| =========================================================== |
| Multi-node config: |
| NNODES=1 NODE_RANK=0 |
| MASTER_ADDR=127.0.0.1 MASTER_PORT=29573 |
| NPROC (GPUs per node) = 8 GPUS=0,1,2,3,4,5,6,7 |
| Global world size = 8 |
| START_STAGE=1 |
| =========================================================== |
| [config] gradient_checkpointing = DISABLED（40GB A100 + LoRA 推荐关掉加速） |
| [config] audio feature cache = OFF（每个 batch 要 ~400ms 做 mel，强烈建议预计算 cache） |
| =========================================================== |
| [stage1] projector_only (2 epochs, lr=5e-5) |
| → /apdcephfs_cq10/share_1603164/user/schmittzhu/code/Spatial-Qwen/runs/v13d_easy_llmqa/stage1_projector |
| =========================================================== |
| [05:53:26] Loading train split: /apdcephfs_cq10/share_1603164/user/schmittzhu/data/process_data/genQA/all_qa_llm_by_difficulty_v2/easy/train.jsonl ... |
| [05:53:45] Loaded 787,277 records. |
| [05:53:45] Loading valid split: /apdcephfs_cq10/share_1603164/user/schmittzhu/data/process_data/genQA/all_qa_llm_by_difficulty_v2/easy/valid.jsonl ... |
| [05:53:46] Loaded 83,936 records. |
| Dataset train=787,277 valid=83,936 | batch=2 accum=3 | world=8 mode=projector_only |
| [build_model] spatial rates: encoder=10.0 Hz, projector shuffle_factor=4, LLM=2.5 Hz, placeholders per 20s clip=50 |
| [build_model] attn_impl='auto' resolved to 'flash_attention_2' |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [build_model] attn_implementation=flash_attention_2 |
| [05:54:19] Building SpatialBEATs model on CPU ... |
| [05:54:21] SpatialBEATs built. |
| [Stage 1/projector_only] trainable=8 |
| Optimizer groups: projector=8(lr=5.00e-05,wd=0.01) lora=0(lr=5.00e-05) beats=0(lr=5.00e-05) other=0(lr=5.00e-05) |
| Optimizer: steps=32804 warmup=984 lr=5e-05 wd=0.01 |
| =========================================================== |
| Multi-node config: |
| NNODES=1 NODE_RANK=0 |
| MASTER_ADDR=127.0.0.1 MASTER_PORT=29573 |
| NPROC (GPUs per node) = 8 GPUS=0,1,2,3,4,5,6,7 |
| Global world size = 8 |
| START_STAGE=1 |
| =========================================================== |
| [config] gradient_checkpointing = DISABLED（40GB A100 + LoRA 推荐关掉加速） |
| [config] audio feature cache = OFF（每个 batch 要 ~400ms 做 mel，强烈建议预计算 cache） |
| =========================================================== |
| [stage1] projector_only (2 epochs, lr=5e-5) |
| → /apdcephfs_cq10/share_1603164/user/schmittzhu/code/Spatial-Qwen/runs/v13d_easy_llmqa/stage1_projector |
| =========================================================== |
| =========================================================== |
| Multi-node config: |
| NNODES=1 NODE_RANK=0 |
| MASTER_ADDR=127.0.0.1 MASTER_PORT=29573 |
| NPROC (GPUs per node) = 8 GPUS=0,1,2,3,4,5,6,7 |
| Global world size = 8 |
| START_STAGE=1 |
| =========================================================== |
| [config] gradient_checkpointing = DISABLED（40GB A100 + LoRA 推荐关掉加速） |
| [config] audio feature cache = /apdcephfs_cq12/share_302080740/user/schmittzhu/data/qwen_audio_cache_easy_v2/manifest.json |
| =========================================================== |
| [stage1] projector_only (2 epochs, lr=5e-5) |
| → /apdcephfs_cq10/share_1603164/user/schmittzhu/code/Spatial-Qwen/runs/v13d_easy_llmqa/stage1_projector |
| =========================================================== |
| Using audio feature cache: /apdcephfs_cq12/share_302080740/user/schmittzhu/data/qwen_audio_cache_easy_v2/manifest.json (entries=398,331, in_memory_max=256) |
| [05:58:14] Loading train split: /apdcephfs_cq10/share_1603164/user/schmittzhu/data/process_data/genQA/all_qa_llm_by_difficulty_v2/easy/train.jsonl ... |
| [05:58:33] Loaded 787,277 records. |
| [05:58:33] Loading valid split: /apdcephfs_cq10/share_1603164/user/schmittzhu/data/process_data/genQA/all_qa_llm_by_difficulty_v2/easy/valid.jsonl ... |
| [05:58:34] Loaded 83,936 records. |
| Dataset train=787,277 valid=83,936 | batch=2 accum=3 | world=8 mode=projector_only |
| [build_model] spatial rates: encoder=10.0 Hz, projector shuffle_factor=4, LLM=2.5 Hz, placeholders per 20s clip=50 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [build_model] attn_implementation=sdpa |
| [05:59:19] Building SpatialBEATs model on CPU ... |
| [05:59:21] SpatialBEATs built. |
| [Stage 1/projector_only] trainable=8 |
| Optimizer groups: projector=8(lr=5.00e-05,wd=0.01) lora=0(lr=5.00e-05) beats=0(lr=5.00e-05) other=0(lr=5.00e-05) |
| Optimizer: steps=32804 warmup=984 lr=5e-05 wd=0.01 |
| [step-valid 1000] valid_loss=0.739698 |
| =========================================================== |
| Multi-node config: |
| NNODES=1 NODE_RANK=0 |
| MASTER_ADDR=127.0.0.1 MASTER_PORT=29573 |
| NPROC (GPUs per node) = 8 GPUS=0,1,2,3,4,5,6,7 |
| Global world size = 8 |
| START_STAGE=1 |
| =========================================================== |
| [config] gradient_checkpointing = DISABLED（40GB A100 + LoRA 推荐关掉加速） |
| [config] audio feature cache = /apdcephfs_cq12/share_302080740/user/schmittzhu/data/qwen_audio_cache_easy_v2/manifest.json |
| =========================================================== |
| [stage1] projector_only (2 epochs, lr=5e-5) |
| → /apdcephfs_cq10/share_1603164/user/schmittzhu/code/Spatial-Qwen/runs/v13d_easy_llmqa/stage1_projector |
| =========================================================== |
| Using audio feature cache: /apdcephfs_cq12/share_302080740/user/schmittzhu/data/qwen_audio_cache_easy_v2/manifest.json (entries=398,331, in_memory_max=256) |
| [07:24:34] Loading train split: /apdcephfs_cq10/share_1603164/user/schmittzhu/data/process_data/genQA/all_qa_llm_by_difficulty_v2/easy_filtered/train.jsonl ... |
| [07:24:52] Loaded 785,036 records. |
| [07:24:52] Loading valid split: /apdcephfs_cq10/share_1603164/user/schmittzhu/data/process_data/genQA/all_qa_llm_by_difficulty_v2/easy_filtered/valid.jsonl ... |
| [07:24:54] Loaded 83,220 records. |
| Dataset train=785,036 valid=83,220 | batch=2 accum=3 | world=8 mode=projector_only |
| [build_model] spatial rates: encoder=10.0 Hz, projector shuffle_factor=4, LLM=2.5 Hz, placeholders per 20s clip=50 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0[BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
|
|
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [build_model] attn_implementation=sdpa |
| [07:25:39] Building SpatialBEATs model on CPU ... |
| [07:25:41] SpatialBEATs built. |
| [Stage 1/projector_only] trainable=8 |
| Optimizer groups: projector=8(lr=5.00e-05,wd=0.01) lora=0(lr=5.00e-05) beats=0(lr=5.00e-05) other=0(lr=5.00e-05) |
| Optimizer: steps=32710 warmup=981 lr=5e-05 wd=0.01 |
| [step-valid 1000] valid_loss=0.750919 |
| =========================================================== |
| Multi-node config: |
| NNODES=1 NODE_RANK=0 |
| MASTER_ADDR=127.0.0.1 MASTER_PORT=29573 |
| NPROC (GPUs per node) = 8 GPUS=0,1,2,3,4,5,6,7 |
| Global world size = 8 |
| START_STAGE=1 |
| =========================================================== |
| [config] gradient_checkpointing = DISABLED（40GB A100 + LoRA 推荐关掉加速） |
| [config] audio feature cache = /apdcephfs_cq12/share_302080740/user/schmittzhu/data/qwen_audio_cache_easy_v2/manifest.json |
| =========================================================== |
| [stage1] projector_only (2 epochs, lr=5e-5) |
| → /apdcephfs_cq10/share_1603164/user/schmittzhu/code/Spatial-Qwen/runs/v13d_easy_llmqa/stage1_projector |
| =========================================================== |
| Using audio feature cache: /apdcephfs_cq12/share_302080740/user/schmittzhu/data/qwen_audio_cache_easy_v2/manifest.json (entries=398,331, in_memory_max=256) |
| [08:10:45] Loading train split: /apdcephfs_cq10/share_1603164/user/schmittzhu/data/process_data/genQA/all_qa_llm_by_difficulty_v2/easy_filtered/train.jsonl ... |
| [08:11:04] Loaded 785,036 records. |
| [08:11:04] Loading valid split: /apdcephfs_cq10/share_1603164/user/schmittzhu/data/process_data/genQA/all_qa_llm_by_difficulty_v2/easy_filtered/valid.jsonl ... |
| [08:11:06] Loaded 83,220 records. |
| Dataset train=785,036 valid=83,220 | batch=2 accum=3 | world=8 mode=projector_only |
| [build_model] spatial rates: encoder=10.0 Hz, projector shuffle_factor=4, LLM=2.5 Hz, placeholders per 20s clip=50 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [build_model] attn_implementation=sdpa |
| [08:12:57] Building SpatialBEATs model on CPU ... |
| [08:12:59] SpatialBEATs built. |
| [Stage 1/projector_only] trainable=8 |
| Optimizer groups: projector=8(lr=5.00e-05,wd=0.01) lora=0(lr=5.00e-05) beats=0(lr=5.00e-05) other=0(lr=5.00e-05) |
| Optimizer: steps=32710 warmup=981 lr=5e-05 wd=0.01 |
| [step-valid 1000] valid_loss=0.749426 |
| [step-valid 2000] valid_loss=0.627006 |
| [step-valid 3000] valid_loss=0.589691 |
| [step-valid 4000] valid_loss=0.569729 |
| [step-valid 5000] valid_loss=0.556413 |
| [step-valid 6000] valid_loss=0.547310 |
| [step-valid 7000] valid_loss=0.541301 |
| [step-valid 8000] valid_loss=0.535689 |
| [step-valid 9000] valid_loss=0.532491 |
| [step-valid 10000] valid_loss=0.530133 |
| [step-valid 11000] valid_loss=0.528311 |
| [step-valid 12000] valid_loss=0.526991 |
| [step-valid 13000] valid_loss=0.525880 |
| [step-valid 14000] valid_loss=0.525322 |
| [step-valid 15000] valid_loss=0.524911 |
| [step-valid 16000] valid_loss=0.524455 |
| =========================================================== |
| Multi-node config: |
| NNODES=1 NODE_RANK=0 |
| MASTER_ADDR=127.0.0.1 MASTER_PORT=29573 |
| NPROC (GPUs per node) = 8 GPUS=0,1,2,3,4,5,6,7 |
| Global world size = 8 |
| START_STAGE=1 |
| =========================================================== |
| [config] gradient_checkpointing = DISABLED（40GB A100 + LoRA 推荐关掉加速） |
| [config] audio feature cache = /apdcephfs_cq12/share_302080740/user/schmittzhu/data/qwen_audio_cache_easy_v2/manifest.json |
| =========================================================== |
| [stage1] projector_only (2 epochs, lr=5e-5) |
| → /apdcephfs_cq10/share_1603164/user/schmittzhu/code/Spatial-Qwen/runs/v13d_easy_llmqa/stage1_projector |
| =========================================================== |
| resume from: /apdcephfs_cq10/share_1603164/user/schmittzhu/code/Spatial-Qwen/runs/v13d_easy_llmqa/stage1_projector/checkpoints/step_0016000_trainable.pt |
| resume mode: FULL (optimizer + scheduler + step counter restored) |
| Using audio feature cache: /apdcephfs_cq12/share_302080740/user/schmittzhu/data/qwen_audio_cache_easy_v2/manifest.json (entries=398,331, in_memory_max=256) |
| [17:58:15] Loading train split: /apdcephfs_cq10/share_1603164/user/schmittzhu/data/process_data/genQA/all_qa_llm_by_difficulty_v2/easy_filtered/train.jsonl ... |
| [17:58:33] Loaded 784,953 records. |
| [17:58:33] Loading valid split: /apdcephfs_cq10/share_1603164/user/schmittzhu/data/process_data/genQA/all_qa_llm_by_difficulty_v2/easy_filtered/valid.jsonl ... |
| [17:58:34] Loaded 83,193 records. |
| Dataset train=784,953 valid=83,193 | batch=2 accum=3 | world=8 mode=projector_only |
| [build_model] spatial rates: encoder=10.0 Hz, projector shuffle_factor=4, LLM=2.5 Hz, placeholders per 20s clip=50 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [build_model] attn_implementation=sdpa |
| [17:59:22] Building SpatialBEATs model on CPU ... |
| [17:59:24] SpatialBEATs built. |
| [Stage 1/projector_only] trainable=8 |
| Optimizer groups: projector=8(lr=5.00e-05,wd=0.01) lora=0(lr=5.00e-05) beats=0(lr=5.00e-05) other=0(lr=5.00e-05) |
| Optimizer: steps=32708 warmup=981 lr=5e-05 wd=0.01 |
| Resumed /apdcephfs_cq10/share_1603164/user/schmittzhu/code/Spatial-Qwen/runs/v13d_easy_llmqa/stage1_projector/checkpoints/step_0016000_trainable.pt: next_ep=2 gos=0 missing=1802 unexpected=0 |
| [step-valid 1000] valid_loss=0.527116 |
| [step-valid 2000] valid_loss=0.527035 |
| [step-valid 3000] valid_loss=0.526957 |
| [step-valid 4000] valid_loss=0.526922 |
| [step-valid 5000] valid_loss=0.526939 |
| [step-valid 6000] valid_loss=0.526869 |
| [step-valid 7000] valid_loss=0.526825 |
| [step-valid 8000] valid_loss=0.526737 |
| [step-valid 9000] valid_loss=0.526654 |
| [step-valid 10000] valid_loss=0.526668 |
| [step-valid 11000] valid_loss=0.526813 |
| [step-valid 12000] valid_loss=0.526823 |
| [step-valid 13000] valid_loss=0.526684 |
| [step-valid 14000] valid_loss=0.526735 |
| [step-valid 15000] valid_loss=0.526725 |
| [step-valid 16000] valid_loss=0.526771 |
| [epoch 2] train_loss=0.451896 valid_loss=0.522959 valid_em=0.0000 opt_steps=16354 secs=29767.2 |
| -> New best epoch=2 valid_loss=0.522959 |
| Done. best_epoch=2 best_valid_loss=0.522959 output_dir=/apdcephfs_cq10/share_1603164/user/schmittzhu/code/Spatial-Qwen/runs/v13d_easy_llmqa/stage1_projector |
| =========================================================== |
| [stage2] encoder_lora (3 epochs, lora_lr=3e-5, proj_lr=1e-5) |
| resume from: /apdcephfs_cq10/share_1603164/user/schmittzhu/code/Spatial-Qwen/runs/v13d_easy_llmqa/stage1_projector/checkpoints/best_trainable.pt |
| → /apdcephfs_cq10/share_1603164/user/schmittzhu/code/Spatial-Qwen/runs/v13d_easy_llmqa/stage2_encoder_lora |
| =========================================================== |
| Using audio feature cache: /apdcephfs_cq12/share_302080740/user/schmittzhu/data/qwen_audio_cache_easy_v2/manifest.json (entries=398,331, in_memory_max=256) |
| [02:52:30] Loading train split: /apdcephfs_cq10/share_1603164/user/schmittzhu/data/process_data/genQA/all_qa_llm_by_difficulty_v2/easy_filtered/train.jsonl ... |
| [02:52:50] Loaded 784,953 records. |
| [02:52:50] Loading valid split: /apdcephfs_cq10/share_1603164/user/schmittzhu/data/process_data/genQA/all_qa_llm_by_difficulty_v2/easy_filtered/valid.jsonl ... |
| [02:52:51] Loaded 83,193 records. |
| Dataset train=784,953 valid=83,193 | batch=2 accum=3 | world=8 mode=encoder_lora |
| [build_model] spatial rates: encoder=10.0 Hz, projector shuffle_factor=4, LLM=2.5 Hz, placeholders per 20s clip=50 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [build_model] attn_implementation=sdpa |
| [02:53:39] Building SpatialBEATs model on CPU ... |
| [02:53:41] SpatialBEATs built. |
| [Stage 2/encoder_lora] LoRA=112 trainable=232 |
| LoRA (first 20): thinker.model.layers.0.self_attn.k_proj, thinker.model.layers.0.self_attn.o_proj, thinker.model.layers.0.self_attn.q_proj, thinker.model.layers.0.self_attn.v_proj, thinker.model.layers.1.self_attn.k_proj, thinker.model.layers.1.self_attn.o_proj, thinker.model.layers.1.self_attn.q_proj, thinker.model.layers.1.self_attn.v_proj, thinker.model.layers.10.self_attn.k_proj, thinker.model.layers.10.self_attn.o_proj, thinker.model.layers.10.self_attn.q_proj, thinker.model.layers.10.self_attn.v_proj, thinker.model.layers.11.self_attn.k_proj, thinker.model.layers.11.self_attn.o_proj, thinker.model.layers.11.self_attn.q_proj, thinker.model.layers.11.self_attn.v_proj, thinker.model.layers.12.self_attn.k_proj, thinker.model.layers.12.self_attn.o_proj, thinker.model.layers.12.self_attn.q_proj, thinker.model.layers.12.self_attn.v_proj |
| Optimizer groups: projector=8(lr=1.00e-05,wd=0.01) lora=224(lr=3.00e-05) beats=0(lr=3.00e-05) other=0(lr=3.00e-05) |
| Optimizer: steps=49062 warmup=1471 lr=3e-05 wd=0.01 |
| Resumed /apdcephfs_cq10/share_1603164/user/schmittzhu/code/Spatial-Qwen/runs/v13d_easy_llmqa/stage1_projector/checkpoints/best_trainable.pt: next_ep=1 gos=0 missing=2034 unexpected=8 |
| [step-valid 1000] valid_loss=0.483850 |
| [step-valid 2000] valid_loss=0.411955 |
| [step-valid 3000] valid_loss=0.376576 |
| [step-valid 4000] valid_loss=0.359584 |
| [step-valid 5000] valid_loss=0.347872 |
| [step-valid 6000] valid_loss=0.343363 |
| [step-valid 7000] valid_loss=0.334537 |
| [step-valid 8000] valid_loss=0.330495 |
| [step-valid 9000] valid_loss=0.324756 |
| [step-valid 10000] valid_loss=0.323111 |
| [step-valid 11000] valid_loss=0.320016 |
| [step-valid 12000] valid_loss=0.317173 |
| [step-valid 13000] valid_loss=0.312714 |
| [step-valid 14000] valid_loss=0.311855 |
| [step-valid 15000] valid_loss=0.308691 |
| [step-valid 16000] valid_loss=0.310434 |
| [epoch 1] train_loss=0.328057 valid_loss=0.304027 valid_em=0.1562 opt_steps=16354 secs=31864.8 |
| -> New best epoch=1 valid_loss=0.304027 |
| [step-valid 17000] valid_loss=0.303527 |
| [step-valid 18000] valid_loss=0.303224 |
| [step-valid 19000] valid_loss=0.303543 |
| [step-valid 20000] valid_loss=0.301529 |
| [step-valid 21000] valid_loss=0.299365 |
| [step-valid 22000] valid_loss=0.297152 |
| [step-valid 23000] valid_loss=0.298273 |
| [step-valid 24000] valid_loss=0.299002 |
| [step-valid 25000] valid_loss=0.295180 |
| [step-valid 26000] valid_loss=0.293524 |
| [step-valid 27000] valid_loss=0.292771 |
| [step-valid 28000] valid_loss=0.292354 |
| [step-valid 29000] valid_loss=0.291661 |
| [step-valid 30000] valid_loss=0.290088 |
| [step-valid 31000] valid_loss=0.292185 |
| [step-valid 32000] valid_loss=0.289515 |
| [epoch 2] train_loss=0.247221 valid_loss=0.289178 valid_em=0.1562 opt_steps=16354 secs=32091.9 |
| -> New best epoch=2 valid_loss=0.289178 |
| [step-valid 33000] valid_loss=0.285720 |
| [step-valid 34000] valid_loss=0.285754 |
| [step-valid 35000] valid_loss=0.287495 |
| [step-valid 36000] valid_loss=0.283223 |
| [step-valid 37000] valid_loss=0.283852 |
| [step-valid 38000] valid_loss=0.284259 |
| [step-valid 39000] valid_loss=0.284698 |
| [step-valid 40000] valid_loss=0.283562 |
| [step-valid 41000] valid_loss=0.283898 |
| [step-valid 42000] valid_loss=0.283518 |
| [step-valid 43000] valid_loss=0.282952 |
| [step-valid 44000] valid_loss=0.283511 |
| [step-valid 45000] valid_loss=0.283357 |
| [step-valid 46000] valid_loss=0.282830 |
| [step-valid 47000] valid_loss=0.282979 |
| [step-valid 48000] valid_loss=0.282870 |
| [step-valid 49000] valid_loss=0.282946 |
| [epoch 3] train_loss=0.232710 valid_loss=0.287237 valid_em=0.1562 opt_steps=16354 secs=32650.6 |
| -> New best epoch=3 valid_loss=0.287237 |
| Done. best_epoch=3 best_valid_loss=0.287237 output_dir=/apdcephfs_cq10/share_1603164/user/schmittzhu/code/Spatial-Qwen/runs/v13d_easy_llmqa/stage2_encoder_lora |
| =========================================================== |
| [stage3] beats_lora (3 epochs, beats_lr=1e-6, lora_lr=1e-5, proj_lr=5e-6) |
| resume from: /apdcephfs_cq10/share_1603164/user/schmittzhu/code/Spatial-Qwen/runs/v13d_easy_llmqa/stage2_encoder_lora/checkpoints/best_trainable.pt |
| → /apdcephfs_cq10/share_1603164/user/schmittzhu/code/Spatial-Qwen/runs/v13d_easy_llmqa/stage3_beats_lora |
| =========================================================== |
| Using audio feature cache: /apdcephfs_cq12/share_302080740/user/schmittzhu/data/qwen_audio_cache_easy_v2/manifest.json (entries=398,331, in_memory_max=256) |
| [07:35:35] Loading train split: /apdcephfs_cq10/share_1603164/user/schmittzhu/data/process_data/genQA/all_qa_llm_by_difficulty_v2/easy_filtered/train.jsonl ... |
| [07:35:54] Loaded 784,953 records. |
| [07:35:54] Loading valid split: /apdcephfs_cq10/share_1603164/user/schmittzhu/data/process_data/genQA/all_qa_llm_by_difficulty_v2/easy_filtered/valid.jsonl ... |
| [07:35:55] Loaded 83,193 records. |
| Dataset train=784,953 valid=83,193 | batch=2 accum=3 | world=8 mode=beats_lora |
| [build_model] spatial rates: encoder=10.0 Hz, projector shuffle_factor=4, LLM=2.5 Hz, placeholders per 20s clip=50 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [BEATsWrapper] Loaded ckpt: readout_scheme='local_spatial_track' patch_adapter_version='v1' use_trunk_spatial_adapters=False cfg.target_token_rate=10.0 wrapper.encoder_token_rate=10.0 |
| [build_model] attn_implementation=sdpa |
| [07:36:42] Building SpatialBEATs model on CPU ... |
| [07:36:44] SpatialBEATs built. |
| Unfroze spatial_beats_encoder (Stage 3). |
| [Stage 3/beats_lora] LoRA=112 trainable=675 |
| LoRA (first 20): thinker.model.layers.0.self_attn.k_proj, thinker.model.layers.0.self_attn.o_proj, thinker.model.layers.0.self_attn.q_proj, thinker.model.layers.0.self_attn.v_proj, thinker.model.layers.1.self_attn.k_proj, thinker.model.layers.1.self_attn.o_proj, thinker.model.layers.1.self_attn.q_proj, thinker.model.layers.1.self_attn.v_proj, thinker.model.layers.10.self_attn.k_proj, thinker.model.layers.10.self_attn.o_proj, thinker.model.layers.10.self_attn.q_proj, thinker.model.layers.10.self_attn.v_proj, thinker.model.layers.11.self_attn.k_proj, thinker.model.layers.11.self_attn.o_proj, thinker.model.layers.11.self_attn.q_proj, thinker.model.layers.11.self_attn.v_proj, thinker.model.layers.12.self_attn.k_proj, thinker.model.layers.12.self_attn.o_proj, thinker.model.layers.12.self_attn.q_proj, thinker.model.layers.12.self_attn.v_proj |
| Optimizer groups: projector=8(lr=5.00e-06,wd=0.01) lora=224(lr=1.00e-05) beats=443(lr=1.00e-06) other=0(lr=1.00e-05) |
| Optimizer: steps=49062 warmup=1471 lr=1e-05 wd=0.01 |
| Resumed /apdcephfs_cq10/share_1603164/user/schmittzhu/code/Spatial-Qwen/runs/v13d_easy_llmqa/stage2_encoder_lora/checkpoints/best_trainable.pt: next_ep=1 gos=0 missing=1802 unexpected=0 |
|
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