From 8ea69b8dec4da5edbcf05767a7508c67a4fe9c95 Mon Sep 17 00:00:00 2001 From: Kunjan Patel Date: Thu, 13 Nov 2025 16:34:39 +0000 Subject: [PATCH 01/15] Test on attention type and automatically modify flash block sizes object when 'tokamax_flash' requested Signed-off-by: Kunjan Patel --- src/maxdiffusion/models/attention_flax.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/maxdiffusion/models/attention_flax.py b/src/maxdiffusion/models/attention_flax.py index 0dc4a9bf..1a5ce7e9 100644 --- a/src/maxdiffusion/models/attention_flax.py +++ b/src/maxdiffusion/models/attention_flax.py @@ -240,7 +240,7 @@ def _tpu_flash_attention( block_q_dkv=min(q_max_block_size, query.shape[2]), block_kv_dkv=min(kv_max_block_size, key.shape[2]), block_kv_dkv_compute=min(kv_max_block_size, query.shape[2]), - block_q_dq=None if attention_kernel == "tokamax_flash" else block_sizes.block_q_dq, + block_q_dq=None if attention_kernel == "tokamax_flash" else min(q_max_block_size, query.shape[2]), block_kv_dq=None if attention_kernel == "tokamax_flash" else min(kv_max_block_size, query.shape[2]), use_fused_bwd_kernel=True if attention_kernel == "tokamax_flash" else False, ) From a79a49cb8b88c2a55cca40e0e5d4fc738d8a0ffe Mon Sep 17 00:00:00 2001 From: Kunjan Patel Date: Thu, 13 Nov 2025 16:24:56 +0000 Subject: [PATCH 02/15] Test on attention type and automatically modify flash block sizes object when 'tokamax_flash' requested Signed-off-by: Kunjan Patel --- src/maxdiffusion/max_utils.py | 29 +++++++++++------- .../tests/wan_transformer_test.py | 30 ++++++++++--------- 2 files changed, 35 insertions(+), 24 deletions(-) diff --git a/src/maxdiffusion/max_utils.py b/src/maxdiffusion/max_utils.py index 07e9bd15..d3fd7027 100644 --- a/src/maxdiffusion/max_utils.py +++ b/src/maxdiffusion/max_utils.py @@ -501,17 +501,26 @@ def get_flash_block_sizes(config): """Create custom flash attention BlockSizes.""" flash_block_sizes = None if len(config.flash_block_sizes.keys()) > 0: - use_fused_bwd_kernel = config.flash_block_sizes.get("use_fused_bwd_kernel", False) + attention_is_tokamax = "tokamax" in config.attention_kernel + user_block_sizes:Dict[str, int] = config.flash_block_sizes + if attention_is_tokamax: + max_logging.log("Tokamax kernel specified, Note: Tokamax only supports fused backward kernel." + "Hence following flash block properties specified will be ignored:" + f"block_q: {user_block_sizes['block_q']}," + f"block_q_dq: {user_block_sizes.get('block_q_dq')}," + f"block_kv_dq: {user_block_sizes.get('block_kv_dq')}," + f"use_fused_bwd_kernel: {user_block_sizes.get('use_fused_bwd_kernel')}" + ) flash_block_sizes = splash_attention_kernel.BlockSizes( - block_q=config.flash_block_sizes["block_q"], - block_kv_compute=config.flash_block_sizes["block_kv_compute"], - block_kv=config.flash_block_sizes["block_kv"], - block_q_dkv=config.flash_block_sizes["block_q_dkv"], - block_kv_dkv=config.flash_block_sizes["block_kv_dkv"], - block_kv_dkv_compute=config.flash_block_sizes["block_kv_dkv_compute"], - block_q_dq=value_or_none(config.flash_block_sizes, "block_q_dq"), - block_kv_dq=value_or_none(config.flash_block_sizes, "block_kv_dq"), - use_fused_bwd_kernel=value_or_none(config.flash_block_sizes, "use_fused_bwd_kernel"), + block_q=user_block_sizes.get("block_q_dkv", user_block_sizes["block_kv"]) if attention_is_tokamax else user_block_sizes["block_q"], + block_kv_compute=user_block_sizes["block_kv_compute"], + block_kv=user_block_sizes["block_kv"], + block_q_dkv=user_block_sizes["block_q_dkv"], + block_kv_dkv=user_block_sizes["block_kv_dkv"], + block_kv_dkv_compute=user_block_sizes["block_kv_dkv_compute"], + block_q_dq=None if attention_is_tokamax else value_or_none(user_block_sizes, "block_q_dq"), + block_kv_dq=None if attention_is_tokamax else value_or_none(user_block_sizes, "block_kv_dq"), + use_fused_bwd_kernel=True if attention_is_tokamax else value_or_none(user_block_sizes, "use_fused_bwd_kernel"), ) return flash_block_sizes diff --git a/src/maxdiffusion/tests/wan_transformer_test.py b/src/maxdiffusion/tests/wan_transformer_test.py index d40edfad..8f0beecc 100644 --- a/src/maxdiffusion/tests/wan_transformer_test.py +++ b/src/maxdiffusion/tests/wan_transformer_test.py @@ -133,7 +133,8 @@ def test_wan_time_text_embedding(self): assert timestep_proj.shape == (batch_size, time_proj_dim) assert encoder_hidden_states.shape == (batch_size, time_freq_dim * 2, dim) - def test_wan_block(self): + @pytest.mark.parametrize("attention", ["flash", "tokamax_flash"]) + def test_wan_block(self, attention): key = jax.random.key(0) rngs = nnx.Rngs(key) pyconfig.initialize( @@ -179,19 +180,20 @@ def test_wan_block(self): dummy_encoder_hidden_states = jnp.ones((batch_size, 512, dim)) dummy_temb = jnp.ones((batch_size, 6, dim)) - with mesh, nn_partitioning.axis_rules(self.config.logical_axis_rules): - wan_block = WanTransformerBlock( - rngs=rngs, - dim=dim, - ffn_dim=ffn_dim, - num_heads=num_heads, - qk_norm=qk_norm, - cross_attn_norm=cross_attn_norm, - eps=eps, - attention="flash", - mesh=mesh, - flash_block_sizes=flash_block_sizes, - ) + + wan_block = WanTransformerBlock( + rngs=rngs, + dim=dim, + ffn_dim=ffn_dim, + num_heads=num_heads, + qk_norm=qk_norm, + cross_attn_norm=cross_attn_norm, + eps=eps, + attention=attention, + mesh=mesh, + flash_block_sizes=flash_block_sizes, + ) + with mesh: dummy_output = wan_block(dummy_hidden_states, dummy_encoder_hidden_states, dummy_temb, dummy_rotary_emb) assert dummy_output.shape == dummy_hidden_states.shape From 436e7d140974680a5c819405605e87ed0b6c5905 Mon Sep 17 00:00:00 2001 From: Kunjan Patel Date: Thu, 13 Nov 2025 16:39:22 +0000 Subject: [PATCH 03/15] Test on attention type and automatically modify flash block sizes object when 'tokamax_flash' requested Signed-off-by: Kunjan Patel --- src/maxdiffusion/max_utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/maxdiffusion/max_utils.py b/src/maxdiffusion/max_utils.py index d3fd7027..48c6ca44 100644 --- a/src/maxdiffusion/max_utils.py +++ b/src/maxdiffusion/max_utils.py @@ -501,7 +501,7 @@ def get_flash_block_sizes(config): """Create custom flash attention BlockSizes.""" flash_block_sizes = None if len(config.flash_block_sizes.keys()) > 0: - attention_is_tokamax = "tokamax" in config.attention_kernel + attention_is_tokamax = "tokamax" in config.attention user_block_sizes:Dict[str, int] = config.flash_block_sizes if attention_is_tokamax: max_logging.log("Tokamax kernel specified, Note: Tokamax only supports fused backward kernel." From 721b4c6cc82f4bce631117bb21e84d395218c1d5 Mon Sep 17 00:00:00 2001 From: Kunjan Patel Date: Thu, 13 Nov 2025 18:14:56 +0000 Subject: [PATCH 04/15] Parametrize test Signed-off-by: Kunjan Patel --- .../tests/wan_transformer_test.py | 38 +++++++++---------- 1 file changed, 19 insertions(+), 19 deletions(-) diff --git a/src/maxdiffusion/tests/wan_transformer_test.py b/src/maxdiffusion/tests/wan_transformer_test.py index 8f0beecc..60e53993 100644 --- a/src/maxdiffusion/tests/wan_transformer_test.py +++ b/src/maxdiffusion/tests/wan_transformer_test.py @@ -133,8 +133,7 @@ def test_wan_time_text_embedding(self): assert timestep_proj.shape == (batch_size, time_proj_dim) assert encoder_hidden_states.shape == (batch_size, time_freq_dim * 2, dim) - @pytest.mark.parametrize("attention", ["flash", "tokamax_flash"]) - def test_wan_block(self, attention): + def test_wan_block(self): key = jax.random.key(0) rngs = nnx.Rngs(key) pyconfig.initialize( @@ -226,24 +225,25 @@ def test_wan_attention(self): mesh = Mesh(devices_array, config.mesh_axes) batch_size = 1 query_dim = 5120 - with mesh, nn_partitioning.axis_rules(self.config.logical_axis_rules): - attention = FlaxWanAttention( - rngs=rngs, - query_dim=query_dim, - heads=40, - dim_head=128, - attention_kernel="flash", - mesh=mesh, - flash_block_sizes=flash_block_sizes, - ) - dummy_hidden_states_shape = (batch_size, 75600, query_dim) + for attention_kernel in ["flash", "tokamax_flash"]: + with mesh, nn_partitioning.axis_rules(config.logical_axis_rules): + attention = FlaxWanAttention( + rngs=rngs, + query_dim=query_dim, + heads=40, + dim_head=128, + attention_kernel=attention_kernel, + mesh=mesh, + flash_block_sizes=flash_block_sizes, + ) + dummy_hidden_states_shape = (batch_size, 75600, query_dim) - dummy_hidden_states = jnp.ones(dummy_hidden_states_shape) - dummy_encoder_hidden_states = jnp.ones(dummy_hidden_states_shape) - dummy_output = attention( - hidden_states=dummy_hidden_states, encoder_hidden_states=dummy_encoder_hidden_states, rotary_emb=dummy_rotary_emb - ) - assert dummy_output.shape == dummy_hidden_states_shape + dummy_hidden_states = jnp.ones(dummy_hidden_states_shape) + dummy_encoder_hidden_states = jnp.ones(dummy_hidden_states_shape) + dummy_output = attention( + hidden_states=dummy_hidden_states, encoder_hidden_states=dummy_encoder_hidden_states, rotary_emb=dummy_rotary_emb + ) + assert dummy_output.shape == dummy_hidden_states_shape # dot product try: From 1c36022e50b264a011a1d617c545c54ead17b494 Mon Sep 17 00:00:00 2001 From: Kunjan Patel Date: Thu, 13 Nov 2025 18:37:30 +0000 Subject: [PATCH 05/15] Parametrize test Signed-off-by: Kunjan Patel --- src/maxdiffusion/tests/wan_transformer_test.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/maxdiffusion/tests/wan_transformer_test.py b/src/maxdiffusion/tests/wan_transformer_test.py index 60e53993..6a513fd0 100644 --- a/src/maxdiffusion/tests/wan_transformer_test.py +++ b/src/maxdiffusion/tests/wan_transformer_test.py @@ -188,7 +188,7 @@ def test_wan_block(self): qk_norm=qk_norm, cross_attn_norm=cross_attn_norm, eps=eps, - attention=attention, + attention="flash", mesh=mesh, flash_block_sizes=flash_block_sizes, ) From becfc88fcd6995ed94ced529c3e4b54705f54dab Mon Sep 17 00:00:00 2001 From: Kunjan Patel Date: Fri, 14 Nov 2025 16:19:09 +0000 Subject: [PATCH 06/15] Test on attention type and automatically modify flash block sizes object when 'tokamax_flash' requested Signed-off-by: Kunjan Patel --- src/maxdiffusion/tests/wan_transformer_test.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/src/maxdiffusion/tests/wan_transformer_test.py b/src/maxdiffusion/tests/wan_transformer_test.py index 6a513fd0..cbf7b470 100644 --- a/src/maxdiffusion/tests/wan_transformer_test.py +++ b/src/maxdiffusion/tests/wan_transformer_test.py @@ -220,19 +220,20 @@ def test_wan_attention(self): rngs = nnx.Rngs(key) devices_array = create_device_mesh(config) - flash_block_sizes = get_flash_block_sizes(config) mesh = Mesh(devices_array, config.mesh_axes) batch_size = 1 query_dim = 5120 for attention_kernel in ["flash", "tokamax_flash"]: with mesh, nn_partitioning.axis_rules(config.logical_axis_rules): + config.attention = attention_kernel + flash_block_sizes = get_flash_block_sizes(config) attention = FlaxWanAttention( rngs=rngs, query_dim=query_dim, heads=40, dim_head=128, - attention_kernel=attention_kernel, + attention_kernel=config.attention, mesh=mesh, flash_block_sizes=flash_block_sizes, ) From 8d8d1a012273c5159034c6d3a3da44ea34bb2805 Mon Sep 17 00:00:00 2001 From: Kunjan Patel Date: Fri, 14 Nov 2025 16:54:22 +0000 Subject: [PATCH 07/15] Test on attention type and automatically modify flash block sizes object when 'tokamax_flash' requested Signed-off-by: Kunjan Patel --- src/maxdiffusion/tests/wan_transformer_test.py | 12 ++++++++++-- 1 file changed, 10 insertions(+), 2 deletions(-) diff --git a/src/maxdiffusion/tests/wan_transformer_test.py b/src/maxdiffusion/tests/wan_transformer_test.py index cbf7b470..cc6da580 100644 --- a/src/maxdiffusion/tests/wan_transformer_test.py +++ b/src/maxdiffusion/tests/wan_transformer_test.py @@ -220,11 +220,19 @@ def test_wan_attention(self): rngs = nnx.Rngs(key) devices_array = create_device_mesh(config) - - mesh = Mesh(devices_array, config.mesh_axes) + mesh_axes = ['data', 'fsdp', 'tensor'] + mesh = Mesh(devices_array, mesh_axes) batch_size = 1 query_dim = 5120 for attention_kernel in ["flash", "tokamax_flash"]: + pyconfig.initialize( + [ + None, + os.path.join(THIS_DIR, "..", "configs", "base_wan_14b.yml"), + f"attention={attention_kernel}" + ] + ) + config = pyconfig.config with mesh, nn_partitioning.axis_rules(config.logical_axis_rules): config.attention = attention_kernel flash_block_sizes = get_flash_block_sizes(config) From a71eb74f44a3046dd38c639e644f8623fc57673e Mon Sep 17 00:00:00 2001 From: Kunjan Patel Date: Fri, 14 Nov 2025 17:12:16 +0000 Subject: [PATCH 08/15] Test on attention type and automatically modify flash block sizes object when 'tokamax_flash' requested Signed-off-by: Kunjan Patel --- src/maxdiffusion/tests/wan_transformer_test.py | 1 - 1 file changed, 1 deletion(-) diff --git a/src/maxdiffusion/tests/wan_transformer_test.py b/src/maxdiffusion/tests/wan_transformer_test.py index cc6da580..2146a9c0 100644 --- a/src/maxdiffusion/tests/wan_transformer_test.py +++ b/src/maxdiffusion/tests/wan_transformer_test.py @@ -234,7 +234,6 @@ def test_wan_attention(self): ) config = pyconfig.config with mesh, nn_partitioning.axis_rules(config.logical_axis_rules): - config.attention = attention_kernel flash_block_sizes = get_flash_block_sizes(config) attention = FlaxWanAttention( rngs=rngs, From 7238105534e4ec0d58317578136670d48f174f55 Mon Sep 17 00:00:00 2001 From: Kunjan Patel Date: Fri, 14 Nov 2025 17:27:35 +0000 Subject: [PATCH 09/15] Test on attention type and automatically modify flash block sizes object when 'tokamax_flash' requested Signed-off-by: Kunjan Patel --- src/maxdiffusion/tests/wan_transformer_test.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/maxdiffusion/tests/wan_transformer_test.py b/src/maxdiffusion/tests/wan_transformer_test.py index 2146a9c0..7a45212b 100644 --- a/src/maxdiffusion/tests/wan_transformer_test.py +++ b/src/maxdiffusion/tests/wan_transformer_test.py @@ -240,7 +240,7 @@ def test_wan_attention(self): query_dim=query_dim, heads=40, dim_head=128, - attention_kernel=config.attention, + attention_kernel=attention_kernel, mesh=mesh, flash_block_sizes=flash_block_sizes, ) From c379559b6ac6ae2a4726ace7529b2031a631e23b Mon Sep 17 00:00:00 2001 From: Kunjan Patel Date: Fri, 14 Nov 2025 17:37:34 +0000 Subject: [PATCH 10/15] Test on attention type and automatically modify flash block sizes object when 'tokamax_flash' requested Signed-off-by: Kunjan Patel --- .../tests/wan_transformer_test.py | 50 +++++++++---------- 1 file changed, 24 insertions(+), 26 deletions(-) diff --git a/src/maxdiffusion/tests/wan_transformer_test.py b/src/maxdiffusion/tests/wan_transformer_test.py index 7a45212b..433a53b1 100644 --- a/src/maxdiffusion/tests/wan_transformer_test.py +++ b/src/maxdiffusion/tests/wan_transformer_test.py @@ -197,33 +197,15 @@ def test_wan_block(self): assert dummy_output.shape == dummy_hidden_states.shape def test_wan_attention(self): - pyconfig.initialize( - [ - None, - os.path.join(THIS_DIR, "..", "configs", "base_wan_14b.yml"), - ], - unittest=True, - ) - config = pyconfig.config + # pyconfig.initialize( + # [ + # None, + # os.path.join(THIS_DIR, "..", "configs", "base_wan_14b.yml"), + # ], + # unittest=True, + # ) + # config = pyconfig.config - batch_size = 1 - channels = 16 - frames = 21 - height = 90 - width = 160 - hidden_states_shape = (batch_size, frames, height, width, channels) - dummy_hidden_states = jnp.ones(hidden_states_shape) - wan_rot_embed = WanRotaryPosEmbed(attention_head_dim=128, patch_size=[1, 2, 2], max_seq_len=1024) - dummy_rotary_emb = wan_rot_embed(dummy_hidden_states) - - key = jax.random.key(0) - rngs = nnx.Rngs(key) - devices_array = create_device_mesh(config) - - mesh_axes = ['data', 'fsdp', 'tensor'] - mesh = Mesh(devices_array, mesh_axes) - batch_size = 1 - query_dim = 5120 for attention_kernel in ["flash", "tokamax_flash"]: pyconfig.initialize( [ @@ -233,6 +215,22 @@ def test_wan_attention(self): ] ) config = pyconfig.config + batch_size = 1 + channels = 16 + frames = 21 + height = 90 + width = 160 + hidden_states_shape = (batch_size, frames, height, width, channels) + dummy_hidden_states = jnp.ones(hidden_states_shape) + wan_rot_embed = WanRotaryPosEmbed(attention_head_dim=128, patch_size=[1, 2, 2], max_seq_len=1024) + dummy_rotary_emb = wan_rot_embed(dummy_hidden_states) + + key = jax.random.key(0) + rngs = nnx.Rngs(key) + devices_array = create_device_mesh(config) + mesh = Mesh(devices_array, config.mesh_axes) + batch_size = 1 + query_dim = 5120 with mesh, nn_partitioning.axis_rules(config.logical_axis_rules): flash_block_sizes = get_flash_block_sizes(config) attention = FlaxWanAttention( From 338655090631ec4e1d1c0f10631c9c948c6ed322 Mon Sep 17 00:00:00 2001 From: Kunjan Patel Date: Fri, 14 Nov 2025 18:22:40 +0000 Subject: [PATCH 11/15] Test on attention type and automatically modify flash block sizes object when 'tokamax_flash' requested Signed-off-by: Kunjan Patel --- src/maxdiffusion/tests/wan_transformer_test.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/src/maxdiffusion/tests/wan_transformer_test.py b/src/maxdiffusion/tests/wan_transformer_test.py index 433a53b1..511c469a 100644 --- a/src/maxdiffusion/tests/wan_transformer_test.py +++ b/src/maxdiffusion/tests/wan_transformer_test.py @@ -212,7 +212,8 @@ def test_wan_attention(self): None, os.path.join(THIS_DIR, "..", "configs", "base_wan_14b.yml"), f"attention={attention_kernel}" - ] + ], + unittest=True ) config = pyconfig.config batch_size = 1 From 0dda0cf637618b10c004eae7319e4d60328affbd Mon Sep 17 00:00:00 2001 From: Kunjan Patel Date: Fri, 14 Nov 2025 18:31:16 +0000 Subject: [PATCH 12/15] Test on attention type and automatically modify flash block sizes object when 'tokamax_flash' requested Signed-off-by: Kunjan Patel --- src/maxdiffusion/models/attention_flax.py | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/src/maxdiffusion/models/attention_flax.py b/src/maxdiffusion/models/attention_flax.py index 1a5ce7e9..6a578899 100644 --- a/src/maxdiffusion/models/attention_flax.py +++ b/src/maxdiffusion/models/attention_flax.py @@ -233,14 +233,15 @@ def _tpu_flash_attention( if flash_block_sizes and key.shape[1] == query.shape[1]: block_sizes = flash_block_sizes else: + block_size_q = flash_block_sizes.block_q if flash_block_sizes else q_max_block_size block_sizes = splash_attention_kernel.BlockSizes( - block_q=min(q_max_block_size, query.shape[2]), + block_q=block_size_q, block_kv_compute=min(kv_max_block_size, key.shape[2]), block_kv=min(kv_max_block_size, key.shape[2]), - block_q_dkv=min(q_max_block_size, query.shape[2]), + block_q_dkv=block_size_q, block_kv_dkv=min(kv_max_block_size, key.shape[2]), block_kv_dkv_compute=min(kv_max_block_size, query.shape[2]), - block_q_dq=None if attention_kernel == "tokamax_flash" else min(q_max_block_size, query.shape[2]), + block_q_dq=None if attention_kernel == "tokamax_flash" else block_size_q, block_kv_dq=None if attention_kernel == "tokamax_flash" else min(kv_max_block_size, query.shape[2]), use_fused_bwd_kernel=True if attention_kernel == "tokamax_flash" else False, ) From 50249c420e6c218b8768d4600bc64a0d3f7941d5 Mon Sep 17 00:00:00 2001 From: Kunjan Patel Date: Fri, 14 Nov 2025 19:42:04 +0000 Subject: [PATCH 13/15] Document attention behavior Signed-off-by: Kunjan Patel --- docs/attention_blocks_flowchart.md | 30 ++++++++++++++++++++++++++++ docs/attention_blocks_flowchart.png | Bin 0 -> 234417 bytes 2 files changed, 30 insertions(+) create mode 100644 docs/attention_blocks_flowchart.md create mode 100644 docs/attention_blocks_flowchart.png diff --git a/docs/attention_blocks_flowchart.md b/docs/attention_blocks_flowchart.md new file mode 100644 index 00000000..5c289455 --- /dev/null +++ b/docs/attention_blocks_flowchart.md @@ -0,0 +1,30 @@ +# Attention block sizes + +## Description +- "block_q": Block sizes (HBM TO VMEM and VREG) to tile along Q sequence in forward pass +- "block_kv_compute" : Sub Block size (VMEM to VREG) of "block_kv" where compute is performed in forward pass. It must be factor or same as "block_kv" +- "block_kv" : Block sizes (HBM TO VMEM) to tile along KV sequence in forward pass +- "block_q_dkv" : Block sizes along Q sequence in backward pass with fused kernel to compute gradient of q, k , v. It must be factor or same as block_q +- "block_kv_dkv" : Block sizes along KV sequence in backward pass. It must be factor or same as block_kv +- "block_kv_dkv_compute" : Sub Block Sizes of block_kv_dkv, must be factor or same as "block_kv_dkv" +- "block_q_dq" : Block sizes along Q sequence in backward pass with unfused kernel to compute gradient of just q. it must be factor or same as "block_q" +- "block_kv_dq" : Block sizes along KV to tiline on KV sequence in backward pass with unfused kernel to compute gradient of just q. it must be factor or same as "block_kv" +- "use_fused_bwd_kernel" : This means fused bwd kernel is used where DQ, DK, DV are computed in single kernel. It usually more perfomant but comes with slight HBM memory overhead. + +## Flowchart + +Maxdiffusion automatically adheres to this flowchart to ensure working, and there is a log that will inform you on the modifications that maxdiffusion makes to the specified block sizes. + +![alt text](attention_blocks_flowchart.png) + +> "tokamax_flash" uses the splash attention implementation in [tokamax-repo](https://github.com/openxla/tokamax/blob/main/tokamax/_src/ops/experimental/tpu/splash_attention/splash_attention_kernel.py) This kernel only supports fused backward pass where gradients for q,k,v are computed in a single kernel so "block_q_dq" and "block_kv_dq" are not used + +## How block sizes matter for perfomance and accuracy + +Block sizes key to saturating HBM bandwidth and ensuring maximum possible overlap of computation on cores with HBM use and VMEM to VREG. It is highly reccomended to tune them. + +Block sizes also have an effect on the sequence length. Sequence length is multiple of resolution and number of frames (video), along with VAE scale down factors and patchifying ratios. This sequence length or shard of this sequence length needs to be multiple of the block sizes specified. Therefore maxdiffusion pads the sequence lengths to the nearest multiple of the block sizes. It is advisable to choose block sizes which are factor of sequence length, atleast for the Q block sizes. + +> In cross attention Image or Video tokens are attending to text tokens sequence length of text tokens is really small and potentially smaller than specified block size so KV block sizes are overwritten to safe values. + +> KV block sizes must be multiple of 128 since the size of register is 8x128 and in attention KV sequence dim lies on 128 for the multiplications as K is transposed. \ No newline at end of file diff --git a/docs/attention_blocks_flowchart.png b/docs/attention_blocks_flowchart.png new file mode 100644 index 0000000000000000000000000000000000000000..bed28e63700a7f3da290801c1d318fbbe3dc632e GIT binary patch literal 234417 zcmeEuWmHsc+o&Qap@LEh5;h^AA|XgfsEBk*jfhANpmaM*C<+*abV*3(07EGVJklLA zq)0O~3^2l+du9;O_c`DC);j;rdVip>XU}zC-Fv@MR=jY`8xJo@ZWx0)!S10GMi3KfUxoWKH+OQ(ZpnT~zfbF3ZKM!?T~I3b)xw=F(;rc$ z>TiD3q{PNQdlmnboR$0sjD!6pIc{>iX>Fs-d8sLEHf+6VeCeuwrl{ zMx;IS3&#B7JxbL@q@u z%fGVP?$&S8IDEdm=Hn$_8f&EDX@R)2{kq zLQsc08DAQO2I(@(#-`@CuyaDlT0_(v{m~g*SoT~1)+esaN6;mT7Ru-}+OJhP@|ul0 zuyoPXX{K|M%-U&@Guel~`IPQF(?yEkYDP|TC-m8np#D;v5J3*?_9V9BM3m4oaH^@AjUiA z9Q>X9*LpR!YA(9?N`teJ;=s{Jw?)q3h8&YovE=u=b_81{C%0)TvKN$3fCNKFisxw?p? zU)-a8-+<9wIZ8(4{e$(zQNthKC=6HA?;p7wkEUrl>8v;=UjsL@QIy>v?XuQpyC8Oj zGmix0ctoVT!V_n+a6Z&0JpA;Lrq8>iOR_ry+81qO4-vU5K=PWA@95y>?7CrVrFV|F z{bZkj8-}fk8ggQ>TDwfjnf#usu}hH~lDhJJu>3=ofv5F6RTxhj=N^kJ!yK1w+z2$k zX9PMbamanyB@W7(y{cUT#WnVK?Z`l6x zMY_`1SC2u&apqK-76$~zrdV>O@5XpY&pw3xG(%?Owd*sbOT2&Ky4RlGGQsk2gB3o> zG0`m3&8^abM`@3S)1;}T9EL%}SL$sV(=8spm_!v?udRFHt}f5^i)v==7&mb4S4mht zm}#aF1t+OP%3Crc;SDzndvkncB)zPe(&UZs*)HV!^YWF6p$4bY)b>i_I*`WGRh

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zO%&Sq&n!yz15-p+t*7jNNwSfgfVtd1T7!;Hj)M7MF-{&n@jd$@;SVTOg{Y()W5cT$ z8@`$@1M;9#{wXmBJiwVi$zsXnvnP0aNxt*SG}YUqofY76yF?tHh)i^RvprZbTmJCu zKsa<;hxfZV`m0;9%Zpm=ntO%?25+5flgY?NVjn*@&_g|w`mJj7oD*<yi{h}>6+&XUtRsfkwj~8l;)++B z`X=6QzWm+RnMpUO3!Gi`)*a1Z8@)f#bz=+A`??3*q4-#!mMbl?B0slbIG;w|eA~@X zakC1=e2byfu8)fSj?P3;hGFh2aqFAM1qRo+N4bKjt*Kjs$`$)VsBLx5L{^L%`{ExL zxX(q&*@r*PhFbXJ$=|E~Uv`PT+&+^Yhz;^*|Gl37{0eE# Date: Fri, 14 Nov 2025 19:54:45 +0000 Subject: [PATCH 14/15] Remove comment --- src/maxdiffusion/tests/wan_transformer_test.py | 9 --------- 1 file changed, 9 deletions(-) diff --git a/src/maxdiffusion/tests/wan_transformer_test.py b/src/maxdiffusion/tests/wan_transformer_test.py index 511c469a..47a41234 100644 --- a/src/maxdiffusion/tests/wan_transformer_test.py +++ b/src/maxdiffusion/tests/wan_transformer_test.py @@ -197,15 +197,6 @@ def test_wan_block(self): assert dummy_output.shape == dummy_hidden_states.shape def test_wan_attention(self): - # pyconfig.initialize( - # [ - # None, - # os.path.join(THIS_DIR, "..", "configs", "base_wan_14b.yml"), - # ], - # unittest=True, - # ) - # config = pyconfig.config - for attention_kernel in ["flash", "tokamax_flash"]: pyconfig.initialize( [ From 77c0ea7416be79a661109dea92d2c91e5e598f40 Mon Sep 17 00:00:00 2001 From: Kunjan Patel Date: Fri, 14 Nov 2025 20:08:18 +0000 Subject: [PATCH 15/15] Fix typo --- docs/attention_blocks_flowchart.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/attention_blocks_flowchart.md b/docs/attention_blocks_flowchart.md index 5c289455..69816ac7 100644 --- a/docs/attention_blocks_flowchart.md +++ b/docs/attention_blocks_flowchart.md @@ -21,7 +21,7 @@ Maxdiffusion automatically adheres to this flowchart to ensure working, and ther ## How block sizes matter for perfomance and accuracy -Block sizes key to saturating HBM bandwidth and ensuring maximum possible overlap of computation on cores with HBM use and VMEM to VREG. It is highly reccomended to tune them. +Block sizes key to saturating HBM bandwidth and ensuring maximum possible overlap of computation on cores with HBM use and VMEM to VREG. It is highly recommended to tune them. Block sizes also have an effect on the sequence length. Sequence length is multiple of resolution and number of frames (video), along with VAE scale down factors and patchifying ratios. This sequence length or shard of this sequence length needs to be multiple of the block sizes specified. Therefore maxdiffusion pads the sequence lengths to the nearest multiple of the block sizes. It is advisable to choose block sizes which are factor of sequence length, atleast for the Q block sizes.