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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
6,257 | 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... | [
"token_merge"
] | 1.5 | SD2.0_DPMSolverMultistepScheduler_15_6257 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Token Merge | 17.029266 | 32.395187 | 6,256 |
6,042 | 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",
"fuse_qkv"
] | 2.5 | SD2.0_UniPCMultistepScheduler_30_6042 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache and Fuse QKV Projections | 32.481293 | 32.455551 | 6,041 |
7,493 | 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_7493 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, FP16, Fuse QKV Projections, and Modify Inference Steps | 53.227768 | 32.747295 | 7,492 |
3,759 | 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... | [
"token_merge"
] | 1.5 | SD2.1_UniPCMultistepScheduler_15_3759 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Token Merge | 16.978691 | 31.805943 | 3,758 |
3,280 | 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"
] | 1.3 | SD1.4_DDIMScheduler_20_3280 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Modify Scheduler | 8.560419 | 29.711561 | 3,279 |
2,610 | 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... | [
"tgate",
"fp16",
"fuse_qkv"
] | 1.3 | SD1.4_DPMSolverMultistepScheduler_15_2610 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | T-Gate, FP16, and Fuse QKV Projections | 6.371175 | 29.827806 | 2,609 |
2,127 | 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"
] | 2.3 | SD1.4_UniPCMultistepScheduler_25_2127 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache | 10.330835 | 30.294966 | 2,126 |
266 | 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... | [
"fp16"
] | 1.4 | SD1.5_UniPCMultistepScheduler_25_266 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | FP16 | 10.569559 | 29.822977 | 265 |
1 | 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... | [
"deepcache"
] | 2.3 | SD1.5_UniPCMultistepScheduler_15_1 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache | 6.405218 | 30.213705 | 0 |
4,377 | SD2.1 | 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"
] | 2.3 | SD2.1_DPMSolverMultistepScheduler_15_4377 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache | 17.007784 | 31.898729 | 4,376 |
5,221 | 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... | [
"deepcache",
"token_merge",
"fp16"
] | 3 | SD2.1_DDIMScheduler_20_5221 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, Token Merge, and FP16 | 21.946606 | 31.668226 | 5,220 |
839 | 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_839 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache, FP16, and Fuse QKV Projections | 8.322318 | 30.059095 | 838 |
15 | 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... | [
"tgate"
] | 1.5 | SD1.5_UniPCMultistepScheduler_15_15 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | T-Gate | 6.405218 | 30.213705 | 14 |
7,097 | 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",
"token_merge",
"fp16"
] | 3 | SD2.0_DDIMScheduler_20_7097 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, Token Merge, and FP16 | 21.973401 | 31.748056 | 7,096 |
2,466 | 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",
"fp16",
"modify_steps"
] | 3.4 | SD1.4_UniPCMultistepScheduler_50_2466 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, FP16, and Modify Inference Steps | 20.326275 | 29.873789 | 2,465 |
4,162 | 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",
"fp16"
] | 2.8 | SD2.1_UniPCMultistepScheduler_30_4162 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache and FP16 | 32.505791 | 31.954109 | 4,161 |
9 | 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... | [
"token_merge"
] | 1.5 | SD1.5_UniPCMultistepScheduler_15_9 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Token Merge | 6.405218 | 30.213705 | 8 |
3,913 | 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"
] | 2.8 | SD2.1_UniPCMultistepScheduler_20_3913 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache and FP16 | 22.067885 | 31.805704 | 3,912 |
1,040 | 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"
] | 2.8 | SD1.5_DPMSolverMultistepScheduler_30_1040 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache and FP16 | 12.234066 | 30.233316 | 1,039 |
6,258 | 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... | [
"token_merge"
] | 1.5 | SD2.0_DPMSolverMultistepScheduler_15_6258 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Token Merge | 17.029266 | 32.395187 | 6,257 |
6,671 | 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",
"modify_steps"
] | 2.9 | SD2.0_DPMSolverMultistepScheduler_30_6671 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache and Modify Inference Steps | 32.701686 | 32.313618 | 6,670 |
5,458 | 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_scheduler",
"fp16"
] | 1.3 | SD2.1_DDIMScheduler_30_5458 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Modify Scheduler and FP16 | 32.970412 | 31.280704 | 5,457 |
2,859 | 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... | [
"tgate",
"fp16",
"fuse_qkv"
] | 1.3 | SD1.4_DPMSolverMultistepScheduler_25_2859 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | T-Gate, FP16, and Fuse QKV Projections | 10.339349 | 29.646402 | 2,858 |
4,963 | 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",
"fp16",
"fuse_qkv"
] | 3.2 | SD2.1_DPMSolverMultistepScheduler_50_4963 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache, FP16, and Fuse QKV Projections | 54.561486 | 32.135975 | 4,962 |
340 | 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... | [
"deepcache",
"fp16",
"fuse_qkv"
] | 3.2 | SD1.5_UniPCMultistepScheduler_25_340 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, FP16, and Fuse QKV Projections | 10.569559 | 29.822977 | 339 |
122 | 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... | [
"deepcache",
"token_merge",
"fp16",
"fuse_qkv"
] | 1.7 | SD1.5_UniPCMultistepScheduler_15_122 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, Token Merge, FP16, and Fuse QKV Projections | 6.405218 | 30.213705 | 121 |
1,865 | 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_1865 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Modify Scheduler, Modify Inference Steps, and FP16 | 20.61608 | 29.861729 | 1,864 |
4,718 | 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",
"modify_steps"
] | 3.4 | SD2.1_DPMSolverMultistepScheduler_25_4718 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache, FP16, and Modify Inference Steps | 27.212097 | 31.867479 | 4,717 |
1,091 | 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",
"modify_steps"
] | 3.4 | SD1.5_DPMSolverMultistepScheduler_30_1091 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache, FP16, and Modify Inference Steps | 12.234066 | 30.233316 | 1,090 |
2,928 | 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... | [
"token_merge",
"fp16"
] | 1.9 | SD1.4_DPMSolverMultistepScheduler_30_2928 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Token Merge and FP16 | 12.196725 | 30.224178 | 2,927 |
1,784 | 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_steps"
] | 1.5 | SD1.5_DDIMScheduler_50_1784 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Modify Inference Steps | 20.61608 | 29.861729 | 1,783 |
623 | 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... | [
"deepcache",
"token_merge",
"fp16",
"fuse_qkv"
] | 1.7 | SD1.5_UniPCMultistepScheduler_50_623 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, Token Merge, FP16, and Fuse QKV Projections | 20.096317 | 29.539167 | 622 |
7,424 | 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",
"modify_steps"
] | 2.9 | SD2.0_DDIMScheduler_50_7424 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache and Modify Inference Steps | 53.227768 | 32.747295 | 7,423 |
3,090 | 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",
"fuse_qkv"
] | 3.2 | SD1.4_DPMSolverMultistepScheduler_50_3090 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache, FP16, and Fuse QKV Projections | 20.429512 | 30.244041 | 3,089 |
3,969 | 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",
"modify_steps"
] | 3.4 | SD2.1_UniPCMultistepScheduler_20_3969 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, FP16, and Modify Inference Steps | 22.067885 | 31.805704 | 3,968 |
4,292 | 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",
"fuse_qkv"
] | 2.5 | SD2.1_UniPCMultistepScheduler_50_4292 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache and Fuse QKV Projections | 53.357975 | 31.472744 | 4,291 |
7,235 | 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... | [
"tgate",
"fp16",
"fuse_qkv"
] | 1.3 | SD2.0_DDIMScheduler_25_7235 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | T-Gate, FP16, and Fuse QKV Projections | 27.696526 | 32.453781 | 7,234 |
2,158 | 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_steps"
] | 1.5 | SD1.4_UniPCMultistepScheduler_25_2158 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Modify Inference Steps | 10.330835 | 30.294966 | 2,157 |
7,095 | 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",
"fp16",
"modify_steps"
] | 3.4 | SD2.0_DDIMScheduler_20_7095 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, FP16, and Modify Inference Steps | 21.973401 | 31.748056 | 7,094 |
890 | 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... | [
"tgate"
] | 1.5 | SD1.5_DPMSolverMultistepScheduler_25_890 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | T-Gate | 10.255099 | 30.186361 | 889 |
5,287 | 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"
] | 2.8 | SD2.1_DDIMScheduler_25_5287 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache and FP16 | 27.229133 | 31.341007 | 5,286 |
5,235 | 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",
"fuse_qkv"
] | 1.3 | SD2.1_DDIMScheduler_20_5235 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | T-Gate, FP16, and Fuse QKV Projections | 21.946606 | 31.668226 | 5,234 |
3,893 | 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... | [
"fp16"
] | 1.4 | SD2.1_UniPCMultistepScheduler_20_3893 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | FP16 | 22.067885 | 31.805704 | 3,892 |
197 | 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... | [
"fp16",
"fuse_qkv"
] | 1.6 | SD1.5_UniPCMultistepScheduler_20_197 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | FP16 and Fuse QKV Projections | 8.462116 | 30.091299 | 196 |
4,255 | 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"
] | 2.3 | SD2.1_UniPCMultistepScheduler_50_4255 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache | 53.357975 | 31.472744 | 4,254 |
5,396 | 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... | [
"fuse_qkv"
] | 1.2 | SD2.1_DDIMScheduler_30_5396 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Fuse QKV Projections | 32.970412 | 31.280704 | 5,395 |
7,202 | 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... | [
"modify_scheduler",
"modify_steps"
] | 1.7 | SD2.0_DDIMScheduler_25_7202 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Modify Scheduler and Modify Inference Steps | 27.696526 | 32.453781 | 7,201 |
6,762 | 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"
] | 1.5 | SD2.0_DPMSolverMultistepScheduler_50_6762 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | T-Gate | 54.517666 | 32.549061 | 6,761 |
4,360 | 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",
"fp16",
"fuse_qkv"
] | 1.3 | SD2.1_UniPCMultistepScheduler_50_4360 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | T-Gate, FP16, and Fuse QKV Projections | 53.357975 | 31.472744 | 4,359 |
433 | 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... | [
"token_merge",
"fuse_qkv"
] | 1.4 | SD1.5_UniPCMultistepScheduler_30_433 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Token Merge and Fuse QKV Projections | 12.297354 | 30.034943 | 432 |
2,500 | 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",
"token_merge",
"fp16",
"fuse_qkv"
] | 1.7 | SD1.4_UniPCMultistepScheduler_50_2500 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, Token Merge, FP16, and Fuse QKV Projections | 20.326275 | 29.873789 | 2,499 |
2,628 | 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"
] | 2.3 | SD1.4_DPMSolverMultistepScheduler_20_2628 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache | 8.338309 | 29.992279 | 2,627 |
6,094 | 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_6094 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, FP16, and Modify Inference Steps | 32.481293 | 32.455551 | 6,093 |
3,661 | 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"
] | 2.8 | SD1.4_DDIMScheduler_50_3661 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache and FP16 | 20.066364 | 30.196859 | 3,660 |
1,109 | 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... | [
"tgate",
"fp16",
"fuse_qkv"
] | 1.3 | SD1.5_DPMSolverMultistepScheduler_30_1109 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | T-Gate, FP16, and Fuse QKV Projections | 12.234066 | 30.233316 | 1,108 |
5,260 | 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"
] | 1.5 | SD2.1_DDIMScheduler_25_5260 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Token Merge | 27.229133 | 31.341007 | 5,259 |
1,922 | 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_1922 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache and Modify Inference Steps | 6.477924 | 30.252628 | 1,921 |
6,971 | 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",
"token_merge",
"fp16"
] | 3 | SD2.0_DDIMScheduler_15_6971 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, Token Merge, and FP16 | 16.819572 | 31.460934 | 6,970 |
4,960 | 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... | [
"modify_scheduler",
"fp16"
] | 1.3 | SD2.1_DPMSolverMultistepScheduler_50_4960 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Modify Scheduler and FP16 | 54.561486 | 32.135975 | 4,959 |
1,376 | 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"
] | 2.3 | SD1.5_DDIMScheduler_20_1376 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache | 8.366208 | 30.208422 | 1,375 |
1,196 | 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... | [
"fp16",
"fuse_qkv"
] | 1.6 | SD1.5_DPMSolverMultistepScheduler_50_1196 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | FP16 and Fuse QKV Projections | 20.173961 | 29.479383 | 1,195 |
5,636 | 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... | [
"tgate"
] | 1.5 | SD2.0_UniPCMultistepScheduler_15_5636 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | T-Gate | 16.96001 | 32.388554 | 5,635 |
605 | 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... | [
"token_merge",
"fp16",
"fuse_qkv"
] | 2.2 | SD1.5_UniPCMultistepScheduler_50_605 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Token Merge, FP16, and Fuse QKV Projections | 20.096317 | 29.539167 | 604 |
2,304 | 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_2304 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Token Merge and FP16 | 12.281943 | 29.943199 | 2,303 |
1,719 | 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",
"fp16",
"modify_steps"
] | 3.4 | SD1.5_DDIMScheduler_30_1719 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, FP16, and Modify Inference Steps | 12.284244 | 29.603943 | 1,718 |
1,220 | 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... | [
"deepcache",
"fp16",
"modify_steps"
] | 3.4 | SD1.5_DPMSolverMultistepScheduler_50_1220 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache, FP16, and Modify Inference Steps | 20.173961 | 29.479383 | 1,219 |
4,428 | SD2.1 | 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 | SD2.1_DPMSolverMultistepScheduler_15_4428 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Token Merge and FP16 | 17.007784 | 31.898729 | 4,427 |
7,116 | 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",
"fp16",
"fuse_qkv",
"modify_steps"
] | 1.7 | SD2.0_DDIMScheduler_20_7116 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, FP16, Fuse QKV Projections, and Modify Inference Steps | 21.973401 | 31.748056 | 7,115 |
6,434 | 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... | [
"token_merge",
"fuse_qkv"
] | 1.4 | SD2.0_DPMSolverMultistepScheduler_20_6434 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Token Merge and Fuse QKV Projections | 22.05487 | 32.635521 | 6,433 |
4,787 | 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",
"fp16"
] | 2.8 | SD2.1_DPMSolverMultistepScheduler_30_4787 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache and FP16 | 32.569826 | 31.916939 | 4,786 |
5,002 | 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"
] | 2.3 | SD2.1_DDIMScheduler_15_5002 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache | 16.908809 | 31.402391 | 5,001 |
4,835 | 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",
"fp16"
] | 1.3 | SD2.1_DPMSolverMultistepScheduler_30_4835 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Modify Scheduler and FP16 | 32.569826 | 31.916939 | 4,834 |
5,471 | 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"
] | 3 | SD2.1_DDIMScheduler_30_5471 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, Token Merge, and FP16 | 32.970412 | 31.280704 | 5,470 |
1,159 | 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... | [
"modify_steps"
] | 1.5 | SD1.5_DPMSolverMultistepScheduler_50_1159 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Modify Inference Steps | 20.173961 | 29.479383 | 1,158 |
4,488 | SD2.1 | 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",
"modify_steps",
"fp16"
] | 1.3 | SD2.1_DPMSolverMultistepScheduler_15_4488 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Modify Scheduler, Modify Inference Steps, and FP16 | 17.007784 | 31.898729 | 4,487 |
3,429 | 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",
"fp16"
] | 1.9 | SD1.4_DDIMScheduler_25_3429 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Token Merge and FP16 | 10.32053 | 30.040825 | 3,428 |
5,888 | 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_5888 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | T-Gate | 27.239347 | 32.643745 | 5,887 |
7,269 | 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... | [
"fp16"
] | 1.4 | SD2.0_DDIMScheduler_30_7269 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | FP16 | 32.440876 | 32.184414 | 7,268 |
2,222 | 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",
"token_merge",
"fp16"
] | 3 | SD1.4_UniPCMultistepScheduler_25_2222 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, Token Merge, and FP16 | 10.330835 | 30.294966 | 2,221 |
4,099 | 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",
"token_merge",
"fp16"
] | 3 | SD2.1_UniPCMultistepScheduler_25_4099 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, Token Merge, and FP16 | 27.995959 | 31.903229 | 4,098 |
7,263 | 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"
] | 1.5 | SD2.0_DDIMScheduler_30_7263 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | T-Gate | 32.440876 | 32.184414 | 7,262 |
2,993 | 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",
"fuse_qkv",
"modify_steps"
] | 1.7 | SD1.4_DPMSolverMultistepScheduler_30_2993 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache, FP16, Fuse QKV Projections, and Modify Inference Steps | 12.196725 | 30.224178 | 2,992 |
1,916 | 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",
"fuse_qkv"
] | 2.5 | SD1.4_UniPCMultistepScheduler_15_1916 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache and Fuse QKV Projections | 6.477924 | 30.252628 | 1,915 |
7,376 | 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_7376 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache | 53.227768 | 32.747295 | 7,375 |
1,439 | 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",
"fp16"
] | 1.8 | SD1.5_DDIMScheduler_20_1439 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | T-Gate and FP16 | 8.366208 | 30.208422 | 1,438 |
905 | 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... | [
"modify_scheduler"
] | 1.3 | SD1.5_DPMSolverMultistepScheduler_25_905 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Modify Scheduler | 10.255099 | 30.186361 | 904 |
7,035 | 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... | [
"modify_steps"
] | 1.5 | SD2.0_DDIMScheduler_20_7035 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Modify Inference Steps | 21.973401 | 31.748056 | 7,034 |
2,459 | 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... | [
"modify_scheduler",
"fp16"
] | 1.3 | SD1.4_UniPCMultistepScheduler_50_2459 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Modify Scheduler and FP16 | 20.326275 | 29.873789 | 2,458 |
4,307 | 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",
"fuse_qkv"
] | 1.4 | SD2.1_UniPCMultistepScheduler_50_4307 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Token Merge and Fuse QKV Projections | 53.357975 | 31.472744 | 4,306 |
3,906 | 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_steps"
] | 1.5 | SD2.1_UniPCMultistepScheduler_20_3906 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Modify Inference Steps | 22.067885 | 31.805704 | 3,905 |
3,881 | 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"
] | 1.5 | SD2.1_UniPCMultistepScheduler_20_3881 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Token Merge | 22.067885 | 31.805704 | 3,880 |
3,769 | 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_3769 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | FP16 | 16.978691 | 31.805943 | 3,768 |
5,961 | 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_5961 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, FP16, and Fuse QKV Projections | 27.239347 | 32.643745 | 5,960 |
4,547 | 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",
"modify_steps"
] | 2.9 | SD2.1_DPMSolverMultistepScheduler_20_4547 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache and Modify Inference Steps | 22.452088 | 31.849192 | 4,546 |
3,072 | 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... | [
"fp16",
"fuse_qkv"
] | 1.6 | SD1.4_DPMSolverMultistepScheduler_50_3072 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | FP16 and Fuse QKV Projections | 20.429512 | 30.244041 | 3,071 |
4,990 | 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... | [
"modify_scheduler",
"modify_steps",
"fp16"
] | 1.3 | SD2.1_DPMSolverMultistepScheduler_50_4990 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Modify Scheduler, Modify Inference Steps, and FP16 | 54.561486 | 32.135975 | 4,989 |
6,278 | 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... | [
"modify_scheduler"
] | 1.3 | SD2.0_DPMSolverMultistepScheduler_15_6278 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Modify Scheduler | 17.029266 | 32.395187 | 6,277 |
3,397 | 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... | [
"fuse_qkv"
] | 1.2 | SD1.4_DDIMScheduler_25_3397 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Fuse QKV Projections | 10.32053 | 30.040825 | 3,396 |
1,972 | 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",
"token_merge",
"fp16"
] | 3 | SD1.4_UniPCMultistepScheduler_15_1972 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, Token Merge, and FP16 | 6.477924 | 30.252628 | 1,971 |
4,406 | SD2.1 | 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_steps"
] | 1.5 | SD2.1_DPMSolverMultistepScheduler_15_4406 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Modify Inference Steps | 17.007784 | 31.898729 | 4,405 |
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