4,
-      "BBOX"
-    ],
-    [
-      13,
-      9,
-      0,
-      14,
-      0,
-      "IMAGE"
-    ],
-    [
-      16,
-      11,
-      0,
-      15,
-      0,
-      "MASK"
-    ],
-    [
-      17,
-      15,
-      0,
-      14,
-      1,
-      "MASK"
-    ],
-    [
       19,
-      14,
-      0,
-      17,
       0,
       "IMAGE"
     ]
@@ -460,10 +199,10 @@
   "config": {},
   "extra": {
     "ds": {
-      "scale": 0.9278994587027772,
+      "scale": 0.8435449624570703,
       "offset": [
-        508.01216790085954,
-        282.0476732486773
+        425.7123038653443,
+        180.08680307006819
       ]
     },
     "frontendVersion": "1.28.8"