id int64 1 7.5k | model_name stringclasses 4
values | scheduler stringclasses 3
values | steps int64 15 50 | prompt stringlengths 3.33k 3.48k | 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
66 | SD1.5 | UniPCMultistepScheduler | 15 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"tgate",
"fuse_qkv"
] | 1.4 | SD1.5_UniPCMultistepScheduler_15_66 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | T-Gate and Fuse QKV Projections | 6.405218 | 30.213705 | 65 |
319 | SD1.5 | UniPCMultistepScheduler | 25 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"tgate",
"fuse_qkv"
] | 1.4 | SD1.5_UniPCMultistepScheduler_25_319 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | T-Gate and Fuse QKV Projections | 10.569559 | 29.822977 | 318 |
6,188 | SD2.0 | UniPCMultistepScheduler | 50 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"tgate",
"fp16"
] | 1.8 | SD2.0_UniPCMultistepScheduler_50_6188 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | T-Gate and FP16 | 53.39776 | 32.486603 | 6,187 |
409 | SD1.5 | UniPCMultistepScheduler | 30 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"modify_steps"
] | 1.5 | SD1.5_UniPCMultistepScheduler_30_409 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Modify Inference Steps | 12.297354 | 30.034943 | 408 |
2,376 | SD1.4 | UniPCMultistepScheduler | 50 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache"
] | 2.3 | SD1.4_UniPCMultistepScheduler_50_2376 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache | 20.326275 | 29.873789 | 2,375 |
3,440 | SD1.4 | DDIMScheduler | 25 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"tgate",
"fp16"
] | 1.8 | SD1.4_DDIMScheduler_25_3440 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | T-Gate and FP16 | 10.32053 | 30.040825 | 3,439 |
734 | SD1.5 | DPMSolverMultistepScheduler | 15 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"tgate",
"fp16",
"fuse_qkv"
] | 1.3 | SD1.5_DPMSolverMultistepScheduler_15_734 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | T-Gate, FP16, and Fuse QKV Projections | 6.390921 | 30.080959 | 733 |
6,550 | SD2.0 | DPMSolverMultistepScheduler | 25 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"modify_steps"
] | 2.9 | SD2.0_DPMSolverMultistepScheduler_25_6550 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache and Modify Inference Steps | 27.750164 | 32.46143 | 6,549 |
4,952 | SD2.1 | DPMSolverMultistepScheduler | 50 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"modify_scheduler",
"modify_steps"
] | 1.7 | SD2.1_DPMSolverMultistepScheduler_50_4952 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Modify Scheduler and Modify Inference Steps | 54.561486 | 32.135975 | 4,951 |
62 | SD1.5 | UniPCMultistepScheduler | 15 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"tgate",
"fp16"
] | 1.8 | SD1.5_UniPCMultistepScheduler_15_62 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | T-Gate and FP16 | 6.405218 | 30.213705 | 61 |
1,980 | SD1.4 | UniPCMultistepScheduler | 15 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"token_merge",
"fp16",
"fuse_qkv"
] | 2.2 | SD1.4_UniPCMultistepScheduler_15_1980 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Token Merge, FP16, and Fuse QKV Projections | 6.477924 | 30.252628 | 1,979 |
5,510 | SD2.1 | DDIMScheduler | 50 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"token_merge"
] | 1.5 | SD2.1_DDIMScheduler_50_5510 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Token Merge | 53.549354 | 31.97879 | 5,509 |
2,782 | SD1.4 | DPMSolverMultistepScheduler | 25 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"modify_steps"
] | 1.5 | SD1.4_DPMSolverMultistepScheduler_25_2782 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Modify Inference Steps | 10.339349 | 29.646402 | 2,781 |
2,944 | SD1.4 | DPMSolverMultistepScheduler | 30 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"tgate",
"fuse_qkv"
] | 1.4 | SD1.4_DPMSolverMultistepScheduler_30_2944 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | T-Gate and Fuse QKV Projections | 12.196725 | 30.224178 | 2,943 |
7,212 | SD2.0 | DDIMScheduler | 25 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"fp16",
"fuse_qkv"
] | 3.2 | SD2.0_DDIMScheduler_25_7212 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, FP16, and Fuse QKV Projections | 27.696526 | 32.453781 | 7,211 |
2,081 | SD1.4 | UniPCMultistepScheduler | 20 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"modify_scheduler",
"fp16"
] | 1.3 | SD1.4_UniPCMultistepScheduler_20_2081 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Modify Scheduler and FP16 | 8.358727 | 30.0214 | 2,080 |
4,555 | SD2.1 | DPMSolverMultistepScheduler | 20 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"token_merge",
"fp16"
] | 1.9 | SD2.1_DPMSolverMultistepScheduler_20_4555 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Token Merge and FP16 | 22.452088 | 31.849192 | 4,554 |
1,704 | SD1.5 | DDIMScheduler | 30 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"modify_scheduler",
"modify_steps"
] | 1.7 | SD1.5_DDIMScheduler_30_1704 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Modify Scheduler and Modify Inference Steps | 12.284244 | 29.603943 | 1,703 |
4,587 | SD2.1 | DPMSolverMultistepScheduler | 20 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"fp16",
"fuse_qkv"
] | 3.2 | SD2.1_DPMSolverMultistepScheduler_20_4587 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache, FP16, and Fuse QKV Projections | 22.452088 | 31.849192 | 4,586 |
1,025 | SD1.5 | DPMSolverMultistepScheduler | 30 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"fuse_qkv"
] | 1.2 | SD1.5_DPMSolverMultistepScheduler_30_1025 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Fuse QKV Projections | 12.234066 | 30.233316 | 1,024 |
5,682 | SD2.0 | UniPCMultistepScheduler | 15 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"token_merge",
"fuse_qkv"
] | 1.4 | SD2.0_UniPCMultistepScheduler_15_5682 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Token Merge and Fuse QKV Projections | 16.96001 | 32.388554 | 5,681 |
2,111 | SD1.4 | UniPCMultistepScheduler | 20 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"modify_scheduler",
"modify_steps",
"fp16"
] | 1.3 | SD1.4_UniPCMultistepScheduler_20_2111 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Modify Scheduler, Modify Inference Steps, and FP16 | 8.358727 | 30.0214 | 2,110 |
6,881 | SD2.0 | DDIMScheduler | 15 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"token_merge"
] | 1.5 | SD2.0_DDIMScheduler_15_6881 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Token Merge | 16.819572 | 31.460934 | 6,880 |
3,379 | SD1.4 | DDIMScheduler | 25 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache"
] | 2.3 | SD1.4_DDIMScheduler_25_3379 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache | 10.32053 | 30.040825 | 3,378 |
3,414 | SD1.4 | DDIMScheduler | 25 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"fp16"
] | 2.8 | SD1.4_DDIMScheduler_25_3414 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache and FP16 | 10.32053 | 30.040825 | 3,413 |
320 | SD1.5 | UniPCMultistepScheduler | 25 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"tgate",
"fuse_qkv"
] | 1.4 | SD1.5_UniPCMultistepScheduler_25_320 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | T-Gate and Fuse QKV Projections | 10.569559 | 29.822977 | 319 |
2,252 | SD1.4 | UniPCMultistepScheduler | 30 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache"
] | 2.3 | SD1.4_UniPCMultistepScheduler_30_2252 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache | 12.281943 | 29.943199 | 2,251 |
997 | SD1.5 | DPMSolverMultistepScheduler | 25 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"token_merge",
"fp16",
"fuse_qkv"
] | 1.7 | SD1.5_DPMSolverMultistepScheduler_25_997 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache, Token Merge, FP16, and Fuse QKV Projections | 10.255099 | 30.186361 | 996 |
473 | SD1.5 | UniPCMultistepScheduler | 30 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"token_merge",
"fp16"
] | 3 | SD1.5_UniPCMultistepScheduler_30_473 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, Token Merge, and FP16 | 12.297354 | 30.034943 | 472 |
2,446 | SD1.4 | UniPCMultistepScheduler | 50 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"fp16",
"fuse_qkv"
] | 1.6 | SD1.4_UniPCMultistepScheduler_50_2446 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | FP16 and Fuse QKV Projections | 20.326275 | 29.873789 | 2,445 |
1,791 | SD1.5 | DDIMScheduler | 50 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"fuse_qkv"
] | 2.5 | SD1.5_DDIMScheduler_50_1791 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache and Fuse QKV Projections | 20.61608 | 29.861729 | 1,790 |
4,457 | SD2.1 | DPMSolverMultistepScheduler | 15 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"modify_scheduler",
"fp16"
] | 1.3 | SD2.1_DPMSolverMultistepScheduler_15_4457 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Modify Scheduler and FP16 | 17.007784 | 31.898729 | 4,456 |
1,672 | SD1.5 | DDIMScheduler | 30 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"modify_steps"
] | 2.9 | SD1.5_DDIMScheduler_30_1672 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache and Modify Inference Steps | 12.284244 | 29.603943 | 1,671 |
5,895 | SD2.0 | UniPCMultistepScheduler | 25 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"fp16"
] | 1.4 | SD2.0_UniPCMultistepScheduler_25_5895 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | FP16 | 27.239347 | 32.643745 | 5,894 |
5,399 | SD2.1 | DDIMScheduler | 30 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"fuse_qkv"
] | 1.2 | SD2.1_DDIMScheduler_30_5399 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Fuse QKV Projections | 32.970412 | 31.280704 | 5,398 |
6,054 | SD2.0 | UniPCMultistepScheduler | 30 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"token_merge",
"fp16"
] | 1.9 | SD2.0_UniPCMultistepScheduler_30_6054 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Token Merge and FP16 | 32.481293 | 32.455551 | 6,053 |
5,610 | SD2.1 | DDIMScheduler | 50 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"tgate",
"fp16",
"fuse_qkv"
] | 1.3 | SD2.1_DDIMScheduler_50_5610 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | T-Gate, FP16, and Fuse QKV Projections | 53.549354 | 31.97879 | 5,609 |
4,619 | SD2.1 | DPMSolverMultistepScheduler | 20 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"fp16",
"fuse_qkv",
"modify_steps"
] | 1.7 | SD2.1_DPMSolverMultistepScheduler_20_4619 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache, FP16, Fuse QKV Projections, and Modify Inference Steps | 22.452088 | 31.849192 | 4,618 |
626 | SD1.5 | DPMSolverMultistepScheduler | 15 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache"
] | 2.3 | SD1.5_DPMSolverMultistepScheduler_15_626 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache | 6.390921 | 30.080959 | 625 |
4,741 | SD2.1 | DPMSolverMultistepScheduler | 25 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"fp16",
"fuse_qkv",
"modify_steps"
] | 1.7 | SD2.1_DPMSolverMultistepScheduler_25_4741 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache, FP16, Fuse QKV Projections, and Modify Inference Steps | 27.212097 | 31.867479 | 4,740 |
7,083 | SD2.0 | DDIMScheduler | 20 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"modify_scheduler",
"fp16"
] | 1.3 | SD2.0_DDIMScheduler_20_7083 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Modify Scheduler and FP16 | 21.973401 | 31.748056 | 7,082 |
5,606 | SD2.1 | DDIMScheduler | 50 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"tgate",
"fp16",
"fuse_qkv"
] | 1.3 | SD2.1_DDIMScheduler_50_5606 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | T-Gate, FP16, and Fuse QKV Projections | 53.549354 | 31.97879 | 5,605 |
3,306 | SD1.4 | DDIMScheduler | 20 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"token_merge",
"fuse_qkv"
] | 1.4 | SD1.4_DDIMScheduler_20_3306 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Token Merge and Fuse QKV Projections | 8.560419 | 29.711561 | 3,305 |
7,344 | SD2.0 | DDIMScheduler | 30 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"fp16",
"modify_steps"
] | 3.4 | SD2.0_DDIMScheduler_30_7344 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, FP16, and Modify Inference Steps | 32.440876 | 32.184414 | 7,343 |
4,673 | SD2.1 | DPMSolverMultistepScheduler | 25 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"modify_steps"
] | 2.9 | SD2.1_DPMSolverMultistepScheduler_25_4673 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache and Modify Inference Steps | 27.212097 | 31.867479 | 4,672 |
5,231 | SD2.1 | DDIMScheduler | 20 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"tgate",
"fp16",
"fuse_qkv"
] | 1.3 | SD2.1_DDIMScheduler_20_5231 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | T-Gate, FP16, and Fuse QKV Projections | 21.946606 | 31.668226 | 5,230 |
6,888 | SD2.0 | DDIMScheduler | 15 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"tgate"
] | 1.5 | SD2.0_DDIMScheduler_15_6888 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | T-Gate | 16.819572 | 31.460934 | 6,887 |
7,032 | SD2.0 | DDIMScheduler | 20 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"modify_steps"
] | 1.5 | SD2.0_DDIMScheduler_20_7032 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Modify Inference Steps | 21.973401 | 31.748056 | 7,031 |
3,423 | SD1.4 | DDIMScheduler | 25 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"modify_steps"
] | 2.9 | SD1.4_DDIMScheduler_25_3423 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache and Modify Inference Steps | 10.32053 | 30.040825 | 3,422 |
1,804 | SD1.5 | DDIMScheduler | 50 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"token_merge",
"fp16"
] | 1.9 | SD1.5_DDIMScheduler_50_1804 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Token Merge and FP16 | 20.61608 | 29.861729 | 1,803 |
1,200 | SD1.5 | DPMSolverMultistepScheduler | 50 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"fp16",
"fuse_qkv"
] | 1.6 | SD1.5_DPMSolverMultistepScheduler_50_1200 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | FP16 and Fuse QKV Projections | 20.173961 | 29.479383 | 1,199 |
4,161 | SD2.1 | UniPCMultistepScheduler | 30 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"fp16"
] | 2.8 | SD2.1_UniPCMultistepScheduler_30_4161 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache and FP16 | 32.505791 | 31.954109 | 4,160 |
6,209 | SD2.0 | UniPCMultistepScheduler | 50 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"modify_scheduler",
"fp16"
] | 1.3 | SD2.0_UniPCMultistepScheduler_50_6209 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Modify Scheduler and FP16 | 53.39776 | 32.486603 | 6,208 |
5,667 | SD2.0 | UniPCMultistepScheduler | 15 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"fuse_qkv"
] | 2.5 | SD2.0_UniPCMultistepScheduler_15_5667 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache and Fuse QKV Projections | 16.96001 | 32.388554 | 5,666 |
983 | SD1.5 | DPMSolverMultistepScheduler | 25 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"tgate",
"fp16",
"fuse_qkv"
] | 1.3 | SD1.5_DPMSolverMultistepScheduler_25_983 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | T-Gate, FP16, and Fuse QKV Projections | 10.255099 | 30.186361 | 982 |
394 | SD1.5 | UniPCMultistepScheduler | 30 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"fp16"
] | 1.4 | SD1.5_UniPCMultistepScheduler_30_394 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | FP16 | 12.297354 | 30.034943 | 393 |
6,621 | SD2.0 | DPMSolverMultistepScheduler | 25 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"token_merge",
"fp16",
"fuse_qkv"
] | 1.7 | SD2.0_DPMSolverMultistepScheduler_25_6621 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache, Token Merge, FP16, and Fuse QKV Projections | 27.750164 | 32.46143 | 6,620 |
2,311 | SD1.4 | UniPCMultistepScheduler | 30 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"tgate",
"fp16"
] | 1.8 | SD1.4_UniPCMultistepScheduler_30_2311 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | T-Gate and FP16 | 12.281943 | 29.943199 | 2,310 |
3,204 | SD1.4 | DDIMScheduler | 15 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"modify_scheduler",
"modify_steps"
] | 1.7 | SD1.4_DDIMScheduler_15_3204 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Modify Scheduler and Modify Inference Steps | 6.386446 | 29.881004 | 3,203 |
1,732 | SD1.5 | DDIMScheduler | 30 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"tgate",
"fp16",
"fuse_qkv"
] | 1.3 | SD1.5_DDIMScheduler_30_1732 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | T-Gate, FP16, and Fuse QKV Projections | 12.284244 | 29.603943 | 1,731 |
1,733 | SD1.5 | DDIMScheduler | 30 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"tgate",
"fp16",
"fuse_qkv"
] | 1.3 | SD1.5_DDIMScheduler_30_1733 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | T-Gate, FP16, and Fuse QKV Projections | 12.284244 | 29.603943 | 1,732 |
3,127 | SD1.4 | DDIMScheduler | 15 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache"
] | 2.3 | SD1.4_DDIMScheduler_15_3127 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache | 6.386446 | 29.881004 | 3,126 |
4,355 | SD2.1 | UniPCMultistepScheduler | 50 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"token_merge",
"fp16",
"fuse_qkv"
] | 2.2 | SD2.1_UniPCMultistepScheduler_50_4355 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Token Merge, FP16, and Fuse QKV Projections | 53.357975 | 31.472744 | 4,354 |
7,207 | SD2.0 | DDIMScheduler | 25 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"modify_scheduler",
"fp16"
] | 1.3 | SD2.0_DDIMScheduler_25_7207 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Modify Scheduler and FP16 | 27.696526 | 32.453781 | 7,206 |
4,937 | SD2.1 | DPMSolverMultistepScheduler | 50 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"tgate",
"fp16"
] | 1.8 | SD2.1_DPMSolverMultistepScheduler_50_4937 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | T-Gate and FP16 | 54.561486 | 32.135975 | 4,936 |
2,903 | SD1.4 | DPMSolverMultistepScheduler | 30 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"modify_scheduler"
] | 1.3 | SD1.4_DPMSolverMultistepScheduler_30_2903 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Modify Scheduler | 12.196725 | 30.224178 | 2,902 |
7,045 | SD2.0 | DDIMScheduler | 20 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"fuse_qkv"
] | 2.5 | SD2.0_DDIMScheduler_20_7045 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache and Fuse QKV Projections | 21.973401 | 31.748056 | 7,044 |
38 | SD1.5 | UniPCMultistepScheduler | 15 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"fp16"
] | 2.8 | SD1.5_UniPCMultistepScheduler_15_38 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache and FP16 | 6.405218 | 30.213705 | 37 |
587 | SD1.5 | UniPCMultistepScheduler | 50 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"fp16",
"fuse_qkv"
] | 3.2 | SD1.5_UniPCMultistepScheduler_50_587 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, FP16, and Fuse QKV Projections | 20.096317 | 29.539167 | 586 |
4,376 | SD2.1 | DPMSolverMultistepScheduler | 15 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache"
] | 2.3 | SD2.1_DPMSolverMultistepScheduler_15_4376 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache | 17.007784 | 31.898729 | 4,375 |
458 | SD1.5 | UniPCMultistepScheduler | 30 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"modify_scheduler",
"fp16"
] | 1.3 | SD1.5_UniPCMultistepScheduler_30_458 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Modify Scheduler and FP16 | 12.297354 | 30.034943 | 457 |
2,399 | SD1.4 | UniPCMultistepScheduler | 50 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"fuse_qkv"
] | 1.2 | SD1.4_UniPCMultistepScheduler_50_2399 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Fuse QKV Projections | 20.326275 | 29.873789 | 2,398 |
1,678 | SD1.5 | DDIMScheduler | 30 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"token_merge",
"fp16"
] | 1.9 | SD1.5_DDIMScheduler_30_1678 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Token Merge and FP16 | 12.284244 | 29.603943 | 1,677 |
5,215 | SD2.1 | DDIMScheduler | 20 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"fp16",
"fuse_qkv"
] | 3.2 | SD2.1_DDIMScheduler_20_5215 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, FP16, and Fuse QKV Projections | 21.946606 | 31.668226 | 5,214 |
96 | SD1.5 | UniPCMultistepScheduler | 15 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"token_merge",
"fp16"
] | 3 | SD1.5_UniPCMultistepScheduler_15_96 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, Token Merge, and FP16 | 6.405218 | 30.213705 | 95 |
2,541 | SD1.4 | DPMSolverMultistepScheduler | 15 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"fuse_qkv"
] | 2.5 | SD1.4_DPMSolverMultistepScheduler_15_2541 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache and Fuse QKV Projections | 6.371175 | 29.827806 | 2,540 |
170 | SD1.5 | UniPCMultistepScheduler | 20 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"fuse_qkv"
] | 2.5 | SD1.5_UniPCMultistepScheduler_20_170 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache and Fuse QKV Projections | 8.462116 | 30.091299 | 169 |
1,609 | SD1.5 | DDIMScheduler | 25 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"tgate",
"fp16",
"fuse_qkv"
] | 1.3 | SD1.5_DDIMScheduler_25_1609 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | T-Gate, FP16, and Fuse QKV Projections | 10.47229 | 30.09178 | 1,608 |
2,095 | SD1.4 | UniPCMultistepScheduler | 20 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"fp16",
"modify_steps"
] | 3.4 | SD1.4_UniPCMultistepScheduler_20_2095 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, FP16, and Modify Inference Steps | 8.358727 | 30.0214 | 2,094 |
6,613 | SD2.0 | DPMSolverMultistepScheduler | 25 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"modify_scheduler",
"modify_steps",
"fp16"
] | 1.3 | SD2.0_DPMSolverMultistepScheduler_25_6613 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Modify Scheduler, Modify Inference Steps, and FP16 | 27.750164 | 32.46143 | 6,612 |
1,042 | SD1.5 | DPMSolverMultistepScheduler | 30 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"fuse_qkv"
] | 2.5 | SD1.5_DPMSolverMultistepScheduler_30_1042 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache and Fuse QKV Projections | 12.234066 | 30.233316 | 1,041 |
2,953 | SD1.4 | DPMSolverMultistepScheduler | 30 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"modify_scheduler",
"modify_steps"
] | 1.7 | SD1.4_DPMSolverMultistepScheduler_30_2953 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Modify Scheduler and Modify Inference Steps | 12.196725 | 30.224178 | 2,952 |
6,711 | SD2.0 | DPMSolverMultistepScheduler | 30 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"fp16",
"fuse_qkv"
] | 3.2 | SD2.0_DPMSolverMultistepScheduler_30_6711 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache, FP16, and Fuse QKV Projections | 32.701686 | 32.313618 | 6,710 |
4,699 | SD2.1 | DPMSolverMultistepScheduler | 25 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"fp16",
"fuse_qkv"
] | 1.6 | SD2.1_DPMSolverMultistepScheduler_25_4699 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | FP16 and Fuse QKV Projections | 27.212097 | 31.867479 | 4,698 |
2,572 | SD1.4 | DPMSolverMultistepScheduler | 15 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"fp16",
"fuse_qkv"
] | 1.6 | SD1.4_DPMSolverMultistepScheduler_15_2572 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | FP16 and Fuse QKV Projections | 6.371175 | 29.827806 | 2,571 |
6,983 | SD2.0 | DDIMScheduler | 15 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"tgate",
"fp16",
"fuse_qkv"
] | 1.3 | SD2.0_DDIMScheduler_15_6983 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | T-Gate, FP16, and Fuse QKV Projections | 16.819572 | 31.460934 | 6,982 |
2,940 | SD1.4 | DPMSolverMultistepScheduler | 30 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"tgate",
"fp16"
] | 1.8 | SD1.4_DPMSolverMultistepScheduler_30_2940 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | T-Gate and FP16 | 12.196725 | 30.224178 | 2,939 |
5,552 | SD2.1 | DDIMScheduler | 50 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"token_merge",
"fp16"
] | 1.9 | SD2.1_DDIMScheduler_50_5552 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Token Merge and FP16 | 53.549354 | 31.97879 | 5,551 |
4,258 | SD2.1 | UniPCMultistepScheduler | 50 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"token_merge"
] | 1.5 | SD2.1_UniPCMultistepScheduler_50_4258 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Token Merge | 53.357975 | 31.472744 | 4,257 |
5,598 | SD2.1 | DDIMScheduler | 50 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"token_merge",
"fp16"
] | 3 | SD2.1_DDIMScheduler_50_5598 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | DeepCache, Token Merge, and FP16 | 53.549354 | 31.97879 | 5,597 |
6,955 | SD2.0 | DDIMScheduler | 15 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"modify_scheduler",
"modify_steps"
] | 1.7 | SD2.0_DDIMScheduler_15_6955 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | Modify Scheduler and Modify Inference Steps | 16.819572 | 31.460934 | 6,954 |
1,177 | SD1.5 | DPMSolverMultistepScheduler | 50 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"token_merge",
"fp16"
] | 1.9 | SD1.5_DPMSolverMultistepScheduler_50_1177 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Token Merge and FP16 | 20.173961 | 29.479383 | 1,176 |
4,371 | SD2.1 | UniPCMultistepScheduler | 50 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"token_merge",
"fp16",
"fuse_qkv"
] | 1.7 | SD2.1_UniPCMultistepScheduler_50_4371 | {
"model_id": "stabilityai/stable-diffusion-2-1",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | DeepCache, Token Merge, FP16, and Fuse QKV Projections | 53.357975 | 31.472744 | 4,370 |
1,047 | SD1.5 | DPMSolverMultistepScheduler | 30 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"modify_steps"
] | 2.9 | SD1.5_DPMSolverMultistepScheduler_30_1047 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache and Modify Inference Steps | 12.234066 | 30.233316 | 1,046 |
1,929 | SD1.4 | UniPCMultistepScheduler | 15 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"token_merge",
"fp16"
] | 1.9 | SD1.4_UniPCMultistepScheduler_15_1929 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | Token Merge and FP16 | 6.477924 | 30.252628 | 1,928 |
6,292 | SD2.0 | DPMSolverMultistepScheduler | 15 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"deepcache",
"fuse_qkv"
] | 2.5 | SD2.0_DPMSolverMultistepScheduler_15_6292 | {
"model_id": "stabilityai/stable-diffusion-2",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | DeepCache and Fuse QKV Projections | 17.029266 | 32.395187 | 6,291 |
1,644 | SD1.5 | DDIMScheduler | 30 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"fp16"
] | 1.4 | SD1.5_DDIMScheduler_30_1644 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DDIMScheduler"
} | FP16 | 12.284244 | 29.603943 | 1,643 |
2,482 | SD1.4 | UniPCMultistepScheduler | 50 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"tgate",
"fp16",
"fuse_qkv"
] | 1.3 | SD1.4_UniPCMultistepScheduler_50_2482 | {
"model_id": "CompVis/stable-diffusion-v1-4",
"pipeline": "StableDiffusionPipeline",
"scheduler": "UniPCMultistepScheduler"
} | T-Gate, FP16, and Fuse QKV Projections | 20.326275 | 29.873789 | 2,481 |
801 | SD1.5 | DPMSolverMultistepScheduler | 20 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"token_merge",
"fp16"
] | 1.9 | SD1.5_DPMSolverMultistepScheduler_20_801 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Token Merge and FP16 | 8.322318 | 30.059095 | 800 |
958 | SD1.5 | DPMSolverMultistepScheduler | 25 |
You are a senior Python engineer with deep expertise in machine-learning code.
When you answer:
Think through the problem step by step before writing any code.
Present the final, runnable solution as a single code block enclosed in triple back-ticks with the language tag ```python ``` at the very end of your respons... | [
"modify_scheduler",
"fp16"
] | 1.3 | SD1.5_DPMSolverMultistepScheduler_25_958 | {
"model_id": "runwayml/stable-diffusion-v1-5",
"pipeline": "StableDiffusionPipeline",
"scheduler": "DPMSolverMultistepScheduler"
} | Modify Scheduler and FP16 | 10.255099 | 30.186361 | 957 |
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