3fs zerocopy (#9109)
Co-authored-by: Zhiqiang Xie <xiezhq@stanford.edu>
This commit is contained in:
@@ -8,6 +8,9 @@ from typing import List
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import torch
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from tqdm import tqdm
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from sglang.srt.mem_cache.storage.hf3fs.mini_3fs_metadata_server import (
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Hf3fsLocalMetadataClient,
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)
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from sglang.srt.mem_cache.storage.hf3fs.storage_hf3fs import HiCacheHF3FS
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@@ -67,12 +70,15 @@ def test():
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k = f"key_{i}"
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v = torch.randn((numel,)).to(dtype=dtype)
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ok = hicache_hf3fs.set(k, v)
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assert ok, f"Failed to insert {k}"
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if i < (file_size // bytes_per_page):
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assert ok, f"Failed to insert {k}"
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else:
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assert not ok
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tensors[k] = v
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assert hicache_hf3fs.get("key_0") is None
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assert hicache_hf3fs.get("key_1") is None
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assert hicache_hf3fs.get("key_8") is None
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assert hicache_hf3fs.get("key_9") is None
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start = num_pages - hicache_hf3fs.num_pages
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start = 0
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for i in range(start, start + hicache_hf3fs.num_pages):
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k = f"key_{i}"
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assert hicache_hf3fs.exists(k)
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@@ -83,13 +89,16 @@ def test():
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assert not hicache_hf3fs.exists("not_exists")
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hicache_hf3fs.delete("key_9")
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hicache_hf3fs.delete("key_7")
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v2 = torch.randn((numel,)).to(dtype=dtype)
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assert hicache_hf3fs.set("key_new", v2)
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assert torch.allclose(hicache_hf3fs.get("key_new"), v2, atol=1e-3)
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hicache_hf3fs.clear()
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assert len(hicache_hf3fs.free_pages) == hicache_hf3fs.num_pages
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assert (
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len(hicache_hf3fs.metadata_client.rank_metadata.free_pages)
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== hicache_hf3fs.metadata_client.rank_metadata.num_pages
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)
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# batch
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num_pages = 10
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@@ -134,12 +143,14 @@ def bench():
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entries = 8
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dtype = store_dtype
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hicache_hf3fs = HiCacheHF3FS(
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rank=0,
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file_path=file_path,
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file_size=file_size,
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numjobs=numjobs,
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bytes_per_page=bytes_per_page,
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entries=entries,
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dtype=dtype,
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metadata_client=Hf3fsLocalMetadataClient(),
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)
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numel = 2 * tokens_per_page * layer_num * head_num * head_dim
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@@ -167,7 +178,10 @@ def bench():
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r_bw = []
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r_size = num_page * bytes_per_page / (1 << 30)
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for i in tqdm(range(warmup + iteration), desc="Benchmarking read (GB/s)"):
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keys = random.sample(list(hicache_hf3fs.key_to_index.keys()), num_page)
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keys = random.sample(
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list(hicache_hf3fs.metadata_client.rank_metadata.key_to_index.keys()),
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num_page,
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)
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tik = time.perf_counter()
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results = hicache_hf3fs.batch_get(keys)
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tok = time.perf_counter()
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@@ -195,12 +209,14 @@ def allclose():
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entries = 8
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dtype = store_dtype
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hicache_hf3fs = HiCacheHF3FS(
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rank=0,
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file_path=file_path,
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file_size=file_size,
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numjobs=numjobs,
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bytes_per_page=bytes_per_page,
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entries=entries,
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dtype=dtype,
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metadata_client=Hf3fsLocalMetadataClient(),
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)
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numel = 2 * tokens_per_page * layer_num * head_num * head_dim
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@@ -218,7 +234,10 @@ def allclose():
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read_keys, read_results = [], []
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for i in tqdm(range(iteration), desc="Benchmarking read (GB/s)"):
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keys = random.sample(list(hicache_hf3fs.key_to_index.keys()), num_page)
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keys = random.sample(
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list(hicache_hf3fs.metadata_client.rank_metadata.key_to_index.keys()),
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num_page,
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)
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results = hicache_hf3fs.batch_get(keys)
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read_keys.extend(keys)
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read_results.extend(results)
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