File size: 8,379 Bytes
6a2d96d
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
{
  "hardware": "NVIDIA GeForce RTX 5090 32GB",
  "software": {
    "torch": "2.8.0+cu128",
    "diffusers": "0.38.0",
    "transformers": "5.8.1",
    "sdnq": "0.1.8"
  },
  "benchmark_note": "Network download excluded. One 1024x1024 warm-up generation per model, then five measured 1024x1024 generations. VRAM sampled with nvidia-smi every 50 ms in an isolated process per model.",
  "width": 1024,
  "height": 1024,
  "steps": 24,
  "guidance_scale": 4.0,
  "negative_prompt": "worst quality, low quality, score_1, score_2, score_3, blurry, jpeg artifacts, artist name",
  "prompts": [
    {
      "id": "fern",
      "seed": 424242,
      "prompt": "masterpiece, best quality, score_7, safe, 1girl, fern (sousou no frieren), purple hair, purple eyes, black robe, white dress, butterfly on hand, simple background, looking at viewer"
    },
    {
      "id": "city",
      "seed": 424243,
      "prompt": "masterpiece, best quality, score_7, safe, anime screenshot, 1girl, short black hair, red jacket, standing on a rainy neon city street at night, reflections, cinematic lighting"
    },
    {
      "id": "witch",
      "seed": 424244,
      "prompt": "masterpiece, best quality, score_7, safe, 1girl, witch hat, silver hair, blue eyes, starry sky, floating books, glowing magic circle, detailed illustration"
    },
    {
      "id": "mecha",
      "seed": 424245,
      "prompt": "masterpiece, best quality, score_7, safe, 1boy, pilot suit, white mecha in the background, sunset hangar, dramatic rim light, anime key visual"
    },
    {
      "id": "garden",
      "seed": 424246,
      "prompt": "masterpiece, best quality, score_7, safe, 2girls, summer dresses, flower garden, butterflies, warm sunlight, soft watercolor anime style"
    }
  ],
  "models": [
    {
      "key": "original",
      "title": "Original BF16",
      "path": "/root/anima-transformers-convert/original-full",
      "repo": "CalamitousFelicitousness/Anima-Preview-3-sdnext-diffusers",
      "hardware": "NVIDIA GeForce RTX 5090 32GB",
      "dtype": "torch.bfloat16",
      "width": 1024,
      "height": 1024,
      "steps": 24,
      "guidance_scale": 4.0,
      "negative_prompt": "worst quality, low quality, score_1, score_2, score_3, blurry, jpeg artifacts, artist name",
      "baseline_vram_mib": 511,
      "load_seconds": 10.04116036000778,
      "vram_after_load_mib": 6005,
      "vram_load_peak_mib": 6005,
      "vram_generation_peak_mib": 10759,
      "torch_peak_allocated_mib": 9669,
      "runs": [
        {
          "prompt_id": "fern",
          "seed": 424242,
          "seconds": 6.371356149989879,
          "image": "/root/anima-transformers-convert/benchmark_1024/images/fern_original_seed_424242_1024x1024.png"
        },
        {
          "prompt_id": "city",
          "seed": 424243,
          "seconds": 6.3718316220038105,
          "image": "/root/anima-transformers-convert/benchmark_1024/images/city_original_seed_424243_1024x1024.png"
        },
        {
          "prompt_id": "witch",
          "seed": 424244,
          "seconds": 6.374521128003835,
          "image": "/root/anima-transformers-convert/benchmark_1024/images/witch_original_seed_424244_1024x1024.png"
        },
        {
          "prompt_id": "mecha",
          "seed": 424245,
          "seconds": 6.371869497001171,
          "image": "/root/anima-transformers-convert/benchmark_1024/images/mecha_original_seed_424245_1024x1024.png"
        },
        {
          "prompt_id": "garden",
          "seed": 424246,
          "seconds": 6.372184988998924,
          "image": "/root/anima-transformers-convert/benchmark_1024/images/garden_original_seed_424246_1024x1024.png"
        }
      ],
      "mean_generation_seconds": 6.372352677199524,
      "relative_to_original_speedup": 1.0,
      "vram_after_load_delta_vs_original_mib": 0,
      "vram_generation_peak_delta_vs_original_mib": 0
    },
    {
      "key": "uint4",
      "title": "SDNQ UINT4",
      "path": "/root/anima-transformers-convert/full/Anima-SDNQ-uint4-diffusers",
      "repo": "WaveCut/Anima-Preview-3-SDNQ-uint4-diffusers",
      "hardware": "NVIDIA GeForce RTX 5090 32GB",
      "dtype": "torch.bfloat16",
      "width": 1024,
      "height": 1024,
      "steps": 24,
      "guidance_scale": 4.0,
      "negative_prompt": "worst quality, low quality, score_1, score_2, score_3, blurry, jpeg artifacts, artist name",
      "baseline_vram_mib": 511,
      "load_seconds": 11.955643722001696,
      "vram_after_load_mib": 3285,
      "vram_load_peak_mib": 3181,
      "vram_generation_peak_mib": 8157,
      "torch_peak_allocated_mib": 6971,
      "runs": [
        {
          "prompt_id": "fern",
          "seed": 424242,
          "seconds": 6.849568051999086,
          "image": "/root/anima-transformers-convert/benchmark_1024/images/fern_uint4_seed_424242_1024x1024.png"
        },
        {
          "prompt_id": "city",
          "seed": 424243,
          "seconds": 5.868479846001719,
          "image": "/root/anima-transformers-convert/benchmark_1024/images/city_uint4_seed_424243_1024x1024.png"
        },
        {
          "prompt_id": "witch",
          "seed": 424244,
          "seconds": 6.189502780995099,
          "image": "/root/anima-transformers-convert/benchmark_1024/images/witch_uint4_seed_424244_1024x1024.png"
        },
        {
          "prompt_id": "mecha",
          "seed": 424245,
          "seconds": 5.836763394996524,
          "image": "/root/anima-transformers-convert/benchmark_1024/images/mecha_uint4_seed_424245_1024x1024.png"
        },
        {
          "prompt_id": "garden",
          "seed": 424246,
          "seconds": 5.911209135010722,
          "image": "/root/anima-transformers-convert/benchmark_1024/images/garden_uint4_seed_424246_1024x1024.png"
        }
      ],
      "mean_generation_seconds": 6.13110464180063,
      "relative_to_original_speedup": 1.0393482169190384,
      "vram_after_load_delta_vs_original_mib": -2720,
      "vram_generation_peak_delta_vs_original_mib": -2602
    },
    {
      "key": "int8",
      "title": "SDNQ INT8",
      "path": "/root/anima-transformers-convert/full/Anima-SDNQ-int8-diffusers",
      "repo": "WaveCut/Anima-Preview-3-SDNQ-int8-diffusers",
      "hardware": "NVIDIA GeForce RTX 5090 32GB",
      "dtype": "torch.bfloat16",
      "width": 1024,
      "height": 1024,
      "steps": 24,
      "guidance_scale": 4.0,
      "negative_prompt": "worst quality, low quality, score_1, score_2, score_3, blurry, jpeg artifacts, artist name",
      "baseline_vram_mib": 511,
      "load_seconds": 22.4127801930008,
      "vram_after_load_mib": 4111,
      "vram_load_peak_mib": 4049,
      "vram_generation_peak_mib": 8961,
      "torch_peak_allocated_mib": 7798,
      "runs": [
        {
          "prompt_id": "fern",
          "seed": 424242,
          "seconds": 4.61064092599554,
          "image": "/root/anima-transformers-convert/benchmark_1024/images/fern_int8_seed_424242_1024x1024.png"
        },
        {
          "prompt_id": "city",
          "seed": 424243,
          "seconds": 4.606765301999985,
          "image": "/root/anima-transformers-convert/benchmark_1024/images/city_int8_seed_424243_1024x1024.png"
        },
        {
          "prompt_id": "witch",
          "seed": 424244,
          "seconds": 4.597769348009024,
          "image": "/root/anima-transformers-convert/benchmark_1024/images/witch_int8_seed_424244_1024x1024.png"
        },
        {
          "prompt_id": "mecha",
          "seed": 424245,
          "seconds": 4.587051768990932,
          "image": "/root/anima-transformers-convert/benchmark_1024/images/mecha_int8_seed_424245_1024x1024.png"
        },
        {
          "prompt_id": "garden",
          "seed": 424246,
          "seconds": 4.616055713006062,
          "image": "/root/anima-transformers-convert/benchmark_1024/images/garden_int8_seed_424246_1024x1024.png"
        }
      ],
      "mean_generation_seconds": 4.603656611600309,
      "relative_to_original_speedup": 1.3841937431089992,
      "vram_after_load_delta_vs_original_mib": -1894,
      "vram_generation_peak_delta_vs_original_mib": -1798
    }
  ],
  "grid": "/root/anima-transformers-convert/benchmark_1024/anima_original_uint4_int8_grid_5x3_1024x1024_1to1.jpg",
  "grid_size": {
    "width": 3572,
    "height": 5576,
    "cell_width": 1024,
    "cell_height": 1024
  }
}