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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
5,832 | 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... | [
"modify_scheduler",
"fp16"
] | 1.3 | SD2.0_UniPCMultistepScheduler_20_5832 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Modify Scheduler and FP16 | 22.091942 | 33.260086 | 5,831 |
1,088 | 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",
"fp16",
"fuse_qkv"
] | 3.2 | SD1.5_DPMSolverMultistepScheduler_30_1088 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache, FP16, and Fuse QKV Projections | 12.234066 | 30.233316 | 1,087 |
5,378 | 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_5378 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache | 32.970412 | 31.280704 | 5,377 |
4,127 | 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... | [
"deepcache"
] | 2.3 | SD2.1_UniPCMultistepScheduler_30_4127 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache | 32.505791 | 31.954109 | 4,126 |
3,857 | 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... | [
"tgate",
"fp16",
"fuse_qkv"
] | 1.3 | SD2.1_UniPCMultistepScheduler_15_3857 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | T-Gate, FP16, and Fuse QKV Projections | 16.978691 | 31.805943 | 3,856 |
6,373 | SD2.0 | 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... | [
"deepcache",
"token_merge",
"fp16",
"fuse_qkv"
] | 1.7 | SD2.0_DPMSolverMultistepScheduler_15_6373 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache, Token Merge, FP16, and Fuse QKV Projections | 17.029266 | 32.395187 | 6,372 |
5,672 | 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",
"modify_steps"
] | 2.9 | SD2.0_UniPCMultistepScheduler_15_5672 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache and Modify Inference Steps | 16.96001 | 32.388554 | 5,671 |
7,494 | 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",
"fp16",
"fuse_qkv",
"modify_steps"
] | 1.7 | SD2.0_DDIMScheduler_50_7494 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, FP16, Fuse QKV Projections, and Modify Inference Steps | 53.227768 | 32.747295 | 7,493 |
1,085 | 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",
"fp16"
] | 1.3 | SD1.5_DPMSolverMultistepScheduler_30_1085 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Modify Scheduler and FP16 | 12.234066 | 30.233316 | 1,084 |
7,358 | SD2.0 | 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",
"fp16",
"fuse_qkv"
] | 1.3 | SD2.0_DDIMScheduler_30_7358 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | T-Gate, FP16, and Fuse QKV Projections | 32.440876 | 32.184414 | 7,357 |
2,524 | 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... | [
"fuse_qkv"
] | 1.2 | SD1.4_DPMSolverMultistepScheduler_15_2524 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Fuse QKV Projections | 6.371175 | 29.827806 | 2,523 |
4,923 | 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",
"modify_steps"
] | 2.9 | SD2.1_DPMSolverMultistepScheduler_50_4923 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache and Modify Inference Steps | 54.561486 | 32.135975 | 4,922 |
7,482 | 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... | [
"tgate",
"fp16",
"fuse_qkv"
] | 1.3 | SD2.0_DDIMScheduler_50_7482 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | T-Gate, FP16, and Fuse QKV Projections | 53.227768 | 32.747295 | 7,481 |
2,192 | 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... | [
"tgate",
"fuse_qkv"
] | 1.4 | SD1.4_UniPCMultistepScheduler_25_2192 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | T-Gate and Fuse QKV Projections | 10.330835 | 30.294966 | 2,191 |
3,474 | 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",
"token_merge",
"fp16"
] | 3 | SD1.4_DDIMScheduler_25_3474 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, Token Merge, and FP16 | 10.32053 | 30.040825 | 3,473 |
2,134 | 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"
] | 1.5 | SD1.4_UniPCMultistepScheduler_25_2134 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Token Merge | 10.330835 | 30.294966 | 2,133 |
3,013 | 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... | [
"tgate"
] | 1.5 | SD1.4_DPMSolverMultistepScheduler_50_3013 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | T-Gate | 20.429512 | 30.244041 | 3,012 |
2,226 | 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_2226 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Token Merge, FP16, and Fuse QKV Projections | 10.330835 | 30.294966 | 2,225 |
2,288 | 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",
"fp16"
] | 2.8 | SD1.4_UniPCMultistepScheduler_30_2288 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache and FP16 | 12.281943 | 29.943199 | 2,287 |
168 | 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",
"fuse_qkv"
] | 2.5 | SD1.5_UniPCMultistepScheduler_20_168 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache and Fuse QKV Projections | 8.462116 | 30.091299 | 167 |
3,835 | 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... | [
"modify_scheduler",
"fp16"
] | 1.3 | SD2.1_UniPCMultistepScheduler_15_3835 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Modify Scheduler and FP16 | 16.978691 | 31.805943 | 3,834 |
4,624 | 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... | [
"deepcache",
"token_merge",
"fp16",
"fuse_qkv"
] | 1.7 | SD2.1_DPMSolverMultistepScheduler_20_4624 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache, Token Merge, FP16, and Fuse QKV Projections | 22.452088 | 31.849192 | 4,623 |
1,729 | 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... | [
"token_merge",
"fp16",
"fuse_qkv"
] | 2.2 | SD1.5_DDIMScheduler_30_1729 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Token Merge, FP16, and Fuse QKV Projections | 12.284244 | 29.603943 | 1,728 |
7,379 | 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"
] | 2.3 | SD2.0_DDIMScheduler_50_7379 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache | 53.227768 | 32.747295 | 7,378 |
2,346 | 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",
"token_merge",
"fp16"
] | 3 | SD1.4_UniPCMultistepScheduler_30_2346 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, Token Merge, and FP16 | 12.281943 | 29.943199 | 2,345 |
6,679 | 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... | [
"token_merge",
"fp16"
] | 1.9 | SD2.0_DPMSolverMultistepScheduler_30_6679 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Token Merge and FP16 | 32.701686 | 32.313618 | 6,678 |
6,093 | 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... | [
"deepcache",
"fp16",
"modify_steps"
] | 3.4 | SD2.0_UniPCMultistepScheduler_30_6093 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, FP16, and Modify Inference Steps | 32.481293 | 32.455551 | 6,092 |
1,323 | 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... | [
"fp16",
"fuse_qkv"
] | 1.6 | SD1.5_DDIMScheduler_15_1323 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | FP16 and Fuse QKV Projections | 6.401294 | 29.366573 | 1,322 |
6,189 | 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... | [
"tgate",
"fp16"
] | 1.8 | SD2.0_UniPCMultistepScheduler_50_6189 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | T-Gate and FP16 | 53.39776 | 32.486603 | 6,188 |
6,961 | 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"
] | 3.2 | SD2.0_DDIMScheduler_15_6961 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, FP16, and Fuse QKV Projections | 16.819572 | 31.460934 | 6,960 |
4,354 | 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... | [
"token_merge",
"fp16",
"fuse_qkv"
] | 2.2 | SD2.1_UniPCMultistepScheduler_50_4354 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Token Merge, FP16, and Fuse QKV Projections | 53.357975 | 31.472744 | 4,353 |
6,470 | 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... | [
"deepcache",
"fp16",
"modify_steps"
] | 3.4 | SD2.0_DPMSolverMultistepScheduler_20_6470 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache, FP16, and Modify Inference Steps | 22.05487 | 32.635521 | 6,469 |
4,026 | 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... | [
"modify_scheduler"
] | 1.3 | SD2.1_UniPCMultistepScheduler_25_4026 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Modify Scheduler | 27.995959 | 31.903229 | 4,025 |
7,478 | 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... | [
"token_merge",
"fp16",
"fuse_qkv"
] | 2.2 | SD2.0_DDIMScheduler_50_7478 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Token Merge, FP16, and Fuse QKV Projections | 53.227768 | 32.747295 | 7,477 |
4,353 | 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... | [
"token_merge",
"fp16",
"fuse_qkv"
] | 2.2 | SD2.1_UniPCMultistepScheduler_50_4353 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Token Merge, FP16, and Fuse QKV Projections | 53.357975 | 31.472744 | 4,352 |
2,120 | 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... | [
"deepcache",
"fp16",
"fuse_qkv",
"modify_steps"
] | 1.7 | SD1.4_UniPCMultistepScheduler_20_2120 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, FP16, Fuse QKV Projections, and Modify Inference Steps | 8.358727 | 30.0214 | 2,119 |
5,502 | 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"
] | 2.3 | SD2.1_DDIMScheduler_50_5502 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache | 53.549354 | 31.97879 | 5,501 |
1,415 | 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... | [
"deepcache",
"fp16"
] | 2.8 | SD1.5_DDIMScheduler_20_1415 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache and FP16 | 8.366208 | 30.208422 | 1,414 |
3,039 | 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... | [
"deepcache",
"fp16"
] | 2.8 | SD1.4_DPMSolverMultistepScheduler_50_3039 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache and FP16 | 20.429512 | 30.244041 | 3,038 |
2,938 | 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... | [
"tgate",
"fp16"
] | 1.8 | SD1.4_DPMSolverMultistepScheduler_30_2938 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | T-Gate and FP16 | 12.196725 | 30.224178 | 2,937 |
2,261 | 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... | [
"tgate"
] | 1.5 | SD1.4_UniPCMultistepScheduler_30_2261 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | T-Gate | 12.281943 | 29.943199 | 2,260 |
5,307 | 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... | [
"token_merge",
"fuse_qkv"
] | 1.4 | SD2.1_DDIMScheduler_25_5307 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Token Merge and Fuse QKV Projections | 27.229133 | 31.341007 | 5,306 |
5,569 | 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... | [
"tgate",
"fuse_qkv"
] | 1.4 | SD2.1_DDIMScheduler_50_5569 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | T-Gate and Fuse QKV Projections | 53.549354 | 31.97879 | 5,568 |
512 | SD1.5 | 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... | [
"tgate"
] | 1.5 | SD1.5_UniPCMultistepScheduler_50_512 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | T-Gate | 20.096317 | 29.539167 | 511 |
2,943 | 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... | [
"tgate",
"fuse_qkv"
] | 1.4 | SD1.4_DPMSolverMultistepScheduler_30_2943 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | T-Gate and Fuse QKV Projections | 12.196725 | 30.224178 | 2,942 |
1,035 | 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_steps"
] | 1.5 | SD1.5_DPMSolverMultistepScheduler_30_1035 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Modify Inference Steps | 12.234066 | 30.233316 | 1,034 |
7,134 | 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"
] | 1.5 | SD2.0_DDIMScheduler_25_7134 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Token Merge | 27.696526 | 32.453781 | 7,133 |
5,133 | SD2.1 | 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... | [
"token_merge"
] | 1.5 | SD2.1_DDIMScheduler_20_5133 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Token Merge | 21.946606 | 31.668226 | 5,132 |
2,419 | 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",
"fuse_qkv"
] | 2.5 | SD1.4_UniPCMultistepScheduler_50_2419 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache and Fuse QKV Projections | 20.326275 | 29.873789 | 2,418 |
2,686 | 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_2686 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | T-Gate and FP16 | 8.338309 | 29.992279 | 2,685 |
5,210 | SD2.1 | 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 | SD2.1_DDIMScheduler_20_5210 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Modify Scheduler and FP16 | 21.946606 | 31.668226 | 5,209 |
4,265 | 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... | [
"tgate"
] | 1.5 | SD2.1_UniPCMultistepScheduler_50_4265 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | T-Gate | 53.357975 | 31.472744 | 4,264 |
677 | SD1.5 | 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... | [
"token_merge",
"fp16"
] | 1.9 | SD1.5_DPMSolverMultistepScheduler_15_677 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Token Merge and FP16 | 6.390921 | 30.080959 | 676 |
2,292 | 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",
"fuse_qkv"
] | 2.5 | SD1.4_UniPCMultistepScheduler_30_2292 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache and Fuse QKV Projections | 12.281943 | 29.943199 | 2,291 |
4,751 | 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... | [
"deepcache"
] | 2.3 | SD2.1_DPMSolverMultistepScheduler_30_4751 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache | 32.569826 | 31.916939 | 4,750 |
4,300 | 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... | [
"deepcache",
"modify_steps"
] | 2.9 | SD2.1_UniPCMultistepScheduler_50_4300 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache and Modify Inference Steps | 53.357975 | 31.472744 | 4,299 |
4,625 | 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... | [
"deepcache",
"token_merge",
"fp16",
"fuse_qkv"
] | 1.7 | SD2.1_DPMSolverMultistepScheduler_20_4625 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache, Token Merge, FP16, and Fuse QKV Projections | 22.452088 | 31.849192 | 4,624 |
5,479 | 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... | [
"token_merge",
"fp16",
"fuse_qkv"
] | 2.2 | SD2.1_DDIMScheduler_30_5479 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Token Merge, FP16, and Fuse QKV Projections | 32.970412 | 31.280704 | 5,478 |
7,223 | 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... | [
"deepcache",
"token_merge",
"fp16"
] | 3 | SD2.0_DDIMScheduler_25_7223 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, Token Merge, and FP16 | 27.696526 | 32.453781 | 7,222 |
6,822 | 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... | [
"fp16",
"fuse_qkv"
] | 1.6 | SD2.0_DPMSolverMultistepScheduler_50_6822 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | FP16 and Fuse QKV Projections | 54.517666 | 32.549061 | 6,821 |
5,715 | 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",
"fuse_qkv"
] | 3.2 | SD2.0_UniPCMultistepScheduler_15_5715 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, FP16, and Fuse QKV Projections | 16.96001 | 32.388554 | 5,714 |
4,950 | 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... | [
"fp16",
"fuse_qkv"
] | 1.6 | SD2.1_DPMSolverMultistepScheduler_50_4950 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | FP16 and Fuse QKV Projections | 54.561486 | 32.135975 | 4,949 |
3,371 | 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",
"token_merge",
"fp16",
"fuse_qkv"
] | 1.7 | SD1.4_DDIMScheduler_20_3371 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, Token Merge, FP16, and Fuse QKV Projections | 8.560419 | 29.711561 | 3,370 |
3,251 | 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"
] | 2.3 | SD1.4_DDIMScheduler_20_3251 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache | 8.560419 | 29.711561 | 3,250 |
5,058 | 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... | [
"token_merge",
"fuse_qkv"
] | 1.4 | SD2.1_DDIMScheduler_15_5058 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Token Merge and Fuse QKV Projections | 16.908809 | 31.402391 | 5,057 |
74 | 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",
"fuse_qkv"
] | 1.6 | SD1.5_UniPCMultistepScheduler_15_74 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | FP16 and Fuse QKV Projections | 6.405218 | 30.213705 | 73 |
684 | SD1.5 | 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... | [
"token_merge",
"fuse_qkv"
] | 1.4 | SD1.5_DPMSolverMultistepScheduler_15_684 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Token Merge and Fuse QKV Projections | 6.390921 | 30.080959 | 683 |
1,923 | 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... | [
"deepcache",
"modify_steps"
] | 2.9 | SD1.4_UniPCMultistepScheduler_15_1923 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache and Modify Inference Steps | 6.477924 | 30.252628 | 1,922 |
6,668 | 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... | [
"deepcache",
"fuse_qkv"
] | 2.5 | SD2.0_DPMSolverMultistepScheduler_30_6668 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache and Fuse QKV Projections | 32.701686 | 32.313618 | 6,667 |
5,661 | 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"
] | 2.8 | SD2.0_UniPCMultistepScheduler_15_5661 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache and FP16 | 16.96001 | 32.388554 | 5,660 |
1,863 | 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... | [
"modify_scheduler",
"modify_steps",
"fp16"
] | 1.3 | SD1.5_DDIMScheduler_50_1863 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Modify Scheduler, Modify Inference Steps, and FP16 | 20.61608 | 29.861729 | 1,862 |
5,186 | SD2.1 | 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",
"fp16"
] | 1.8 | SD2.1_DDIMScheduler_20_5186 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | T-Gate and FP16 | 21.946606 | 31.668226 | 5,185 |
707 | SD1.5 | 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 | SD1.5_DPMSolverMultistepScheduler_15_707 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Modify Scheduler and FP16 | 6.390921 | 30.080959 | 706 |
3,542 | 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... | [
"deepcache",
"fuse_qkv"
] | 2.5 | SD1.4_DDIMScheduler_30_3542 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache and Fuse QKV Projections | 12.238077 | 29.727682 | 3,541 |
7,354 | SD2.0 | 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... | [
"token_merge",
"fp16",
"fuse_qkv"
] | 2.2 | SD2.0_DDIMScheduler_30_7354 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Token Merge, FP16, and Fuse QKV Projections | 32.440876 | 32.184414 | 7,353 |
180 | 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... | [
"token_merge",
"fp16"
] | 1.9 | SD1.5_UniPCMultistepScheduler_20_180 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Token Merge and FP16 | 8.462116 | 30.091299 | 179 |
4,225 | 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... | [
"deepcache",
"token_merge",
"fp16"
] | 3 | SD2.1_UniPCMultistepScheduler_30_4225 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, Token Merge, and FP16 | 32.505791 | 31.954109 | 4,224 |
5,963 | 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",
"fuse_qkv"
] | 3.2 | SD2.0_UniPCMultistepScheduler_25_5963 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, FP16, and Fuse QKV Projections | 27.239347 | 32.643745 | 5,962 |
3,383 | 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... | [
"token_merge"
] | 1.5 | SD1.4_DDIMScheduler_25_3383 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Token Merge | 10.32053 | 30.040825 | 3,382 |
5,339 | 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"
] | 3.2 | SD2.1_DDIMScheduler_25_5339 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, FP16, and Fuse QKV Projections | 27.229133 | 31.341007 | 5,338 |
2,165 | 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",
"fp16"
] | 2.8 | SD1.4_UniPCMultistepScheduler_25_2165 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache and FP16 | 10.330835 | 30.294966 | 2,164 |
5,681 | 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... | [
"token_merge",
"fuse_qkv"
] | 1.4 | SD2.0_UniPCMultistepScheduler_15_5681 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Token Merge and Fuse QKV Projections | 16.96001 | 32.388554 | 5,680 |
2,575 | 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",
"fuse_qkv"
] | 1.6 | SD1.4_DPMSolverMultistepScheduler_15_2575 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | FP16 and Fuse QKV Projections | 6.371175 | 29.827806 | 2,574 |
32 | 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... | [
"modify_steps"
] | 1.5 | SD1.5_UniPCMultistepScheduler_15_32 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Modify Inference Steps | 6.405218 | 30.213705 | 31 |
2,317 | 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... | [
"tgate",
"fuse_qkv"
] | 1.4 | SD1.4_UniPCMultistepScheduler_30_2317 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | T-Gate and Fuse QKV Projections | 12.281943 | 29.943199 | 2,316 |
3,986 | 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... | [
"modify_scheduler",
"modify_steps",
"fp16"
] | 1.3 | SD2.1_UniPCMultistepScheduler_20_3986 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Modify Scheduler, Modify Inference Steps, and FP16 | 22.067885 | 31.805704 | 3,985 |
4,240 | 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_scheduler",
"modify_steps",
"fp16"
] | 1.3 | SD2.1_UniPCMultistepScheduler_30_4240 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Modify Scheduler, Modify Inference Steps, and FP16 | 32.505791 | 31.954109 | 4,239 |
4,928 | 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... | [
"token_merge",
"fp16"
] | 1.9 | SD2.1_DPMSolverMultistepScheduler_50_4928 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Token Merge and FP16 | 54.561486 | 32.135975 | 4,927 |
169 | 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",
"fuse_qkv"
] | 2.5 | SD1.5_UniPCMultistepScheduler_20_169 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache and Fuse QKV Projections | 8.462116 | 30.091299 | 168 |
3,693 | 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... | [
"tgate",
"fuse_qkv"
] | 1.4 | SD1.4_DDIMScheduler_50_3693 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | T-Gate and Fuse QKV Projections | 20.066364 | 30.196859 | 3,692 |
1,657 | 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_steps"
] | 1.5 | SD1.5_DDIMScheduler_30_1657 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Modify Inference Steps | 12.284244 | 29.603943 | 1,656 |
5,414 | 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",
"fp16"
] | 2.8 | SD2.1_DDIMScheduler_30_5414 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache and FP16 | 32.970412 | 31.280704 | 5,413 |
3,978 | 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... | [
"token_merge",
"fp16",
"fuse_qkv"
] | 2.2 | SD2.1_UniPCMultistepScheduler_20_3978 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Token Merge, FP16, and Fuse QKV Projections | 22.067885 | 31.805704 | 3,977 |
5,928 | 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... | [
"token_merge",
"fp16"
] | 1.9 | SD2.0_UniPCMultistepScheduler_25_5928 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Token Merge and FP16 | 27.239347 | 32.643745 | 5,927 |
3,961 | 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... | [
"deepcache",
"fp16",
"fuse_qkv"
] | 3.2 | SD2.1_UniPCMultistepScheduler_20_3961 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, FP16, and Fuse QKV Projections | 22.067885 | 31.805704 | 3,960 |
3,143 | 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... | [
"fp16"
] | 1.4 | SD1.4_DDIMScheduler_15_3143 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | FP16 | 6.386446 | 29.881004 | 3,142 |
3,211 | 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... | [
"deepcache",
"fp16",
"fuse_qkv"
] | 3.2 | SD1.4_DDIMScheduler_15_3211 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, FP16, and Fuse QKV Projections | 6.386446 | 29.881004 | 3,210 |
3,615 | 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_3615 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Modify Scheduler, Modify Inference Steps, and FP16 | 12.238077 | 29.727682 | 3,614 |
6,697 | 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... | [
"fp16",
"fuse_qkv"
] | 1.6 | SD2.0_DPMSolverMultistepScheduler_30_6697 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | FP16 and Fuse QKV Projections | 32.701686 | 32.313618 | 6,696 |
6,925 | 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",
"modify_steps"
] | 2.9 | SD2.0_DDIMScheduler_15_6925 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache and Modify Inference Steps | 16.819572 | 31.460934 | 6,924 |
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