From b921c2ba335f2a18544ef356dab2f4188e54d46d Mon Sep 17 00:00:00 2001 From: kircle <945428667@qq.com> Date: Thu, 4 Jul 2024 15:46:41 +0800 Subject: [PATCH 01/13] update flashmask doc --- .../flash_attention_with_sparse_mask_cn.rst | 39 ------------ .../nn/functional/flashmask_attention.rst | 58 ++++++++++++++++++ docs/images/flashmask.jpeg | Bin 0 -> 298977 bytes 3 files changed, 58 insertions(+), 39 deletions(-) delete mode 100644 docs/api/paddle/nn/functional/flash_attention_with_sparse_mask_cn.rst create mode 100644 docs/api/paddle/nn/functional/flashmask_attention.rst create mode 100644 docs/images/flashmask.jpeg diff --git a/docs/api/paddle/nn/functional/flash_attention_with_sparse_mask_cn.rst b/docs/api/paddle/nn/functional/flash_attention_with_sparse_mask_cn.rst deleted file mode 100644 index 7ca4e11b5a9..00000000000 --- a/docs/api/paddle/nn/functional/flash_attention_with_sparse_mask_cn.rst +++ /dev/null @@ -1,39 +0,0 @@ -.. _cn_api_paddle_nn_functional_flash_attention_with_sparse_mask: - -flash_attention_with_sparse_mask -------------------------------- - -.. py:function:: paddle.nn.functional.flash_attention_with_sparse_mask(query, key, value, attn_mask_start_row_indices, attn_mask_start_row=0, dropout_p=0.0, is_causal=False, return_softmax=False, return_softmax_lse=False, return_seed_offset=False, training=True, name=None) - -用稀疏 mask 表达的 flash_attention。 - -.. math:: - - result = softmax(\frac{ Q * K^T }{\sqrt{d}} + mask) * V - -参数 -:::::::::::: - - - **query** (int) - 输入 Query Tensor,shape =[batch_size, seq_len, num_heads, head_dim],数据类型为 float16 或 bfloat16。 - - **key** (Tensor) - 输入 Key Tensor,shape 以及 dtype 和 query 相同。 - - **value** (Tensor) - 输入 Value Tensor,shape 以及 dtype 和 query 相同。 - - **attn_mask_start_row_indices** (Tensor) - 稀疏掩码索引,shape =[batch_size, num_head, seq_len],每个元素的值表示得分矩阵中掩码开始的行索引。数据类型必须是 int32。 - - **attn_mask_start_row** (Tensor,可选) - 当传入 attn_mask_start_row_indices 并且已知最小行数大于 0 时,可以设置 attn_mask_start_row 以提高性能。默认值为 0。 - - **dropout_p** (bool,可选) – dropout 概率值,默认值为 0。 - - **is_causal** (bool,可选) - 是否使用 causal 模式,默认值:False。 - - **return_softmax** (bool,可选) - 是否返回 softmax 的结果。默认值 False。 - - **return_softmax_lse** (bool,可选) - 是否返回 return_softmax_lse 的结果。默认值为 False。 - - **return_seed_offset** (bool,可选) - 是否返回 return_seed_offset 的结果。默认值为 False。 - - **training** (bool,可选) - 指示是否为训练模式。默认值为 True。 - - **name** (str,可选) - 具体用法请参见 :ref:`api_guide_Name`,一般无需设置,默认值为 None。 - - -返回 -:::::::::::: -`Tensor`,attention 的结果。 - - -代码示例 -:::::::::::: - -COPY-FROM: paddle.nn.functional.flash_attention_with_sparse_mask diff --git a/docs/api/paddle/nn/functional/flashmask_attention.rst b/docs/api/paddle/nn/functional/flashmask_attention.rst new file mode 100644 index 00000000000..e301f761675 --- /dev/null +++ b/docs/api/paddle/nn/functional/flashmask_attention.rst @@ -0,0 +1,58 @@ +.. _cn_api_paddle_nn_functional_flashmask_attention: + +flashmask_attention +------------------------------- + +.. py:function:: paddle.nn.functional.flashmask_attention(query, key, value, startend_row_indices, dropout=0.0, causal=False, return_softmax_lse=False, return_seed_offset=False, fixed_seed_offset=None, rng_name="", training=True, name=None) + +用稀疏的 flashmask 表达的 flash_attention。 +flashmask将通过参数`startend_row_indices`表示作用在Attention Score矩阵上的mask,Attention Score矩阵指的是:math:`Q * K^T`,元素被mask指的是将Score矩阵中对应位置设置为:math:`-inf` +下图展示了多种mask的示例,图中为Score矩阵,灰色区域元素表示被mask,上方数字表示startend_row_indices的值,一行数字表明startend_row_indices的shape为[batch_size, num_heads, seq_len, 1],二行数字表明startend_row_indices的shape为[batch_size, num_heads, seq_len, 2]。 +.. image:: ../../images/flashmask.jpeg + :width: 400px + :height: 1800px + :align: center + +.. math:: + + result = softmax(\frac{ Q * K^T }{\sqrt{d}} + mask) * V + +参数 +:::::::::::: + + - **query** (int) - 输入 Query Tensor,shape =[batch_size, seq_len, num_heads, head_dim],数据类型为 float16 或 bfloat16。 + - **key** (Tensor) - 输入 Key Tensor,shape 以及 dtype 和 query 相同。 + - **value** (Tensor) - 输入 Value Tensor,shape 以及 dtype 和 query 相同。 + - **startend_row_indices** (Tensor) + - 稀疏掩码索引,shape为 [batch_size, num_heads, seq_len, {1, 2, 4}],数据类型为int32。 + num_heads 为1或与k的 num_heads 相同,num_heads取1时将被广播到与k的num_heads相同。 + 根据 causal 参数的取值不同,startend_row_indices可取不同形状并具有不同含义。 + - 当 `causal=True` 且 shape 取 [batch_size, num_heads, seq_len, 1] 时, + startend_row_indices的值 r 表示Score矩阵中左下三角从第 r 行下方(包括)的元素将被mask + - 当 `causal=True` 且 shape 取 [batch_size, num_heads, seq_len, 2] 时, + startend_row_indices的值 r1,r2 表示Score矩阵中左下三角从第 r1 行下方(包括)但在第 r2 行上方(不包括)的元素将被mask + - 当 `causal=False` 且 shape 取 [batch_size, num_heads, seq_len, 2] 时, + startend_row_indices的值 r1,r2 表示Score矩阵中左下三角从第 r1 行下方(包括)的元素将被mask,右上三角从第 r2 行上方(不包括)的元素将被mask + - 当 `causal=False` 且 shape 取 [batch_size, num_heads, seq_len, 4] 时 (尚未支持), + startend_row_indices的值 r1,r2,r3,r4 表示Score矩阵中左下三角从第 r1 行下方(包括)但在第 r2 行上方(不包括)的元素将被mask,右上三角从第 r3 行下方(包括)但在第 r4 行上方(不包括)的元素将被mask + - **dropout** (bool,可选) – dropout 概率值,默认值为 0。 + - **causal** (bool,可选) - 是否使用 causal 模式,默认值:False。 + - **return_softmax_lse** (bool,可选) - 是否返回 softmax_lse 的结果。默认值为 False。 + - **return_seed_offset** (bool,可选) - 是否返回 seed_offset 的结果。默认值为 False。 + - **fixed_seed_offset** (Tensor,可选) - 固定 Dropout 的 offset seed. + - **rng_name** (str,可选) - 随机数生成器名称 + - **training** (bool,可选) - 指示是否为训练模式。默认值为 True。 + - **name** (str,可选) - 具体用法请参见 :ref:`api_guide_Name`,一般无需设置,默认值为 None。 + + +返回 +:::::::::::: +`Tensor`,attention 的结果。 +`softmax_lse`,当return_softmax_lse为True时,返回的softmax_lse的值 +`seed_offset`,当return_seed_offset为True时,返回的seed_offset的值 + + +代码示例 +:::::::::::: + +COPY-FROM: paddle.nn.functional.flashmask_attention diff --git a/docs/images/flashmask.jpeg b/docs/images/flashmask.jpeg new file mode 100644 index 0000000000000000000000000000000000000000..2b81ae2e18d54520ed145c2c1d7abde81ae1a2cd GIT binary patch literal 298977 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.../nn/functional/flashmask_attention.rst | 27 ++++++++++--------- 1 file changed, 14 insertions(+), 13 deletions(-) diff --git a/docs/api/paddle/nn/functional/flashmask_attention.rst b/docs/api/paddle/nn/functional/flashmask_attention.rst index e301f761675..855d20d9126 100644 --- a/docs/api/paddle/nn/functional/flashmask_attention.rst +++ b/docs/api/paddle/nn/functional/flashmask_attention.rst @@ -6,9 +6,10 @@ flashmask_attention .. py:function:: paddle.nn.functional.flashmask_attention(query, key, value, startend_row_indices, dropout=0.0, causal=False, return_softmax_lse=False, return_seed_offset=False, fixed_seed_offset=None, rng_name="", training=True, name=None) 用稀疏的 flashmask 表达的 flash_attention。 -flashmask将通过参数`startend_row_indices`表示作用在Attention Score矩阵上的mask,Attention Score矩阵指的是:math:`Q * K^T`,元素被mask指的是将Score矩阵中对应位置设置为:math:`-inf` -下图展示了多种mask的示例,图中为Score矩阵,灰色区域元素表示被mask,上方数字表示startend_row_indices的值,一行数字表明startend_row_indices的shape为[batch_size, num_heads, seq_len, 1],二行数字表明startend_row_indices的shape为[batch_size, num_heads, seq_len, 2]。 -.. image:: ../../images/flashmask.jpeg +flashmask 将通过参数 `startend_row_indices` 表示作用在 Attention Score 矩阵上的 mask , Attention Score 矩阵指的是 :math:`Q * K^T` ,元素被 mask 指的是将 Score 矩阵中对应位置设置为 :math:`-inf` +下图展示了多种 mask 的示例,图中为 Score 矩阵,灰色区域元素表示被 mask ,上方数字表示 startend_row_indices 的值,一行数字表明 startend_row_indices 的 shape 为 [batch_size, num_heads, seq_len, 1] ,二行数字表明 startend_row_indices 的 shape 为 [batch_size, num_heads, seq_len, 2]。 + +.. image:: ../../../images/flashmask.jpeg :width: 400px :height: 1800px :align: center @@ -23,18 +24,18 @@ flashmask将通过参数`startend_row_indices`表示作用在Attention Score矩 - **query** (int) - 输入 Query Tensor,shape =[batch_size, seq_len, num_heads, head_dim],数据类型为 float16 或 bfloat16。 - **key** (Tensor) - 输入 Key Tensor,shape 以及 dtype 和 query 相同。 - **value** (Tensor) - 输入 Value Tensor,shape 以及 dtype 和 query 相同。 - - **startend_row_indices** (Tensor) - - 稀疏掩码索引,shape为 [batch_size, num_heads, seq_len, {1, 2, 4}],数据类型为int32。 - num_heads 为1或与k的 num_heads 相同,num_heads取1时将被广播到与k的num_heads相同。 - 根据 causal 参数的取值不同,startend_row_indices可取不同形状并具有不同含义。 + - **startend_row_indices** (Tensor) + - 稀疏掩码索引,shape 为 [batch_size, num_heads, seq_len, {1, 2, 4}],数据类型为 int32。 + num_heads 为 1 或与 k 的 num_heads 相同,num_heads 取 1 时将被广播到与 k 的 num_heads 相同。 + 根据 causal 参数的取值不同,startend_row_indices 可取不同形状并具有不同含义。 - 当 `causal=True` 且 shape 取 [batch_size, num_heads, seq_len, 1] 时, - startend_row_indices的值 r 表示Score矩阵中左下三角从第 r 行下方(包括)的元素将被mask + startend_row_indices 的值 r 表示 Score 矩阵中左下三角从第 r 行下方(包括)的元素将被 mask - 当 `causal=True` 且 shape 取 [batch_size, num_heads, seq_len, 2] 时, - startend_row_indices的值 r1,r2 表示Score矩阵中左下三角从第 r1 行下方(包括)但在第 r2 行上方(不包括)的元素将被mask + startend_row_indices 的值 r1,r2 表示 Score 矩阵中左下三角从第 r1 行下方(包括)但在第 r2 行上方(不包括)的元素将被 mask - 当 `causal=False` 且 shape 取 [batch_size, num_heads, seq_len, 2] 时, - startend_row_indices的值 r1,r2 表示Score矩阵中左下三角从第 r1 行下方(包括)的元素将被mask,右上三角从第 r2 行上方(不包括)的元素将被mask + startend_row_indices 的值 r1,r2 表示 Score 矩阵中左下三角从第 r1 行下方(包括)的元素将被 mask,右上三角从第 r2 行上方(不包括)的元素将被 mask - 当 `causal=False` 且 shape 取 [batch_size, num_heads, seq_len, 4] 时 (尚未支持), - startend_row_indices的值 r1,r2,r3,r4 表示Score矩阵中左下三角从第 r1 行下方(包括)但在第 r2 行上方(不包括)的元素将被mask,右上三角从第 r3 行下方(包括)但在第 r4 行上方(不包括)的元素将被mask + startend_row_indices 的值 r1,r2,r3,r4 表示 Score 矩阵中左下三角从第 r1 行下方(包括)但在第 r2 行上方(不包括)的元素将被 mask,右上三角从第 r3 行下方(包括)但在第 r4 行上方(不包括)的元素将被 mask - **dropout** (bool,可选) – dropout 概率值,默认值为 0。 - **causal** (bool,可选) - 是否使用 causal 模式,默认值:False。 - **return_softmax_lse** (bool,可选) - 是否返回 softmax_lse 的结果。默认值为 False。 @@ -48,8 +49,8 @@ flashmask将通过参数`startend_row_indices`表示作用在Attention Score矩 返回 :::::::::::: `Tensor`,attention 的结果。 -`softmax_lse`,当return_softmax_lse为True时,返回的softmax_lse的值 -`seed_offset`,当return_seed_offset为True时,返回的seed_offset的值 +`softmax_lse`,当 return_softmax_lse 为 True 时,返回的 softmax_lse 的值 +`seed_offset`,当 return_seed_offset 为 True 时,返回的 seed_offset 的值 代码示例 From ef7000eadfc36e7560b478747a2e70a9aca4ee16 Mon Sep 17 00:00:00 2001 From: kircle <945428667@qq.com> Date: Thu, 4 Jul 2024 19:04:00 +0800 Subject: [PATCH 03/13] update flashmask doc --- docs/api/paddle/nn/functional/flashmask_attention.rst | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/docs/api/paddle/nn/functional/flashmask_attention.rst b/docs/api/paddle/nn/functional/flashmask_attention.rst index 855d20d9126..7b0fdce438e 100644 --- a/docs/api/paddle/nn/functional/flashmask_attention.rst +++ b/docs/api/paddle/nn/functional/flashmask_attention.rst @@ -9,7 +9,7 @@ flashmask_attention flashmask 将通过参数 `startend_row_indices` 表示作用在 Attention Score 矩阵上的 mask , Attention Score 矩阵指的是 :math:`Q * K^T` ,元素被 mask 指的是将 Score 矩阵中对应位置设置为 :math:`-inf` 下图展示了多种 mask 的示例,图中为 Score 矩阵,灰色区域元素表示被 mask ,上方数字表示 startend_row_indices 的值,一行数字表明 startend_row_indices 的 shape 为 [batch_size, num_heads, seq_len, 1] ,二行数字表明 startend_row_indices 的 shape 为 [batch_size, num_heads, seq_len, 2]。 -.. image:: ../../../images/flashmask.jpeg +.. image:: ../../../../images/flashmask.jpeg :width: 400px :height: 1800px :align: center @@ -24,8 +24,7 @@ flashmask 将通过参数 `startend_row_indices` 表示作用在 Attention Score - **query** (int) - 输入 Query Tensor,shape =[batch_size, seq_len, num_heads, head_dim],数据类型为 float16 或 bfloat16。 - **key** (Tensor) - 输入 Key Tensor,shape 以及 dtype 和 query 相同。 - **value** (Tensor) - 输入 Value Tensor,shape 以及 dtype 和 query 相同。 - - **startend_row_indices** (Tensor) - - 稀疏掩码索引,shape 为 [batch_size, num_heads, seq_len, {1, 2, 4}],数据类型为 int32。 + - **startend_row_indices** (Tensor) - 稀疏掩码索引,shape 为 [batch_size, num_heads, seq_len, {1, 2, 4}],数据类型为 int32。 num_heads 为 1 或与 k 的 num_heads 相同,num_heads 取 1 时将被广播到与 k 的 num_heads 相同。 根据 causal 参数的取值不同,startend_row_indices 可取不同形状并具有不同含义。 - 当 `causal=True` 且 shape 取 [batch_size, num_heads, seq_len, 1] 时, From 7eed0aa042e8f811b81e23e369965736ea2b2af4 Mon Sep 17 00:00:00 2001 From: kircle <945428667@qq.com> Date: Fri, 5 Jul 2024 09:56:45 +0800 Subject: [PATCH 04/13] update flashmask doc --- docs/api/paddle/nn/functional/flashmask_attention.rst | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/docs/api/paddle/nn/functional/flashmask_attention.rst b/docs/api/paddle/nn/functional/flashmask_attention.rst index 7b0fdce438e..c6f77dac16a 100644 --- a/docs/api/paddle/nn/functional/flashmask_attention.rst +++ b/docs/api/paddle/nn/functional/flashmask_attention.rst @@ -6,12 +6,12 @@ flashmask_attention .. py:function:: paddle.nn.functional.flashmask_attention(query, key, value, startend_row_indices, dropout=0.0, causal=False, return_softmax_lse=False, return_seed_offset=False, fixed_seed_offset=None, rng_name="", training=True, name=None) 用稀疏的 flashmask 表达的 flash_attention。 -flashmask 将通过参数 `startend_row_indices` 表示作用在 Attention Score 矩阵上的 mask , Attention Score 矩阵指的是 :math:`Q * K^T` ,元素被 mask 指的是将 Score 矩阵中对应位置设置为 :math:`-inf` +flashmask 将通过参数 `startend_row_indices` 表示作用在 Attention Score 矩阵上的 mask , Attention Score 矩阵指的是 :math:`Q * K^T` ,元素被 mask 指的是将 Score 矩阵中对应位置设置为 :math:`-inf` 。 下图展示了多种 mask 的示例,图中为 Score 矩阵,灰色区域元素表示被 mask ,上方数字表示 startend_row_indices 的值,一行数字表明 startend_row_indices 的 shape 为 [batch_size, num_heads, seq_len, 1] ,二行数字表明 startend_row_indices 的 shape 为 [batch_size, num_heads, seq_len, 2]。 .. image:: ../../../../images/flashmask.jpeg - :width: 400px - :height: 1800px + :width: 1000px + :height: 2000px :align: center .. math:: @@ -24,7 +24,8 @@ flashmask 将通过参数 `startend_row_indices` 表示作用在 Attention Score - **query** (int) - 输入 Query Tensor,shape =[batch_size, seq_len, num_heads, head_dim],数据类型为 float16 或 bfloat16。 - **key** (Tensor) - 输入 Key Tensor,shape 以及 dtype 和 query 相同。 - **value** (Tensor) - 输入 Value Tensor,shape 以及 dtype 和 query 相同。 - - **startend_row_indices** (Tensor) - 稀疏掩码索引,shape 为 [batch_size, num_heads, seq_len, {1, 2, 4}],数据类型为 int32。 + - **startend_row_indices** (Tensor) + - 稀疏掩码索引,shape 为 [batch_size, num_heads, seq_len, {1, 2, 4}],数据类型为 int32。 num_heads 为 1 或与 k 的 num_heads 相同,num_heads 取 1 时将被广播到与 k 的 num_heads 相同。 根据 causal 参数的取值不同,startend_row_indices 可取不同形状并具有不同含义。 - 当 `causal=True` 且 shape 取 [batch_size, num_heads, seq_len, 1] 时, From 1f3913206a77e5c40e7f4c6301c37963a0830d80 Mon Sep 17 00:00:00 2001 From: kircle <945428667@qq.com> Date: Fri, 5 Jul 2024 14:04:36 +0800 Subject: [PATCH 05/13] update flashmask doc --- .../nn/functional/flashmask_attention.rst | 157 +++++++++++++++++- docs/images/FlashMask1.png | Bin 0 -> 40456 bytes docs/images/FlashMask2.png | Bin 0 -> 42221 bytes docs/images/FlashMask3.png | Bin 0 -> 48156 bytes docs/images/FlashMask4.png | Bin 0 -> 50787 bytes docs/images/flashmask.jpeg | Bin 298977 -> 0 bytes 6 files changed, 150 insertions(+), 7 deletions(-) create mode 100644 docs/images/FlashMask1.png create mode 100644 docs/images/FlashMask2.png create mode 100644 docs/images/FlashMask3.png create mode 100644 docs/images/FlashMask4.png delete mode 100644 docs/images/flashmask.jpeg diff --git a/docs/api/paddle/nn/functional/flashmask_attention.rst b/docs/api/paddle/nn/functional/flashmask_attention.rst index c6f77dac16a..ae8b2373df8 100644 --- a/docs/api/paddle/nn/functional/flashmask_attention.rst +++ b/docs/api/paddle/nn/functional/flashmask_attention.rst @@ -5,18 +5,161 @@ flashmask_attention .. py:function:: paddle.nn.functional.flashmask_attention(query, key, value, startend_row_indices, dropout=0.0, causal=False, return_softmax_lse=False, return_seed_offset=False, fixed_seed_offset=None, rng_name="", training=True, name=None) +.. math:: + + result = softmax(\frac{ Q * K^T }{\sqrt{d}} + mask) * V + 用稀疏的 flashmask 表达的 flash_attention。 -flashmask 将通过参数 `startend_row_indices` 表示作用在 Attention Score 矩阵上的 mask , Attention Score 矩阵指的是 :math:`Q * K^T` ,元素被 mask 指的是将 Score 矩阵中对应位置设置为 :math:`-inf` 。 +flashmask 将通过参数 :code:`startend_row_indices` 表示作用在 Attention Score 矩阵上的 mask , Attention Score 矩阵指的是 :math:`Q * K^T` ,元素被 mask 指的是将 Score 矩阵中对应位置设置为 :math:`-inf` 。 + 下图展示了多种 mask 的示例,图中为 Score 矩阵,灰色区域元素表示被 mask ,上方数字表示 startend_row_indices 的值,一行数字表明 startend_row_indices 的 shape 为 [batch_size, num_heads, seq_len, 1] ,二行数字表明 startend_row_indices 的 shape 为 [batch_size, num_heads, seq_len, 2]。 -.. image:: ../../../../images/flashmask.jpeg - :width: 1000px - :height: 2000px +.. image:: ../../../../images/FlashMask1.png + :width: 900 + :alt: pipeline :align: center -.. math:: +图(a)中 :code:`causal=True` , :code:`startend_row_indices` 的值如下 - result = softmax(\frac{ Q * K^T }{\sqrt{d}} + mask) * V +.. code-block:: python + >>> print(startend_row_indices) + Tensor(shape=[1, 1, 10, 1], dtype=int32, place=Place(gpu:0), stop_gradient=True, + [[[[5 ], + [5 ], + [5 ], + [5 ], + [5 ], + [5 ], + [5 ], + [5], + [5], + [5]]]]) + +图(b)中 :code:`causal=True` , `startend_row_indices` 的值如下 + +.. code-block:: python + >>> print(startend_row_indices) + Tensor(shape=[1, 1, 10, 1], dtype=int32, place=Place(gpu:0), stop_gradient=True, + [[[[4 ], + [4 ], + [4 ], + [4 ], + [7 ], + [7 ], + [7 ], + [10], + [10], + [10]]]]) + +.. image:: ../../../../images/FlashMask2.png + :width: 900 + :alt: pipeline + :align: center + +图(c)中 :code:`causal=True` , `startend_row_indices` 的值如下 + +.. code-block:: python + >>> print(startend_row_indices) + Tensor(shape=[1, 1, 10, 1], dtype=int32, place=Place(gpu:0), stop_gradient=True, + [[[[10 ], + [10 ], + [10 ], + [10 ], + [7 ], + [7 ], + [7 ], + [10], + [10], + [10]]]]) + +图(d)中 :code:`causal=True` , `startend_row_indices` 的值如下 + +.. code-block:: python + >>> print(startend_row_indices) + Tensor(shape=[1, 1, 10, 1], dtype=int32, place=Place(gpu:0), stop_gradient=True, + [[[[10 ], + [4 ], + [5 ], + [6 ], + [7 ], + [8 ], + [9 ], + [10], + [10], + [10]]]]) + +.. image:: ../../../../images/FlashMask3.png + :width: 900 + :alt: pipeline + :align: center + +图(e)中 :code:`causal=True` , `startend_row_indices` 的值如下 + +.. code-block:: python + >>> print(startend_row_indices) + Tensor(shape=[1, 1, 10, 2], dtype=int32, place=Place(gpu:0), stop_gradient=True, + [[[[4 , 7 ], + [4 , 7 ], + [4 , 7 ], + [4 , 7 ], + [10, 10], + [10, 10], + [10, 10], + [10, 10], + [10, 10], + [10, 10]]]]) + +图(f)中 :code:`causal=False` , `startend_row_indices` 的值如下 + +.. code-block:: python + >>> print(startend_row_indices) + Tensor(shape=[1, 1, 10, 2], dtype=int32, place=Place(gpu:0), stop_gradient=True, + [[[[4 , 0 ], + [4 , 0 ], + [4 , 0 ], + [4 , 0 ], + [7, 4], + [7, 4], + [7, 4], + [10, 7], + [10, 7], + [10, 7]]]]) + +.. image:: ../../../../images/FlashMask4.png + :width: 900 + :alt: pipeline + :align: center + +图(g)中 :code:`causal=False` , `startend_row_indices` 的值如下 + + >>> print(startend_row_indices) + Tensor(shape=[1, 1, 10, 4], dtype=int32, place=Place(gpu:0), stop_gradient=True, + [[[[10, 10, 0 , 0 ], + [10, 10, 0 , 0 ], + [10, 10, 0 , 0 ], + [3 , 10, 0 , 0 ], + [4 , 10, 3 , 4 ], + [5 , 10, 3 , 5 ], + [6 , 10, 3 , 6 ], + [7 , 10, 3 , 7 ], + [8 , 10, 3 , 8 ], + [9 , 10, 3 , 9 ]]]]) + +图(h)中 :code:`causal=True` , `startend_row_indices` 的值如下 + +.. code-block:: python + >>> print(startend_row_indices) + Tensor(shape=[1, 1, 10, 1], dtype=int32, place=Place(gpu:0), stop_gradient=True, + [[[[10 ], + [4 ], + [8 ], + [6 ], + [10 ], + [7 ], + [10 ], + [9], + [10], + [10]]]]) 参数 :::::::::::: @@ -35,7 +178,7 @@ flashmask 将通过参数 `startend_row_indices` 表示作用在 Attention Score - 当 `causal=False` 且 shape 取 [batch_size, num_heads, seq_len, 2] 时, startend_row_indices 的值 r1,r2 表示 Score 矩阵中左下三角从第 r1 行下方(包括)的元素将被 mask,右上三角从第 r2 行上方(不包括)的元素将被 mask - 当 `causal=False` 且 shape 取 [batch_size, num_heads, seq_len, 4] 时 (尚未支持), - startend_row_indices 的值 r1,r2,r3,r4 表示 Score 矩阵中左下三角从第 r1 行下方(包括)但在第 r2 行上方(不包括)的元素将被 mask,右上三角从第 r3 行下方(包括)但在第 r4 行上方(不包括)的元素将被 mask + startend_row_indices 的值 r1,r2,r3,r4 表示 Score 矩阵中左下三角从第 r1 行下方(包括)但在第 r2 行上方(不包括)的元素将被 mask,右上三角从第 r3 行下方(包括)但在第 r4 行上方(不包括)的元素将被 mask。 - **dropout** (bool,可选) – dropout 概率值,默认值为 0。 - **causal** (bool,可选) - 是否使用 causal 模式,默认值:False。 - **return_softmax_lse** (bool,可选) - 是否返回 softmax_lse 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.../nn/functional/flashmask_attention.rst | 22 +++++++++++++------ 1 file changed, 15 insertions(+), 7 deletions(-) diff --git a/docs/api/paddle/nn/functional/flashmask_attention.rst b/docs/api/paddle/nn/functional/flashmask_attention.rst index ae8b2373df8..11b5e183fce 100644 --- a/docs/api/paddle/nn/functional/flashmask_attention.rst +++ b/docs/api/paddle/nn/functional/flashmask_attention.rst @@ -22,6 +22,7 @@ flashmask 将通过参数 :code:`startend_row_indices` 表示作用在 Attention 图(a)中 :code:`causal=True` , :code:`startend_row_indices` 的值如下 .. code-block:: python + >>> print(startend_row_indices) Tensor(shape=[1, 1, 10, 1], dtype=int32, place=Place(gpu:0), stop_gradient=True, [[[[5 ], @@ -35,9 +36,10 @@ flashmask 将通过参数 :code:`startend_row_indices` 表示作用在 Attention [5], [5]]]]) -图(b)中 :code:`causal=True` , `startend_row_indices` 的值如下 +图(b)中 :code:`causal=True` , :code:`startend_row_indices` 的值如下 .. code-block:: python + >>> print(startend_row_indices) Tensor(shape=[1, 1, 10, 1], dtype=int32, place=Place(gpu:0), stop_gradient=True, [[[[4 ], @@ -56,9 +58,10 @@ flashmask 将通过参数 :code:`startend_row_indices` 表示作用在 Attention :alt: pipeline :align: center -图(c)中 :code:`causal=True` , `startend_row_indices` 的值如下 +图(c)中 :code:`causal=True` , :code:`startend_row_indices` 的值如下 .. code-block:: python + >>> print(startend_row_indices) Tensor(shape=[1, 1, 10, 1], dtype=int32, place=Place(gpu:0), stop_gradient=True, [[[[10 ], @@ -72,9 +75,10 @@ flashmask 将通过参数 :code:`startend_row_indices` 表示作用在 Attention [10], [10]]]]) -图(d)中 :code:`causal=True` , `startend_row_indices` 的值如下 +图(d)中 :code:`causal=True` , :code:`startend_row_indices` 的值如下 .. code-block:: python + >>> print(startend_row_indices) Tensor(shape=[1, 1, 10, 1], dtype=int32, place=Place(gpu:0), stop_gradient=True, [[[[10 ], @@ -93,9 +97,10 @@ flashmask 将通过参数 :code:`startend_row_indices` 表示作用在 Attention :alt: pipeline :align: center -图(e)中 :code:`causal=True` , `startend_row_indices` 的值如下 +图(e)中 :code:`causal=True` , :code:`startend_row_indices` 的值如下 .. code-block:: python + >>> print(startend_row_indices) Tensor(shape=[1, 1, 10, 2], dtype=int32, place=Place(gpu:0), stop_gradient=True, [[[[4 , 7 ], @@ -109,7 +114,7 @@ flashmask 将通过参数 :code:`startend_row_indices` 表示作用在 Attention [10, 10], [10, 10]]]]) -图(f)中 :code:`causal=False` , `startend_row_indices` 的值如下 +图(f)中 :code:`causal=False` , :code:`startend_row_indices` 的值如下 .. code-block:: python >>> print(startend_row_indices) @@ -130,7 +135,9 @@ flashmask 将通过参数 :code:`startend_row_indices` 表示作用在 Attention :alt: pipeline :align: center -图(g)中 :code:`causal=False` , `startend_row_indices` 的值如下 +图(g)中 :code:`causal=False` , :code:`startend_row_indices` 的值如下 + +.. code-block:: python >>> print(startend_row_indices) Tensor(shape=[1, 1, 10, 4], dtype=int32, place=Place(gpu:0), stop_gradient=True, @@ -145,9 +152,10 @@ flashmask 将通过参数 :code:`startend_row_indices` 表示作用在 Attention [8 , 10, 3 , 8 ], [9 , 10, 3 , 9 ]]]]) -图(h)中 :code:`causal=True` , `startend_row_indices` 的值如下 +图(h)中 :code:`causal=True` , :code:`startend_row_indices` 的值如下 .. code-block:: python + >>> print(startend_row_indices) Tensor(shape=[1, 1, 10, 1], dtype=int32, place=Place(gpu:0), stop_gradient=True, [[[[10 ], From a4819b2a132e3bdaab9766dd9a2b08630fcc3a28 Mon Sep 17 00:00:00 2001 From: kircle <945428667@qq.com> Date: Fri, 5 Jul 2024 15:26:42 +0800 Subject: [PATCH 07/13] update flashmask doc --- docs/api/paddle/nn/functional/flashmask_attention.rst | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/docs/api/paddle/nn/functional/flashmask_attention.rst b/docs/api/paddle/nn/functional/flashmask_attention.rst index 11b5e183fce..e7e1c146f6f 100644 --- a/docs/api/paddle/nn/functional/flashmask_attention.rst +++ b/docs/api/paddle/nn/functional/flashmask_attention.rst @@ -117,6 +117,7 @@ flashmask 将通过参数 :code:`startend_row_indices` 表示作用在 Attention 图(f)中 :code:`causal=False` , :code:`startend_row_indices` 的值如下 .. code-block:: python + >>> print(startend_row_indices) Tensor(shape=[1, 1, 10, 2], dtype=int32, place=Place(gpu:0), stop_gradient=True, [[[[4 , 0 ], @@ -179,13 +180,13 @@ flashmask 将通过参数 :code:`startend_row_indices` 表示作用在 Attention - 稀疏掩码索引,shape 为 [batch_size, num_heads, seq_len, {1, 2, 4}],数据类型为 int32。 num_heads 为 1 或与 k 的 num_heads 相同,num_heads 取 1 时将被广播到与 k 的 num_heads 相同。 根据 causal 参数的取值不同,startend_row_indices 可取不同形状并具有不同含义。 - - 当 `causal=True` 且 shape 取 [batch_size, num_heads, seq_len, 1] 时, + - 当 :code:`causal=True` 且 shape 取 [batch_size, num_heads, seq_len, 1] 时, startend_row_indices 的值 r 表示 Score 矩阵中左下三角从第 r 行下方(包括)的元素将被 mask - - 当 `causal=True` 且 shape 取 [batch_size, num_heads, seq_len, 2] 时, + - 当 :code:`causal=True` 且 shape 取 [batch_size, num_heads, seq_len, 2] 时, startend_row_indices 的值 r1,r2 表示 Score 矩阵中左下三角从第 r1 行下方(包括)但在第 r2 行上方(不包括)的元素将被 mask - - 当 `causal=False` 且 shape 取 [batch_size, num_heads, seq_len, 2] 时, + - 当 :code:`causal=False` 且 shape 取 [batch_size, num_heads, seq_len, 2] 时, startend_row_indices 的值 r1,r2 表示 Score 矩阵中左下三角从第 r1 行下方(包括)的元素将被 mask,右上三角从第 r2 行上方(不包括)的元素将被 mask - - 当 `causal=False` 且 shape 取 [batch_size, num_heads, seq_len, 4] 时 (尚未支持), + - 当 :code:`causal=False` 且 shape 取 [batch_size, num_heads, seq_len, 4] 时 (尚未支持), startend_row_indices 的值 r1,r2,r3,r4 表示 Score 矩阵中左下三角从第 r1 行下方(包括)但在第 r2 行上方(不包括)的元素将被 mask,右上三角从第 r3 行下方(包括)但在第 r4 行上方(不包括)的元素将被 mask。 - **dropout** (bool,可选) – dropout 概率值,默认值为 0。 - **causal** (bool,可选) - 是否使用 causal 模式,默认值:False。 From 8967ab5debceb9e6e32535b697720858373f1040 Mon Sep 17 00:00:00 2001 From: kircle <945428667@qq.com> Date: Fri, 5 Jul 2024 16:00:39 +0800 Subject: [PATCH 08/13] update flashmask doc --- docs/api/paddle/nn/functional/flashmask_attention.rst | 10 ++++++---- 1 file changed, 6 insertions(+), 4 deletions(-) diff --git a/docs/api/paddle/nn/functional/flashmask_attention.rst b/docs/api/paddle/nn/functional/flashmask_attention.rst index e7e1c146f6f..95258e180a7 100644 --- a/docs/api/paddle/nn/functional/flashmask_attention.rst +++ b/docs/api/paddle/nn/functional/flashmask_attention.rst @@ -190,10 +190,10 @@ flashmask 将通过参数 :code:`startend_row_indices` 表示作用在 Attention startend_row_indices 的值 r1,r2,r3,r4 表示 Score 矩阵中左下三角从第 r1 行下方(包括)但在第 r2 行上方(不包括)的元素将被 mask,右上三角从第 r3 行下方(包括)但在第 r4 行上方(不包括)的元素将被 mask。 - **dropout** (bool,可选) – dropout 概率值,默认值为 0。 - **causal** (bool,可选) - 是否使用 causal 模式,默认值:False。 - - **return_softmax_lse** (bool,可选) - 是否返回 softmax_lse 的结果。默认值为 False。 - - **return_seed_offset** (bool,可选) - 是否返回 seed_offset 的结果。默认值为 False。 - - **fixed_seed_offset** (Tensor,可选) - 固定 Dropout 的 offset seed. - - **rng_name** (str,可选) - 随机数生成器名称 + - **return_softmax_lse** (bool,可选) - 是否返回 softmax_lse 的结果。默认值为 False,表示不返回 :code:`softmax_lse` 。 + - **return_seed_offset** (bool,可选) - 是否返回 seed_offset 的结果。默认值为 False,表示不返回 :code:`seed_offset` 。 + - **fixed_seed_offset** (Tensor,可选) - 固定 Dropout 的 offset seed。 默认值为 None, 表示不固定 seed。 + - **rng_name** (str,可选) - 随机数生成器名称。 默认值为 ""。 - **training** (bool,可选) - 指示是否为训练模式。默认值为 True。 - **name** (str,可选) - 具体用法请参见 :ref:`api_guide_Name`,一般无需设置,默认值为 None。 @@ -201,7 +201,9 @@ flashmask 将通过参数 :code:`startend_row_indices` 表示作用在 Attention 返回 :::::::::::: `Tensor`,attention 的结果。 + `softmax_lse`,当 return_softmax_lse 为 True 时,返回的 softmax_lse 的值 + `seed_offset`,当 return_seed_offset 为 True 时,返回的 seed_offset 的值 From 4bd5e666b44828b6c89d28239e7a070e1c14fa0c Mon Sep 17 00:00:00 2001 From: kircle <945428667@qq.com> Date: Mon, 8 Jul 2024 12:10:59 +0800 Subject: [PATCH 09/13] update flashmask doc --- docs/api/paddle/nn/functional/flashmask_attention.rst | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/docs/api/paddle/nn/functional/flashmask_attention.rst b/docs/api/paddle/nn/functional/flashmask_attention.rst index 95258e180a7..fc0df8478c1 100644 --- a/docs/api/paddle/nn/functional/flashmask_attention.rst +++ b/docs/api/paddle/nn/functional/flashmask_attention.rst @@ -12,7 +12,7 @@ flashmask_attention 用稀疏的 flashmask 表达的 flash_attention。 flashmask 将通过参数 :code:`startend_row_indices` 表示作用在 Attention Score 矩阵上的 mask , Attention Score 矩阵指的是 :math:`Q * K^T` ,元素被 mask 指的是将 Score 矩阵中对应位置设置为 :math:`-inf` 。 -下图展示了多种 mask 的示例,图中为 Score 矩阵,灰色区域元素表示被 mask ,上方数字表示 startend_row_indices 的值,一行数字表明 startend_row_indices 的 shape 为 [batch_size, num_heads, seq_len, 1] ,二行数字表明 startend_row_indices 的 shape 为 [batch_size, num_heads, seq_len, 2]。 +下图展示了多种 mask 的示例,图中为 Score 矩阵,灰色区域元素表示被 mask ,上方数字表示 startend_row_indices 的值,一行数字表明 startend_row_indices 的 shape 为 [batch_size, num_heads, seq_len, 1] ,二行数字表明 startend_row_indices 的 shape 为 [batch_size, num_heads, seq_len, 2] , 四行数字表明 startend_row_indices 的 shape 为 [batch_size, num_heads, seq_len, 4] 。 .. image:: ../../../../images/FlashMask1.png :width: 900 @@ -179,9 +179,9 @@ flashmask 将通过参数 :code:`startend_row_indices` 表示作用在 Attention - **startend_row_indices** (Tensor) - 稀疏掩码索引,shape 为 [batch_size, num_heads, seq_len, {1, 2, 4}],数据类型为 int32。 num_heads 为 1 或与 k 的 num_heads 相同,num_heads 取 1 时将被广播到与 k 的 num_heads 相同。 - 根据 causal 参数的取值不同,startend_row_indices 可取不同形状并具有不同含义。 + 根据 causal 参数的取值不同,startend_row_indices 可取不同形状并具有不同含义, startend_row_indices 中的值将依次被记为 r1,r2,r3,r4。 - 当 :code:`causal=True` 且 shape 取 [batch_size, num_heads, seq_len, 1] 时, - startend_row_indices 的值 r 表示 Score 矩阵中左下三角从第 r 行下方(包括)的元素将被 mask + startend_row_indices 的值 r1 表示 Score 矩阵中左下三角从第 r1 行下方(包括)的元素将被 mask - 当 :code:`causal=True` 且 shape 取 [batch_size, num_heads, seq_len, 2] 时, startend_row_indices 的值 r1,r2 表示 Score 矩阵中左下三角从第 r1 行下方(包括)但在第 r2 行上方(不包括)的元素将被 mask - 当 :code:`causal=False` 且 shape 取 [batch_size, num_heads, seq_len, 2] 时, From e05465de46ad3c8d13af453760cac9027f4ffee7 Mon Sep 17 00:00:00 2001 From: kircle <945428667@qq.com> Date: Tue, 9 Jul 2024 10:06:09 +0800 Subject: [PATCH 10/13] check englisth doc format --- ...tention.rst => flashmask_attention_cn.rst} | 0 .../nn/functional/flashmask_attention_en.rst | 211 ++++++++++++++++++ 2 files changed, 211 insertions(+) rename docs/api/paddle/nn/functional/{flashmask_attention.rst => flashmask_attention_cn.rst} (100%) create mode 100644 docs/api/paddle/nn/functional/flashmask_attention_en.rst diff --git a/docs/api/paddle/nn/functional/flashmask_attention.rst b/docs/api/paddle/nn/functional/flashmask_attention_cn.rst similarity index 100% rename from docs/api/paddle/nn/functional/flashmask_attention.rst rename to docs/api/paddle/nn/functional/flashmask_attention_cn.rst diff --git a/docs/api/paddle/nn/functional/flashmask_attention_en.rst b/docs/api/paddle/nn/functional/flashmask_attention_en.rst new file mode 100644 index 00000000000..8cf1d537738 --- /dev/null +++ b/docs/api/paddle/nn/functional/flashmask_attention_en.rst @@ -0,0 +1,211 @@ +Implements FlashAttention with a sparse mask representation. + +The equation is: + +.. math:: + + result = softmax(\frac{Q \cdot K^T}{\sqrt{d}} + M) \cdot V + +where ``Q``, ``K``, and ``V`` are the input tensors of the attention module. +They share the same dimensions, and ``d`` represents the size of the last dimension. +``M`` is the dense mask. + +The figure below shows examples of various masks, with the Score matrix depicted. Gray areas indicate elements that are masked. The numbers above represent the values of `startend_row_indices`. A single row of numbers indicates that the shape of `startend_row_indices` is `[batch_size, num_heads, seq_len, 1]`. Two rows of numbers indicate that the shape of `startend_row_indices` is `[batch_size, num_heads, seq_len, 2]`. Four rows of numbers indicate that the shape of `startend_row_indices` is `[batch_size, num_heads, seq_len, 4]`. + +.. image:: https:/githubraw.cdn.bcebos.com/PaddlePaddle/docs/develop/docs/images/FlashMask1.png +:width: 900 +:alt: pipeline +:align: center + +In Figure (a), where `causal=True`, the values of `startend_row_indices` are as follows: + +.. code-block:: python + + >>> print(startend_row_indices) + Tensor(shape=[1, 1, 10, 1], dtype=int32, place=Place(gpu:0), stop_gradient=True, + [[[[5 ], + [5 ], + [5 ], + [5 ], + [5 ], + [5 ], + [5 ], + [5], + [5], + [5]]]]) + +In Figure (b), where `causal=True`, the values of `startend_row_indices` are as follows: + +.. code-block:: python + + >>> print(startend_row_indices) + Tensor(shape=[1, 1, 10, 1], dtype=int32, place=Place(gpu:0), stop_gradient=True, + [[[[4 ], + [4 ], + [4 ], + [4 ], + [7 ], + [7 ], + [7 ], + [10], + [10], + [10]]]]) + +.. image:: https:/githubraw.cdn.bcebos.com/PaddlePaddle/docs/develop/docs/images/FlashMask2.png +:width: 900 +:alt: pipeline +:align: center + +In Figure (c), where `causal=True`, the values of `startend_row_indices` are as follows: + +.. code-block:: python + + >>> print(startend_row_indices) + Tensor(shape=[1, 1, 10, 1], dtype=int32, place=Place(gpu:0), stop_gradient=True, + [[[[10 ], + [10 ], + [10 ], + [10 ], + [7 ], + [7 ], + [7 ], + [10], + [10], + [10]]]]) + +In Figure (d), where `causal=True`, the values of `startend_row_indices` are as follows: + +.. code-block:: python + + >>> print(startend_row_indices) + Tensor(shape=[1, 1, 10, 1], dtype=int32, place=Place(gpu:0), stop_gradient=True, + [[[[10 ], + [4 ], + [5 ], + [6 ], + [7 ], + [8 ], + [9 ], + [10], + [10], + [10]]]]) + +.. image:: https:/githubraw.cdn.bcebos.com/PaddlePaddle/docs/develop/docs/images/FlashMask3.png +:width: 900 +:alt: pipeline +:align: center + +In Figure (e), where `causal=True`, the values of `startend_row_indices` are as follows: + +.. code-block:: python + + >>> print(startend_row_indices) + Tensor(shape=[1, 1, 10, 2], dtype=int32, place=Place(gpu:0), stop_gradient=True, + [[[[4 , 7 ], + [4 , 7 ], + [4 , 7 ], + [4 , 7 ], + [10, 10], + [10, 10], + [10, 10], + [10, 10], + [10, 10], + [10, 10]]]]) + +In Figure (f), where `causal=False`, the values of `startend_row_indices` are as follows: + +.. code-block:: python + + >>> print(startend_row_indices) + Tensor(shape=[1, 1, 10, 2], dtype=int32, place=Place(gpu:0), stop_gradient=True, + [[[[4 , 0 ], + [4 , 0 ], + [4 , 0 ], + [4 , 0 ], + [7, 4], + [7, 4], + [7, 4], + [10, 7], + [10, 7], + [10, 7]]]]) + +.. image:: https:/githubraw.cdn.bcebos.com/PaddlePaddle/docs/develop/docs/images/FlashMask4.png +:width: 900 +:alt: pipeline +:align: center + +In Figure (g), where `causal=False`, the values of `startend_row_indices` are as follows: + +.. code-block:: python + + >>> print(startend_row_indices) + Tensor(shape=[1, 1, 10, 4], dtype=int32, place=Place(gpu:0), stop_gradient=True, + [[[[10, 10, 0 , 0 ], + [10, 10, 0 , 0 ], + [10, 10, 0 , 0 ], + [3 , 10, 0 , 0 ], + [4 , 10, 3 , 4 ], + [5 , 10, 3 , 5 ], + [6 , 10, 3 , 6 ], + [7 , 10, 3 , 7 ], + [8 , 10, 3 , 8 ], + [9 , 10, 3 , 9 ]]]]) + +In Figure (h), where `causal=True`, the values of `startend_row_indices` are as follows: + +.. code-block:: python + + >>> print(startend_row_indices) + Tensor(shape=[1, 1, 10, 1], dtype=int32, place=Place(gpu:0), stop_gradient=True, + [[[[10 ], + [4 ], + [8 ], + [6 ], + [10 ], + [7 ], + [10 ], + [9], + [10], + [10]]]]) + +Warning: + This API only supports inputs with dtype float16 and bfloat16. + +Args: + query (Tensor): The query tensor in the attention module. + A 4-D tensor with shape [batch_size, seq_len, num_heads, head_dim]. + The dtype can be float16 or bfloat16. + key (Tensor): The key tensor in the attention module. + A 4-D tensor with shape [batch_size, seq_len, num_heads, head_dim]. + The dtype can be float16 or bfloat16. + value (Tensor): The value tensor in the attention module. + A 4-D tensor with shape [batch_size, seq_len, num_heads, head_dim]. + The dtype can be float16 or bfloat16. + startend_row_indices (Tensor): A sparse attention mask indices tensor. + A 4-D tensor with shape [batch_size, num_heads, seq_len, {1, 2, 4}]. + The dtype must be int32. num_heads can be 1 or the same as key's num_heads. When num_heads is 1, it will be broadcast to match key's num_heads. + Depending on the value of the causal parameter, startend_row_indices can take different shapes and meanings, with the values in startend_row_indices being denoted as r1, r2, r3, r4 sequentially.: + - When `causal=True` and the shape is [batch_size, num_heads, seq_len, 1], + indicating unidirectional attention. The value represents the starting row index of the left + lower triangular mask in the dense mask. The value r1 in startend_row_indices indicates that elements in the lower left triangle of the Score matrix starting from the r1-th row downwards (inclusive) will be masked. + - When `causal=True` and the shape is [batch_size, num_heads, seq_len, 2], + indicating unidirectional attention. The values represent the starting and ending row indices of + the left lower triangular mask in the dense mask. The values r1, r2 in startend_row_indices indicate that elements in the lower left triangle of the Score matrix starting from the r1-th row downwards (inclusive) but above the r2-th row (exclusive) will be masked. + - When `causal=False` and the shape is [batch_size, num_heads, seq_len, 2], + indicating bidirectional attention. The values represent the starting row index of the left + lower triangular mask and the ending row index of the right upper triangular mask in the dense mask. The values r1, r2 in startend_row_indices indicate that elements in the lower left triangle of the Score matrix starting from the r1-th row downwards (inclusive) will be masked, and elements in the upper right triangle starting from the r2-th row upwards (exclusive) will be masked. + - When `causal=False` and the shape is [batch_size, num_heads, seq_len, 4] (not implemented), + indicating bidirectional attention. The values represent the start and end row indices of the + left lower triangular mask and the start and end row indices of the right upper triangular mask in the dense mask. The values r1, r2, r3, r4 in startend_row_indices indicate that elements in the lower left triangle of the Score matrix starting from the r1-th row downwards (inclusive) but above the r2-th row (exclusive) will be masked, and elements in the upper right triangle starting from the r3-th row downwards (inclusive) but above the r4-th row (exclusive) will be masked. + dropout (float): The dropout ratio. Default is 0.0. + causal (bool): Whether to enable causal mode. Default is False. + return_softmax_lse (bool): Whether to return the log-sum-exp of the softmax. Default is False. + return_seed_offset (bool): Whether to return the random seed offset. Default is False. + fixed_seed_offset (Tensor, optional): With fixed seed, offset for dropout mask. + rng_name (str): The name to select Generator. + training (bool): Whether the module is in training mode. Default is True. + name (str, optional): Name of the operation. Default is None. Normally, users do not need to set this property. + For more information, refer to :ref:`api_guide_Name`. + +Returns: + Tensor: The computed attention result with the same shape as the input `value`. From b71819a5ec345400d4fba5b3bcf7d83a2cbe75ad Mon Sep 17 00:00:00 2001 From: kircle <945428667@qq.com> Date: Tue, 9 Jul 2024 10:56:53 +0800 Subject: [PATCH 11/13] check englisth doc format --- .../nn/functional/flashmask_attention_en.rst | 26 +++++++++---------- 1 file changed, 13 insertions(+), 13 deletions(-) diff --git a/docs/api/paddle/nn/functional/flashmask_attention_en.rst b/docs/api/paddle/nn/functional/flashmask_attention_en.rst index 8cf1d537738..11fe7ec157a 100644 --- a/docs/api/paddle/nn/functional/flashmask_attention_en.rst +++ b/docs/api/paddle/nn/functional/flashmask_attention_en.rst @@ -13,9 +13,9 @@ They share the same dimensions, and ``d`` represents the size of the last dimens The figure below shows examples of various masks, with the Score matrix depicted. Gray areas indicate elements that are masked. The numbers above represent the values of `startend_row_indices`. A single row of numbers indicates that the shape of `startend_row_indices` is `[batch_size, num_heads, seq_len, 1]`. Two rows of numbers indicate that the shape of `startend_row_indices` is `[batch_size, num_heads, seq_len, 2]`. Four rows of numbers indicate that the shape of `startend_row_indices` is `[batch_size, num_heads, seq_len, 4]`. .. image:: https:/githubraw.cdn.bcebos.com/PaddlePaddle/docs/develop/docs/images/FlashMask1.png -:width: 900 -:alt: pipeline -:align: center + :width: 900 + :alt: pipeline + :align: center In Figure (a), where `causal=True`, the values of `startend_row_indices` are as follows: @@ -52,9 +52,9 @@ In Figure (b), where `causal=True`, the values of `startend_row_indices` are as [10]]]]) .. image:: https:/githubraw.cdn.bcebos.com/PaddlePaddle/docs/develop/docs/images/FlashMask2.png -:width: 900 -:alt: pipeline -:align: center + :width: 900 + :alt: pipeline + :align: center In Figure (c), where `causal=True`, the values of `startend_row_indices` are as follows: @@ -91,9 +91,9 @@ In Figure (d), where `causal=True`, the values of `startend_row_indices` are as [10]]]]) .. image:: https:/githubraw.cdn.bcebos.com/PaddlePaddle/docs/develop/docs/images/FlashMask3.png -:width: 900 -:alt: pipeline -:align: center + :width: 900 + :alt: pipeline + :align: center In Figure (e), where `causal=True`, the values of `startend_row_indices` are as follows: @@ -130,9 +130,9 @@ In Figure (f), where `causal=False`, the values of `startend_row_indices` are as [10, 7]]]]) .. image:: https:/githubraw.cdn.bcebos.com/PaddlePaddle/docs/develop/docs/images/FlashMask4.png -:width: 900 -:alt: pipeline -:align: center + :width: 900 + :alt: pipeline + :align: center In Figure (g), where `causal=False`, the values of `startend_row_indices` are as follows: @@ -184,7 +184,7 @@ Args: startend_row_indices (Tensor): A sparse attention mask indices tensor. A 4-D tensor with shape [batch_size, num_heads, seq_len, {1, 2, 4}]. The dtype must be int32. num_heads can be 1 or the same as key's num_heads. When num_heads is 1, it will be broadcast to match key's num_heads. - Depending on the value of the causal parameter, startend_row_indices can take different shapes and meanings, with the values in startend_row_indices being denoted as r1, r2, r3, r4 sequentially.: + Depending on the value of the causal parameter, startend_row_indices can take different shapes and meanings, with the values in startend_row_indices being denoted as r1, r2, r3, r4 sequentially. - When `causal=True` and the shape is [batch_size, num_heads, seq_len, 1], indicating unidirectional attention. The value represents the starting row index of the left lower triangular mask in the dense mask. The value r1 in startend_row_indices indicates that elements in the lower left triangle of the Score matrix starting from the r1-th row downwards (inclusive) will be masked. From a4f2e2036de829c0eb21ae68a371a00cd4b581c0 Mon Sep 17 00:00:00 2001 From: kircle <945428667@qq.com> Date: Tue, 9 Jul 2024 11:45:01 +0800 Subject: [PATCH 12/13] check englisth doc format --- .../nn/functional/flashmask_attention_cn.rst | 2 +- .../nn/functional/flashmask_attention_en.rst | 86 +++++++++++++++---- 2 files changed, 68 insertions(+), 20 deletions(-) diff --git a/docs/api/paddle/nn/functional/flashmask_attention_cn.rst b/docs/api/paddle/nn/functional/flashmask_attention_cn.rst index fc0df8478c1..18f49da8d53 100644 --- a/docs/api/paddle/nn/functional/flashmask_attention_cn.rst +++ b/docs/api/paddle/nn/functional/flashmask_attention_cn.rst @@ -173,7 +173,7 @@ flashmask 将通过参数 :code:`startend_row_indices` 表示作用在 Attention 参数 :::::::::::: - - **query** (int) - 输入 Query Tensor,shape =[batch_size, seq_len, num_heads, head_dim],数据类型为 float16 或 bfloat16。 + - **query** (Tensor) - 输入 Query Tensor,shape =[batch_size, seq_len, num_heads, head_dim],数据类型为 float16 或 bfloat16。 - **key** (Tensor) - 输入 Key Tensor,shape 以及 dtype 和 query 相同。 - **value** (Tensor) - 输入 Value Tensor,shape 以及 dtype 和 query 相同。 - **startend_row_indices** (Tensor) diff --git a/docs/api/paddle/nn/functional/flashmask_attention_en.rst b/docs/api/paddle/nn/functional/flashmask_attention_en.rst index 11fe7ec157a..b4411c13ed9 100644 --- a/docs/api/paddle/nn/functional/flashmask_attention_en.rst +++ b/docs/api/paddle/nn/functional/flashmask_attention_en.rst @@ -171,20 +171,22 @@ In Figure (h), where `causal=True`, the values of `startend_row_indices` are as Warning: This API only supports inputs with dtype float16 and bfloat16. -Args: - query (Tensor): The query tensor in the attention module. +Args +:::::::::::: + - **query** (Tensor) - The query tensor in the attention module. A 4-D tensor with shape [batch_size, seq_len, num_heads, head_dim]. The dtype can be float16 or bfloat16. - key (Tensor): The key tensor in the attention module. + - **key** (Tensor) - The key tensor in the attention module. A 4-D tensor with shape [batch_size, seq_len, num_heads, head_dim]. The dtype can be float16 or bfloat16. - value (Tensor): The value tensor in the attention module. + - **value** (Tensor) - The value tensor in the attention module. A 4-D tensor with shape [batch_size, seq_len, num_heads, head_dim]. The dtype can be float16 or bfloat16. - startend_row_indices (Tensor): A sparse attention mask indices tensor. - A 4-D tensor with shape [batch_size, num_heads, seq_len, {1, 2, 4}]. - The dtype must be int32. num_heads can be 1 or the same as key's num_heads. When num_heads is 1, it will be broadcast to match key's num_heads. - Depending on the value of the causal parameter, startend_row_indices can take different shapes and meanings, with the values in startend_row_indices being denoted as r1, r2, r3, r4 sequentially. + - **startend_row_indices** (Tensor) + - A sparse attention mask indices tensor. + A 4-D tensor with shape [batch_size, num_heads, seq_len, {1, 2, 4}]. + The dtype must be int32. num_heads can be 1 or the same as key's num_heads. When num_heads is 1, it will be broadcast to match key's num_heads. + Depending on the value of the causal parameter, startend_row_indices can take different shapes and meanings, with the values in startend_row_indices being denoted as r1, r2, r3, r4 sequentially. - When `causal=True` and the shape is [batch_size, num_heads, seq_len, 1], indicating unidirectional attention. The value represents the starting row index of the left lower triangular mask in the dense mask. The value r1 in startend_row_indices indicates that elements in the lower left triangle of the Score matrix starting from the r1-th row downwards (inclusive) will be masked. @@ -197,15 +199,61 @@ Args: - When `causal=False` and the shape is [batch_size, num_heads, seq_len, 4] (not implemented), indicating bidirectional attention. The values represent the start and end row indices of the left lower triangular mask and the start and end row indices of the right upper triangular mask in the dense mask. The values r1, r2, r3, r4 in startend_row_indices indicate that elements in the lower left triangle of the Score matrix starting from the r1-th row downwards (inclusive) but above the r2-th row (exclusive) will be masked, and elements in the upper right triangle starting from the r3-th row downwards (inclusive) but above the r4-th row (exclusive) will be masked. - dropout (float): The dropout ratio. Default is 0.0. - causal (bool): Whether to enable causal mode. Default is False. - return_softmax_lse (bool): Whether to return the log-sum-exp of the softmax. Default is False. - return_seed_offset (bool): Whether to return the random seed offset. Default is False. - fixed_seed_offset (Tensor, optional): With fixed seed, offset for dropout mask. - rng_name (str): The name to select Generator. - training (bool): Whether the module is in training mode. Default is True. - name (str, optional): Name of the operation. Default is None. Normally, users do not need to set this property. - For more information, refer to :ref:`api_guide_Name`. - -Returns: + - **dropout** (float) - The dropout ratio. Default is 0.0. + - **causal** (bool) - Whether to enable causal mode. Default is False. + - **return_softmax_lse** (bool) - Whether to return the log-sum-exp of the softmax. Default is False. + - **return_seed_offset** (bool) - Whether to return the random seed offset. Default is False. + - **fixed_seed_offset** (Tensor, optional): With fixed seed, offset for dropout mask. + - **rng_name** (str) - The name to select Generator. + - **training** (bool) - Whether the module is in training mode. Default is True. + - **name** (str, optional) - Name of the operation. Default is None. Normally, users do not need to set this property. + For more information, refer to :ref:`api_guide_Name` . + +Returns +:::::::::::: Tensor: The computed attention result with the same shape as the input `value`. + +Examples: + .. code-block:: python + + >>> # doctest: +SKIP('flash_attn need A100 compile') + >>> import paddle + + >>> paddle.seed(2023) + >>> q = paddle.rand((1, 128, 2, 32),dtype="float16") + >>> startend_row_indices = paddle.randint(0, 128, (1, 2, 128, 1), dtype="int32") + >>> output = paddle.nn.functional.flashmask_attention(q, q, q, startend_row_indices, causal=True) + >>> print(output) + Tensor(shape=[1, 128, 2, 32], dtype=float16, place=Place(gpu:0), stop_gradient=True, + [[[[0.81201172, 0.99609375, 0.51074219, ..., 0.80126953, + 0.07232666, 0.83496094], + [0.34838867, 0.44970703, 0.56103516, ..., 0.68164062, + 0.10986328, 0.07733154]], + + [[0.68603516, 0.85253906, 0.51074219, ..., 0.72119141, + 0.37426758, 0.44531250], + [0.20300293, 0.79833984, 0.81738281, ..., 0.87890625, + 0.68994141, 0.58496094]], + + [[0.39990234, 0.57080078, 0.40942383, ..., 0.87158203, + 0.14978027, 0.77343750], + [0.18750000, 0.79443359, 0.76904297, ..., 0.86865234, + 0.76171875, 0.61035156]], + + ..., + + [[0.29321289, 0.67675781, 0.47143555, ..., 0.36621094, + 0.61035156, 0.35668945], + [0.45825195, 0.21228027, 0.72949219, ..., 0.77246094, + 0.41723633, 0.41870117]], + + [[0.76660156, 0.55322266, 0.73876953, ..., 0.26416016, + 0.63769531, 0.55810547], + [0.69677734, 0.59863281, 0.77783203, ..., 0.64599609, + 0.36059570, 0.42919922]], + + [[0.31030273, 0.91064453, 0.71826172, ..., 0.29125977, + 0.34423828, 0.60986328], + [0.73583984, 0.84619141, 0.96728516, ..., 0.61816406, + 0.07440186, 0.55224609]]]]) + >>> # doctest: -SKIP From adacfc77193da334e02bae502683e825dbf226cd Mon Sep 17 00:00:00 2001 From: kircle <945428667@qq.com> Date: Tue, 27 Aug 2024 19:40:40 +0800 Subject: [PATCH 13/13] update --- .../nn/functional/flashmask_attention_cn.rst | 3 + .../nn/functional/flashmask_attention_en.rst | 259 ------------------ 2 files changed, 3 insertions(+), 259 deletions(-) delete mode 100644 docs/api/paddle/nn/functional/flashmask_attention_en.rst diff --git a/docs/api/paddle/nn/functional/flashmask_attention_cn.rst b/docs/api/paddle/nn/functional/flashmask_attention_cn.rst index 18f49da8d53..d28e2d63de0 100644 --- a/docs/api/paddle/nn/functional/flashmask_attention_cn.rst +++ b/docs/api/paddle/nn/functional/flashmask_attention_cn.rst @@ -190,6 +190,9 @@ flashmask 将通过参数 :code:`startend_row_indices` 表示作用在 Attention startend_row_indices 的值 r1,r2,r3,r4 表示 Score 矩阵中左下三角从第 r1 行下方(包括)但在第 r2 行上方(不包括)的元素将被 mask,右上三角从第 r3 行下方(包括)但在第 r4 行上方(不包括)的元素将被 mask。 - **dropout** (bool,可选) – dropout 概率值,默认值为 0。 - **causal** (bool,可选) - 是否使用 causal 模式,默认值:False。 + - **window_size** (int|tuple, 可选) - 表示滑动窗口局部注意力的窗口大小。 + 如果causal为True,位置 i 处的 Query 只与在 [i - window_size, i] 或 [i - window_size[0], i] 范围内的Key形成Attention。 + 如果causal为False,位置 i 处的 Query 只与在 [i - window_size, i + window_size] 或 [i - window_size[0], i + window_size[1]] 范围内的Key形成Attention。 - **return_softmax_lse** (bool,可选) - 是否返回 softmax_lse 的结果。默认值为 False,表示不返回 :code:`softmax_lse` 。 - **return_seed_offset** (bool,可选) - 是否返回 seed_offset 的结果。默认值为 False,表示不返回 :code:`seed_offset` 。 - **fixed_seed_offset** (Tensor,可选) - 固定 Dropout 的 offset seed。 默认值为 None, 表示不固定 seed。 diff --git a/docs/api/paddle/nn/functional/flashmask_attention_en.rst b/docs/api/paddle/nn/functional/flashmask_attention_en.rst deleted file mode 100644 index b4411c13ed9..00000000000 --- a/docs/api/paddle/nn/functional/flashmask_attention_en.rst +++ /dev/null @@ -1,259 +0,0 @@ -Implements FlashAttention with a sparse mask representation. - -The equation is: - -.. math:: - - result = softmax(\frac{Q \cdot K^T}{\sqrt{d}} + M) \cdot V - -where ``Q``, ``K``, and ``V`` are the input tensors of the attention module. -They share the same dimensions, and ``d`` represents the size of the last dimension. -``M`` is the dense mask. - -The figure below shows examples of various masks, with the Score matrix depicted. Gray areas indicate elements that are masked. The numbers above represent the values of `startend_row_indices`. A single row of numbers indicates that the shape of `startend_row_indices` is `[batch_size, num_heads, seq_len, 1]`. Two rows of numbers indicate that the shape of `startend_row_indices` is `[batch_size, num_heads, seq_len, 2]`. Four rows of numbers indicate that the shape of `startend_row_indices` is `[batch_size, num_heads, seq_len, 4]`. - -.. image:: https:/githubraw.cdn.bcebos.com/PaddlePaddle/docs/develop/docs/images/FlashMask1.png - :width: 900 - :alt: pipeline - :align: center - -In Figure (a), where `causal=True`, the values of `startend_row_indices` are as follows: - -.. code-block:: python - - >>> print(startend_row_indices) - Tensor(shape=[1, 1, 10, 1], dtype=int32, place=Place(gpu:0), stop_gradient=True, - [[[[5 ], - [5 ], - [5 ], - [5 ], - [5 ], - [5 ], - [5 ], - [5], - [5], - [5]]]]) - -In Figure (b), where `causal=True`, the values of `startend_row_indices` are as follows: - -.. code-block:: python - - >>> print(startend_row_indices) - Tensor(shape=[1, 1, 10, 1], dtype=int32, place=Place(gpu:0), stop_gradient=True, - [[[[4 ], - [4 ], - [4 ], - [4 ], - [7 ], - [7 ], - [7 ], - [10], - [10], - [10]]]]) - -.. image:: https:/githubraw.cdn.bcebos.com/PaddlePaddle/docs/develop/docs/images/FlashMask2.png - :width: 900 - :alt: pipeline - :align: center - -In Figure (c), where `causal=True`, the values of `startend_row_indices` are as follows: - -.. code-block:: python - - >>> print(startend_row_indices) - Tensor(shape=[1, 1, 10, 1], dtype=int32, place=Place(gpu:0), stop_gradient=True, - [[[[10 ], - [10 ], - [10 ], - [10 ], - [7 ], - [7 ], - [7 ], - [10], - [10], - [10]]]]) - -In Figure (d), where `causal=True`, the values of `startend_row_indices` are as follows: - -.. code-block:: python - - >>> print(startend_row_indices) - Tensor(shape=[1, 1, 10, 1], dtype=int32, place=Place(gpu:0), stop_gradient=True, - [[[[10 ], - [4 ], - [5 ], - [6 ], - [7 ], - [8 ], - [9 ], - [10], - [10], - [10]]]]) - -.. image:: https:/githubraw.cdn.bcebos.com/PaddlePaddle/docs/develop/docs/images/FlashMask3.png - :width: 900 - :alt: pipeline - :align: center - -In Figure (e), where `causal=True`, the values of `startend_row_indices` are as follows: - -.. code-block:: python - - >>> print(startend_row_indices) - Tensor(shape=[1, 1, 10, 2], dtype=int32, place=Place(gpu:0), stop_gradient=True, - [[[[4 , 7 ], - [4 , 7 ], - [4 , 7 ], - [4 , 7 ], - [10, 10], - [10, 10], - [10, 10], - [10, 10], - [10, 10], - [10, 10]]]]) - -In Figure (f), where `causal=False`, the values of `startend_row_indices` are as follows: - -.. code-block:: python - - >>> print(startend_row_indices) - Tensor(shape=[1, 1, 10, 2], dtype=int32, place=Place(gpu:0), stop_gradient=True, - [[[[4 , 0 ], - [4 , 0 ], - [4 , 0 ], - [4 , 0 ], - [7, 4], - [7, 4], - [7, 4], - [10, 7], - [10, 7], - [10, 7]]]]) - -.. image:: https:/githubraw.cdn.bcebos.com/PaddlePaddle/docs/develop/docs/images/FlashMask4.png - :width: 900 - :alt: pipeline - :align: center - -In Figure (g), where `causal=False`, the values of `startend_row_indices` are as follows: - -.. code-block:: python - - >>> print(startend_row_indices) - Tensor(shape=[1, 1, 10, 4], dtype=int32, place=Place(gpu:0), stop_gradient=True, - [[[[10, 10, 0 , 0 ], - [10, 10, 0 , 0 ], - [10, 10, 0 , 0 ], - [3 , 10, 0 , 0 ], - [4 , 10, 3 , 4 ], - [5 , 10, 3 , 5 ], - [6 , 10, 3 , 6 ], - [7 , 10, 3 , 7 ], - [8 , 10, 3 , 8 ], - [9 , 10, 3 , 9 ]]]]) - -In Figure (h), where `causal=True`, the values of `startend_row_indices` are as follows: - -.. code-block:: python - - >>> print(startend_row_indices) - Tensor(shape=[1, 1, 10, 1], dtype=int32, place=Place(gpu:0), stop_gradient=True, - [[[[10 ], - [4 ], - [8 ], - [6 ], - [10 ], - [7 ], - [10 ], - [9], - [10], - [10]]]]) - -Warning: - This API only supports inputs with dtype float16 and bfloat16. - -Args -:::::::::::: - - **query** (Tensor) - The query tensor in the attention module. - A 4-D tensor with shape [batch_size, seq_len, num_heads, head_dim]. - The dtype can be float16 or bfloat16. - - **key** (Tensor) - The key tensor in the attention module. - A 4-D tensor with shape [batch_size, seq_len, num_heads, head_dim]. - The dtype can be float16 or bfloat16. - - **value** (Tensor) - The value tensor in the attention module. - A 4-D tensor with shape [batch_size, seq_len, num_heads, head_dim]. - The dtype can be float16 or bfloat16. - - **startend_row_indices** (Tensor) - - A sparse attention mask indices tensor. - A 4-D tensor with shape [batch_size, num_heads, seq_len, {1, 2, 4}]. - The dtype must be int32. num_heads can be 1 or the same as key's num_heads. When num_heads is 1, it will be broadcast to match key's num_heads. - Depending on the value of the causal parameter, startend_row_indices can take different shapes and meanings, with the values in startend_row_indices being denoted as r1, r2, r3, r4 sequentially. - - When `causal=True` and the shape is [batch_size, num_heads, seq_len, 1], - indicating unidirectional attention. The value represents the starting row index of the left - lower triangular mask in the dense mask. The value r1 in startend_row_indices indicates that elements in the lower left triangle of the Score matrix starting from the r1-th row downwards (inclusive) will be masked. - - When `causal=True` and the shape is [batch_size, num_heads, seq_len, 2], - indicating unidirectional attention. The values represent the starting and ending row indices of - the left lower triangular mask in the dense mask. The values r1, r2 in startend_row_indices indicate that elements in the lower left triangle of the Score matrix starting from the r1-th row downwards (inclusive) but above the r2-th row (exclusive) will be masked. - - When `causal=False` and the shape is [batch_size, num_heads, seq_len, 2], - indicating bidirectional attention. The values represent the starting row index of the left - lower triangular mask and the ending row index of the right upper triangular mask in the dense mask. The values r1, r2 in startend_row_indices indicate that elements in the lower left triangle of the Score matrix starting from the r1-th row downwards (inclusive) will be masked, and elements in the upper right triangle starting from the r2-th row upwards (exclusive) will be masked. - - When `causal=False` and the shape is [batch_size, num_heads, seq_len, 4] (not implemented), - indicating bidirectional attention. The values represent the start and end row indices of the - left lower triangular mask and the start and end row indices of the right upper triangular mask in the dense mask. The values r1, r2, r3, r4 in startend_row_indices indicate that elements in the lower left triangle of the Score matrix starting from the r1-th row downwards (inclusive) but above the r2-th row (exclusive) will be masked, and elements in the upper right triangle starting from the r3-th row downwards (inclusive) but above the r4-th row (exclusive) will be masked. - - **dropout** (float) - The dropout ratio. Default is 0.0. - - **causal** (bool) - Whether to enable causal mode. Default is False. - - **return_softmax_lse** (bool) - Whether to return the log-sum-exp of the softmax. Default is False. - - **return_seed_offset** (bool) - Whether to return the random seed offset. Default is False. - - **fixed_seed_offset** (Tensor, optional): With fixed seed, offset for dropout mask. - - **rng_name** (str) - The name to select Generator. - - **training** (bool) - Whether the module is in training mode. Default is True. - - **name** (str, optional) - Name of the operation. Default is None. Normally, users do not need to set this property. - For more information, refer to :ref:`api_guide_Name` . - -Returns -:::::::::::: - Tensor: The computed attention result with the same shape as the input `value`. - -Examples: - .. code-block:: python - - >>> # doctest: +SKIP('flash_attn need A100 compile') - >>> import paddle - - >>> paddle.seed(2023) - >>> q = paddle.rand((1, 128, 2, 32),dtype="float16") - >>> startend_row_indices = paddle.randint(0, 128, (1, 2, 128, 1), dtype="int32") - >>> output = paddle.nn.functional.flashmask_attention(q, q, q, startend_row_indices, causal=True) - >>> print(output) - Tensor(shape=[1, 128, 2, 32], dtype=float16, place=Place(gpu:0), stop_gradient=True, - [[[[0.81201172, 0.99609375, 0.51074219, ..., 0.80126953, - 0.07232666, 0.83496094], - [0.34838867, 0.44970703, 0.56103516, ..., 0.68164062, - 0.10986328, 0.07733154]], - - [[0.68603516, 0.85253906, 0.51074219, ..., 0.72119141, - 0.37426758, 0.44531250], - [0.20300293, 0.79833984, 0.81738281, ..., 0.87890625, - 0.68994141, 0.58496094]], - - [[0.39990234, 0.57080078, 0.40942383, ..., 0.87158203, - 0.14978027, 0.77343750], - [0.18750000, 0.79443359, 0.76904297, ..., 0.86865234, - 0.76171875, 0.61035156]], - - ..., - - [[0.29321289, 0.67675781, 0.47143555, ..., 0.36621094, - 0.61035156, 0.35668945], - [0.45825195, 0.21228027, 0.72949219, ..., 0.77246094, - 0.41723633, 0.41870117]], - - [[0.76660156, 0.55322266, 0.73876953, ..., 0.26416016, - 0.63769531, 0.55810547], - [0.69677734, 0.59863281, 0.77783203, ..., 0.64599609, - 0.36059570, 0.42919922]], - - [[0.31030273, 0.91064453, 0.71826172, ..., 0.29125977, - 0.34423828, 0.60986328], - [0.73583984, 0.84619141, 0.96728516, ..., 0.61816406, - 0.07440186, 0.55224609]]]]) - >>> # doctest: -SKIP