Optimize data movement (#20)

This commit is contained in:
Woosuk Kwon
2023-04-02 00:30:17 -07:00
committed by GitHub
parent 1f01a18d39
commit 897cb2ae28
17 changed files with 275 additions and 135 deletions

View File

@@ -12,6 +12,7 @@ class InputMetadata:
seq_groups: List[Tuple[List[int], SamplingParams]],
seq_logprobs: Dict[int, float], # Seq id -> cumulative logprobs.
prompt_lens: List[int],
cumulative_prompt_lens: torch.Tensor,
slot_mapping: torch.Tensor,
context_lens: torch.Tensor,
max_context_len: int,
@@ -20,6 +21,7 @@ class InputMetadata:
self.seq_groups = seq_groups
self.seq_logprobs = seq_logprobs
self.prompt_lens = prompt_lens
self.cumulative_prompt_lens = cumulative_prompt_lens
self.slot_mapping = slot_mapping
self.context_lens = context_lens
self.max_context_len = max_context_len
@@ -27,6 +29,7 @@ class InputMetadata:
self.num_prompts = len(prompt_lens)
self.num_prompt_tokens = sum(prompt_lens)
self.max_prompt_len = max(prompt_lens) if prompt_lens else 0
self.num_generation_tokens = context_lens.shape[0]
self.num_valid_tokens = slot_mapping.shape[0]
if block_tables.numel() > 0:
@@ -40,11 +43,13 @@ class InputMetadata:
return (f'InputMetadata('
f'num_prompts={self.num_prompts}, '
f'num_prompt_tokens={self.num_prompt_tokens}, '
f'max_prompt_len={self.max_prompt_len}, '
f'num_generation_tokens={self.num_generation_tokens}, '
f'num_valid_tokens={self.num_valid_tokens}, '
f'max_num_blocks_per_seq={self.max_num_blocks_per_seq}, '
f'max_context_len={self.max_context_len}), '
f'prompt_lens={self.prompt_lens}, '
f'cumulative_prompt_lens={self.cumulative_prompt_lens}, '
f'slot_mapping={self.slot_mapping}, '
f'context_lens={self.context_lens}, '
f'block_tables={self.block_tables})')