id int64 1 7.5k | model_name stringclasses 4
values | scheduler stringclasses 3
values | steps int64 15 50 | prompt stringlengths 2.11k 2.25k | acceleration_methods listlengths 1 4 | speedup float64 1.2 3.4 | unique_key stringlengths 27 41 | configs dict | acceleration_description stringclasses 25
values | latency float64 6.37 54.6 | clip_score float64 29.4 33.3 | __index_level_0__ int64 0 7.5k |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
20 | SD1.5 | UniPCMultistepScheduler | 15 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"fp16"
] | 1.4 | SD1.5_UniPCMultistepScheduler_15_20 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | FP16 | 6.405218 | 30.213705 | 19 |
7,489 | SD2.0 | DDIMScheduler | 50 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"modify_scheduler",
"modify_steps",
"fp16"
] | 1.3 | SD2.0_DDIMScheduler_50_7489 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Modify Scheduler, Modify Inference Steps, and FP16 | 53.227768 | 32.747295 | 7,488 |
1,653 | SD1.5 | DDIMScheduler | 30 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"modify_scheduler"
] | 1.3 | SD1.5_DDIMScheduler_30_1653 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Modify Scheduler | 12.284244 | 29.603943 | 1,652 |
5,379 | SD2.1 | DDIMScheduler | 30 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache"
] | 2.3 | SD2.1_DDIMScheduler_30_5379 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache | 32.970412 | 31.280704 | 5,378 |
3,650 | SD1.4 | DDIMScheduler | 50 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"fuse_qkv"
] | 1.2 | SD1.4_DDIMScheduler_50_3650 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Fuse QKV Projections | 20.066364 | 30.196859 | 3,649 |
3,768 | SD2.1 | UniPCMultistepScheduler | 15 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"fp16"
] | 1.4 | SD2.1_UniPCMultistepScheduler_15_3768 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | FP16 | 16.978691 | 31.805943 | 3,767 |
3,266 | SD1.4 | DDIMScheduler | 20 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"fp16"
] | 1.4 | SD1.4_DDIMScheduler_20_3266 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | FP16 | 8.560419 | 29.711561 | 3,265 |
240 | SD1.5 | UniPCMultistepScheduler | 20 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"modify_scheduler",
"modify_steps",
"fp16"
] | 1.3 | SD1.5_UniPCMultistepScheduler_20_240 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Modify Scheduler, Modify Inference Steps, and FP16 | 8.462116 | 30.091299 | 239 |
3,077 | SD1.4 | DPMSolverMultistepScheduler | 50 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"modify_scheduler",
"modify_steps"
] | 1.7 | SD1.4_DPMSolverMultistepScheduler_50_3077 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Modify Scheduler and Modify Inference Steps | 20.429512 | 30.244041 | 3,076 |
961 | SD1.5 | DPMSolverMultistepScheduler | 25 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"fp16",
"fuse_qkv"
] | 3.2 | SD1.5_DPMSolverMultistepScheduler_25_961 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache, FP16, and Fuse QKV Projections | 10.255099 | 30.186361 | 960 |
4,715 | SD2.1 | DPMSolverMultistepScheduler | 25 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"fp16",
"fuse_qkv"
] | 3.2 | SD2.1_DPMSolverMultistepScheduler_25_4715 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache, FP16, and Fuse QKV Projections | 27.212097 | 31.867479 | 4,714 |
2,518 | SD1.4 | DPMSolverMultistepScheduler | 15 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"fp16"
] | 1.4 | SD1.4_DPMSolverMultistepScheduler_15_2518 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | FP16 | 6.371175 | 29.827806 | 2,517 |
6,161 | SD2.0 | UniPCMultistepScheduler | 50 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"fp16"
] | 2.8 | SD2.0_UniPCMultistepScheduler_50_6161 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache and FP16 | 53.39776 | 32.486603 | 6,160 |
5,615 | SD2.1 | DDIMScheduler | 50 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"modify_scheduler",
"modify_steps",
"fp16"
] | 1.3 | SD2.1_DDIMScheduler_50_5615 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Modify Scheduler, Modify Inference Steps, and FP16 | 53.549354 | 31.97879 | 5,614 |
787 | SD1.5 | DPMSolverMultistepScheduler | 20 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"fp16"
] | 2.8 | SD1.5_DPMSolverMultistepScheduler_20_787 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache and FP16 | 8.322318 | 30.059095 | 786 |
6,994 | SD2.0 | DDIMScheduler | 15 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"fp16",
"fuse_qkv",
"modify_steps"
] | 1.7 | SD2.0_DDIMScheduler_15_6994 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, FP16, Fuse QKV Projections, and Modify Inference Steps | 16.819572 | 31.460934 | 6,993 |
1,812 | SD1.5 | DDIMScheduler | 50 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"tgate",
"fp16"
] | 1.8 | SD1.5_DDIMScheduler_50_1812 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | T-Gate and FP16 | 20.61608 | 29.861729 | 1,811 |
309 | SD1.5 | UniPCMultistepScheduler | 25 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"token_merge",
"fuse_qkv"
] | 1.4 | SD1.5_UniPCMultistepScheduler_25_309 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Token Merge and Fuse QKV Projections | 10.569559 | 29.822977 | 308 |
4,148 | SD2.1 | UniPCMultistepScheduler | 30 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"fuse_qkv"
] | 1.2 | SD2.1_UniPCMultistepScheduler_30_4148 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Fuse QKV Projections | 32.505791 | 31.954109 | 4,147 |
4,524 | SD2.1 | DPMSolverMultistepScheduler | 20 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"fuse_qkv"
] | 1.2 | SD2.1_DPMSolverMultistepScheduler_20_4524 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Fuse QKV Projections | 22.452088 | 31.849192 | 4,523 |
2,198 | SD1.4 | UniPCMultistepScheduler | 25 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"fp16",
"fuse_qkv"
] | 1.6 | SD1.4_UniPCMultistepScheduler_25_2198 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | FP16 and Fuse QKV Projections | 10.330835 | 30.294966 | 2,197 |
1,555 | SD1.5 | DDIMScheduler | 25 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"token_merge",
"fp16"
] | 1.9 | SD1.5_DDIMScheduler_25_1555 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Token Merge and FP16 | 10.47229 | 30.09178 | 1,554 |
2,035 | SD1.4 | UniPCMultistepScheduler | 20 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"modify_steps"
] | 1.5 | SD1.4_UniPCMultistepScheduler_20_2035 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Modify Inference Steps | 8.358727 | 30.0214 | 2,034 |
3,743 | SD1.4 | DDIMScheduler | 50 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"fp16",
"fuse_qkv",
"modify_steps"
] | 1.7 | SD1.4_DDIMScheduler_50_3743 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, FP16, Fuse QKV Projections, and Modify Inference Steps | 20.066364 | 30.196859 | 3,742 |
7,450 | SD2.0 | DDIMScheduler | 50 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"fp16",
"fuse_qkv"
] | 1.6 | SD2.0_DDIMScheduler_50_7450 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | FP16 and Fuse QKV Projections | 53.227768 | 32.747295 | 7,449 |
2,253 | SD1.4 | UniPCMultistepScheduler | 30 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache"
] | 2.3 | SD1.4_UniPCMultistepScheduler_30_2253 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache | 12.281943 | 29.943199 | 2,252 |
7,417 | SD2.0 | DDIMScheduler | 50 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"fuse_qkv"
] | 2.5 | SD2.0_DDIMScheduler_50_7417 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache and Fuse QKV Projections | 53.227768 | 32.747295 | 7,416 |
3,938 | SD2.1 | UniPCMultistepScheduler | 20 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"tgate",
"fp16"
] | 1.8 | SD2.1_UniPCMultistepScheduler_20_3938 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | T-Gate and FP16 | 22.067885 | 31.805704 | 3,937 |
1,386 | SD1.5 | DDIMScheduler | 20 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"tgate"
] | 1.5 | SD1.5_DDIMScheduler_20_1386 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | T-Gate | 8.366208 | 30.208422 | 1,385 |
1,955 | SD1.4 | UniPCMultistepScheduler | 15 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"modify_scheduler",
"modify_steps"
] | 1.7 | SD1.4_UniPCMultistepScheduler_15_1955 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Modify Scheduler and Modify Inference Steps | 6.477924 | 30.252628 | 1,954 |
1,666 | SD1.5 | DDIMScheduler | 30 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"fuse_qkv"
] | 2.5 | SD1.5_DDIMScheduler_30_1666 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache and Fuse QKV Projections | 12.284244 | 29.603943 | 1,665 |
6,991 | SD2.0 | DDIMScheduler | 15 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"fp16",
"fuse_qkv",
"modify_steps"
] | 1.7 | SD2.0_DDIMScheduler_15_6991 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, FP16, Fuse QKV Projections, and Modify Inference Steps | 16.819572 | 31.460934 | 6,990 |
4,706 | SD2.1 | DPMSolverMultistepScheduler | 25 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"modify_scheduler",
"fp16"
] | 1.3 | SD2.1_DPMSolverMultistepScheduler_25_4706 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Modify Scheduler and FP16 | 27.212097 | 31.867479 | 4,705 |
2,914 | SD1.4 | DPMSolverMultistepScheduler | 30 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"fp16"
] | 2.8 | SD1.4_DPMSolverMultistepScheduler_30_2914 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache and FP16 | 12.196725 | 30.224178 | 2,913 |
4,271 | SD2.1 | UniPCMultistepScheduler | 50 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"fuse_qkv"
] | 1.2 | SD2.1_UniPCMultistepScheduler_50_4271 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Fuse QKV Projections | 53.357975 | 31.472744 | 4,270 |
3,495 | SD1.4 | DDIMScheduler | 25 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"fp16",
"fuse_qkv",
"modify_steps"
] | 1.7 | SD1.4_DDIMScheduler_25_3495 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, FP16, Fuse QKV Projections, and Modify Inference Steps | 10.32053 | 30.040825 | 3,494 |
2,424 | SD1.4 | UniPCMultistepScheduler | 50 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"modify_steps"
] | 2.9 | SD1.4_UniPCMultistepScheduler_50_2424 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache and Modify Inference Steps | 20.326275 | 29.873789 | 2,423 |
1,079 | SD1.5 | DPMSolverMultistepScheduler | 30 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"modify_scheduler",
"modify_steps"
] | 1.7 | SD1.5_DPMSolverMultistepScheduler_30_1079 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Modify Scheduler and Modify Inference Steps | 12.234066 | 30.233316 | 1,078 |
4,879 | SD2.1 | DPMSolverMultistepScheduler | 50 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache"
] | 2.3 | SD2.1_DPMSolverMultistepScheduler_50_4879 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache | 54.561486 | 32.135975 | 4,878 |
4,023 | SD2.1 | UniPCMultistepScheduler | 25 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"fuse_qkv"
] | 1.2 | SD2.1_UniPCMultistepScheduler_25_4023 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Fuse QKV Projections | 27.995959 | 31.903229 | 4,022 |
4,523 | SD2.1 | DPMSolverMultistepScheduler | 20 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"fuse_qkv"
] | 1.2 | SD2.1_DPMSolverMultistepScheduler_20_4523 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Fuse QKV Projections | 22.452088 | 31.849192 | 4,522 |
6,392 | SD2.0 | DPMSolverMultistepScheduler | 20 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"fp16"
] | 1.4 | SD2.0_DPMSolverMultistepScheduler_20_6392 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | FP16 | 22.05487 | 32.635521 | 6,391 |
1,194 | SD1.5 | DPMSolverMultistepScheduler | 50 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"tgate",
"fuse_qkv"
] | 1.4 | SD1.5_DPMSolverMultistepScheduler_50_1194 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | T-Gate and Fuse QKV Projections | 20.173961 | 29.479383 | 1,193 |
3,298 | SD1.4 | DDIMScheduler | 20 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"modify_steps"
] | 2.9 | SD1.4_DDIMScheduler_20_3298 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache and Modify Inference Steps | 8.560419 | 29.711561 | 3,297 |
6,817 | SD2.0 | DPMSolverMultistepScheduler | 50 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"tgate",
"fuse_qkv"
] | 1.4 | SD2.0_DPMSolverMultistepScheduler_50_6817 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | T-Gate and Fuse QKV Projections | 54.517666 | 32.549061 | 6,816 |
7,500 | SD2.0 | DDIMScheduler | 50 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"token_merge",
"fp16",
"fuse_qkv"
] | 1.7 | SD2.0_DDIMScheduler_50_7500 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, Token Merge, FP16, and Fuse QKV Projections | 53.227768 | 32.747295 | 7,499 |
1,748 | SD1.5 | DDIMScheduler | 30 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"token_merge",
"fp16",
"fuse_qkv"
] | 1.7 | SD1.5_DDIMScheduler_30_1748 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, Token Merge, FP16, and Fuse QKV Projections | 12.284244 | 29.603943 | 1,747 |
2,690 | SD1.4 | DPMSolverMultistepScheduler | 20 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"tgate",
"fp16"
] | 1.8 | SD1.4_DPMSolverMultistepScheduler_20_2690 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | T-Gate and FP16 | 8.338309 | 29.992279 | 2,689 |
5,886 | SD2.0 | UniPCMultistepScheduler | 25 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"tgate"
] | 1.5 | SD2.0_UniPCMultistepScheduler_25_5886 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | T-Gate | 27.239347 | 32.643745 | 5,885 |
4,865 | SD2.1 | DPMSolverMultistepScheduler | 30 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"modify_scheduler",
"modify_steps",
"fp16"
] | 1.3 | SD2.1_DPMSolverMultistepScheduler_30_4865 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Modify Scheduler, Modify Inference Steps, and FP16 | 32.569826 | 31.916939 | 4,864 |
2,674 | SD1.4 | DPMSolverMultistepScheduler | 20 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"modify_steps"
] | 2.9 | SD1.4_DPMSolverMultistepScheduler_20_2674 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache and Modify Inference Steps | 8.338309 | 29.992279 | 2,673 |
223 | SD1.5 | UniPCMultistepScheduler | 20 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"token_merge",
"fp16"
] | 3 | SD1.5_UniPCMultistepScheduler_20_223 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, Token Merge, and FP16 | 8.462116 | 30.091299 | 222 |
6,875 | SD2.0 | DPMSolverMultistepScheduler | 50 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"token_merge",
"fp16",
"fuse_qkv"
] | 1.7 | SD2.0_DPMSolverMultistepScheduler_50_6875 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache, Token Merge, FP16, and Fuse QKV Projections | 54.517666 | 32.549061 | 6,874 |
5,849 | SD2.0 | UniPCMultistepScheduler | 20 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"token_merge",
"fp16"
] | 3 | SD2.0_UniPCMultistepScheduler_20_5849 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, Token Merge, and FP16 | 22.091942 | 33.260086 | 5,848 |
1,516 | SD1.5 | DDIMScheduler | 25 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"fp16"
] | 1.4 | SD1.5_DDIMScheduler_25_1516 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | FP16 | 10.47229 | 30.09178 | 1,515 |
4,705 | SD2.1 | DPMSolverMultistepScheduler | 25 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"modify_scheduler",
"modify_steps"
] | 1.7 | SD2.1_DPMSolverMultistepScheduler_25_4705 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Modify Scheduler and Modify Inference Steps | 27.212097 | 31.867479 | 4,704 |
4,653 | SD2.1 | DPMSolverMultistepScheduler | 25 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"modify_scheduler"
] | 1.3 | SD2.1_DPMSolverMultistepScheduler_25_4653 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Modify Scheduler | 27.212097 | 31.867479 | 4,652 |
3,613 | SD1.4 | DDIMScheduler | 30 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"modify_scheduler",
"modify_steps",
"fp16"
] | 1.3 | SD1.4_DDIMScheduler_30_3613 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Modify Scheduler, Modify Inference Steps, and FP16 | 12.238077 | 29.727682 | 3,612 |
2,228 | SD1.4 | UniPCMultistepScheduler | 25 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"token_merge",
"fp16",
"fuse_qkv"
] | 2.2 | SD1.4_UniPCMultistepScheduler_25_2228 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Token Merge, FP16, and Fuse QKV Projections | 10.330835 | 30.294966 | 2,227 |
836 | SD1.5 | DPMSolverMultistepScheduler | 20 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"fp16",
"fuse_qkv"
] | 3.2 | SD1.5_DPMSolverMultistepScheduler_20_836 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache, FP16, and Fuse QKV Projections | 8.322318 | 30.059095 | 835 |
5,544 | SD2.1 | DDIMScheduler | 50 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"fuse_qkv"
] | 2.5 | SD2.1_DDIMScheduler_50_5544 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache and Fuse QKV Projections | 53.549354 | 31.97879 | 5,543 |
1,282 | SD1.5 | DDIMScheduler | 15 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"modify_steps"
] | 1.5 | SD1.5_DDIMScheduler_15_1282 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Modify Inference Steps | 6.401294 | 29.366573 | 1,281 |
2,583 | SD1.4 | DPMSolverMultistepScheduler | 15 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"modify_scheduler",
"fp16"
] | 1.3 | SD1.4_DPMSolverMultistepScheduler_15_2583 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Modify Scheduler and FP16 | 6.371175 | 29.827806 | 2,582 |
2,305 | SD1.4 | UniPCMultistepScheduler | 30 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"token_merge",
"fp16"
] | 1.9 | SD1.4_UniPCMultistepScheduler_30_2305 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Token Merge and FP16 | 12.281943 | 29.943199 | 2,304 |
4,072 | SD2.1 | UniPCMultistepScheduler | 25 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"fp16",
"fuse_qkv"
] | 1.6 | SD2.1_UniPCMultistepScheduler_25_4072 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | FP16 and Fuse QKV Projections | 27.995959 | 31.903229 | 4,071 |
4,747 | SD2.1 | DPMSolverMultistepScheduler | 25 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"token_merge",
"fp16",
"fuse_qkv"
] | 1.7 | SD2.1_DPMSolverMultistepScheduler_25_4747 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache, Token Merge, FP16, and Fuse QKV Projections | 27.212097 | 31.867479 | 4,746 |
6,484 | SD2.0 | DPMSolverMultistepScheduler | 20 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"tgate",
"fp16",
"fuse_qkv"
] | 1.3 | SD2.0_DPMSolverMultistepScheduler_20_6484 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | T-Gate, FP16, and Fuse QKV Projections | 22.05487 | 32.635521 | 6,483 |
1,003 | SD1.5 | DPMSolverMultistepScheduler | 30 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache"
] | 2.3 | SD1.5_DPMSolverMultistepScheduler_30_1003 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache | 12.234066 | 30.233316 | 1,002 |
7,005 | SD2.0 | DDIMScheduler | 20 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache"
] | 2.3 | SD2.0_DDIMScheduler_20_7005 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache | 21.973401 | 31.748056 | 7,004 |
4,158 | SD2.1 | UniPCMultistepScheduler | 30 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"modify_steps"
] | 1.5 | SD2.1_UniPCMultistepScheduler_30_4158 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Modify Inference Steps | 32.505791 | 31.954109 | 4,157 |
6,076 | SD2.0 | UniPCMultistepScheduler | 30 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"modify_scheduler",
"modify_steps"
] | 1.7 | SD2.0_UniPCMultistepScheduler_30_6076 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Modify Scheduler and Modify Inference Steps | 32.481293 | 32.455551 | 6,075 |
5,386 | SD2.1 | DDIMScheduler | 30 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"tgate"
] | 1.5 | SD2.1_DDIMScheduler_30_5386 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | T-Gate | 32.970412 | 31.280704 | 5,385 |
7,199 | SD2.0 | DDIMScheduler | 25 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"fp16",
"fuse_qkv"
] | 1.6 | SD2.0_DDIMScheduler_25_7199 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | FP16 and Fuse QKV Projections | 27.696526 | 32.453781 | 7,198 |
1,401 | SD1.5 | DDIMScheduler | 20 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"modify_scheduler"
] | 1.3 | SD1.5_DDIMScheduler_20_1401 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Modify Scheduler | 8.366208 | 30.208422 | 1,400 |
2,207 | SD1.4 | UniPCMultistepScheduler | 25 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"modify_scheduler",
"fp16"
] | 1.3 | SD1.4_UniPCMultistepScheduler_25_2207 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Modify Scheduler and FP16 | 10.330835 | 30.294966 | 2,206 |
7,184 | SD2.0 | DDIMScheduler | 25 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"token_merge",
"fuse_qkv"
] | 1.4 | SD2.0_DDIMScheduler_25_7184 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Token Merge and Fuse QKV Projections | 27.696526 | 32.453781 | 7,183 |
5,118 | SD2.1 | DDIMScheduler | 15 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"fp16",
"fuse_qkv",
"modify_steps"
] | 1.7 | SD2.1_DDIMScheduler_15_5118 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, FP16, Fuse QKV Projections, and Modify Inference Steps | 16.908809 | 31.402391 | 5,117 |
3,007 | SD1.4 | DPMSolverMultistepScheduler | 50 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"token_merge"
] | 1.5 | SD1.4_DPMSolverMultistepScheduler_50_3007 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Token Merge | 20.429512 | 30.244041 | 3,006 |
1,872 | SD1.5 | DDIMScheduler | 50 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"token_merge",
"fp16",
"fuse_qkv"
] | 1.7 | SD1.5_DDIMScheduler_50_1872 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, Token Merge, FP16, and Fuse QKV Projections | 20.61608 | 29.861729 | 1,871 |
3,378 | SD1.4 | DDIMScheduler | 25 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache"
] | 2.3 | SD1.4_DDIMScheduler_25_3378 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache | 10.32053 | 30.040825 | 3,377 |
4,363 | SD2.1 | UniPCMultistepScheduler | 50 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"modify_scheduler",
"modify_steps",
"fp16"
] | 1.3 | SD2.1_UniPCMultistepScheduler_50_4363 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Modify Scheduler, Modify Inference Steps, and FP16 | 53.357975 | 31.472744 | 4,362 |
5,024 | SD2.1 | DDIMScheduler | 15 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"fuse_qkv"
] | 1.2 | SD2.1_DDIMScheduler_15_5024 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Fuse QKV Projections | 16.908809 | 31.402391 | 5,023 |
5,839 | SD2.0 | UniPCMultistepScheduler | 20 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"fp16",
"fuse_qkv"
] | 3.2 | SD2.0_UniPCMultistepScheduler_20_5839 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, FP16, and Fuse QKV Projections | 22.091942 | 33.260086 | 5,838 |
5,720 | SD2.0 | UniPCMultistepScheduler | 15 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"fp16",
"modify_steps"
] | 3.4 | SD2.0_UniPCMultistepScheduler_15_5720 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, FP16, and Modify Inference Steps | 16.96001 | 32.388554 | 5,719 |
5,651 | SD2.0 | UniPCMultistepScheduler | 15 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"modify_scheduler"
] | 1.3 | SD2.0_UniPCMultistepScheduler_15_5651 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Modify Scheduler | 16.96001 | 32.388554 | 5,650 |
3,334 | SD1.4 | DDIMScheduler | 20 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"modify_scheduler",
"fp16"
] | 1.3 | SD1.4_DDIMScheduler_20_3334 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Modify Scheduler and FP16 | 8.560419 | 29.711561 | 3,333 |
5,496 | SD2.1 | DDIMScheduler | 30 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"token_merge",
"fp16",
"fuse_qkv"
] | 1.7 | SD2.1_DDIMScheduler_30_5496 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, Token Merge, FP16, and Fuse QKV Projections | 32.970412 | 31.280704 | 5,495 |
469 | SD1.5 | UniPCMultistepScheduler | 30 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"fp16",
"modify_steps"
] | 3.4 | SD1.5_UniPCMultistepScheduler_30_469 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, FP16, and Modify Inference Steps | 12.297354 | 30.034943 | 468 |
4,093 | SD2.1 | UniPCMultistepScheduler | 25 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"fp16",
"modify_steps"
] | 3.4 | SD2.1_UniPCMultistepScheduler_25_4093 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, FP16, and Modify Inference Steps | 27.995959 | 31.903229 | 4,092 |
5,366 | SD2.1 | DDIMScheduler | 25 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"fp16",
"fuse_qkv",
"modify_steps"
] | 1.7 | SD2.1_DDIMScheduler_25_5366 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, FP16, Fuse QKV Projections, and Modify Inference Steps | 27.229133 | 31.341007 | 5,365 |
5,100 | SD2.1 | DDIMScheduler | 15 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"token_merge",
"fp16"
] | 3 | SD2.1_DDIMScheduler_15_5100 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, Token Merge, and FP16 | 16.908809 | 31.402391 | 5,099 |
5,846 | SD2.0 | UniPCMultistepScheduler | 20 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"token_merge",
"fp16"
] | 3 | SD2.0_UniPCMultistepScheduler_20_5846 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, Token Merge, and FP16 | 22.091942 | 33.260086 | 5,845 |
5,913 | SD2.0 | UniPCMultistepScheduler | 25 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"fp16"
] | 2.8 | SD2.0_UniPCMultistepScheduler_25_5913 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache and FP16 | 27.239347 | 32.643745 | 5,912 |
6,705 | SD2.0 | DPMSolverMultistepScheduler | 30 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"modify_scheduler",
"modify_steps"
] | 1.7 | SD2.0_DPMSolverMultistepScheduler_30_6705 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Modify Scheduler and Modify Inference Steps | 32.701686 | 32.313618 | 6,704 |
2,169 | SD1.4 | UniPCMultistepScheduler | 25 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"fuse_qkv"
] | 2.5 | SD1.4_UniPCMultistepScheduler_25_2169 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache and Fuse QKV Projections | 10.330835 | 30.294966 | 2,168 |
5,408 | SD2.1 | DDIMScheduler | 30 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"modify_steps"
] | 1.5 | SD2.1_DDIMScheduler_30_5408 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Modify Inference Steps | 32.970412 | 31.280704 | 5,407 |
3,232 | SD1.4 | DDIMScheduler | 15 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"tgate",
"fp16",
"fuse_qkv"
] | 1.3 | SD1.4_DDIMScheduler_15_3232 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | T-Gate, FP16, and Fuse QKV Projections | 6.386446 | 29.881004 | 3,231 |
2,663 | SD1.4 | DPMSolverMultistepScheduler | 20 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"fp16"
] | 2.8 | SD1.4_DPMSolverMultistepScheduler_20_2663 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache and FP16 | 8.338309 | 29.992279 | 2,662 |
6,220 | SD2.0 | UniPCMultistepScheduler | 50 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"deepcache",
"fp16",
"modify_steps"
] | 3.4 | SD2.0_UniPCMultistepScheduler_50_6220 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, FP16, and Modify Inference Steps | 53.39776 | 32.486603 | 6,219 |
2,826 | SD1.4 | DPMSolverMultistepScheduler | 25 |
You are an expert Python developer specializing in machine learning code writing.
- Think step by step
- Give the final code surrounded with ```python ```at the end of your response
- Use Python 3.8+ compatible syntax
- Ensure proper code formatting and indentation
- Include necessary imports but avoid unused librari... | [
"modify_scheduler",
"modify_steps"
] | 1.7 | SD1.4_DPMSolverMultistepScheduler_25_2826 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Modify Scheduler and Modify Inference Steps | 10.339349 | 29.646402 | 2,825 |
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