Comprehensive Performance Report (without model caching)

Base Model Information

Bria 2.3 (SDXL Architecture) with LCM LoRA

Component	Size
Text Encoder 1 (safe tensors)	246 MB
Text Encoder 2 (safe tensors)	1.39 GB
Tokenizer 1 (vocab.json)	1.06 MB
Tokenizer 2 (vocab.json)	1.06 MB
UNet (safe tensors)	5.14 GB
VAE (safe tensors)	167 MB
LCM LoRA (safe tensors)	787 MB

LoRA Sizes

Rank 64 LoRA (e.g., skincare-texture-haircare-2)

Component	Size
pytorch_lora_weights.safetensors	354.54 MiB
text_embeddings.safetensors	16.15 KiB

Rank 32 LoRA (e.g., miu-miu)

Component	Size
pytorch_lora_weights.safetensors	177.35 MiB
text_embeddings.safetensors	16.15 KiB

Resource & Memory Management

Monitoring resource usage during image generation

LoRA Rank	Model	First Generation (with model loading)					Second Generation (steady state)
		Time (s)	Avg GPU %	Max GPU %	Avg Mem (GB)	Max Mem (GB)	Time (s)	Avg GPU %	Max GPU %	Avg Mem (GB)	Max Mem (GB)
Rank 64	hugo-boss-good-2	24.18	4.9	90.0	11.24	11.49	6.91	17.3	87.0	11.11	11.12
Rank 32	miu-miu	17.65	7.0	88.0	11.15	11.31	6.49	16.4	87.0	11.10	11.10

Throughput & Request Handling

Duration: 60 seconds

Note: Jobs are processed through Azure Queue, which handles requests sequentially.

LoRA Rank	Model	Total Requests	Jobs/minute	Total Time (s)
Rank 64	hugo-boss-good-2	9	8.92	60.53
Rank 32	miu-miu	10	9.21	65.14

Model Loading Times

The first generation for each model includes the time needed to load the model into GPU memory.

LoRA Rank	Model	Pass	First Generation (s)	Avg Subsequent (s)	Loading Overhead (s)
Rank 32	miu-miu	1	6.39	6.58	-0.19
Rank 32	miu-miu	2	17.28	6.41	10.86
Rank 32	miu-miu	Mean	11.83	6.50	5.34
Rank 64	hugo-boss-good-2	1	24.49	6.47	18.02
Rank 64	hugo-boss-good-2	2	34.63	6.74	27.89
Rank 64	hugo-boss-good-2	Mean	7.01	6.60	0.40

Summary Statistics

Statistics for each LoRA rank (excluding first generations)

For each model, we will do 2 pass over each aspect ratio and steps

LoRA Rank	Model	Pass	Count	Mean (s)	Std (s)	Min (s)	Max (s)
Rank 32	miu-miu	1	63.0	6.578	0.704	4.905	8.797
Rank 32	miu-miu	2	63.0	6.414	0.873	4.859	8.343
Rank 64	hugo-boss-good-2	1	63.0	6.474	0.717	4.856	8.208
Rank 64	hugo-boss-good-2	2	62.0	6.736	1.604	4.876	17.366

Performance Visualizations

Generated Images Samples

Model: miu-miu

Aspect Ratio	Steps	Time (s)	Generated Image
1:1	6	5.81
1:1	7	6.54
1:1	8	9.21
1:1	9	6.52
1:1	10	6.58
1:1	11	7.42
1:1	12	8.10
4:3	6	5.06
4:3	7	5.87
4:3	8	6.72
4:3	9	6.57
4:3	10	6.55
4:3	11	6.74
4:3	12	7.54