[feat] Added chunked prefill and kvcache offload mechenism.

bench_offload.py

@@ -0,0 +1,64 @@
+import os
+import time
+from random import randint, seed
+from nanovllm import LLM, SamplingParams
+
+
+def bench_decode(llm, num_seqs, max_input_len, max_output_len):
+    """Benchmark decode performance"""
+    seed(0)
+    prompt_token_ids = [[randint(0, 10000) for _ in range(randint(100, max_input_len))] for _ in range(num_seqs)]
+    sampling_params = [SamplingParams(temperature=0.6, ignore_eos=True, max_tokens=randint(100, max_output_len)) for _ in range(num_seqs)]
+
+    t = time.time()
+    llm.generate(prompt_token_ids, sampling_params, use_tqdm=False)
+    t = time.time() - t
+    total_output_tokens = sum(sp.max_tokens for sp in sampling_params)
+    throughput = total_output_tokens / t
+    print(f"[Decode] Output: {total_output_tokens}tok, Time: {t:.2f}s, Throughput: {throughput:.2f}tok/s")
+
+
+def bench_prefill(llm, num_seqs, input_len):
+    """Benchmark prefill performance"""
+    seed(0)
+    prompt_token_ids = [[randint(0, 10000) for _ in range(input_len)] for _ in range(num_seqs)]
+    sampling_params = SamplingParams(temperature=0.6, ignore_eos=True, max_tokens=1)
+
+    t = time.time()
+    llm.generate(prompt_token_ids, sampling_params, use_tqdm=False)
+    t = time.time() - t
+    total_input_tokens = num_seqs * input_len
+    throughput = total_input_tokens / t
+    print(f"[Prefill] Input: {total_input_tokens}tok ({num_seqs}x{input_len}), Time: {t:.2f}s, Throughput: {throughput:.2f}tok/s")
+
+
+def main():
+    path = os.path.expanduser("~/models/Qwen3-4B-Instruct-2507/")
+    llm = LLM(
+        path,
+        enforce_eager=True,
+        max_model_len=128 * 1024,
+        max_num_batched_tokens=128 * 1024,
+        enable_cpu_offload=True,
+        cpu_memory_gb=32.0,
+    )
+
+    # Warmup
+    llm.generate(["Benchmark: "], SamplingParams())
+
+    print("=" * 60)
+    print("Prefill Benchmark (CPU Offload)")
+    print("=" * 60)
+    bench_prefill(llm, num_seqs=1, input_len=64*1024)
+    # bench_prefill(llm, num_seqs=1, input_len=16384)
+    # bench_prefill(llm, num_seqs=1, input_len=32000)
+
+    print("=" * 60)
+    print("Decode Benchmark (CPU Offload)")
+    print("=" * 60)
+    bench_decode(llm, num_seqs=1, max_input_len=64*1024, max_output_len=256)
+    # bench_decode(llm, num_seqs=1, max_input_len=16384, max_output_len=256)
+
+
+if __name__ == "__main__":
+    main()