INFO 10-26 08:02:52 [__init__.py:235] Automatically detected platform cuda.
[2025-10-26 08:02:53,703] [    INFO]: --- INIT SEEDS --- (pipeline.py:249)
[2025-10-26 08:02:53,704] [    INFO]: --- LOADING TASKS --- (pipeline.py:210)
[2025-10-26 08:02:53,707] [ WARNING]: Careful, the task math_500 is using evaluation data to build the few shot examples. (lighteval_task.py:269)
[2025-10-26 08:02:58,277] [    INFO]: --- LOADING MODEL --- (pipeline.py:177)
`torch_dtype` is deprecated! Use `dtype` instead!
[2025-10-26 08:03:06,028] [    INFO]: Using max model len 32768 (config.py:1604)
[2025-10-26 08:03:06,860] [    INFO]: Chunked prefill is enabled with max_num_batched_tokens=2048. (config.py:2434)
INFO 10-26 08:03:11 [__init__.py:235] Automatically detected platform cuda.
INFO 10-26 08:03:13 [core.py:572] Waiting for init message from front-end.
INFO 10-26 08:03:13 [core.py:71] Initializing a V1 LLM engine (v0.10.0) with config: model='/mnt/public/wucanhui/outputs/Qwen3-4B-math-reasoning/checkpoint-2562', speculative_config=None, tokenizer='/mnt/public/wucanhui/outputs/Qwen3-4B-math-reasoning/checkpoint-2562', skip_tokenizer_init=False, tokenizer_mode=auto, revision=main, override_neuron_config={}, tokenizer_revision=main, trust_remote_code=False, dtype=torch.bfloat16, max_seq_len=32768, download_dir=None, load_format=LoadFormat.AUTO, tensor_parallel_size=1, pipeline_parallel_size=1, disable_custom_all_reduce=False, quantization=None, enforce_eager=True, kv_cache_dtype=auto,  device_config=cuda, decoding_config=DecodingConfig(backend='auto', disable_fallback=False, disable_any_whitespace=False, disable_additional_properties=False, reasoning_backend=''), observability_config=ObservabilityConfig(show_hidden_metrics_for_version=None, otlp_traces_endpoint=None, collect_detailed_traces=None), seed=1234, served_model_name=/mnt/public/wucanhui/outputs/Qwen3-4B-math-reasoning/checkpoint-2562, num_scheduler_steps=1, multi_step_stream_outputs=True, enable_prefix_caching=True, chunked_prefill_enabled=True, use_async_output_proc=True, pooler_config=None, compilation_config={"level":0,"debug_dump_path":"","cache_dir":"","backend":"","custom_ops":[],"splitting_ops":[],"use_inductor":true,"compile_sizes":[],"inductor_compile_config":{"enable_auto_functionalized_v2":false},"inductor_passes":{},"use_cudagraph":true,"cudagraph_num_of_warmups":0,"cudagraph_capture_sizes":[],"cudagraph_copy_inputs":false,"full_cuda_graph":false,"max_capture_size":0,"local_cache_dir":null}
INFO 10-26 08:03:17 [parallel_state.py:1102] rank 0 in world size 1 is assigned as DP rank 0, PP rank 0, TP rank 0, EP rank 0
WARNING 10-26 08:03:17 [topk_topp_sampler.py:59] FlashInfer is not available. Falling back to the PyTorch-native implementation of top-p & top-k sampling. For the best performance, please install FlashInfer.
INFO 10-26 08:03:17 [gpu_model_runner.py:1843] Starting to load model /mnt/public/wucanhui/outputs/Qwen3-4B-math-reasoning/checkpoint-2562...
INFO 10-26 08:03:18 [gpu_model_runner.py:1875] Loading model from scratch...
INFO 10-26 08:03:18 [cuda.py:290] Using Flash Attention backend on V1 engine.

Loading safetensors checkpoint shards:   0% Completed | 0/2 [00:00<?, ?it/s]

Loading safetensors checkpoint shards:  50% Completed | 1/2 [00:31<00:31, 31.36s/it]

Loading safetensors checkpoint shards: 100% Completed | 2/2 [00:52<00:00, 25.46s/it]

Loading safetensors checkpoint shards: 100% Completed | 2/2 [00:52<00:00, 26.35s/it]

INFO 10-26 08:04:11 [default_loader.py:262] Loading weights took 53.12 seconds
INFO 10-26 08:04:11 [gpu_model_runner.py:1892] Model loading took 7.5552 GiB and 53.239761 seconds
INFO 10-26 08:04:12 [gpu_worker.py:255] Available KV cache memory: 117.60 GiB
INFO 10-26 08:04:12 [kv_cache_utils.py:833] GPU KV cache size: 856,336 tokens
INFO 10-26 08:04:12 [kv_cache_utils.py:837] Maximum concurrency for 32,768 tokens per request: 26.13x
INFO 10-26 08:04:13 [core.py:193] init engine (profile, create kv cache, warmup model) took 1.36 seconds
[2025-10-26 08:04:13,818] [    INFO]: [CACHING] Initializing data cache (cache_management.py:105)
[2025-10-26 08:04:13,838] [    INFO]: --- RUNNING MODEL --- (pipeline.py:330)
[2025-10-26 08:04:13,839] [    INFO]: Running SamplingMethod.GENERATIVE requests (pipeline.py:313)
[2025-10-26 08:04:30,144] [    INFO]: Cache: Starting to process 500/500 samples (not found in cache) for tasks lighteval|math_500|0 (3aecc7facae3926c, GENERATIVE) (cache_management.py:399)
[2025-10-26 08:04:30,147] [ WARNING]: You cannot select the number of dataset splits for a generative evaluation at the moment. Automatically inferring. (data.py:206)

Splits:   0%|          | 0/1 [00:00<?, ?it/s][2025-10-26 08:04:30,290] [ WARNING]: context_size + max_new_tokens=33645 which is greater than self.max_length=32768. Truncating context to 0 tokens. (vllm_model.py:367)


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[2025-10-26 08:22:08,366] [    INFO]: Cached 500 samples of lighteval|math_500|0 (3aecc7facae3926c, GENERATIVE) at /mnt/public/wucanhui/outputs/Qwen3-4B-math-reasoning/checkpoint-2562/0619260e1176b049/lighteval|math_500|0/3aecc7facae3926c/GENERATIVE.parquet. (cache_management.py:345)

Generating train split: 0 examples [00:00, ? examples/s]
Generating train split: 500 examples [00:00, 4560.92 examples/s]
Generating train split: 500 examples [00:00, 4476.59 examples/s]
[rank0]:[W1026 08:22:18.930475912 ProcessGroupNCCL.cpp:1479] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
[2025-10-26 08:22:19,869] [    INFO]: --- POST-PROCESSING MODEL RESPONSES --- (pipeline.py:344)
[2025-10-26 08:22:19,876] [    INFO]: --- COMPUTING METRICS --- (pipeline.py:371)
[2025-10-26 08:22:19,919] [ WARNING]: n undefined in the pass@k. We assume it's the same as the sample's number of predictions. (metrics_sample.py:1302)
[2025-10-26 08:22:25,021] [    INFO]: --- DISPLAYING RESULTS --- (pipeline.py:432)
[2025-10-26 08:22:25,033] [    INFO]: --- SAVING AND PUSHING RESULTS --- (pipeline.py:422)
[2025-10-26 08:22:25,034] [    INFO]: Saving experiment tracker (evaluation_tracker.py:246)
[2025-10-26 08:22:26,957] [    INFO]: Saving results to /mnt/public/wucanhui/lighteval/results/results/mnt/public/wucanhui/outputs/Qwen3-4B-math-reasoning/checkpoint-2562/results_2025-10-26T08-22-25.035867.json (evaluation_tracker.py:310)
|        Task        |Version|   Metric    |Value |   |Stderr|
|--------------------|-------|-------------|-----:|---|-----:|
|all                 |       |avg@k_with_k |0.8785|±  |0.0118|
|                    |       |pass@k_with_k|0.9560|±  |0.0092|
|lighteval:math_500:0|       |avg@k_with_k |0.8785|±  |0.0118|
|                    |       |pass@k_with_k|0.9560|±  |0.0092|