Kernels:
Trusted publisher
Uploaded using `kernel-builder`.
#3
by kernels-bot - opened
This view is limited to 50 files because it contains too many changes. See the raw diff here.
- README.md +2 -2
- build/torch210-rocm70-x86_64-linux/{_aiter_flash_attn_ck_rocm_fe2bb66.abi3.so → _aiter_flash_attn_ck_rocm_5fe9dbb.abi3.so} +2 -2
- build/torch210-rocm70-x86_64-linux/_ops.py +3 -3
- build/torch210-rocm70-x86_64-linux/metadata.json +6 -6
- build/torch210-rocm70-x86_64-linux/metadata.json.sigstore +1 -1
- build/torch210-rocm70-x86_64-linux/symbols.json +4 -4
- build/torch210-rocm71-x86_64-linux/{_aiter_flash_attn_ck_rocm_fe2bb66.abi3.so → _aiter_flash_attn_ck_rocm_5fe9dbb.abi3.so} +1 -1
- build/torch210-rocm71-x86_64-linux/_ops.py +3 -3
- build/torch210-rocm71-x86_64-linux/metadata.json +6 -6
- build/torch210-rocm71-x86_64-linux/metadata.json.sigstore +1 -1
- build/torch210-rocm71-x86_64-linux/symbols.json +4 -4
- build/torch211-rocm71-x86_64-linux/{_aiter_flash_attn_ck_rocm_fe2bb66.abi3.so → _aiter_flash_attn_ck_rocm_5fe9dbb.abi3.so} +2 -2
- build/torch211-rocm71-x86_64-linux/_ops.py +3 -3
- build/torch211-rocm71-x86_64-linux/metadata.json +6 -6
- build/torch211-rocm71-x86_64-linux/metadata.json.sigstore +1 -1
- build/torch211-rocm71-x86_64-linux/symbols.json +4 -4
- build/torch211-rocm72-x86_64-linux/{_aiter_flash_attn_ck_rocm_fe2bb66.abi3.so → _aiter_flash_attn_ck_rocm_5fe9dbb.abi3.so} +2 -2
- build/torch211-rocm72-x86_64-linux/_ops.py +3 -3
- build/torch211-rocm72-x86_64-linux/metadata.json +6 -6
- build/torch211-rocm72-x86_64-linux/metadata.json.sigstore +1 -1
- build/torch211-rocm72-x86_64-linux/symbols.json +4 -4
- build/torch212-rocm71-x86_64-linux/_aiter_flash_attn_ck_rocm_5fe9dbb.abi3.so +3 -0
- build/torch212-rocm71-x86_64-linux/_aiter_flash_attn_ck_rocm_fe2bb66.abi3.so +0 -3
- build/torch212-rocm71-x86_64-linux/_ops.py +3 -3
- build/torch212-rocm71-x86_64-linux/metadata.json +6 -6
- build/torch212-rocm71-x86_64-linux/metadata.json.sigstore +1 -1
- build/torch212-rocm71-x86_64-linux/symbols.json +4 -4
- build/torch212-rocm72-x86_64-linux/_aiter_flash_attn_ck_rocm_5fe9dbb.abi3.so +3 -0
- build/torch212-rocm72-x86_64-linux/_aiter_flash_attn_ck_rocm_fe2bb66.abi3.so +0 -3
- build/torch212-rocm72-x86_64-linux/_ops.py +3 -3
- build/torch212-rocm72-x86_64-linux/metadata.json +6 -6
- build/torch212-rocm72-x86_64-linux/metadata.json.sigstore +1 -1
- build/torch212-rocm72-x86_64-linux/symbols.json +4 -4
- build/torch213-rocm71-x86_64-linux/_aiter_flash_attn_ck_rocm_5fe9dbb.abi3.so +3 -0
- build/torch213-rocm71-x86_64-linux/_aiter_flash_attn_ck_rocm_fe2bb66.abi3.so +0 -3
- build/torch213-rocm71-x86_64-linux/_ops.py +3 -3
- build/torch213-rocm71-x86_64-linux/metadata.json +6 -6
- build/torch213-rocm71-x86_64-linux/metadata.json.sigstore +1 -1
- build/torch213-rocm71-x86_64-linux/symbols.json +4 -4
- build/torch213-rocm72-x86_64-linux/_aiter_flash_attn_ck_rocm_5fe9dbb.abi3.so +3 -0
- build/torch213-rocm72-x86_64-linux/_aiter_flash_attn_ck_rocm_fe2bb66.abi3.so +0 -3
- build/torch213-rocm72-x86_64-linux/_ops.py +3 -3
- build/torch213-rocm72-x86_64-linux/metadata.json +6 -6
- build/torch213-rocm72-x86_64-linux/metadata.json.sigstore +1 -1
- build/torch213-rocm72-x86_64-linux/symbols.json +4 -4
- build/torch214-rocm714-x86_64-linux/{_aiter_flash_attn_ck_rocm_fe2bb66.abi3.so → _aiter_flash_attn_ck_rocm_5fe9dbb.abi3.so} +1 -1
- build/torch214-rocm714-x86_64-linux/_ops.py +3 -3
- build/torch214-rocm714-x86_64-linux/metadata.json +6 -6
- build/torch214-rocm714-x86_64-linux/metadata.json.sigstore +1 -1
- build/torch214-rocm714-x86_64-linux/symbols.json +4 -4
README.md
CHANGED
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@@ -3,7 +3,7 @@ library_name: kernels
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license: mit
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---
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-
This is the repository card of
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## How to use
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@@ -11,7 +11,7 @@ This is the repository card of kernels-community/aiter-flash-attn-ck that has be
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# make sure `kernels` is installed: `pip install -U kernels`
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from kernels import get_kernel
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-
kernel_module = get_kernel("
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flash_attn_func = kernel_module.flash_attn_func
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flash_attn_func(...)
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license: mit
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---
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+
This is the repository card of amd/aiter-flash-attn-ck that has been pushed on the Hub. It was built to be used with the [`kernels` library](https://github.com/huggingface/kernels). This card was automatically generated.
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## How to use
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# make sure `kernels` is installed: `pip install -U kernels`
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from kernels import get_kernel
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+
kernel_module = get_kernel("amd/aiter-flash-attn-ck", version=1)
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flash_attn_func = kernel_module.flash_attn_func
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flash_attn_func(...)
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build/torch210-rocm70-x86_64-linux/{_aiter_flash_attn_ck_rocm_fe2bb66.abi3.so → _aiter_flash_attn_ck_rocm_5fe9dbb.abi3.so}
RENAMED
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@@ -1,3 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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-
oid sha256:
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-
size
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version https://git-lfs.github.com/spec/v1
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+
oid sha256:d99454c77c757a0cdde451ebfea1ba7d81de133fbc8fe00656453fd867178401
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+
size 204329608
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build/torch210-rocm70-x86_64-linux/_ops.py
CHANGED
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@@ -1,9 +1,9 @@
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import torch
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-
from . import
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ops = torch.ops.
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def add_op_namespace_prefix(op_name: str):
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"""
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Prefix op by namespace.
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"""
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-
return f"
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import torch
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+
from . import _aiter_flash_attn_ck_rocm_5fe9dbb
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+
ops = torch.ops._aiter_flash_attn_ck_rocm_5fe9dbb
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def add_op_namespace_prefix(op_name: str):
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"""
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Prefix op by namespace.
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"""
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+
return f"_aiter_flash_attn_ck_rocm_5fe9dbb::{op_name}"
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build/torch210-rocm70-x86_64-linux/metadata.json
CHANGED
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@@ -1,6 +1,6 @@
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{
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"name": "aiter-flash-attn-ck",
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-
"id": "
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"version": 1,
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"kernels-minver": "0.14.0",
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"license": "MIT",
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"
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"name": "aiter-flash-attn-ck",
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"id": "_aiter_flash_attn_ck_rocm_5fe9dbb",
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"version": 1,
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"kernels-minver": "0.14.0",
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"license": "MIT",
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"algorithm": "sha256",
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"files": {
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"__init__.py": "7wj1GTm2bqTLLCyT4xLuAk/+JWYrhINjY/ODMNWhgZ0=",
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build/torch210-rocm70-x86_64-linux/symbols.json
CHANGED
|
@@ -1,11 +1,11 @@
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|
| 1 |
{
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| 2 |
"schema_version": 1,
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| 3 |
-
"module": "
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| 4 |
"functions": [
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| 5 |
{
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| 6 |
"name": "flash_attn_func",
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"qualname": "flash_attn_func",
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| 8 |
-
"module": "
|
| 9 |
"kind": "function",
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| 10 |
"doc": "Dense FlashAttention forward.\n\n``q, k, v`` have shape ``(batch, seqlen, nheads, headdim)``. ``window_size``\nis ``(left, right, sink_size)``; ``s_aux`` is an optional ``(nheads_q,)``\nfp32 tensor of learnable sink logits. Extra keyword arguments (e.g. those\npassed by the transformers flash-attention interface) are ignored.",
|
| 11 |
"signature": {
|
|
@@ -95,7 +95,7 @@
|
|
| 95 |
{
|
| 96 |
"name": "flash_attn_varlen_func",
|
| 97 |
"qualname": "flash_attn_varlen_func",
|
| 98 |
-
"module": "
|
| 99 |
"kind": "function",
|
| 100 |
"doc": "Variable-length / packed FlashAttention forward.\n\n``q`` has shape ``(total_q, nheads, headdim)``; ``cu_seqlens_*`` are int32\ncumulative offsets of shape ``(batch + 1,)``. Sinks are supported through\n``window_size[2]`` / ``s_aux`` as in :func:`flash_attn_func`. Extra keyword\narguments (e.g. from the transformers flash-attention interface) are ignored.",
|
| 101 |
"signature": {
|
|
@@ -245,7 +245,7 @@
|
|
| 245 |
{
|
| 246 |
"name": "flash_attn_with_kvcache",
|
| 247 |
"qualname": "flash_attn_with_kvcache",
|
| 248 |
-
"module": "
|
| 249 |
"kind": "function",
|
| 250 |
"doc": "FlashAttention against a KV cache, built on the CK split-KV kernel.\n\n``q`` is ``(batch, seqlen_q, nheads, headdim)``. For a contiguous cache,\n``k_cache``/``v_cache`` are ``(batch, seqlen_cache, nheads_k, headdim)`` and\n``cache_seqlens`` (int or ``(batch,)``) is the number of valid cache entries\n*before* appending. If ``k``/``v`` (the new tokens) are given, they are\nwritten into the cache in place. The query attends to the valid prefix\n(``cache_seqlens`` + ``seqlen_q``) with bottom-right causal alignment.\n\nNotes / current limitations:\n- Rotary embedding is not applied here; pass ``q``/``k`` already rotated\n (``rotary_cos``/``rotary_sin`` are rejected).\n- Paged caches are addressed via ``block_table`` (forwarded to the split-KV\n varlen kernel); in-cache append for paged layouts must be done by the\n caller (pass ``k=v=None``).",
|
| 251 |
"signature": {
|
|
|
|
| 1 |
{
|
| 2 |
"schema_version": 1,
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| 3 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb",
|
| 4 |
"functions": [
|
| 5 |
{
|
| 6 |
"name": "flash_attn_func",
|
| 7 |
"qualname": "flash_attn_func",
|
| 8 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb.mha",
|
| 9 |
"kind": "function",
|
| 10 |
"doc": "Dense FlashAttention forward.\n\n``q, k, v`` have shape ``(batch, seqlen, nheads, headdim)``. ``window_size``\nis ``(left, right, sink_size)``; ``s_aux`` is an optional ``(nheads_q,)``\nfp32 tensor of learnable sink logits. Extra keyword arguments (e.g. those\npassed by the transformers flash-attention interface) are ignored.",
|
| 11 |
"signature": {
|
|
|
|
| 95 |
{
|
| 96 |
"name": "flash_attn_varlen_func",
|
| 97 |
"qualname": "flash_attn_varlen_func",
|
| 98 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb.mha",
|
| 99 |
"kind": "function",
|
| 100 |
"doc": "Variable-length / packed FlashAttention forward.\n\n``q`` has shape ``(total_q, nheads, headdim)``; ``cu_seqlens_*`` are int32\ncumulative offsets of shape ``(batch + 1,)``. Sinks are supported through\n``window_size[2]`` / ``s_aux`` as in :func:`flash_attn_func`. Extra keyword\narguments (e.g. from the transformers flash-attention interface) are ignored.",
|
| 101 |
"signature": {
|
|
|
|
| 245 |
{
|
| 246 |
"name": "flash_attn_with_kvcache",
|
| 247 |
"qualname": "flash_attn_with_kvcache",
|
| 248 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb.mha",
|
| 249 |
"kind": "function",
|
| 250 |
"doc": "FlashAttention against a KV cache, built on the CK split-KV kernel.\n\n``q`` is ``(batch, seqlen_q, nheads, headdim)``. For a contiguous cache,\n``k_cache``/``v_cache`` are ``(batch, seqlen_cache, nheads_k, headdim)`` and\n``cache_seqlens`` (int or ``(batch,)``) is the number of valid cache entries\n*before* appending. If ``k``/``v`` (the new tokens) are given, they are\nwritten into the cache in place. The query attends to the valid prefix\n(``cache_seqlens`` + ``seqlen_q``) with bottom-right causal alignment.\n\nNotes / current limitations:\n- Rotary embedding is not applied here; pass ``q``/``k`` already rotated\n (``rotary_cos``/``rotary_sin`` are rejected).\n- Paged caches are addressed via ``block_table`` (forwarded to the split-KV\n varlen kernel); in-cache append for paged layouts must be done by the\n caller (pass ``k=v=None``).",
|
| 251 |
"signature": {
|
build/torch210-rocm71-x86_64-linux/{_aiter_flash_attn_ck_rocm_fe2bb66.abi3.so → _aiter_flash_attn_ck_rocm_5fe9dbb.abi3.so}
RENAMED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
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-
oid sha256:
|
| 3 |
size 204259752
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|
|
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version https://git-lfs.github.com/spec/v1
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+
oid sha256:98d6105b515cefd7cdba5aff9114a64da1a9827dd049ca7b6ce44c7c80c30b7b
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size 204259752
|
build/torch210-rocm71-x86_64-linux/_ops.py
CHANGED
|
@@ -1,9 +1,9 @@
|
|
| 1 |
import torch
|
| 2 |
-
from . import
|
| 3 |
-
ops = torch.ops.
|
| 4 |
|
| 5 |
def add_op_namespace_prefix(op_name: str):
|
| 6 |
"""
|
| 7 |
Prefix op by namespace.
|
| 8 |
"""
|
| 9 |
-
return f"
|
|
|
|
| 1 |
import torch
|
| 2 |
+
from . import _aiter_flash_attn_ck_rocm_5fe9dbb
|
| 3 |
+
ops = torch.ops._aiter_flash_attn_ck_rocm_5fe9dbb
|
| 4 |
|
| 5 |
def add_op_namespace_prefix(op_name: str):
|
| 6 |
"""
|
| 7 |
Prefix op by namespace.
|
| 8 |
"""
|
| 9 |
+
return f"_aiter_flash_attn_ck_rocm_5fe9dbb::{op_name}"
|
build/torch210-rocm71-x86_64-linux/metadata.json
CHANGED
|
@@ -1,6 +1,6 @@
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|
| 1 |
{
|
| 2 |
"name": "aiter-flash-attn-ck",
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| 3 |
-
"id": "
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| 4 |
"version": 1,
|
| 5 |
"kernels-minver": "0.14.0",
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"license": "MIT",
|
|
@@ -17,20 +17,20 @@
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"algorithm": "sha256",
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"files": {
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"__init__.py": "7wj1GTm2bqTLLCyT4xLuAk/+JWYrhINjY/ODMNWhgZ0=",
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| 20 |
-
"
|
| 21 |
-
"_ops.py": "
|
| 22 |
"mha.py": "zCAjY4O+DiCzmEL+W9sqXxZaqjsj4RJbWFcyPpUZejk=",
|
| 23 |
-
"symbols.json": "
|
| 24 |
}
|
| 25 |
},
|
| 26 |
"provenance": {
|
| 27 |
"kernel-builder": {
|
| 28 |
"version": "0.18.0-dev0",
|
| 29 |
-
"commit": "
|
| 30 |
"dirty": false
|
| 31 |
},
|
| 32 |
"kernel": {
|
| 33 |
-
"commit": "
|
| 34 |
"dirty": false
|
| 35 |
}
|
| 36 |
}
|
|
|
|
| 1 |
{
|
| 2 |
"name": "aiter-flash-attn-ck",
|
| 3 |
+
"id": "_aiter_flash_attn_ck_rocm_5fe9dbb",
|
| 4 |
"version": 1,
|
| 5 |
"kernels-minver": "0.14.0",
|
| 6 |
"license": "MIT",
|
|
|
|
| 17 |
"algorithm": "sha256",
|
| 18 |
"files": {
|
| 19 |
"__init__.py": "7wj1GTm2bqTLLCyT4xLuAk/+JWYrhINjY/ODMNWhgZ0=",
|
| 20 |
+
"_aiter_flash_attn_ck_rocm_5fe9dbb.abi3.so": "mNYQW1Fc79fNulr/kRSmTaGpgn3QScp7bORMfIDDC3s=",
|
| 21 |
+
"_ops.py": "muAHwR4xgZQXpe1TTfjJeYWJx6YDLM67muymPCHff2U=",
|
| 22 |
"mha.py": "zCAjY4O+DiCzmEL+W9sqXxZaqjsj4RJbWFcyPpUZejk=",
|
| 23 |
+
"symbols.json": "Fpmile3tx8oOM65danudwAbJShd0m8n+3ifByRWwtYo="
|
| 24 |
}
|
| 25 |
},
|
| 26 |
"provenance": {
|
| 27 |
"kernel-builder": {
|
| 28 |
"version": "0.18.0-dev0",
|
| 29 |
+
"commit": "21bdf69d97a289b9c581a0c60f63deed131647d5",
|
| 30 |
"dirty": false
|
| 31 |
},
|
| 32 |
"kernel": {
|
| 33 |
+
"commit": "5fe9dbb3d45f6f2652958c1f70e5381891fa7aa0",
|
| 34 |
"dirty": false
|
| 35 |
}
|
| 36 |
}
|
build/torch210-rocm71-x86_64-linux/metadata.json.sigstore
CHANGED
|
@@ -1 +1 @@
|
|
| 1 |
-
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build/torch210-rocm71-x86_64-linux/symbols.json
CHANGED
|
@@ -1,11 +1,11 @@
|
|
| 1 |
{
|
| 2 |
"schema_version": 1,
|
| 3 |
-
"module": "
|
| 4 |
"functions": [
|
| 5 |
{
|
| 6 |
"name": "flash_attn_func",
|
| 7 |
"qualname": "flash_attn_func",
|
| 8 |
-
"module": "
|
| 9 |
"kind": "function",
|
| 10 |
"doc": "Dense FlashAttention forward.\n\n``q, k, v`` have shape ``(batch, seqlen, nheads, headdim)``. ``window_size``\nis ``(left, right, sink_size)``; ``s_aux`` is an optional ``(nheads_q,)``\nfp32 tensor of learnable sink logits. Extra keyword arguments (e.g. those\npassed by the transformers flash-attention interface) are ignored.",
|
| 11 |
"signature": {
|
|
@@ -95,7 +95,7 @@
|
|
| 95 |
{
|
| 96 |
"name": "flash_attn_varlen_func",
|
| 97 |
"qualname": "flash_attn_varlen_func",
|
| 98 |
-
"module": "
|
| 99 |
"kind": "function",
|
| 100 |
"doc": "Variable-length / packed FlashAttention forward.\n\n``q`` has shape ``(total_q, nheads, headdim)``; ``cu_seqlens_*`` are int32\ncumulative offsets of shape ``(batch + 1,)``. Sinks are supported through\n``window_size[2]`` / ``s_aux`` as in :func:`flash_attn_func`. Extra keyword\narguments (e.g. from the transformers flash-attention interface) are ignored.",
|
| 101 |
"signature": {
|
|
@@ -245,7 +245,7 @@
|
|
| 245 |
{
|
| 246 |
"name": "flash_attn_with_kvcache",
|
| 247 |
"qualname": "flash_attn_with_kvcache",
|
| 248 |
-
"module": "
|
| 249 |
"kind": "function",
|
| 250 |
"doc": "FlashAttention against a KV cache, built on the CK split-KV kernel.\n\n``q`` is ``(batch, seqlen_q, nheads, headdim)``. For a contiguous cache,\n``k_cache``/``v_cache`` are ``(batch, seqlen_cache, nheads_k, headdim)`` and\n``cache_seqlens`` (int or ``(batch,)``) is the number of valid cache entries\n*before* appending. If ``k``/``v`` (the new tokens) are given, they are\nwritten into the cache in place. The query attends to the valid prefix\n(``cache_seqlens`` + ``seqlen_q``) with bottom-right causal alignment.\n\nNotes / current limitations:\n- Rotary embedding is not applied here; pass ``q``/``k`` already rotated\n (``rotary_cos``/``rotary_sin`` are rejected).\n- Paged caches are addressed via ``block_table`` (forwarded to the split-KV\n varlen kernel); in-cache append for paged layouts must be done by the\n caller (pass ``k=v=None``).",
|
| 251 |
"signature": {
|
|
|
|
| 1 |
{
|
| 2 |
"schema_version": 1,
|
| 3 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb",
|
| 4 |
"functions": [
|
| 5 |
{
|
| 6 |
"name": "flash_attn_func",
|
| 7 |
"qualname": "flash_attn_func",
|
| 8 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb.mha",
|
| 9 |
"kind": "function",
|
| 10 |
"doc": "Dense FlashAttention forward.\n\n``q, k, v`` have shape ``(batch, seqlen, nheads, headdim)``. ``window_size``\nis ``(left, right, sink_size)``; ``s_aux`` is an optional ``(nheads_q,)``\nfp32 tensor of learnable sink logits. Extra keyword arguments (e.g. those\npassed by the transformers flash-attention interface) are ignored.",
|
| 11 |
"signature": {
|
|
|
|
| 95 |
{
|
| 96 |
"name": "flash_attn_varlen_func",
|
| 97 |
"qualname": "flash_attn_varlen_func",
|
| 98 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb.mha",
|
| 99 |
"kind": "function",
|
| 100 |
"doc": "Variable-length / packed FlashAttention forward.\n\n``q`` has shape ``(total_q, nheads, headdim)``; ``cu_seqlens_*`` are int32\ncumulative offsets of shape ``(batch + 1,)``. Sinks are supported through\n``window_size[2]`` / ``s_aux`` as in :func:`flash_attn_func`. Extra keyword\narguments (e.g. from the transformers flash-attention interface) are ignored.",
|
| 101 |
"signature": {
|
|
|
|
| 245 |
{
|
| 246 |
"name": "flash_attn_with_kvcache",
|
| 247 |
"qualname": "flash_attn_with_kvcache",
|
| 248 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb.mha",
|
| 249 |
"kind": "function",
|
| 250 |
"doc": "FlashAttention against a KV cache, built on the CK split-KV kernel.\n\n``q`` is ``(batch, seqlen_q, nheads, headdim)``. For a contiguous cache,\n``k_cache``/``v_cache`` are ``(batch, seqlen_cache, nheads_k, headdim)`` and\n``cache_seqlens`` (int or ``(batch,)``) is the number of valid cache entries\n*before* appending. If ``k``/``v`` (the new tokens) are given, they are\nwritten into the cache in place. The query attends to the valid prefix\n(``cache_seqlens`` + ``seqlen_q``) with bottom-right causal alignment.\n\nNotes / current limitations:\n- Rotary embedding is not applied here; pass ``q``/``k`` already rotated\n (``rotary_cos``/``rotary_sin`` are rejected).\n- Paged caches are addressed via ``block_table`` (forwarded to the split-KV\n varlen kernel); in-cache append for paged layouts must be done by the\n caller (pass ``k=v=None``).",
|
| 251 |
"signature": {
|
build/torch211-rocm71-x86_64-linux/{_aiter_flash_attn_ck_rocm_fe2bb66.abi3.so → _aiter_flash_attn_ck_rocm_5fe9dbb.abi3.so}
RENAMED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
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| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:193876f84d219dfaf17c4e1d800d5ba191b90693b2b7764116c74fcc294cc5e5
|
| 3 |
+
size 204251664
|
build/torch211-rocm71-x86_64-linux/_ops.py
CHANGED
|
@@ -1,9 +1,9 @@
|
|
| 1 |
import torch
|
| 2 |
-
from . import
|
| 3 |
-
ops = torch.ops.
|
| 4 |
|
| 5 |
def add_op_namespace_prefix(op_name: str):
|
| 6 |
"""
|
| 7 |
Prefix op by namespace.
|
| 8 |
"""
|
| 9 |
-
return f"
|
|
|
|
| 1 |
import torch
|
| 2 |
+
from . import _aiter_flash_attn_ck_rocm_5fe9dbb
|
| 3 |
+
ops = torch.ops._aiter_flash_attn_ck_rocm_5fe9dbb
|
| 4 |
|
| 5 |
def add_op_namespace_prefix(op_name: str):
|
| 6 |
"""
|
| 7 |
Prefix op by namespace.
|
| 8 |
"""
|
| 9 |
+
return f"_aiter_flash_attn_ck_rocm_5fe9dbb::{op_name}"
|
build/torch211-rocm71-x86_64-linux/metadata.json
CHANGED
|
@@ -1,6 +1,6 @@
|
|
| 1 |
{
|
| 2 |
"name": "aiter-flash-attn-ck",
|
| 3 |
-
"id": "
|
| 4 |
"version": 1,
|
| 5 |
"kernels-minver": "0.14.0",
|
| 6 |
"license": "MIT",
|
|
@@ -17,20 +17,20 @@
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|
| 17 |
"algorithm": "sha256",
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| 18 |
"files": {
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| 19 |
"__init__.py": "7wj1GTm2bqTLLCyT4xLuAk/+JWYrhINjY/ODMNWhgZ0=",
|
| 20 |
-
"
|
| 21 |
-
"_ops.py": "
|
| 22 |
"mha.py": "zCAjY4O+DiCzmEL+W9sqXxZaqjsj4RJbWFcyPpUZejk=",
|
| 23 |
-
"symbols.json": "
|
| 24 |
}
|
| 25 |
},
|
| 26 |
"provenance": {
|
| 27 |
"kernel-builder": {
|
| 28 |
"version": "0.18.0-dev0",
|
| 29 |
-
"commit": "
|
| 30 |
"dirty": false
|
| 31 |
},
|
| 32 |
"kernel": {
|
| 33 |
-
"commit": "
|
| 34 |
"dirty": false
|
| 35 |
}
|
| 36 |
}
|
|
|
|
| 1 |
{
|
| 2 |
"name": "aiter-flash-attn-ck",
|
| 3 |
+
"id": "_aiter_flash_attn_ck_rocm_5fe9dbb",
|
| 4 |
"version": 1,
|
| 5 |
"kernels-minver": "0.14.0",
|
| 6 |
"license": "MIT",
|
|
|
|
| 17 |
"algorithm": "sha256",
|
| 18 |
"files": {
|
| 19 |
"__init__.py": "7wj1GTm2bqTLLCyT4xLuAk/+JWYrhINjY/ODMNWhgZ0=",
|
| 20 |
+
"_aiter_flash_attn_ck_rocm_5fe9dbb.abi3.so": "GTh2+E0hnfrxfE4dgA1boZG5BpOyt3ZBFsdPzClMxeU=",
|
| 21 |
+
"_ops.py": "muAHwR4xgZQXpe1TTfjJeYWJx6YDLM67muymPCHff2U=",
|
| 22 |
"mha.py": "zCAjY4O+DiCzmEL+W9sqXxZaqjsj4RJbWFcyPpUZejk=",
|
| 23 |
+
"symbols.json": "Fpmile3tx8oOM65danudwAbJShd0m8n+3ifByRWwtYo="
|
| 24 |
}
|
| 25 |
},
|
| 26 |
"provenance": {
|
| 27 |
"kernel-builder": {
|
| 28 |
"version": "0.18.0-dev0",
|
| 29 |
+
"commit": "21bdf69d97a289b9c581a0c60f63deed131647d5",
|
| 30 |
"dirty": false
|
| 31 |
},
|
| 32 |
"kernel": {
|
| 33 |
+
"commit": "5fe9dbb3d45f6f2652958c1f70e5381891fa7aa0",
|
| 34 |
"dirty": false
|
| 35 |
}
|
| 36 |
}
|
build/torch211-rocm71-x86_64-linux/metadata.json.sigstore
CHANGED
|
@@ -1 +1 @@
|
|
| 1 |
-
{"mediaType":"application/vnd.dev.sigstore.bundle.v0.3+json", 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build/torch211-rocm71-x86_64-linux/symbols.json
CHANGED
|
@@ -1,11 +1,11 @@
|
|
| 1 |
{
|
| 2 |
"schema_version": 1,
|
| 3 |
-
"module": "
|
| 4 |
"functions": [
|
| 5 |
{
|
| 6 |
"name": "flash_attn_func",
|
| 7 |
"qualname": "flash_attn_func",
|
| 8 |
-
"module": "
|
| 9 |
"kind": "function",
|
| 10 |
"doc": "Dense FlashAttention forward.\n\n``q, k, v`` have shape ``(batch, seqlen, nheads, headdim)``. ``window_size``\nis ``(left, right, sink_size)``; ``s_aux`` is an optional ``(nheads_q,)``\nfp32 tensor of learnable sink logits. Extra keyword arguments (e.g. those\npassed by the transformers flash-attention interface) are ignored.",
|
| 11 |
"signature": {
|
|
@@ -95,7 +95,7 @@
|
|
| 95 |
{
|
| 96 |
"name": "flash_attn_varlen_func",
|
| 97 |
"qualname": "flash_attn_varlen_func",
|
| 98 |
-
"module": "
|
| 99 |
"kind": "function",
|
| 100 |
"doc": "Variable-length / packed FlashAttention forward.\n\n``q`` has shape ``(total_q, nheads, headdim)``; ``cu_seqlens_*`` are int32\ncumulative offsets of shape ``(batch + 1,)``. Sinks are supported through\n``window_size[2]`` / ``s_aux`` as in :func:`flash_attn_func`. Extra keyword\narguments (e.g. from the transformers flash-attention interface) are ignored.",
|
| 101 |
"signature": {
|
|
@@ -245,7 +245,7 @@
|
|
| 245 |
{
|
| 246 |
"name": "flash_attn_with_kvcache",
|
| 247 |
"qualname": "flash_attn_with_kvcache",
|
| 248 |
-
"module": "
|
| 249 |
"kind": "function",
|
| 250 |
"doc": "FlashAttention against a KV cache, built on the CK split-KV kernel.\n\n``q`` is ``(batch, seqlen_q, nheads, headdim)``. For a contiguous cache,\n``k_cache``/``v_cache`` are ``(batch, seqlen_cache, nheads_k, headdim)`` and\n``cache_seqlens`` (int or ``(batch,)``) is the number of valid cache entries\n*before* appending. If ``k``/``v`` (the new tokens) are given, they are\nwritten into the cache in place. The query attends to the valid prefix\n(``cache_seqlens`` + ``seqlen_q``) with bottom-right causal alignment.\n\nNotes / current limitations:\n- Rotary embedding is not applied here; pass ``q``/``k`` already rotated\n (``rotary_cos``/``rotary_sin`` are rejected).\n- Paged caches are addressed via ``block_table`` (forwarded to the split-KV\n varlen kernel); in-cache append for paged layouts must be done by the\n caller (pass ``k=v=None``).",
|
| 251 |
"signature": {
|
|
|
|
| 1 |
{
|
| 2 |
"schema_version": 1,
|
| 3 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb",
|
| 4 |
"functions": [
|
| 5 |
{
|
| 6 |
"name": "flash_attn_func",
|
| 7 |
"qualname": "flash_attn_func",
|
| 8 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb.mha",
|
| 9 |
"kind": "function",
|
| 10 |
"doc": "Dense FlashAttention forward.\n\n``q, k, v`` have shape ``(batch, seqlen, nheads, headdim)``. ``window_size``\nis ``(left, right, sink_size)``; ``s_aux`` is an optional ``(nheads_q,)``\nfp32 tensor of learnable sink logits. Extra keyword arguments (e.g. those\npassed by the transformers flash-attention interface) are ignored.",
|
| 11 |
"signature": {
|
|
|
|
| 95 |
{
|
| 96 |
"name": "flash_attn_varlen_func",
|
| 97 |
"qualname": "flash_attn_varlen_func",
|
| 98 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb.mha",
|
| 99 |
"kind": "function",
|
| 100 |
"doc": "Variable-length / packed FlashAttention forward.\n\n``q`` has shape ``(total_q, nheads, headdim)``; ``cu_seqlens_*`` are int32\ncumulative offsets of shape ``(batch + 1,)``. Sinks are supported through\n``window_size[2]`` / ``s_aux`` as in :func:`flash_attn_func`. Extra keyword\narguments (e.g. from the transformers flash-attention interface) are ignored.",
|
| 101 |
"signature": {
|
|
|
|
| 245 |
{
|
| 246 |
"name": "flash_attn_with_kvcache",
|
| 247 |
"qualname": "flash_attn_with_kvcache",
|
| 248 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb.mha",
|
| 249 |
"kind": "function",
|
| 250 |
"doc": "FlashAttention against a KV cache, built on the CK split-KV kernel.\n\n``q`` is ``(batch, seqlen_q, nheads, headdim)``. For a contiguous cache,\n``k_cache``/``v_cache`` are ``(batch, seqlen_cache, nheads_k, headdim)`` and\n``cache_seqlens`` (int or ``(batch,)``) is the number of valid cache entries\n*before* appending. If ``k``/``v`` (the new tokens) are given, they are\nwritten into the cache in place. The query attends to the valid prefix\n(``cache_seqlens`` + ``seqlen_q``) with bottom-right causal alignment.\n\nNotes / current limitations:\n- Rotary embedding is not applied here; pass ``q``/``k`` already rotated\n (``rotary_cos``/``rotary_sin`` are rejected).\n- Paged caches are addressed via ``block_table`` (forwarded to the split-KV\n varlen kernel); in-cache append for paged layouts must be done by the\n caller (pass ``k=v=None``).",
|
| 251 |
"signature": {
|
build/torch211-rocm72-x86_64-linux/{_aiter_flash_attn_ck_rocm_fe2bb66.abi3.so → _aiter_flash_attn_ck_rocm_5fe9dbb.abi3.so}
RENAMED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
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| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
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+
oid sha256:91706f93df9c9e6f7c0dc7d4cb7fea3c97d73317dae6b8388c0a238ee340ff6d
|
| 3 |
+
size 192185752
|
build/torch211-rocm72-x86_64-linux/_ops.py
CHANGED
|
@@ -1,9 +1,9 @@
|
|
| 1 |
import torch
|
| 2 |
-
from . import
|
| 3 |
-
ops = torch.ops.
|
| 4 |
|
| 5 |
def add_op_namespace_prefix(op_name: str):
|
| 6 |
"""
|
| 7 |
Prefix op by namespace.
|
| 8 |
"""
|
| 9 |
-
return f"
|
|
|
|
| 1 |
import torch
|
| 2 |
+
from . import _aiter_flash_attn_ck_rocm_5fe9dbb
|
| 3 |
+
ops = torch.ops._aiter_flash_attn_ck_rocm_5fe9dbb
|
| 4 |
|
| 5 |
def add_op_namespace_prefix(op_name: str):
|
| 6 |
"""
|
| 7 |
Prefix op by namespace.
|
| 8 |
"""
|
| 9 |
+
return f"_aiter_flash_attn_ck_rocm_5fe9dbb::{op_name}"
|
build/torch211-rocm72-x86_64-linux/metadata.json
CHANGED
|
@@ -1,6 +1,6 @@
|
|
| 1 |
{
|
| 2 |
"name": "aiter-flash-attn-ck",
|
| 3 |
-
"id": "
|
| 4 |
"version": 1,
|
| 5 |
"kernels-minver": "0.14.0",
|
| 6 |
"license": "MIT",
|
|
@@ -17,20 +17,20 @@
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|
| 17 |
"algorithm": "sha256",
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| 18 |
"files": {
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| 19 |
"__init__.py": "7wj1GTm2bqTLLCyT4xLuAk/+JWYrhINjY/ODMNWhgZ0=",
|
| 20 |
-
"
|
| 21 |
-
"_ops.py": "
|
| 22 |
"mha.py": "zCAjY4O+DiCzmEL+W9sqXxZaqjsj4RJbWFcyPpUZejk=",
|
| 23 |
-
"symbols.json": "
|
| 24 |
}
|
| 25 |
},
|
| 26 |
"provenance": {
|
| 27 |
"kernel-builder": {
|
| 28 |
"version": "0.18.0-dev0",
|
| 29 |
-
"commit": "
|
| 30 |
"dirty": false
|
| 31 |
},
|
| 32 |
"kernel": {
|
| 33 |
-
"commit": "
|
| 34 |
"dirty": false
|
| 35 |
}
|
| 36 |
}
|
|
|
|
| 1 |
{
|
| 2 |
"name": "aiter-flash-attn-ck",
|
| 3 |
+
"id": "_aiter_flash_attn_ck_rocm_5fe9dbb",
|
| 4 |
"version": 1,
|
| 5 |
"kernels-minver": "0.14.0",
|
| 6 |
"license": "MIT",
|
|
|
|
| 17 |
"algorithm": "sha256",
|
| 18 |
"files": {
|
| 19 |
"__init__.py": "7wj1GTm2bqTLLCyT4xLuAk/+JWYrhINjY/ODMNWhgZ0=",
|
| 20 |
+
"_aiter_flash_attn_ck_rocm_5fe9dbb.abi3.so": "kXBvk9+cnm98DcfUy3/qPJfXMxfa5rg4jAojjuNA/20=",
|
| 21 |
+
"_ops.py": "muAHwR4xgZQXpe1TTfjJeYWJx6YDLM67muymPCHff2U=",
|
| 22 |
"mha.py": "zCAjY4O+DiCzmEL+W9sqXxZaqjsj4RJbWFcyPpUZejk=",
|
| 23 |
+
"symbols.json": "Fpmile3tx8oOM65danudwAbJShd0m8n+3ifByRWwtYo="
|
| 24 |
}
|
| 25 |
},
|
| 26 |
"provenance": {
|
| 27 |
"kernel-builder": {
|
| 28 |
"version": "0.18.0-dev0",
|
| 29 |
+
"commit": "21bdf69d97a289b9c581a0c60f63deed131647d5",
|
| 30 |
"dirty": false
|
| 31 |
},
|
| 32 |
"kernel": {
|
| 33 |
+
"commit": "5fe9dbb3d45f6f2652958c1f70e5381891fa7aa0",
|
| 34 |
"dirty": false
|
| 35 |
}
|
| 36 |
}
|
build/torch211-rocm72-x86_64-linux/metadata.json.sigstore
CHANGED
|
@@ -1 +1 @@
|
|
| 1 |
-
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build/torch211-rocm72-x86_64-linux/symbols.json
CHANGED
|
@@ -1,11 +1,11 @@
|
|
| 1 |
{
|
| 2 |
"schema_version": 1,
|
| 3 |
-
"module": "
|
| 4 |
"functions": [
|
| 5 |
{
|
| 6 |
"name": "flash_attn_func",
|
| 7 |
"qualname": "flash_attn_func",
|
| 8 |
-
"module": "
|
| 9 |
"kind": "function",
|
| 10 |
"doc": "Dense FlashAttention forward.\n\n``q, k, v`` have shape ``(batch, seqlen, nheads, headdim)``. ``window_size``\nis ``(left, right, sink_size)``; ``s_aux`` is an optional ``(nheads_q,)``\nfp32 tensor of learnable sink logits. Extra keyword arguments (e.g. those\npassed by the transformers flash-attention interface) are ignored.",
|
| 11 |
"signature": {
|
|
@@ -95,7 +95,7 @@
|
|
| 95 |
{
|
| 96 |
"name": "flash_attn_varlen_func",
|
| 97 |
"qualname": "flash_attn_varlen_func",
|
| 98 |
-
"module": "
|
| 99 |
"kind": "function",
|
| 100 |
"doc": "Variable-length / packed FlashAttention forward.\n\n``q`` has shape ``(total_q, nheads, headdim)``; ``cu_seqlens_*`` are int32\ncumulative offsets of shape ``(batch + 1,)``. Sinks are supported through\n``window_size[2]`` / ``s_aux`` as in :func:`flash_attn_func`. Extra keyword\narguments (e.g. from the transformers flash-attention interface) are ignored.",
|
| 101 |
"signature": {
|
|
@@ -245,7 +245,7 @@
|
|
| 245 |
{
|
| 246 |
"name": "flash_attn_with_kvcache",
|
| 247 |
"qualname": "flash_attn_with_kvcache",
|
| 248 |
-
"module": "
|
| 249 |
"kind": "function",
|
| 250 |
"doc": "FlashAttention against a KV cache, built on the CK split-KV kernel.\n\n``q`` is ``(batch, seqlen_q, nheads, headdim)``. For a contiguous cache,\n``k_cache``/``v_cache`` are ``(batch, seqlen_cache, nheads_k, headdim)`` and\n``cache_seqlens`` (int or ``(batch,)``) is the number of valid cache entries\n*before* appending. If ``k``/``v`` (the new tokens) are given, they are\nwritten into the cache in place. The query attends to the valid prefix\n(``cache_seqlens`` + ``seqlen_q``) with bottom-right causal alignment.\n\nNotes / current limitations:\n- Rotary embedding is not applied here; pass ``q``/``k`` already rotated\n (``rotary_cos``/``rotary_sin`` are rejected).\n- Paged caches are addressed via ``block_table`` (forwarded to the split-KV\n varlen kernel); in-cache append for paged layouts must be done by the\n caller (pass ``k=v=None``).",
|
| 251 |
"signature": {
|
|
|
|
| 1 |
{
|
| 2 |
"schema_version": 1,
|
| 3 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb",
|
| 4 |
"functions": [
|
| 5 |
{
|
| 6 |
"name": "flash_attn_func",
|
| 7 |
"qualname": "flash_attn_func",
|
| 8 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb.mha",
|
| 9 |
"kind": "function",
|
| 10 |
"doc": "Dense FlashAttention forward.\n\n``q, k, v`` have shape ``(batch, seqlen, nheads, headdim)``. ``window_size``\nis ``(left, right, sink_size)``; ``s_aux`` is an optional ``(nheads_q,)``\nfp32 tensor of learnable sink logits. Extra keyword arguments (e.g. those\npassed by the transformers flash-attention interface) are ignored.",
|
| 11 |
"signature": {
|
|
|
|
| 95 |
{
|
| 96 |
"name": "flash_attn_varlen_func",
|
| 97 |
"qualname": "flash_attn_varlen_func",
|
| 98 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb.mha",
|
| 99 |
"kind": "function",
|
| 100 |
"doc": "Variable-length / packed FlashAttention forward.\n\n``q`` has shape ``(total_q, nheads, headdim)``; ``cu_seqlens_*`` are int32\ncumulative offsets of shape ``(batch + 1,)``. Sinks are supported through\n``window_size[2]`` / ``s_aux`` as in :func:`flash_attn_func`. Extra keyword\narguments (e.g. from the transformers flash-attention interface) are ignored.",
|
| 101 |
"signature": {
|
|
|
|
| 245 |
{
|
| 246 |
"name": "flash_attn_with_kvcache",
|
| 247 |
"qualname": "flash_attn_with_kvcache",
|
| 248 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb.mha",
|
| 249 |
"kind": "function",
|
| 250 |
"doc": "FlashAttention against a KV cache, built on the CK split-KV kernel.\n\n``q`` is ``(batch, seqlen_q, nheads, headdim)``. For a contiguous cache,\n``k_cache``/``v_cache`` are ``(batch, seqlen_cache, nheads_k, headdim)`` and\n``cache_seqlens`` (int or ``(batch,)``) is the number of valid cache entries\n*before* appending. If ``k``/``v`` (the new tokens) are given, they are\nwritten into the cache in place. The query attends to the valid prefix\n(``cache_seqlens`` + ``seqlen_q``) with bottom-right causal alignment.\n\nNotes / current limitations:\n- Rotary embedding is not applied here; pass ``q``/``k`` already rotated\n (``rotary_cos``/``rotary_sin`` are rejected).\n- Paged caches are addressed via ``block_table`` (forwarded to the split-KV\n varlen kernel); in-cache append for paged layouts must be done by the\n caller (pass ``k=v=None``).",
|
| 251 |
"signature": {
|
build/torch212-rocm71-x86_64-linux/_aiter_flash_attn_ck_rocm_5fe9dbb.abi3.so
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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+
oid sha256:6ffad015dc3f50d418f5bb31e051dc574909910aff378f657426d7fa5fb6f9cb
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+
size 201962688
|
build/torch212-rocm71-x86_64-linux/_aiter_flash_attn_ck_rocm_fe2bb66.abi3.so
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
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-
oid sha256:78095dfb6de1a2d229d40cdf34e125605bb33d7fa467134d236cb51df66eaf9b
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size 201962680
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|
|
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|
|
|
build/torch212-rocm71-x86_64-linux/_ops.py
CHANGED
|
@@ -1,9 +1,9 @@
|
|
| 1 |
import torch
|
| 2 |
-
from . import
|
| 3 |
-
ops = torch.ops.
|
| 4 |
|
| 5 |
def add_op_namespace_prefix(op_name: str):
|
| 6 |
"""
|
| 7 |
Prefix op by namespace.
|
| 8 |
"""
|
| 9 |
-
return f"
|
|
|
|
| 1 |
import torch
|
| 2 |
+
from . import _aiter_flash_attn_ck_rocm_5fe9dbb
|
| 3 |
+
ops = torch.ops._aiter_flash_attn_ck_rocm_5fe9dbb
|
| 4 |
|
| 5 |
def add_op_namespace_prefix(op_name: str):
|
| 6 |
"""
|
| 7 |
Prefix op by namespace.
|
| 8 |
"""
|
| 9 |
+
return f"_aiter_flash_attn_ck_rocm_5fe9dbb::{op_name}"
|
build/torch212-rocm71-x86_64-linux/metadata.json
CHANGED
|
@@ -1,6 +1,6 @@
|
|
| 1 |
{
|
| 2 |
"name": "aiter-flash-attn-ck",
|
| 3 |
-
"id": "
|
| 4 |
"version": 1,
|
| 5 |
"kernels-minver": "0.14.0",
|
| 6 |
"license": "MIT",
|
|
@@ -17,20 +17,20 @@
|
|
| 17 |
"algorithm": "sha256",
|
| 18 |
"files": {
|
| 19 |
"__init__.py": "7wj1GTm2bqTLLCyT4xLuAk/+JWYrhINjY/ODMNWhgZ0=",
|
| 20 |
-
"
|
| 21 |
-
"_ops.py": "
|
| 22 |
"mha.py": "zCAjY4O+DiCzmEL+W9sqXxZaqjsj4RJbWFcyPpUZejk=",
|
| 23 |
-
"symbols.json": "
|
| 24 |
}
|
| 25 |
},
|
| 26 |
"provenance": {
|
| 27 |
"kernel-builder": {
|
| 28 |
"version": "0.18.0-dev0",
|
| 29 |
-
"commit": "
|
| 30 |
"dirty": false
|
| 31 |
},
|
| 32 |
"kernel": {
|
| 33 |
-
"commit": "
|
| 34 |
"dirty": false
|
| 35 |
}
|
| 36 |
}
|
|
|
|
| 1 |
{
|
| 2 |
"name": "aiter-flash-attn-ck",
|
| 3 |
+
"id": "_aiter_flash_attn_ck_rocm_5fe9dbb",
|
| 4 |
"version": 1,
|
| 5 |
"kernels-minver": "0.14.0",
|
| 6 |
"license": "MIT",
|
|
|
|
| 17 |
"algorithm": "sha256",
|
| 18 |
"files": {
|
| 19 |
"__init__.py": "7wj1GTm2bqTLLCyT4xLuAk/+JWYrhINjY/ODMNWhgZ0=",
|
| 20 |
+
"_aiter_flash_attn_ck_rocm_5fe9dbb.abi3.so": "b/rQFdw/UNQY9bsx4FHcV0kJkQr/N49ldCbX+l+2+cs=",
|
| 21 |
+
"_ops.py": "muAHwR4xgZQXpe1TTfjJeYWJx6YDLM67muymPCHff2U=",
|
| 22 |
"mha.py": "zCAjY4O+DiCzmEL+W9sqXxZaqjsj4RJbWFcyPpUZejk=",
|
| 23 |
+
"symbols.json": "Fpmile3tx8oOM65danudwAbJShd0m8n+3ifByRWwtYo="
|
| 24 |
}
|
| 25 |
},
|
| 26 |
"provenance": {
|
| 27 |
"kernel-builder": {
|
| 28 |
"version": "0.18.0-dev0",
|
| 29 |
+
"commit": "21bdf69d97a289b9c581a0c60f63deed131647d5",
|
| 30 |
"dirty": false
|
| 31 |
},
|
| 32 |
"kernel": {
|
| 33 |
+
"commit": "5fe9dbb3d45f6f2652958c1f70e5381891fa7aa0",
|
| 34 |
"dirty": false
|
| 35 |
}
|
| 36 |
}
|
build/torch212-rocm71-x86_64-linux/metadata.json.sigstore
CHANGED
|
@@ -1 +1 @@
|
|
| 1 |
-
{"mediaType":"application/vnd.dev.sigstore.bundle.v0.3+json", 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build/torch212-rocm71-x86_64-linux/symbols.json
CHANGED
|
@@ -1,11 +1,11 @@
|
|
| 1 |
{
|
| 2 |
"schema_version": 1,
|
| 3 |
-
"module": "
|
| 4 |
"functions": [
|
| 5 |
{
|
| 6 |
"name": "flash_attn_func",
|
| 7 |
"qualname": "flash_attn_func",
|
| 8 |
-
"module": "
|
| 9 |
"kind": "function",
|
| 10 |
"doc": "Dense FlashAttention forward.\n\n``q, k, v`` have shape ``(batch, seqlen, nheads, headdim)``. ``window_size``\nis ``(left, right, sink_size)``; ``s_aux`` is an optional ``(nheads_q,)``\nfp32 tensor of learnable sink logits. Extra keyword arguments (e.g. those\npassed by the transformers flash-attention interface) are ignored.",
|
| 11 |
"signature": {
|
|
@@ -95,7 +95,7 @@
|
|
| 95 |
{
|
| 96 |
"name": "flash_attn_varlen_func",
|
| 97 |
"qualname": "flash_attn_varlen_func",
|
| 98 |
-
"module": "
|
| 99 |
"kind": "function",
|
| 100 |
"doc": "Variable-length / packed FlashAttention forward.\n\n``q`` has shape ``(total_q, nheads, headdim)``; ``cu_seqlens_*`` are int32\ncumulative offsets of shape ``(batch + 1,)``. Sinks are supported through\n``window_size[2]`` / ``s_aux`` as in :func:`flash_attn_func`. Extra keyword\narguments (e.g. from the transformers flash-attention interface) are ignored.",
|
| 101 |
"signature": {
|
|
@@ -245,7 +245,7 @@
|
|
| 245 |
{
|
| 246 |
"name": "flash_attn_with_kvcache",
|
| 247 |
"qualname": "flash_attn_with_kvcache",
|
| 248 |
-
"module": "
|
| 249 |
"kind": "function",
|
| 250 |
"doc": "FlashAttention against a KV cache, built on the CK split-KV kernel.\n\n``q`` is ``(batch, seqlen_q, nheads, headdim)``. For a contiguous cache,\n``k_cache``/``v_cache`` are ``(batch, seqlen_cache, nheads_k, headdim)`` and\n``cache_seqlens`` (int or ``(batch,)``) is the number of valid cache entries\n*before* appending. If ``k``/``v`` (the new tokens) are given, they are\nwritten into the cache in place. The query attends to the valid prefix\n(``cache_seqlens`` + ``seqlen_q``) with bottom-right causal alignment.\n\nNotes / current limitations:\n- Rotary embedding is not applied here; pass ``q``/``k`` already rotated\n (``rotary_cos``/``rotary_sin`` are rejected).\n- Paged caches are addressed via ``block_table`` (forwarded to the split-KV\n varlen kernel); in-cache append for paged layouts must be done by the\n caller (pass ``k=v=None``).",
|
| 251 |
"signature": {
|
|
|
|
| 1 |
{
|
| 2 |
"schema_version": 1,
|
| 3 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb",
|
| 4 |
"functions": [
|
| 5 |
{
|
| 6 |
"name": "flash_attn_func",
|
| 7 |
"qualname": "flash_attn_func",
|
| 8 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb.mha",
|
| 9 |
"kind": "function",
|
| 10 |
"doc": "Dense FlashAttention forward.\n\n``q, k, v`` have shape ``(batch, seqlen, nheads, headdim)``. ``window_size``\nis ``(left, right, sink_size)``; ``s_aux`` is an optional ``(nheads_q,)``\nfp32 tensor of learnable sink logits. Extra keyword arguments (e.g. those\npassed by the transformers flash-attention interface) are ignored.",
|
| 11 |
"signature": {
|
|
|
|
| 95 |
{
|
| 96 |
"name": "flash_attn_varlen_func",
|
| 97 |
"qualname": "flash_attn_varlen_func",
|
| 98 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb.mha",
|
| 99 |
"kind": "function",
|
| 100 |
"doc": "Variable-length / packed FlashAttention forward.\n\n``q`` has shape ``(total_q, nheads, headdim)``; ``cu_seqlens_*`` are int32\ncumulative offsets of shape ``(batch + 1,)``. Sinks are supported through\n``window_size[2]`` / ``s_aux`` as in :func:`flash_attn_func`. Extra keyword\narguments (e.g. from the transformers flash-attention interface) are ignored.",
|
| 101 |
"signature": {
|
|
|
|
| 245 |
{
|
| 246 |
"name": "flash_attn_with_kvcache",
|
| 247 |
"qualname": "flash_attn_with_kvcache",
|
| 248 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb.mha",
|
| 249 |
"kind": "function",
|
| 250 |
"doc": "FlashAttention against a KV cache, built on the CK split-KV kernel.\n\n``q`` is ``(batch, seqlen_q, nheads, headdim)``. For a contiguous cache,\n``k_cache``/``v_cache`` are ``(batch, seqlen_cache, nheads_k, headdim)`` and\n``cache_seqlens`` (int or ``(batch,)``) is the number of valid cache entries\n*before* appending. If ``k``/``v`` (the new tokens) are given, they are\nwritten into the cache in place. The query attends to the valid prefix\n(``cache_seqlens`` + ``seqlen_q``) with bottom-right causal alignment.\n\nNotes / current limitations:\n- Rotary embedding is not applied here; pass ``q``/``k`` already rotated\n (``rotary_cos``/``rotary_sin`` are rejected).\n- Paged caches are addressed via ``block_table`` (forwarded to the split-KV\n varlen kernel); in-cache append for paged layouts must be done by the\n caller (pass ``k=v=None``).",
|
| 251 |
"signature": {
|
build/torch212-rocm72-x86_64-linux/_aiter_flash_attn_ck_rocm_5fe9dbb.abi3.so
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:9917af37318fa1bbe2049df77b98c8427bc99ddbe86bca74b3628ca69889d368
|
| 3 |
+
size 189896072
|
build/torch212-rocm72-x86_64-linux/_aiter_flash_attn_ck_rocm_fe2bb66.abi3.so
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
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| 2 |
-
oid sha256:7b2047a691f2945147456fef163603452d23707ec638cf2ea76fde4f596571ba
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-
size 189896064
|
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|
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|
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|
|
|
build/torch212-rocm72-x86_64-linux/_ops.py
CHANGED
|
@@ -1,9 +1,9 @@
|
|
| 1 |
import torch
|
| 2 |
-
from . import
|
| 3 |
-
ops = torch.ops.
|
| 4 |
|
| 5 |
def add_op_namespace_prefix(op_name: str):
|
| 6 |
"""
|
| 7 |
Prefix op by namespace.
|
| 8 |
"""
|
| 9 |
-
return f"
|
|
|
|
| 1 |
import torch
|
| 2 |
+
from . import _aiter_flash_attn_ck_rocm_5fe9dbb
|
| 3 |
+
ops = torch.ops._aiter_flash_attn_ck_rocm_5fe9dbb
|
| 4 |
|
| 5 |
def add_op_namespace_prefix(op_name: str):
|
| 6 |
"""
|
| 7 |
Prefix op by namespace.
|
| 8 |
"""
|
| 9 |
+
return f"_aiter_flash_attn_ck_rocm_5fe9dbb::{op_name}"
|
build/torch212-rocm72-x86_64-linux/metadata.json
CHANGED
|
@@ -1,6 +1,6 @@
|
|
| 1 |
{
|
| 2 |
"name": "aiter-flash-attn-ck",
|
| 3 |
-
"id": "
|
| 4 |
"version": 1,
|
| 5 |
"kernels-minver": "0.14.0",
|
| 6 |
"license": "MIT",
|
|
@@ -17,20 +17,20 @@
|
|
| 17 |
"algorithm": "sha256",
|
| 18 |
"files": {
|
| 19 |
"__init__.py": "7wj1GTm2bqTLLCyT4xLuAk/+JWYrhINjY/ODMNWhgZ0=",
|
| 20 |
-
"
|
| 21 |
-
"_ops.py": "
|
| 22 |
"mha.py": "zCAjY4O+DiCzmEL+W9sqXxZaqjsj4RJbWFcyPpUZejk=",
|
| 23 |
-
"symbols.json": "
|
| 24 |
}
|
| 25 |
},
|
| 26 |
"provenance": {
|
| 27 |
"kernel-builder": {
|
| 28 |
"version": "0.18.0-dev0",
|
| 29 |
-
"commit": "
|
| 30 |
"dirty": false
|
| 31 |
},
|
| 32 |
"kernel": {
|
| 33 |
-
"commit": "
|
| 34 |
"dirty": false
|
| 35 |
}
|
| 36 |
}
|
|
|
|
| 1 |
{
|
| 2 |
"name": "aiter-flash-attn-ck",
|
| 3 |
+
"id": "_aiter_flash_attn_ck_rocm_5fe9dbb",
|
| 4 |
"version": 1,
|
| 5 |
"kernels-minver": "0.14.0",
|
| 6 |
"license": "MIT",
|
|
|
|
| 17 |
"algorithm": "sha256",
|
| 18 |
"files": {
|
| 19 |
"__init__.py": "7wj1GTm2bqTLLCyT4xLuAk/+JWYrhINjY/ODMNWhgZ0=",
|
| 20 |
+
"_aiter_flash_attn_ck_rocm_5fe9dbb.abi3.so": "mRevNzGPobviBJ33e5jIQnvJndvoa8p0s2KMppiJ02g=",
|
| 21 |
+
"_ops.py": "muAHwR4xgZQXpe1TTfjJeYWJx6YDLM67muymPCHff2U=",
|
| 22 |
"mha.py": "zCAjY4O+DiCzmEL+W9sqXxZaqjsj4RJbWFcyPpUZejk=",
|
| 23 |
+
"symbols.json": "Fpmile3tx8oOM65danudwAbJShd0m8n+3ifByRWwtYo="
|
| 24 |
}
|
| 25 |
},
|
| 26 |
"provenance": {
|
| 27 |
"kernel-builder": {
|
| 28 |
"version": "0.18.0-dev0",
|
| 29 |
+
"commit": "21bdf69d97a289b9c581a0c60f63deed131647d5",
|
| 30 |
"dirty": false
|
| 31 |
},
|
| 32 |
"kernel": {
|
| 33 |
+
"commit": "5fe9dbb3d45f6f2652958c1f70e5381891fa7aa0",
|
| 34 |
"dirty": false
|
| 35 |
}
|
| 36 |
}
|
build/torch212-rocm72-x86_64-linux/metadata.json.sigstore
CHANGED
|
@@ -1 +1 @@
|
|
| 1 |
-
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build/torch212-rocm72-x86_64-linux/symbols.json
CHANGED
|
@@ -1,11 +1,11 @@
|
|
| 1 |
{
|
| 2 |
"schema_version": 1,
|
| 3 |
-
"module": "
|
| 4 |
"functions": [
|
| 5 |
{
|
| 6 |
"name": "flash_attn_func",
|
| 7 |
"qualname": "flash_attn_func",
|
| 8 |
-
"module": "
|
| 9 |
"kind": "function",
|
| 10 |
"doc": "Dense FlashAttention forward.\n\n``q, k, v`` have shape ``(batch, seqlen, nheads, headdim)``. ``window_size``\nis ``(left, right, sink_size)``; ``s_aux`` is an optional ``(nheads_q,)``\nfp32 tensor of learnable sink logits. Extra keyword arguments (e.g. those\npassed by the transformers flash-attention interface) are ignored.",
|
| 11 |
"signature": {
|
|
@@ -95,7 +95,7 @@
|
|
| 95 |
{
|
| 96 |
"name": "flash_attn_varlen_func",
|
| 97 |
"qualname": "flash_attn_varlen_func",
|
| 98 |
-
"module": "
|
| 99 |
"kind": "function",
|
| 100 |
"doc": "Variable-length / packed FlashAttention forward.\n\n``q`` has shape ``(total_q, nheads, headdim)``; ``cu_seqlens_*`` are int32\ncumulative offsets of shape ``(batch + 1,)``. Sinks are supported through\n``window_size[2]`` / ``s_aux`` as in :func:`flash_attn_func`. Extra keyword\narguments (e.g. from the transformers flash-attention interface) are ignored.",
|
| 101 |
"signature": {
|
|
@@ -245,7 +245,7 @@
|
|
| 245 |
{
|
| 246 |
"name": "flash_attn_with_kvcache",
|
| 247 |
"qualname": "flash_attn_with_kvcache",
|
| 248 |
-
"module": "
|
| 249 |
"kind": "function",
|
| 250 |
"doc": "FlashAttention against a KV cache, built on the CK split-KV kernel.\n\n``q`` is ``(batch, seqlen_q, nheads, headdim)``. For a contiguous cache,\n``k_cache``/``v_cache`` are ``(batch, seqlen_cache, nheads_k, headdim)`` and\n``cache_seqlens`` (int or ``(batch,)``) is the number of valid cache entries\n*before* appending. If ``k``/``v`` (the new tokens) are given, they are\nwritten into the cache in place. The query attends to the valid prefix\n(``cache_seqlens`` + ``seqlen_q``) with bottom-right causal alignment.\n\nNotes / current limitations:\n- Rotary embedding is not applied here; pass ``q``/``k`` already rotated\n (``rotary_cos``/``rotary_sin`` are rejected).\n- Paged caches are addressed via ``block_table`` (forwarded to the split-KV\n varlen kernel); in-cache append for paged layouts must be done by the\n caller (pass ``k=v=None``).",
|
| 251 |
"signature": {
|
|
|
|
| 1 |
{
|
| 2 |
"schema_version": 1,
|
| 3 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb",
|
| 4 |
"functions": [
|
| 5 |
{
|
| 6 |
"name": "flash_attn_func",
|
| 7 |
"qualname": "flash_attn_func",
|
| 8 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb.mha",
|
| 9 |
"kind": "function",
|
| 10 |
"doc": "Dense FlashAttention forward.\n\n``q, k, v`` have shape ``(batch, seqlen, nheads, headdim)``. ``window_size``\nis ``(left, right, sink_size)``; ``s_aux`` is an optional ``(nheads_q,)``\nfp32 tensor of learnable sink logits. Extra keyword arguments (e.g. those\npassed by the transformers flash-attention interface) are ignored.",
|
| 11 |
"signature": {
|
|
|
|
| 95 |
{
|
| 96 |
"name": "flash_attn_varlen_func",
|
| 97 |
"qualname": "flash_attn_varlen_func",
|
| 98 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb.mha",
|
| 99 |
"kind": "function",
|
| 100 |
"doc": "Variable-length / packed FlashAttention forward.\n\n``q`` has shape ``(total_q, nheads, headdim)``; ``cu_seqlens_*`` are int32\ncumulative offsets of shape ``(batch + 1,)``. Sinks are supported through\n``window_size[2]`` / ``s_aux`` as in :func:`flash_attn_func`. Extra keyword\narguments (e.g. from the transformers flash-attention interface) are ignored.",
|
| 101 |
"signature": {
|
|
|
|
| 245 |
{
|
| 246 |
"name": "flash_attn_with_kvcache",
|
| 247 |
"qualname": "flash_attn_with_kvcache",
|
| 248 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb.mha",
|
| 249 |
"kind": "function",
|
| 250 |
"doc": "FlashAttention against a KV cache, built on the CK split-KV kernel.\n\n``q`` is ``(batch, seqlen_q, nheads, headdim)``. For a contiguous cache,\n``k_cache``/``v_cache`` are ``(batch, seqlen_cache, nheads_k, headdim)`` and\n``cache_seqlens`` (int or ``(batch,)``) is the number of valid cache entries\n*before* appending. If ``k``/``v`` (the new tokens) are given, they are\nwritten into the cache in place. The query attends to the valid prefix\n(``cache_seqlens`` + ``seqlen_q``) with bottom-right causal alignment.\n\nNotes / current limitations:\n- Rotary embedding is not applied here; pass ``q``/``k`` already rotated\n (``rotary_cos``/``rotary_sin`` are rejected).\n- Paged caches are addressed via ``block_table`` (forwarded to the split-KV\n varlen kernel); in-cache append for paged layouts must be done by the\n caller (pass ``k=v=None``).",
|
| 251 |
"signature": {
|
build/torch213-rocm71-x86_64-linux/_aiter_flash_attn_ck_rocm_5fe9dbb.abi3.so
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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oid sha256:4fdcecccefc9b17266b9231265d0a4155eb829420f15804bfd938112058d71bc
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size 201962672
|
build/torch213-rocm71-x86_64-linux/_aiter_flash_attn_ck_rocm_fe2bb66.abi3.so
DELETED
|
@@ -1,3 +0,0 @@
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|
| 1 |
-
version https://git-lfs.github.com/spec/v1
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-
oid sha256:2a171f33a155682ab9672636dfb2f60fa988da30f3d8a9f6fff3d48fb6032ea6
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size 201962776
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|
|
build/torch213-rocm71-x86_64-linux/_ops.py
CHANGED
|
@@ -1,9 +1,9 @@
|
|
| 1 |
import torch
|
| 2 |
-
from . import
|
| 3 |
-
ops = torch.ops.
|
| 4 |
|
| 5 |
def add_op_namespace_prefix(op_name: str):
|
| 6 |
"""
|
| 7 |
Prefix op by namespace.
|
| 8 |
"""
|
| 9 |
-
return f"
|
|
|
|
| 1 |
import torch
|
| 2 |
+
from . import _aiter_flash_attn_ck_rocm_5fe9dbb
|
| 3 |
+
ops = torch.ops._aiter_flash_attn_ck_rocm_5fe9dbb
|
| 4 |
|
| 5 |
def add_op_namespace_prefix(op_name: str):
|
| 6 |
"""
|
| 7 |
Prefix op by namespace.
|
| 8 |
"""
|
| 9 |
+
return f"_aiter_flash_attn_ck_rocm_5fe9dbb::{op_name}"
|
build/torch213-rocm71-x86_64-linux/metadata.json
CHANGED
|
@@ -1,6 +1,6 @@
|
|
| 1 |
{
|
| 2 |
"name": "aiter-flash-attn-ck",
|
| 3 |
-
"id": "
|
| 4 |
"version": 1,
|
| 5 |
"kernels-minver": "0.14.0",
|
| 6 |
"license": "MIT",
|
|
@@ -17,20 +17,20 @@
|
|
| 17 |
"algorithm": "sha256",
|
| 18 |
"files": {
|
| 19 |
"__init__.py": "7wj1GTm2bqTLLCyT4xLuAk/+JWYrhINjY/ODMNWhgZ0=",
|
| 20 |
-
"
|
| 21 |
-
"_ops.py": "
|
| 22 |
"mha.py": "zCAjY4O+DiCzmEL+W9sqXxZaqjsj4RJbWFcyPpUZejk=",
|
| 23 |
-
"symbols.json": "
|
| 24 |
}
|
| 25 |
},
|
| 26 |
"provenance": {
|
| 27 |
"kernel-builder": {
|
| 28 |
"version": "0.18.0-dev0",
|
| 29 |
-
"commit": "
|
| 30 |
"dirty": false
|
| 31 |
},
|
| 32 |
"kernel": {
|
| 33 |
-
"commit": "
|
| 34 |
"dirty": false
|
| 35 |
}
|
| 36 |
}
|
|
|
|
| 1 |
{
|
| 2 |
"name": "aiter-flash-attn-ck",
|
| 3 |
+
"id": "_aiter_flash_attn_ck_rocm_5fe9dbb",
|
| 4 |
"version": 1,
|
| 5 |
"kernels-minver": "0.14.0",
|
| 6 |
"license": "MIT",
|
|
|
|
| 17 |
"algorithm": "sha256",
|
| 18 |
"files": {
|
| 19 |
"__init__.py": "7wj1GTm2bqTLLCyT4xLuAk/+JWYrhINjY/ODMNWhgZ0=",
|
| 20 |
+
"_aiter_flash_attn_ck_rocm_5fe9dbb.abi3.so": "T9zszO/JsXJmuSMSZdCkFV64KUIPFYBL/ZOBEgWNcbw=",
|
| 21 |
+
"_ops.py": "muAHwR4xgZQXpe1TTfjJeYWJx6YDLM67muymPCHff2U=",
|
| 22 |
"mha.py": "zCAjY4O+DiCzmEL+W9sqXxZaqjsj4RJbWFcyPpUZejk=",
|
| 23 |
+
"symbols.json": "Fpmile3tx8oOM65danudwAbJShd0m8n+3ifByRWwtYo="
|
| 24 |
}
|
| 25 |
},
|
| 26 |
"provenance": {
|
| 27 |
"kernel-builder": {
|
| 28 |
"version": "0.18.0-dev0",
|
| 29 |
+
"commit": "21bdf69d97a289b9c581a0c60f63deed131647d5",
|
| 30 |
"dirty": false
|
| 31 |
},
|
| 32 |
"kernel": {
|
| 33 |
+
"commit": "5fe9dbb3d45f6f2652958c1f70e5381891fa7aa0",
|
| 34 |
"dirty": false
|
| 35 |
}
|
| 36 |
}
|
build/torch213-rocm71-x86_64-linux/metadata.json.sigstore
CHANGED
|
@@ -1 +1 @@
|
|
| 1 |
-
{"mediaType":"application/vnd.dev.sigstore.bundle.v0.3+json", 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build/torch213-rocm71-x86_64-linux/symbols.json
CHANGED
|
@@ -1,11 +1,11 @@
|
|
| 1 |
{
|
| 2 |
"schema_version": 1,
|
| 3 |
-
"module": "
|
| 4 |
"functions": [
|
| 5 |
{
|
| 6 |
"name": "flash_attn_func",
|
| 7 |
"qualname": "flash_attn_func",
|
| 8 |
-
"module": "
|
| 9 |
"kind": "function",
|
| 10 |
"doc": "Dense FlashAttention forward.\n\n``q, k, v`` have shape ``(batch, seqlen, nheads, headdim)``. ``window_size``\nis ``(left, right, sink_size)``; ``s_aux`` is an optional ``(nheads_q,)``\nfp32 tensor of learnable sink logits. Extra keyword arguments (e.g. those\npassed by the transformers flash-attention interface) are ignored.",
|
| 11 |
"signature": {
|
|
@@ -95,7 +95,7 @@
|
|
| 95 |
{
|
| 96 |
"name": "flash_attn_varlen_func",
|
| 97 |
"qualname": "flash_attn_varlen_func",
|
| 98 |
-
"module": "
|
| 99 |
"kind": "function",
|
| 100 |
"doc": "Variable-length / packed FlashAttention forward.\n\n``q`` has shape ``(total_q, nheads, headdim)``; ``cu_seqlens_*`` are int32\ncumulative offsets of shape ``(batch + 1,)``. Sinks are supported through\n``window_size[2]`` / ``s_aux`` as in :func:`flash_attn_func`. Extra keyword\narguments (e.g. from the transformers flash-attention interface) are ignored.",
|
| 101 |
"signature": {
|
|
@@ -245,7 +245,7 @@
|
|
| 245 |
{
|
| 246 |
"name": "flash_attn_with_kvcache",
|
| 247 |
"qualname": "flash_attn_with_kvcache",
|
| 248 |
-
"module": "
|
| 249 |
"kind": "function",
|
| 250 |
"doc": "FlashAttention against a KV cache, built on the CK split-KV kernel.\n\n``q`` is ``(batch, seqlen_q, nheads, headdim)``. For a contiguous cache,\n``k_cache``/``v_cache`` are ``(batch, seqlen_cache, nheads_k, headdim)`` and\n``cache_seqlens`` (int or ``(batch,)``) is the number of valid cache entries\n*before* appending. If ``k``/``v`` (the new tokens) are given, they are\nwritten into the cache in place. The query attends to the valid prefix\n(``cache_seqlens`` + ``seqlen_q``) with bottom-right causal alignment.\n\nNotes / current limitations:\n- Rotary embedding is not applied here; pass ``q``/``k`` already rotated\n (``rotary_cos``/``rotary_sin`` are rejected).\n- Paged caches are addressed via ``block_table`` (forwarded to the split-KV\n varlen kernel); in-cache append for paged layouts must be done by the\n caller (pass ``k=v=None``).",
|
| 251 |
"signature": {
|
|
|
|
| 1 |
{
|
| 2 |
"schema_version": 1,
|
| 3 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb",
|
| 4 |
"functions": [
|
| 5 |
{
|
| 6 |
"name": "flash_attn_func",
|
| 7 |
"qualname": "flash_attn_func",
|
| 8 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb.mha",
|
| 9 |
"kind": "function",
|
| 10 |
"doc": "Dense FlashAttention forward.\n\n``q, k, v`` have shape ``(batch, seqlen, nheads, headdim)``. ``window_size``\nis ``(left, right, sink_size)``; ``s_aux`` is an optional ``(nheads_q,)``\nfp32 tensor of learnable sink logits. Extra keyword arguments (e.g. those\npassed by the transformers flash-attention interface) are ignored.",
|
| 11 |
"signature": {
|
|
|
|
| 95 |
{
|
| 96 |
"name": "flash_attn_varlen_func",
|
| 97 |
"qualname": "flash_attn_varlen_func",
|
| 98 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb.mha",
|
| 99 |
"kind": "function",
|
| 100 |
"doc": "Variable-length / packed FlashAttention forward.\n\n``q`` has shape ``(total_q, nheads, headdim)``; ``cu_seqlens_*`` are int32\ncumulative offsets of shape ``(batch + 1,)``. Sinks are supported through\n``window_size[2]`` / ``s_aux`` as in :func:`flash_attn_func`. Extra keyword\narguments (e.g. from the transformers flash-attention interface) are ignored.",
|
| 101 |
"signature": {
|
|
|
|
| 245 |
{
|
| 246 |
"name": "flash_attn_with_kvcache",
|
| 247 |
"qualname": "flash_attn_with_kvcache",
|
| 248 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb.mha",
|
| 249 |
"kind": "function",
|
| 250 |
"doc": "FlashAttention against a KV cache, built on the CK split-KV kernel.\n\n``q`` is ``(batch, seqlen_q, nheads, headdim)``. For a contiguous cache,\n``k_cache``/``v_cache`` are ``(batch, seqlen_cache, nheads_k, headdim)`` and\n``cache_seqlens`` (int or ``(batch,)``) is the number of valid cache entries\n*before* appending. If ``k``/``v`` (the new tokens) are given, they are\nwritten into the cache in place. The query attends to the valid prefix\n(``cache_seqlens`` + ``seqlen_q``) with bottom-right causal alignment.\n\nNotes / current limitations:\n- Rotary embedding is not applied here; pass ``q``/``k`` already rotated\n (``rotary_cos``/``rotary_sin`` are rejected).\n- Paged caches are addressed via ``block_table`` (forwarded to the split-KV\n varlen kernel); in-cache append for paged layouts must be done by the\n caller (pass ``k=v=None``).",
|
| 251 |
"signature": {
|
build/torch213-rocm72-x86_64-linux/_aiter_flash_attn_ck_rocm_5fe9dbb.abi3.so
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:a4aa6b09d6cd12d9747b2bf8199c22024f4a0badd320b564cdb83223a72982f6
|
| 3 |
+
size 189896120
|
build/torch213-rocm72-x86_64-linux/_aiter_flash_attn_ck_rocm_fe2bb66.abi3.so
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
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| 2 |
-
oid sha256:259c437d4b54465292cd91aebb1d16be39c0af5548fe1e8075b40cbf681ba362
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-
size 189896080
|
|
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|
|
|
build/torch213-rocm72-x86_64-linux/_ops.py
CHANGED
|
@@ -1,9 +1,9 @@
|
|
| 1 |
import torch
|
| 2 |
-
from . import
|
| 3 |
-
ops = torch.ops.
|
| 4 |
|
| 5 |
def add_op_namespace_prefix(op_name: str):
|
| 6 |
"""
|
| 7 |
Prefix op by namespace.
|
| 8 |
"""
|
| 9 |
-
return f"
|
|
|
|
| 1 |
import torch
|
| 2 |
+
from . import _aiter_flash_attn_ck_rocm_5fe9dbb
|
| 3 |
+
ops = torch.ops._aiter_flash_attn_ck_rocm_5fe9dbb
|
| 4 |
|
| 5 |
def add_op_namespace_prefix(op_name: str):
|
| 6 |
"""
|
| 7 |
Prefix op by namespace.
|
| 8 |
"""
|
| 9 |
+
return f"_aiter_flash_attn_ck_rocm_5fe9dbb::{op_name}"
|
build/torch213-rocm72-x86_64-linux/metadata.json
CHANGED
|
@@ -1,6 +1,6 @@
|
|
| 1 |
{
|
| 2 |
"name": "aiter-flash-attn-ck",
|
| 3 |
-
"id": "
|
| 4 |
"version": 1,
|
| 5 |
"kernels-minver": "0.14.0",
|
| 6 |
"license": "MIT",
|
|
@@ -17,20 +17,20 @@
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|
| 17 |
"algorithm": "sha256",
|
| 18 |
"files": {
|
| 19 |
"__init__.py": "7wj1GTm2bqTLLCyT4xLuAk/+JWYrhINjY/ODMNWhgZ0=",
|
| 20 |
-
"
|
| 21 |
-
"_ops.py": "
|
| 22 |
"mha.py": "zCAjY4O+DiCzmEL+W9sqXxZaqjsj4RJbWFcyPpUZejk=",
|
| 23 |
-
"symbols.json": "
|
| 24 |
}
|
| 25 |
},
|
| 26 |
"provenance": {
|
| 27 |
"kernel-builder": {
|
| 28 |
"version": "0.18.0-dev0",
|
| 29 |
-
"commit": "
|
| 30 |
"dirty": false
|
| 31 |
},
|
| 32 |
"kernel": {
|
| 33 |
-
"commit": "
|
| 34 |
"dirty": false
|
| 35 |
}
|
| 36 |
}
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|
|
| 1 |
{
|
| 2 |
"name": "aiter-flash-attn-ck",
|
| 3 |
+
"id": "_aiter_flash_attn_ck_rocm_5fe9dbb",
|
| 4 |
"version": 1,
|
| 5 |
"kernels-minver": "0.14.0",
|
| 6 |
"license": "MIT",
|
|
|
|
| 17 |
"algorithm": "sha256",
|
| 18 |
"files": {
|
| 19 |
"__init__.py": "7wj1GTm2bqTLLCyT4xLuAk/+JWYrhINjY/ODMNWhgZ0=",
|
| 20 |
+
"_aiter_flash_attn_ck_rocm_5fe9dbb.abi3.so": "pKprCdbNEtl0eyv4GZwiAk9KC63TILVkzbgyI6cpgvY=",
|
| 21 |
+
"_ops.py": "muAHwR4xgZQXpe1TTfjJeYWJx6YDLM67muymPCHff2U=",
|
| 22 |
"mha.py": "zCAjY4O+DiCzmEL+W9sqXxZaqjsj4RJbWFcyPpUZejk=",
|
| 23 |
+
"symbols.json": "Fpmile3tx8oOM65danudwAbJShd0m8n+3ifByRWwtYo="
|
| 24 |
}
|
| 25 |
},
|
| 26 |
"provenance": {
|
| 27 |
"kernel-builder": {
|
| 28 |
"version": "0.18.0-dev0",
|
| 29 |
+
"commit": "21bdf69d97a289b9c581a0c60f63deed131647d5",
|
| 30 |
"dirty": false
|
| 31 |
},
|
| 32 |
"kernel": {
|
| 33 |
+
"commit": "5fe9dbb3d45f6f2652958c1f70e5381891fa7aa0",
|
| 34 |
"dirty": false
|
| 35 |
}
|
| 36 |
}
|
build/torch213-rocm72-x86_64-linux/metadata.json.sigstore
CHANGED
|
@@ -1 +1 @@
|
|
| 1 |
-
{"mediaType":"application/vnd.dev.sigstore.bundle.v0.3+json", 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build/torch213-rocm72-x86_64-linux/symbols.json
CHANGED
|
@@ -1,11 +1,11 @@
|
|
| 1 |
{
|
| 2 |
"schema_version": 1,
|
| 3 |
-
"module": "
|
| 4 |
"functions": [
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| 5 |
{
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| 6 |
"name": "flash_attn_func",
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| 7 |
"qualname": "flash_attn_func",
|
| 8 |
-
"module": "
|
| 9 |
"kind": "function",
|
| 10 |
"doc": "Dense FlashAttention forward.\n\n``q, k, v`` have shape ``(batch, seqlen, nheads, headdim)``. ``window_size``\nis ``(left, right, sink_size)``; ``s_aux`` is an optional ``(nheads_q,)``\nfp32 tensor of learnable sink logits. Extra keyword arguments (e.g. those\npassed by the transformers flash-attention interface) are ignored.",
|
| 11 |
"signature": {
|
|
@@ -95,7 +95,7 @@
|
|
| 95 |
{
|
| 96 |
"name": "flash_attn_varlen_func",
|
| 97 |
"qualname": "flash_attn_varlen_func",
|
| 98 |
-
"module": "
|
| 99 |
"kind": "function",
|
| 100 |
"doc": "Variable-length / packed FlashAttention forward.\n\n``q`` has shape ``(total_q, nheads, headdim)``; ``cu_seqlens_*`` are int32\ncumulative offsets of shape ``(batch + 1,)``. Sinks are supported through\n``window_size[2]`` / ``s_aux`` as in :func:`flash_attn_func`. Extra keyword\narguments (e.g. from the transformers flash-attention interface) are ignored.",
|
| 101 |
"signature": {
|
|
@@ -245,7 +245,7 @@
|
|
| 245 |
{
|
| 246 |
"name": "flash_attn_with_kvcache",
|
| 247 |
"qualname": "flash_attn_with_kvcache",
|
| 248 |
-
"module": "
|
| 249 |
"kind": "function",
|
| 250 |
"doc": "FlashAttention against a KV cache, built on the CK split-KV kernel.\n\n``q`` is ``(batch, seqlen_q, nheads, headdim)``. For a contiguous cache,\n``k_cache``/``v_cache`` are ``(batch, seqlen_cache, nheads_k, headdim)`` and\n``cache_seqlens`` (int or ``(batch,)``) is the number of valid cache entries\n*before* appending. If ``k``/``v`` (the new tokens) are given, they are\nwritten into the cache in place. The query attends to the valid prefix\n(``cache_seqlens`` + ``seqlen_q``) with bottom-right causal alignment.\n\nNotes / current limitations:\n- Rotary embedding is not applied here; pass ``q``/``k`` already rotated\n (``rotary_cos``/``rotary_sin`` are rejected).\n- Paged caches are addressed via ``block_table`` (forwarded to the split-KV\n varlen kernel); in-cache append for paged layouts must be done by the\n caller (pass ``k=v=None``).",
|
| 251 |
"signature": {
|
|
|
|
| 1 |
{
|
| 2 |
"schema_version": 1,
|
| 3 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb",
|
| 4 |
"functions": [
|
| 5 |
{
|
| 6 |
"name": "flash_attn_func",
|
| 7 |
"qualname": "flash_attn_func",
|
| 8 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb.mha",
|
| 9 |
"kind": "function",
|
| 10 |
"doc": "Dense FlashAttention forward.\n\n``q, k, v`` have shape ``(batch, seqlen, nheads, headdim)``. ``window_size``\nis ``(left, right, sink_size)``; ``s_aux`` is an optional ``(nheads_q,)``\nfp32 tensor of learnable sink logits. Extra keyword arguments (e.g. those\npassed by the transformers flash-attention interface) are ignored.",
|
| 11 |
"signature": {
|
|
|
|
| 95 |
{
|
| 96 |
"name": "flash_attn_varlen_func",
|
| 97 |
"qualname": "flash_attn_varlen_func",
|
| 98 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb.mha",
|
| 99 |
"kind": "function",
|
| 100 |
"doc": "Variable-length / packed FlashAttention forward.\n\n``q`` has shape ``(total_q, nheads, headdim)``; ``cu_seqlens_*`` are int32\ncumulative offsets of shape ``(batch + 1,)``. Sinks are supported through\n``window_size[2]`` / ``s_aux`` as in :func:`flash_attn_func`. Extra keyword\narguments (e.g. from the transformers flash-attention interface) are ignored.",
|
| 101 |
"signature": {
|
|
|
|
| 245 |
{
|
| 246 |
"name": "flash_attn_with_kvcache",
|
| 247 |
"qualname": "flash_attn_with_kvcache",
|
| 248 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb.mha",
|
| 249 |
"kind": "function",
|
| 250 |
"doc": "FlashAttention against a KV cache, built on the CK split-KV kernel.\n\n``q`` is ``(batch, seqlen_q, nheads, headdim)``. For a contiguous cache,\n``k_cache``/``v_cache`` are ``(batch, seqlen_cache, nheads_k, headdim)`` and\n``cache_seqlens`` (int or ``(batch,)``) is the number of valid cache entries\n*before* appending. If ``k``/``v`` (the new tokens) are given, they are\nwritten into the cache in place. The query attends to the valid prefix\n(``cache_seqlens`` + ``seqlen_q``) with bottom-right causal alignment.\n\nNotes / current limitations:\n- Rotary embedding is not applied here; pass ``q``/``k`` already rotated\n (``rotary_cos``/``rotary_sin`` are rejected).\n- Paged caches are addressed via ``block_table`` (forwarded to the split-KV\n varlen kernel); in-cache append for paged layouts must be done by the\n caller (pass ``k=v=None``).",
|
| 251 |
"signature": {
|
build/torch214-rocm714-x86_64-linux/{_aiter_flash_attn_ck_rocm_fe2bb66.abi3.so → _aiter_flash_attn_ck_rocm_5fe9dbb.abi3.so}
RENAMED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
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| 2 |
-
oid sha256:
|
| 3 |
size 159738472
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:8e0487474e77f3dcddaaf6b0e78a9b316e3b349f25abdcbc1c265359df6e3373
|
| 3 |
size 159738472
|
build/torch214-rocm714-x86_64-linux/_ops.py
CHANGED
|
@@ -1,9 +1,9 @@
|
|
| 1 |
import torch
|
| 2 |
-
from . import
|
| 3 |
-
ops = torch.ops.
|
| 4 |
|
| 5 |
def add_op_namespace_prefix(op_name: str):
|
| 6 |
"""
|
| 7 |
Prefix op by namespace.
|
| 8 |
"""
|
| 9 |
-
return f"
|
|
|
|
| 1 |
import torch
|
| 2 |
+
from . import _aiter_flash_attn_ck_rocm_5fe9dbb
|
| 3 |
+
ops = torch.ops._aiter_flash_attn_ck_rocm_5fe9dbb
|
| 4 |
|
| 5 |
def add_op_namespace_prefix(op_name: str):
|
| 6 |
"""
|
| 7 |
Prefix op by namespace.
|
| 8 |
"""
|
| 9 |
+
return f"_aiter_flash_attn_ck_rocm_5fe9dbb::{op_name}"
|
build/torch214-rocm714-x86_64-linux/metadata.json
CHANGED
|
@@ -1,6 +1,6 @@
|
|
| 1 |
{
|
| 2 |
"name": "aiter-flash-attn-ck",
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| 3 |
-
"id": "
|
| 4 |
"version": 1,
|
| 5 |
"kernels-minver": "0.14.0",
|
| 6 |
"license": "MIT",
|
|
@@ -17,20 +17,20 @@
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| 17 |
"algorithm": "sha256",
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| 18 |
"files": {
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| 19 |
"__init__.py": "7wj1GTm2bqTLLCyT4xLuAk/+JWYrhINjY/ODMNWhgZ0=",
|
| 20 |
-
"
|
| 21 |
-
"_ops.py": "
|
| 22 |
"mha.py": "zCAjY4O+DiCzmEL+W9sqXxZaqjsj4RJbWFcyPpUZejk=",
|
| 23 |
-
"symbols.json": "
|
| 24 |
}
|
| 25 |
},
|
| 26 |
"provenance": {
|
| 27 |
"kernel-builder": {
|
| 28 |
"version": "0.18.0-dev0",
|
| 29 |
-
"commit": "
|
| 30 |
"dirty": false
|
| 31 |
},
|
| 32 |
"kernel": {
|
| 33 |
-
"commit": "
|
| 34 |
"dirty": false
|
| 35 |
}
|
| 36 |
}
|
|
|
|
| 1 |
{
|
| 2 |
"name": "aiter-flash-attn-ck",
|
| 3 |
+
"id": "_aiter_flash_attn_ck_rocm_5fe9dbb",
|
| 4 |
"version": 1,
|
| 5 |
"kernels-minver": "0.14.0",
|
| 6 |
"license": "MIT",
|
|
|
|
| 17 |
"algorithm": "sha256",
|
| 18 |
"files": {
|
| 19 |
"__init__.py": "7wj1GTm2bqTLLCyT4xLuAk/+JWYrhINjY/ODMNWhgZ0=",
|
| 20 |
+
"_aiter_flash_attn_ck_rocm_5fe9dbb.abi3.so": "jgSHR05389zdqvaw54qbMW47NJ8lq9y8HCZTWd9uM3M=",
|
| 21 |
+
"_ops.py": "muAHwR4xgZQXpe1TTfjJeYWJx6YDLM67muymPCHff2U=",
|
| 22 |
"mha.py": "zCAjY4O+DiCzmEL+W9sqXxZaqjsj4RJbWFcyPpUZejk=",
|
| 23 |
+
"symbols.json": "Fpmile3tx8oOM65danudwAbJShd0m8n+3ifByRWwtYo="
|
| 24 |
}
|
| 25 |
},
|
| 26 |
"provenance": {
|
| 27 |
"kernel-builder": {
|
| 28 |
"version": "0.18.0-dev0",
|
| 29 |
+
"commit": "21bdf69d97a289b9c581a0c60f63deed131647d5",
|
| 30 |
"dirty": false
|
| 31 |
},
|
| 32 |
"kernel": {
|
| 33 |
+
"commit": "5fe9dbb3d45f6f2652958c1f70e5381891fa7aa0",
|
| 34 |
"dirty": false
|
| 35 |
}
|
| 36 |
}
|
build/torch214-rocm714-x86_64-linux/metadata.json.sigstore
CHANGED
|
@@ -1 +1 @@
|
|
| 1 |
-
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build/torch214-rocm714-x86_64-linux/symbols.json
CHANGED
|
@@ -1,11 +1,11 @@
|
|
| 1 |
{
|
| 2 |
"schema_version": 1,
|
| 3 |
-
"module": "
|
| 4 |
"functions": [
|
| 5 |
{
|
| 6 |
"name": "flash_attn_func",
|
| 7 |
"qualname": "flash_attn_func",
|
| 8 |
-
"module": "
|
| 9 |
"kind": "function",
|
| 10 |
"doc": "Dense FlashAttention forward.\n\n``q, k, v`` have shape ``(batch, seqlen, nheads, headdim)``. ``window_size``\nis ``(left, right, sink_size)``; ``s_aux`` is an optional ``(nheads_q,)``\nfp32 tensor of learnable sink logits. Extra keyword arguments (e.g. those\npassed by the transformers flash-attention interface) are ignored.",
|
| 11 |
"signature": {
|
|
@@ -95,7 +95,7 @@
|
|
| 95 |
{
|
| 96 |
"name": "flash_attn_varlen_func",
|
| 97 |
"qualname": "flash_attn_varlen_func",
|
| 98 |
-
"module": "
|
| 99 |
"kind": "function",
|
| 100 |
"doc": "Variable-length / packed FlashAttention forward.\n\n``q`` has shape ``(total_q, nheads, headdim)``; ``cu_seqlens_*`` are int32\ncumulative offsets of shape ``(batch + 1,)``. Sinks are supported through\n``window_size[2]`` / ``s_aux`` as in :func:`flash_attn_func`. Extra keyword\narguments (e.g. from the transformers flash-attention interface) are ignored.",
|
| 101 |
"signature": {
|
|
@@ -245,7 +245,7 @@
|
|
| 245 |
{
|
| 246 |
"name": "flash_attn_with_kvcache",
|
| 247 |
"qualname": "flash_attn_with_kvcache",
|
| 248 |
-
"module": "
|
| 249 |
"kind": "function",
|
| 250 |
"doc": "FlashAttention against a KV cache, built on the CK split-KV kernel.\n\n``q`` is ``(batch, seqlen_q, nheads, headdim)``. For a contiguous cache,\n``k_cache``/``v_cache`` are ``(batch, seqlen_cache, nheads_k, headdim)`` and\n``cache_seqlens`` (int or ``(batch,)``) is the number of valid cache entries\n*before* appending. If ``k``/``v`` (the new tokens) are given, they are\nwritten into the cache in place. The query attends to the valid prefix\n(``cache_seqlens`` + ``seqlen_q``) with bottom-right causal alignment.\n\nNotes / current limitations:\n- Rotary embedding is not applied here; pass ``q``/``k`` already rotated\n (``rotary_cos``/``rotary_sin`` are rejected).\n- Paged caches are addressed via ``block_table`` (forwarded to the split-KV\n varlen kernel); in-cache append for paged layouts must be done by the\n caller (pass ``k=v=None``).",
|
| 251 |
"signature": {
|
|
|
|
| 1 |
{
|
| 2 |
"schema_version": 1,
|
| 3 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb",
|
| 4 |
"functions": [
|
| 5 |
{
|
| 6 |
"name": "flash_attn_func",
|
| 7 |
"qualname": "flash_attn_func",
|
| 8 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb.mha",
|
| 9 |
"kind": "function",
|
| 10 |
"doc": "Dense FlashAttention forward.\n\n``q, k, v`` have shape ``(batch, seqlen, nheads, headdim)``. ``window_size``\nis ``(left, right, sink_size)``; ``s_aux`` is an optional ``(nheads_q,)``\nfp32 tensor of learnable sink logits. Extra keyword arguments (e.g. those\npassed by the transformers flash-attention interface) are ignored.",
|
| 11 |
"signature": {
|
|
|
|
| 95 |
{
|
| 96 |
"name": "flash_attn_varlen_func",
|
| 97 |
"qualname": "flash_attn_varlen_func",
|
| 98 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb.mha",
|
| 99 |
"kind": "function",
|
| 100 |
"doc": "Variable-length / packed FlashAttention forward.\n\n``q`` has shape ``(total_q, nheads, headdim)``; ``cu_seqlens_*`` are int32\ncumulative offsets of shape ``(batch + 1,)``. Sinks are supported through\n``window_size[2]`` / ``s_aux`` as in :func:`flash_attn_func`. Extra keyword\narguments (e.g. from the transformers flash-attention interface) are ignored.",
|
| 101 |
"signature": {
|
|
|
|
| 245 |
{
|
| 246 |
"name": "flash_attn_with_kvcache",
|
| 247 |
"qualname": "flash_attn_with_kvcache",
|
| 248 |
+
"module": "_aiter_flash_attn_ck_rocm_5fe9dbb.mha",
|
| 249 |
"kind": "function",
|
| 250 |
"doc": "FlashAttention against a KV cache, built on the CK split-KV kernel.\n\n``q`` is ``(batch, seqlen_q, nheads, headdim)``. For a contiguous cache,\n``k_cache``/``v_cache`` are ``(batch, seqlen_cache, nheads_k, headdim)`` and\n``cache_seqlens`` (int or ``(batch,)``) is the number of valid cache entries\n*before* appending. If ``k``/``v`` (the new tokens) are given, they are\nwritten into the cache in place. The query attends to the valid prefix\n(``cache_seqlens`` + ``seqlen_q``) with bottom-right causal alignment.\n\nNotes / current limitations:\n- Rotary embedding is not applied here; pass ``q``/``k`` already rotated\n (``rotary_cos``/``rotary_sin`` are rejected).\n- Paged caches are addressed via ``block_table`` (forwarded to the split-KV\n varlen kernel); in-cache append for paged layouts must be done by the\n caller (pass ``k=v=None``).",
|
| 251 |
"signature": {
|