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docs: fix image rendering broken (#671)
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docs/user_guide/CONTEXT_PARALLEL.md

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@@ -77,7 +77,7 @@ Compared to Ulysses Attention, in **UAA**, we have only added an **extra all-gat
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|Ulysses 2, L20|Ulysses 4|FP8 Ulysses 4| + Cache | + FP8 DQ |
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|:---:|:---:|:---:|:---:|:---:|
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|1024x1024, 3.19s|1024x1024, 1.98s|1024x1024, 1.89s|1024x1024, 1.63s|1024x1024, 1.23s|
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|<img width="180" height="180" alt="zimage C1_Q0_NONE_Ulysses2_sdpa_cudnn" src="https://github.com/user-attachments/assets/4beef601-52b1-4d16-a388-1e0b05ee832e" />|<img width="180" height="180" alt="zimage C1_Q0_NONE_Ulysses4_sdpa_cudnn" src="https://github.com/user-attachments/assets/f6b30c59-74ca-47b2-a1de-ecaa163e129e" />|<img width="180" height="180" alt="zimage C1_Q0_NONE_Ulysses4_ulysses_float8_sdpa_cudnn" src="https://github.com/user-attachments/assets/c5bf6358-1999-4723-941e-f6e855a9b21d" />|<img width="180" height="180" alt="zimage C1_Q0_DBCache_F1B0_W4I1M0MC0_R0 6_SCM111110101_dynamic_CFG0_T0O0_Ulysses4_S2_ulysses_float8_sdpa_cudnn" src="https://github.com/user-attachments/assets/4da67bca-a860-4c2d-b165-fe28693a624f" />|<img width="180" height="180" alt="zimage C1_Q1_float8_DBCache_F1B0_W4I1M0MC0_R0 6_SCM111110101_dynamic_CFG0_T0O0_Ulysses4_S2_ulysses_float8_sdpa_cudnn" src="https://github.com/user-attachments/assets/6f1f837f-701e-43c3-8745-77eb07cf143b" />|
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|<img width="180" height="180" alt="zimage C1_Q0_NONE_Ulysses2_sdpa_cudnn" src="https://github.com/vipshop/cache-dit/raw/main/docs/assets/zimage.C1_Q0_NONE_Ulysses2_sdpa_cudnn.png" />|<img width="180" height="180" alt="zimage C1_Q0_NONE_Ulysses4_sdpa_cudnn" src="https://github.com/vipshop/cache-dit/raw/main/docs/assets/zimage.C1_Q0_NONE_Ulysses4_sdpa_cudnn.png" />|<img width="180" height="180" alt="zimage C1_Q0_NONE_Ulysses4_ulysses_float8_sdpa_cudnn" src="https://github.com/vipshop/cache-dit/raw/main/docs/assets/zimage.C1_Q0_NONE_Ulysses4_ulysses_float8_sdpa_cudnn.png" />|<img width="180" height="180" alt="zimage C1_Q0_DBCache_F1B0_W4I1M0MC0_R0 6_SCM111110101_dynamic_CFG0_T0O0_Ulysses4_S2_ulysses_float8_sdpa_cudnn" src="https://github.com/vipshop/cache-dit/raw/main/docs/assets/zimage.C1_Q0_DBCache_F1B0_W4I1M0MC0_R0.6_SCM111110101_dynamic_CFG0_T0O0_Ulysses4_S2_ulysses_float8_sdpa_cudnn.png" />|<img width="180" height="180" alt="zimage C1_Q1_float8_DBCache_F1B0_W4I1M0MC0_R0 6_SCM111110101_dynamic_CFG0_T0O0_Ulysses4_S2_ulysses_float8_sdpa_cudnn" src="https://github.com/vipshop/cache-dit/raw/main/docs/assets/zimage.C1_Q1_float8_DBCache_F1B0_W4I1M0MC0_R0.6_SCM111110101_dynamic_CFG0_T0O0_Ulysses4_S2_ulysses_float8_sdpa_cudnn.png" />|
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We have also implemented a ✅**padding-free** version that support any head num. Please be informed that this solution cannot be used when seq len is not divisible by world size. Users can enable this feature through environment variables:

docs/user_guide/PROFILER.md

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@@ -137,11 +137,11 @@ Visit https://ui.perfetto.dev/ and drag-drop the generated `.trace.json.gz` file
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Use `run_flux.py` as an example to dispaly FLUX.1.dev model profiling results.
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<img width="1240" height="711" alt="图片" src="https://github.com/user-attachments/assets/d74b9130-9f66-46c7-8fa7-91c008984657" />
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<img width="1240" height="711" alt="图片" src="https://github.com/vipshop/cache-dit/raw/main/docs/assets/profile_0.png" />
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<img width="1225" height="545" alt="图片" src="https://github.com/user-attachments/assets/77645d79-276b-4696-ae80-da8622ad16d2" />
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<img width="1225" height="545" alt="图片" src="https://github.com/vipshop/cache-dit/raw/main/docs/assets/profile_1.png" />
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<img width="1111" height="281" alt="图片" src="https://github.com/user-attachments/assets/b4656c5f-8be0-4d87-abf4-88108fd2897b" />
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<img width="1111" height="281" alt="图片" src="https://github.com/vipshop/cache-dit/raw/main/docs/assets/profile_2.png" />
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### Chrome Tracing

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