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- """
2
- Download SAM2 ONNX models from HuggingFace.
3
-
4
- Usage:
5
- python models/sam2/download_models.py [variant]
6
-
7
- Variants:
8
- tiny - SAM2 Hiera-Tiny (smallest, fastest) ~155 MB
9
- small - SAM2 Hiera-Small (good balance) ~183 MB
10
- base_plus - SAM2 Hiera-Base+ (higher accuracy) ~360 MB
11
- large - SAM2 Hiera-Large (most accurate) ~910 MB
12
-
13
- Default: tiny (recommended for real-time LivePortrait use)
14
-
15
- Models are downloaded from:
16
- https://huggingface.co/vietanhdev/segment-anything-2-onnx-models
17
- """
18
-
19
- import os
20
- import sys
21
- import urllib.request
22
- import zipfile
23
-
24
- HUGGINGFACE_BASE_URL = "https://huggingface.co/vietanhdev/segment-anything-2-onnx-models/resolve/main"
25
-
26
- VARIANTS = {
27
- "tiny": "sam2_hiera_tiny",
28
- "small": "sam2_hiera_small",
29
- "base_plus": "sam2_hiera_base_plus",
30
- "large": "sam2_hiera_large",
31
- }
32
-
33
- def download_variant(variant_key: str = "tiny", output_dir: str = None):
34
- """Download and extract a SAM2 ONNX model variant."""
35
- if output_dir is None:
36
- output_dir = os.path.dirname(os.path.abspath(__file__))
37
-
38
- if variant_key not in VARIANTS:
39
- print(f"Unknown variant: {variant_key}")
40
- print(f"Available variants: {', '.join(VARIANTS.keys())}")
41
- return False
42
-
43
- variant_name = VARIANTS[variant_key]
44
- zip_filename = f"{variant_name}.zip"
45
- zip_url = f"{HUGGINGFACE_BASE_URL}/{zip_filename}"
46
- zip_path = os.path.join(output_dir, zip_filename)
47
-
48
- encoder_path = os.path.join(output_dir, f"{variant_name}.encoder.onnx")
49
- decoder_path = os.path.join(output_dir, f"{variant_name}.decoder.onnx")
50
-
51
- # Check if already downloaded
52
- if os.path.exists(encoder_path) and os.path.exists(decoder_path):
53
- print(f"[SAM2] Models already exist for variant '{variant_key}':")
54
- print(f" Encoder: {encoder_path}")
55
- print(f" Decoder: {decoder_path}")
56
- return True
57
-
58
- print(f"[SAM2] Downloading {variant_key} variant from HuggingFace...")
59
- print(f" URL: {zip_url}")
60
- print(f" Destination: {output_dir}")
61
-
62
- try:
63
- # Download zip
64
- def progress_hook(count, block_size, total_size):
65
- percent = int(count * block_size * 100 / total_size) if total_size > 0 else 0
66
- percent = min(percent, 100)
67
- sys.stdout.write(f"\r Downloading: {percent}%")
68
- sys.stdout.flush()
69
-
70
- urllib.request.urlretrieve(zip_url, zip_path, reporthook=progress_hook)
71
- print() # newline after progress
72
-
73
- # Extract
74
- print(f" Extracting...")
75
- with zipfile.ZipFile(zip_path, 'r') as z:
76
- z.extractall(output_dir)
77
-
78
- # The zip extracts to a subdirectory; move files up if needed
79
- extracted_dir = os.path.join(output_dir, variant_name)
80
- if os.path.isdir(extracted_dir):
81
- for fname in os.listdir(extracted_dir):
82
- src = os.path.join(extracted_dir, fname)
83
- dst = os.path.join(output_dir, f"{variant_name}.{fname}")
84
- if not os.path.exists(dst):
85
- os.rename(src, dst)
86
- # Clean up extracted directory
87
- try:
88
- os.rmdir(extracted_dir)
89
- except OSError:
90
- pass
91
-
92
- # Clean up zip
93
- if os.path.exists(zip_path):
94
- os.remove(zip_path)
95
-
96
- # Verify
97
- if os.path.exists(encoder_path) and os.path.exists(decoder_path):
98
- print(f"[SAM2] Successfully downloaded {variant_key} variant!")
99
- print(f" Encoder: {encoder_path}")
100
- print(f" Decoder: {decoder_path}")
101
- return True
102
- else:
103
- # Try alternate naming (files might be named without the variant prefix)
104
- alt_encoder = os.path.join(output_dir, "encoder.onnx")
105
- alt_decoder = os.path.join(output_dir, "decoder.onnx")
106
- if os.path.exists(alt_encoder) and not os.path.exists(encoder_path):
107
- os.rename(alt_encoder, encoder_path)
108
- if os.path.exists(alt_decoder) and not os.path.exists(decoder_path):
109
- os.rename(alt_decoder, decoder_path)
110
-
111
- if os.path.exists(encoder_path) and os.path.exists(decoder_path):
112
- print(f"[SAM2] Successfully downloaded {variant_key} variant!")
113
- return True
114
- else:
115
- print(f"[SAM2] Warning: Expected files not found after extraction.")
116
- print(f" Looking for: {encoder_path}")
117
- print(f" Looking for: {decoder_path}")
118
- print(f" Contents of {output_dir}:")
119
- for f in os.listdir(output_dir):
120
- print(f" {f}")
121
- return False
122
-
123
- except Exception as e:
124
- print(f"\n[SAM2] Download failed: {e}")
125
- # Clean up partial download
126
- if os.path.exists(zip_path):
127
- os.remove(zip_path)
128
- return False
129
-
130
-
131
- if __name__ == "__main__":
132
- variant = sys.argv[1] if len(sys.argv) > 1 else "tiny"
133
- success = download_variant(variant)
134
- if not success:
135
- sys.exit(1)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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