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Qwen3.5-122B-A10B-NVFP4

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python3 -m sglang.launch_server --model-path AxionML/Qwen3.5-122B-A10B-NVFP4 --quantization modelopt_fp4 --reasoning-parser qwen3
[2026-03-04 16:46:33] INFO model_config.py:929: Using CLI-specified quantization (modelopt_fp4) which is compatible with HF config quant_method (modelopt).
[2026-03-04 16:46:33] WARNING model_config.py:955: DeepGemm is enabled but the scale_fmt of checkpoint is not ue8m0. This might cause accuracy degradation on Blackwell.
[2026-03-04 16:46:33] WARNING server_args.py:1748: Disabling overlap schedule since mamba no_buffer is not compatible with overlap schedule, try to use --disable-radix-cache if overlap schedule is necessary
[2026-03-04 16:46:33] INFO server_args.py:1835: Attention backend not specified. Use flashinfer backend by default.
[2026-03-04 16:46:33] server_args=ServerArgs(model_path='AxionML/Qwen3.5-122B-A10B-NVFP4', tokenizer_path='AxionML/Qwen3.5-122B-A10B-NVFP4', tokenizer_mode='auto', tokenizer_worker_num=1, skip_tokenizer_init=False, load_format='auto', model_loader_extra_config='{}', trust_remote_code=False, context_length=None, is_embedding=False, enable_multimodal=None, revision=None, model_impl='auto', host='127.0.0.1', port=30000, fastapi_root_path='', grpc_mode=False, skip_server_warmup=False, warmups=None, nccl_port=None, checkpoint_engine_wait_weights_before_ready=False, dtype='auto', quantization='modelopt_fp4', quantization_param_path=None, kv_cache_dtype='auto', enable_fp32_lm_head=False, modelopt_quant=None, modelopt_checkpoint_restore_path=None, modelopt_checkpoint_save_path=None, modelopt_export_path=None, quantize_and_serve=False, rl_quant_profile=None, mem_fraction_static=0.7980727343749999, max_running_requests=None, max_queued_requests=None, max_total_tokens=None, chunked_prefill_size=8192, enable_dynamic_chunking=False, max_prefill_tokens=16384, prefill_max_requests=None, schedule_policy='fcfs', enable_priority_scheduling=False, abort_on_priority_when_disabled=False, schedule_low_priority_values_first=False, priority_scheduling_preemption_threshold=10, schedule_conservativeness=1.0, page_size=1, swa_full_tokens_ratio=0.8, disable_hybrid_swa_memory=False, radix_eviction_policy='lru', enable_prefill_delayer=False, prefill_delayer_max_delay_passes=30, prefill_delayer_token_usage_low_watermark=None, prefill_delayer_forward_passes_buckets=None, prefill_delayer_wait_seconds_buckets=None, device='cuda', tp_size=1, pp_size=1, pp_max_micro_batch_size=None, pp_async_batch_depth=0, stream_interval=1, stream_output=False, random_seed=457787903, constrained_json_whitespace_pattern=None, constrained_json_disable_any_whitespace=False, watchdog_timeout=300, soft_watchdog_timeout=None, dist_timeout=None, download_dir=None, model_checksum=None, base_gpu_id=0, gpu_id_step=1, sleep_on_idle=False, custom_sigquit_handler=None, log_level='info', log_level_http=None, log_requests=False, log_requests_level=2, log_requests_format='text', log_requests_target=None, uvicorn_access_log_exclude_prefixes=[], crash_dump_folder=None, show_time_cost=False, enable_metrics=False, enable_metrics_for_all_schedulers=False, tokenizer_metrics_custom_labels_header='x-custom-labels', tokenizer_metrics_allowed_custom_labels=None, extra_metric_labels=None, bucket_time_to_first_token=None, bucket_inter_token_latency=None, bucket_e2e_request_latency=None, collect_tokens_histogram=False, prompt_tokens_buckets=None, generation_tokens_buckets=None, gc_warning_threshold_secs=0.0, decode_log_interval=40, enable_request_time_stats_logging=False, kv_events_config=None, enable_trace=False, otlp_traces_endpoint='localhost:4317', export_metrics_to_file=False, export_metrics_to_file_dir=None, api_key=None, admin_api_key=None, served_model_name='AxionML/Qwen3.5-122B-A10B-NVFP4', weight_version='default', chat_template=None, hf_chat_template_name=None, completion_template=None, file_storage_path='sglang_storage', enable_cache_report=False, reasoning_parser='qwen3', tool_call_parser=None, tool_server=None, sampling_defaults='model', dp_size=1, load_balance_method='round_robin', attn_cp_size=1, moe_dp_size=1, dist_init_addr=None, nnodes=1, node_rank=0, json_model_override_args='{}', preferred_sampling_params=None, enable_lora=None, enable_lora_overlap_loading=None, max_lora_rank=None, lora_target_modules=None, lora_paths=None, max_loaded_loras=None, max_loras_per_batch=8, lora_eviction_policy='lru', lora_backend='csgmv', max_lora_chunk_size=16, attention_backend='flashinfer', decode_attention_backend=None, prefill_attention_backend=None, sampling_backend='flashinfer', grammar_backend='xgrammar', mm_attention_backend=None, fp8_gemm_runner_backend='auto', fp4_gemm_runner_backend='flashinfer_cutlass', nsa_prefill_backend=None, nsa_decode_backend=None, disable_flashinfer_autotune=False, mamba_backend='triton', speculative_algorithm=None, speculative_draft_model_path=None, speculative_draft_model_revision=None, speculative_draft_load_format=None, speculative_num_steps=None, speculative_eagle_topk=None, speculative_num_draft_tokens=None, speculative_accept_threshold_single=1.0, speculative_accept_threshold_acc=1.0, speculative_token_map=None, speculative_attention_mode='prefill', speculative_draft_attention_backend=None, speculative_moe_runner_backend='auto', speculative_moe_a2a_backend=None, speculative_draft_model_quantization='modelopt_fp4', speculative_ngram_min_match_window_size=1, speculative_ngram_max_match_window_size=12, speculative_ngram_min_bfs_breadth=1, speculative_ngram_max_bfs_breadth=10, speculative_ngram_match_type='BFS', speculative_ngram_branch_length=18, speculative_ngram_capacity=10000000, enable_multi_layer_eagle=False, ep_size=1, moe_a2a_backend='none', moe_runner_backend='auto', flashinfer_mxfp4_moe_precision='default', enable_flashinfer_allreduce_fusion=False, deepep_mode='auto', ep_num_redundant_experts=0, ep_dispatch_algorithm=None, init_expert_location='trivial', enable_eplb=False, eplb_algorithm='auto', eplb_rebalance_num_iterations=1000, eplb_rebalance_layers_per_chunk=None, eplb_min_rebalancing_utilization_threshold=1.0, expert_distribution_recorder_mode=None, expert_distribution_recorder_buffer_size=1000, enable_expert_distribution_metrics=False, deepep_config=None, moe_dense_tp_size=None, elastic_ep_backend=None, mooncake_ib_device=None, max_mamba_cache_size=None, mamba_ssm_dtype=None, mamba_full_memory_ratio=0.9, mamba_scheduler_strategy='no_buffer', mamba_track_interval=256, enable_hierarchical_cache=False, hicache_ratio=2.0, hicache_size=0, hicache_write_policy='write_through', hicache_io_backend='kernel', hicache_mem_layout='layer_first', disable_hicache_numa_detect=False, hicache_storage_backend=None, hicache_storage_prefetch_policy='best_effort', hicache_storage_backend_extra_config=None, hierarchical_sparse_attention_extra_config=None, enable_lmcache=False, kt_weight_path=None, kt_method='AMXINT4', kt_cpuinfer=None, kt_threadpool_count=2, kt_num_gpu_experts=None, kt_max_deferred_experts_per_token=None, dllm_algorithm=None, dllm_algorithm_config=None, enable_double_sparsity=False, ds_channel_config_path=None, ds_heavy_channel_num=32, ds_heavy_token_num=256, ds_heavy_channel_type='qk', ds_sparse_decode_threshold=4096, cpu_offload_gb=0, offload_group_size=-1, offload_num_in_group=1, offload_prefetch_step=1, offload_mode='cpu', multi_item_scoring_delimiter=None, disable_radix_cache=False, cuda_graph_max_bs=256, cuda_graph_bs=[1, 2, 4, 8, 12, 16, 24, 32, 40, 48, 56, 64, 72, 80, 88, 96, 104, 112, 120, 128, 136, 144, 152, 160, 168, 176, 184, 192, 200, 208, 216, 224, 232, 240, 248, 256], disable_cuda_graph=False, disable_cuda_graph_padding=False, enable_profile_cuda_graph=False, enable_cudagraph_gc=False, enable_layerwise_nvtx_marker=False, enable_nccl_nvls=False, enable_symm_mem=False, disable_flashinfer_cutlass_moe_fp4_allgather=False, enable_tokenizer_batch_encode=False, disable_tokenizer_batch_decode=False, disable_outlines_disk_cache=False, disable_custom_all_reduce=False, enable_mscclpp=False, enable_torch_symm_mem=False, disable_overlap_schedule=True, enable_mixed_chunk=False, enable_dp_attention=False, enable_dp_lm_head=False, enable_two_batch_overlap=False, enable_single_batch_overlap=False, tbo_token_distribution_threshold=0.48, enable_torch_compile=False, enable_piecewise_cuda_graph=False, enable_torch_compile_debug_mode=False, torch_compile_max_bs=32, piecewise_cuda_graph_max_tokens=8192, piecewise_cuda_graph_tokens=[4, 8, 12, 16, 20, 24, 28, 32, 48, 64, 80, 96, 112, 128, 144, 160, 176, 192, 208, 224, 240, 256, 288, 320, 352, 384, 416, 448, 480, 512, 576, 640, 704, 768, 832, 896, 960, 1024, 1280, 1536, 1792, 2048, 2304, 2560, 2816, 3072, 3328, 3584, 3840, 4096, 4608, 5120, 5632, 6144, 6656, 7168, 7680, 8192], piecewise_cuda_graph_compiler='eager', torchao_config='', enable_nan_detection=False, enable_p2p_check=False, triton_attention_reduce_in_fp32=False, triton_attention_num_kv_splits=8, triton_attention_split_tile_size=None, num_continuous_decode_steps=1, delete_ckpt_after_loading=False, enable_memory_saver=False, enable_weights_cpu_backup=False, enable_draft_weights_cpu_backup=False, allow_auto_truncate=False, enable_custom_logit_processor=False, flashinfer_mla_disable_ragged=False, disable_shared_experts_fusion=False, disable_chunked_prefix_cache=False, disable_fast_image_processor=False, keep_mm_feature_on_device=False, enable_return_hidden_states=False, enable_return_routed_experts=False, scheduler_recv_interval=1, numa_node=None, enable_deterministic_inference=False, rl_on_policy_target=None, enable_attn_tp_input_scattered=False, enable_nsa_prefill_context_parallel=False, nsa_prefill_cp_mode='round-robin-split', enable_fused_qk_norm_rope=False, enable_precise_embedding_interpolation=False, enable_dynamic_batch_tokenizer=False, dynamic_batch_tokenizer_batch_size=32, dynamic_batch_tokenizer_batch_timeout=0.002, debug_tensor_dump_output_folder=None, debug_tensor_dump_layers=None, debug_tensor_dump_input_file=None, debug_tensor_dump_inject=False, disaggregation_mode='null', disaggregation_transfer_backend='mooncake', disaggregation_bootstrap_port=8998, disaggregation_decode_tp=None, disaggregation_decode_dp=None, disaggregation_prefill_pp=1, disaggregation_ib_device=None, disaggregation_decode_enable_offload_kvcache=False, num_reserved_decode_tokens=512, disaggregation_decode_polling_interval=1, encoder_only=False, language_only=False, encoder_transfer_backend='zmq_to_scheduler', encoder_urls=[], custom_weight_loader=[], weight_loader_disable_mmap=False, remote_instance_weight_loader_seed_instance_ip=None, remote_instance_weight_loader_seed_instance_service_port=None, remote_instance_weight_loader_send_weights_group_ports=None, remote_instance_weight_loader_backend='nccl', remote_instance_weight_loader_start_seed_via_transfer_engine=False, enable_pdmux=False, pdmux_config_path=None, sm_group_num=8, mm_max_concurrent_calls=32, mm_per_request_timeout=10.0, enable_broadcast_mm_inputs_process=False, enable_prefix_mm_cache=False, mm_enable_dp_encoder=False, mm_process_config={}, limit_mm_data_per_request=None, decrypted_config_file=None, decrypted_draft_config_file=None, forward_hooks=None)
[2026-03-04 16:46:33] Using CLI-specified quantization (modelopt_fp4) which is compatible with HF config quant_method (modelopt).
[2026-03-04 16:46:33] DeepGemm is enabled but the scale_fmt of checkpoint is not ue8m0. This might cause accuracy degradation on Blackwell.
[2026-03-04 16:46:34] Ignore import error when loading sglang.srt.multimodal.processors.glmasr: cannot import name 'GlmAsrConfig' from 'transformers' (/home/2up/aibek/.venv/lib/python3.12/site-packages/transformers/init.py)
[2026-03-04 16:46:41] Using default HuggingFace chat template with detected content format: openai
[2026-03-04 16:46:42] Using CLI-specified quantization (modelopt_fp4) which is compatible with HF config quant_method (modelopt).
[2026-03-04 16:46:42] DeepGemm is enabled but the scale_fmt of checkpoint is not ue8m0. This might cause accuracy degradation on Blackwell.
[2026-03-04 16:46:48] Mamba selective_state_update backend initialized: triton
[2026-03-04 16:46:48] Using CLI-specified quantization (modelopt_fp4) which is compatible with HF config quant_method (modelopt).
[2026-03-04 16:46:48] DeepGemm is enabled but the scale_fmt of checkpoint is not ue8m0. This might cause accuracy degradation on Blackwell.
[2026-03-04 16:46:48] Init torch distributed begin.
[Gloo] Rank 0 is connected to 0 peer ranks. Expected number of connected peer ranks is : 0
[Gloo] Rank 0 is connected to 0 peer ranks. Expected number of connected peer ranks is : 0
[Gloo] Rank 0 is connected to 0 peer ranks. Expected number of connected peer ranks is : 0
[2026-03-04 16:46:48] Init torch distributed ends. elapsed=0.18 s, mem usage=0.09 GB
[2026-03-04 16:46:49] Ignore import error when loading sglang.srt.models.glm_ocr: No module named 'transformers.models.glm_ocr'
[2026-03-04 16:46:49] Ignore import error when loading sglang.srt.models.glm_ocr_nextn: No module named 'transformers.models.glm_ocr'
[2026-03-04 16:46:49] Ignore import error when loading sglang.srt.models.glmasr: cannot import name 'GlmAsrConfig' from 'transformers' (/home/2up/aibek/.venv/lib/python3.12/site-packages/transformers/init.py)
[2026-03-04 16:46:50] Load weight begin. avail mem=94.24 GB
[2026-03-04 16:46:50] Using ModelOptModelLoader due to ModelOpt quantization config.
[2026-03-04 16:46:50] ModelOptModelLoader: Loading base model...
[2026-03-04 16:46:50] Model is already quantized, loading directly...
[2026-03-04 16:46:50] Detected nvfp4 checkpoint. Please note that the format is experimental and subject to change.
[2026-03-04 16:46:50] Multimodal attention backend not set. Use triton_attn.
[2026-03-04 16:46:50] Using triton_attn as multimodal attention backend.
torch_dtype is deprecated! Use dtype instead!
[2026-03-04 16:46:50] using attn output gate!
[2026-03-04 16:46:51] Found local HF snapshot for AxionML/Qwen3.5-122B-A10B-NVFP4 at /home/2up/.cache/huggingface/hub/models--AxionML--Qwen3.5-122B-A10B-NVFP4/snapshots/2c950a8421a4cab5588cea82f5458ef46ca1319f; skipping download.
Loading safetensors checkpoint shards: 0% Completed | 0/2 [00:00<?, ?it/s]
[2026-03-04 16:46:52] Parameter model.layers.34.linear_attn.in_proj_a.input_scale not found in params_dict
[2026-03-04 16:46:52] Scheduler hit an exception: Traceback (most recent call last):
File "/home/2up/aibek/.venv/lib/python3.12/site-packages/sglang/srt/managers/scheduler.py", line 3130, in run_scheduler_process
scheduler = Scheduler(
^^^^^^^^^^
File "/home/2up/aibek/.venv/lib/python3.12/site-packages/sglang/srt/managers/scheduler.py", line 368, in init
self.init_model_worker()
File "/home/2up/aibek/.venv/lib/python3.12/site-packages/sglang/srt/managers/scheduler.py", line 564, in init_model_worker
self.init_tp_model_worker()
File "/home/2up/aibek/.venv/lib/python3.12/site-packages/sglang/srt/managers/scheduler.py", line 522, in init_tp_model_worker
self.tp_worker = TpModelWorker(
^^^^^^^^^^^^^^
File "/home/2up/aibek/.venv/lib/python3.12/site-packages/sglang/srt/managers/tp_worker.py", line 247, in init
self._init_model_runner()
File "/home/2up/aibek/.venv/lib/python3.12/site-packages/sglang/srt/managers/tp_worker.py", line 330, in _init_model_runner
self._model_runner = ModelRunner(
^^^^^^^^^^^^
File "/home/2up/aibek/.venv/lib/python3.12/site-packages/sglang/srt/model_executor/model_runner.py", line 413, in init
self.initialize(min_per_gpu_memory)
File "/home/2up/aibek/.venv/lib/python3.12/site-packages/sglang/srt/model_executor/model_runner.py", line 493, in initialize
self.load_model()
File "/home/2up/aibek/.venv/lib/python3.12/site-packages/sglang/srt/model_executor/model_runner.py", line 980, in load_model
self.model = self.loader.load_model(
^^^^^^^^^^^^^^^^^^^^^^^
File "/home/2up/aibek/.venv/lib/python3.12/site-packages/sglang/srt/model_loader/loader.py", line 2635, in load_model
return super().load_model(
^^^^^^^^^^^^^^^^^^^
File "/home/2up/aibek/.venv/lib/python3.12/site-packages/sglang/srt/model_loader/loader.py", line 677, in load_model
self.load_weights_and_postprocess(
File "/home/2up/aibek/.venv/lib/python3.12/site-packages/sglang/srt/model_loader/loader.py", line 686, in load_weights_and_postprocess
model.load_weights(weights)
File "/home/2up/aibek/.venv/lib/python3.12/site-packages/sglang/srt/models/qwen3_5.py", line 1328, in load_weights
weight_loader(param, loaded_weight)
File "/home/2up/aibek/.venv/lib/python3.12/site-packages/sglang/srt/layers/linear.py", line 416, in weight_loader
assert param_data.shape == loaded_weight.shape
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
AssertionError

[2026-03-04 16:46:52] Received sigquit from a child process. It usually means the child failed.