feat(QEff: Attn): add KV & Q blocking strategies for causal LMs#774
Draft
feat(QEff: Attn): add KV & Q blocking strategies for causal LMs#774
Conversation
- Add strategy registry and AttentionBlockingConfig for extensible blocking
- Implement BlockedKVAttentionTransform for supported attention modules
- Add auto-blocking policy with device and model specific params.
- Integrate KV blocking into Llama-like models using QEffDynamicCache
Key components:
* attention_blocking.py: Strategy registry and config
* attention_blocking_policy.py: Auto-derive policy
* blocked_attention_utils.py: KV blocked attention kernels
* pytorch_transforms.py: Module-level blocking application
Usage:
qaic_config = {"num_kv_blocks": 2} # explicit
qaic_config = {"attn_blocking_auto": True} # automatic
Signed-off-by: vbaddi <vbaddi@qti.qualcomm.com>
Signed-off-by: vbaddi <vbaddi@qti.qualcomm.com>
…ic_config Signed-off-by: vbaddi <vbaddi@qti.qualcomm.com>
Signed-off-by: vbaddi <vbaddi@qti.qualcomm.com>
Signed-off-by: vbaddi <vbaddi@qti.qualcomm.com>
vbaddi
requested review from
ochougul,
quic-amitraj,
quic-hemagnih and
quic-rishinr
as code owners
Signed-off-by: Kushal Dulla <quic_kdulla@quicinc.com>
…ferent kinds of blocking Signed-off-by: Kushal Dulla <quic_kdulla@quicinc.com>
Signed-off-by: Kushal Dulla <quic_kdulla@quicinc.com>
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
2 participants
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
Summary
Key Features
WIP
.from_pretrained()to.compile()and keep a depreciation warning at.from_pretrained()level.++ @kdulla