Upload fine-tuned OWSM model with exp/finetune directory

.gitattributes

@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+exp/finetune/wandb/latest-run/run-hc47k8jw.wandb filter=lfs diff=lfs merge=lfs -text
+exp/finetune/wandb/run-20250422_122624-hc47k8jw/run-hc47k8jw.wandb filter=lfs diff=lfs merge=lfs -text

README.md

@@ -1,5 +1,4 @@
 # Common Accent ASR Model
-
 This is a fine-tuned ASR model based on [espnet/owsm_v3.1_ebf_base](https://huggingface.co/espnet/owsm_v3.1_ebf_base) trained on the [DTU54DL/common-accent](https://huggingface.co/datasets/DTU54DL/common-accent) dataset.
 
 ## Model details
@@ -8,7 +7,6 @@ This is a fine-tuned ASR model based on [espnet/owsm_v3.1_ebf_base](https://hugg
 - Task: Automatic Speech Recognition
 
 ## Usage
-
 ```python
 import torch
 import numpy as np
@@ -23,6 +21,7 @@ model = Speech2Text.from_pretrained(
 )
 
 # Example inference
-waveform = ...  # Load your audio as numpy array
+waveform = ... # Load your audio as numpy array
 transcription = model(waveform)
-print(transcription[0][0])  # Print the transcription
+print(transcription[0][0]) # Print the transcription
+```

exp/finetune/1epoch.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ebbffdc800a7b5e14a4b39230f86f1cbded7c0bba91886d4852282c212a7cb74
+size 404962360

exp/finetune/2epoch.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9a2346271c134d72130a43803053bfb4299c3ae4ea10c6a857992254ac7286e5
+size 404962360

exp/finetune/3epoch.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7b6908f60a520456effc351ac4368dee639517118ecf1a47712473916b9375cd
+size 404962360

exp/finetune/4epoch.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fc88df7bc5f7659f12a65a1d5742d80157eb1036ace66cfdf7629e28a62d11ba
+size 404962360

exp/finetune/checkpoint.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6cdc80e832c1c363bc77b3554b79dbf37d12ad023cb007e90af1ac42133ab4a7
+size 1214776468

exp/finetune/config.yaml

@@ -16337,7 +16337,7 @@ token_list:
 - 有效
 - volle
 - ▁May
-- َّ
+- َّ
 - ▁honey
 - 行って
 - чет

exp/finetune/latest.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fc88df7bc5f7659f12a65a1d5742d80157eb1036ace66cfdf7629e28a62d11ba
+size 404962360

exp/finetune/tensorboard/train/events.out.tfevents.1745339185.babel-4-33.3934128.0

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:87fddd289574d25dbb4fab9f15731ee5846cfd7e9333127eeb3f552b73abf7ea
+size 127256

exp/finetune/tensorboard/valid/events.out.tfevents.1745339185.babel-4-33.3934128.1

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c2ce1078bcbe5a2b12b5be8993ed5d0cccaa90ea8b02d36776fa7ad6e7f79c14
+size 1564

exp/finetune/valid.acc.ave.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:15823d9cb130150a9243cba36e92171093f49a3dd5f679dbb560464a4c1190c5
+size 404968406

exp/finetune/valid.acc.ave_3best.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:15823d9cb130150a9243cba36e92171093f49a3dd5f679dbb560464a4c1190c5
+size 404968406

exp/finetune/valid.acc.best.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ebbffdc800a7b5e14a4b39230f86f1cbded7c0bba91886d4852282c212a7cb74
+size 404962360

exp/finetune/wandb/debug-internal.log

@@ -0,0 +1,17 @@
+{"time":"2025-04-22T12:26:24.699996553-04:00","level":"INFO","msg":"stream: starting","core version":"0.19.6","symlink path":"exp/finetune/wandb/run-20250422_122624-hc47k8jw/logs/debug-core.log"}
+{"time":"2025-04-22T12:26:24.81223292-04:00","level":"INFO","msg":"created new stream","id":"hc47k8jw"}
+{"time":"2025-04-22T12:26:24.812702295-04:00","level":"INFO","msg":"writer: Do: started","stream_id":"hc47k8jw"}
+{"time":"2025-04-22T12:26:24.812796834-04:00","level":"INFO","msg":"sender: started","stream_id":"hc47k8jw"}
+{"time":"2025-04-22T12:26:24.812793588-04:00","level":"INFO","msg":"handler: started","stream_id":"hc47k8jw"}
+{"time":"2025-04-22T12:26:24.812797595-04:00","level":"INFO","msg":"stream: started","id":"hc47k8jw"}
+{"time":"2025-04-22T12:26:25.072522218-04:00","level":"INFO","msg":"Starting system monitor"}
+{"time":"2025-04-22T13:28:37.53429929-04:00","level":"INFO","msg":"api: retrying error","error":"Post \"https://api.wandb.ai/files/gganeshl-carnegie-mellon-university/ESPnet_ESPnetEZDataTask/hc47k8jw/file_stream\": dial tcp 35.186.228.49:443: connect: connection timed out"}
+{"time":"2025-04-22T13:36:00.330987928-04:00","level":"INFO","msg":"Stopping system monitor"}
+{"time":"2025-04-22T13:36:00.33232475-04:00","level":"INFO","msg":"Stopped system monitor"}
+{"time":"2025-04-22T13:36:01.292531969-04:00","level":"INFO","msg":"handler: operation stats","stats":{}}
+{"time":"2025-04-22T13:36:01.461755077-04:00","level":"INFO","msg":"fileTransfer: Close: file transfer manager closed"}
+{"time":"2025-04-22T13:36:03.418249732-04:00","level":"INFO","msg":"stream: closing","id":"hc47k8jw"}
+{"time":"2025-04-22T13:36:03.418297973-04:00","level":"INFO","msg":"handler: closed","stream_id":"hc47k8jw"}
+{"time":"2025-04-22T13:36:03.418318932-04:00","level":"INFO","msg":"writer: Close: closed","stream_id":"hc47k8jw"}
+{"time":"2025-04-22T13:36:03.418339511-04:00","level":"INFO","msg":"sender: closed","stream_id":"hc47k8jw"}
+{"time":"2025-04-22T13:36:03.421317411-04:00","level":"INFO","msg":"stream: closed","id":"hc47k8jw"}

exp/finetune/wandb/latest-run/files/requirements.txt

@@ -0,0 +1,309 @@
+monai==1.4.0
+nvidia-nvjitlink-cu12==12.4.127
+jiter==0.8.2
+accelerate==1.3.0
+nvidia-nvtx-cu12==12.4.127
+gitdb==4.0.12
+rfc3986-validator==0.1.1
+proto-plus==1.26.0
+jupyterlab==4.3.5
+prometheus-fastapi-instrumentator==7.0.2
+tomli==2.2.1
+json5==0.10.0
+sniffio==1.3.1
+google-auth==2.38.0
+msgspec==0.19.0
+nvidia-cusparse-cu12==12.3.1.170
+traitlets==5.14.3
+torchvision==0.20.1
+referencing==0.36.2
+astor==0.8.1
+decorator==5.1.1
+importlib_resources==6.4.5
+debugpy==1.8.13
+compressed-tensors==0.9.1
+dill==0.3.8
+evaluate==0.4.3
+pycparser==2.22
+nvidia-nccl-cu12==2.21.5
+mpmath==1.3.0
+ptyprocess==0.7.0
+cffi==1.17.1
+multidict==6.1.0
+bleach==6.2.0
+fastjsonschema==2.21.1
+blake3==1.0.4
+partial-json-parser==0.2.1.1.post5
+jedi==0.19.2
+xgrammar==0.1.11
+nvidia-cusolver-cu12==11.6.1.9
+asttokens==3.0.0
+rfc3339-validator==0.1.4
+aiolimiter==1.2.1
+smart-open==7.1.0
+pyarrow==18.0.0
+torchaudio==2.5.1
+charset-normalizer==3.4.0
+GitPython==3.1.44
+sentencepiece==0.2.0
+nvidia-cuda-runtime-cu12==12.4.127
+huggingface-hub==0.26.2
+pandas==2.2.3
+opencv-python-headless==4.11.0.86
+pyasn1==0.6.1
+msgpack==1.1.0
+frozenlist==1.5.0
+regex==2024.11.6
+pybind11==2.13.6
+smmap==5.0.2
+xxhash==3.5.0
+llvmlite==0.43.0
+uri-template==1.3.0
+multiprocess==0.70.16
+argon2-cffi-bindings==21.2.0
+webencodings==0.5.1
+mistune==3.1.2
+webcolors==24.11.1
+filelock==3.16.1
+tenacity==9.0.0
+fonttools==4.55.1
+nvidia-cuda-cupti-cu12==12.4.127
+widgetsnbextension==4.0.13
+aiohappyeyeballs==2.4.3
+sglang==0.4.2.post3
+yarl==1.18.0
+pandocfilters==1.5.1
+iniconfig==2.0.0
+nbconvert==7.16.6
+ipykernel==6.29.5
+jupyter_core==5.7.2
+vllm==0.7.3.dev57+g2ae88905
+notebook==7.3.2
+certifi==2024.8.30
+websockets==14.2
+googleapis-common-protos==1.67.0rc1
+jupyter_client==8.6.3
+safetensors==0.4.5
+jupyter-lsp==2.2.5
+scikit-learn==1.5.2
+kiwisolver==1.4.7
+einops==0.8.0
+eval_type_backport==0.2.2
+notebook_shim==0.2.4
+pyasn1_modules==0.4.1
+wcwidth==0.2.13
+nvidia-cufft-cu12==11.2.1.3
+jupyterlab_widgets==3.0.13
+pyzmq==26.2.1
+pure_eval==0.2.3
+wandb==0.19.6
+docker-pycreds==0.4.0
+executing==2.2.0
+ipython==8.18.1
+distlib==0.3.9
+uvloop==0.21.0
+python-dotenv==1.0.1
+matplotlib==3.9.3
+tiktoken==0.8.0
+requests==2.32.3
+protobuf==5.29.3
+distro==1.9.0
+wrapt==1.17.2
+pydantic==2.10.6
+soupsieve==2.6
+rouge-score==0.1.2
+pycountry==24.6.1
+terminado==0.18.1
+fsspec==2024.9.0
+Send2Trash==1.8.3
+py-cpuinfo==9.0.0
+sentry-sdk==2.20.0
+scipy==1.13.1
+transformers==4.48.3
+tokenizers==0.21.0
+rsa==4.9
+jupyter-events==0.12.0
+slicer==0.0.8
+async-lru==2.0.4
+openai==1.60.2
+platformdirs==4.3.6
+pytest==8.3.4
+bitsandbytes==0.45.5
+async-timeout==5.0.1
+joblib==1.4.2
+tinycss2==1.4.0
+seaborn==0.13.2
+fqdn==1.5.1
+isoduration==20.11.0
+httpx==0.28.1
+numba==0.60.0
+beautifulsoup4==4.13.3
+jupyter_server_terminals==0.5.3
+sympy==1.13.1
+ray==2.42.0
+httpcore==1.0.7
+depyf==0.18.0
+overrides==7.7.0
+nbformat==5.10.4
+babel==2.17.0
+argon2-cffi==23.1.0
+nvidia-curand-cu12==10.3.5.147
+python-dateutil==2.9.0.post0
+uvicorn==0.34.0
+aiohttp-cors==0.7.0
+nvidia-cuda-nvrtc-cu12==12.4.127
+starlette==0.45.3
+aiosignal==1.3.1
+shap==0.46.0
+matplotlib-inline==0.1.7
+absl-py==2.1.0
+jupyterlab_server==2.27.3
+cloudpickle==3.1.1
+datasets==3.1.0
+jsonschema-specifications==2024.10.1
+comm==0.2.2
+parso==0.8.4
+httptools==0.6.4
+websocket-client==1.8.0
+nvidia-cublas-cu12==12.4.5.8
+six==1.17.0
+outlines==0.1.11
+google-api-core==2.24.1
+jupyter_server==2.15.0
+cachetools==5.5.1
+annotated-types==0.7.0
+virtualenv==20.29.1
+threadpoolctl==3.5.0
+prompt_toolkit==3.0.50
+torch==2.5.1
+watchfiles==1.0.4
+urllib3==2.3.0
+attrs==24.2.0
+nltk==3.9.1
+propcache==0.2.0
+jsonpointer==3.0.0
+aiohttp==3.11.7
+pillow==11.0.0
+outlines_core==0.1.26
+airportsdata==20241001
+pydantic_core==2.27.2
+defusedxml==0.7.1
+lm-format-enforcer==0.10.9
+opencensus==0.11.4
+python-json-logger==3.2.1
+stack-data==0.6.3
+Pygments==2.19.1
+tqdm==4.67.1
+h11==0.14.0
+pluggy==1.5.0
+triton==3.1.0
+rpds-py==0.22.3
+jupyterlab_pygments==0.3.0
+exceptiongroup==1.2.2
+contourpy==1.3.0
+interegular==0.3.3
+jsonschema==4.23.0
+nvidia-cudnn-cu12==9.1.0.70
+pexpect==4.9.0
+jupyter==1.1.1
+opencensus-context==0.2.dev0
+anyio==4.8.0
+ipywidgets==8.1.5
+mistral_common==1.5.3
+nbclient==0.10.2
+gguf==0.10.0
+nest-asyncio==1.6.0
+xformers==0.0.28.post3
+jupyter-console==6.6.3
+tornado==6.4.2
+packaging==24.2
+arrow==1.3.0
+py-spy==0.4.0
+grpcio==1.70.0
+networkx==3.2.1
+typing_extensions==4.12.2
+lark==1.2.2
+colorful==0.6.0a1
+fastapi==0.115.8
+monai-weekly==1.5.dev2505
+diskcache==5.6.3
+types-python-dateutil==2.9.0.20241206
+setproctitle==1.3.4
+prometheus_client==0.21.1
+cycler==0.12.1
+tzdata==2024.2
+pytz==2025.2
+pyparsing==3.2.3
+Werkzeug==3.1.3
+ctc_segmentation==1.7.4
+espnet-tts-frontend==0.0.3
+audioread==3.0.1
+numpy==1.26.4
+h5py==3.13.0
+idna==3.10
+librosa==0.9.2
+zipp==3.21.0
+omegaconf==2.3.0
+lightning==2.5.1
+resampy==0.4.3
+jiwer==3.1.0
+pooch==1.8.2
+jaconv==0.4.0
+pypinyin==0.44.0
+g2p-en==2.1.0
+asteroid-filterbanks==0.4.0
+PySocks==1.7.1
+ci_sdr==0.0.2
+fast_bss_eval==0.1.3
+Markdown==3.8
+hydra-core==1.3.2
+espnet==202503
+setuptools==73.0.1
+espnet-model-zoo==0.1.7
+PyYAML==6.0.2
+torch-complex==0.4.4
+ConfigArgParse==1.7
+Unidecode==1.3.8
+soundfile==0.13.1
+jamo==0.4.1
+Cython==3.0.12
+kaldiio==2.18.1
+editdistance==0.8.1
+humanfriendly==10.0
+psutil==7.0.0
+Distance==0.1.3
+tensorboard-data-server==0.7.2
+click==8.1.8
+gdown==5.2.0
+typeguard==4.4.2
+lightning-utilities==0.14.3
+MarkupSafe==3.0.2
+pyworld==0.3.5
+pytorch-lightning==2.5.1
+pip==25.0
+torchmetrics==1.7.1
+tensorboard==2.19.0
+more-itertools==10.6.0
+Jinja2==3.1.6
+importlib-metadata==4.13.0
+RapidFuzz==3.13.0
+wheel==0.45.1
+antlr4-python3-runtime==4.9.3
+inflect==7.5.0
+opt_einsum==3.4.0
+importlib_resources==6.4.0
+wheel==0.43.0
+backports.tarfile==1.2.0
+autocommand==2.2.2
+inflect==7.3.1
+typing_extensions==4.12.2
+jaraco.text==3.12.1
+zipp==3.19.2
+more-itertools==10.3.0
+platformdirs==4.2.2
+packaging==24.1
+typeguard==4.3.0
+jaraco.functools==4.0.1
+jaraco.context==5.3.0
+importlib_metadata==8.0.0
+tomli==2.0.1

exp/finetune/wandb/latest-run/files/wandb-metadata.json

@@ -0,0 +1,98 @@
+{
+  "os":  "Linux-5.14.0-427.42.1.el9_4.x86_64-x86_64-with-glibc2.34",
+  "python":  "CPython 3.9.6",
+  "startedAt":  "2025-04-22T16:26:24.696915Z",
+  "program":  "/home/gganeshl/speech/asr_ft.py",
+  "codePath":  "asr_ft.py",
+  "email":  "gganeshl@andrew.cmu.edu",
+  "root":  "exp/finetune",
+  "host":  "babel-4-33",
+  "executable":  "/home/gganeshl/miniconda3/envs/speech/bin/python",
+  "codePathLocal":  "asr_ft.py",
+  "cpu_count":  32,
+  "cpu_count_logical":  64,
+  "gpu":  "NVIDIA RTX A6000",
+  "gpu_count":  1,
+  "disk":  {
+    "/":  {
+      "total":  "236663791616",
+      "used":  "88929800192"
+    }
+  },
+  "memory":  {
+    "total":  "540351823872"
+  },
+  "cpu":  {
+    "count":  32,
+    "countLogical":  64
+  },
+  "gpu_nvidia":  [
+    {
+      "name":  "NVIDIA RTX A6000",
+      "memoryTotal":  "51527024640",
+      "cudaCores":  10752,
+      "architecture":  "Ampere"
+    }
+  ],
+  "slurm":  {
+    "cluster_name":  "babel",
+    "conf":  "/var/spool/slurmd/conf-cache/slurm.conf",
+    "cpu_bind":  "quiet,mask_cpu:0x00000001000002000000000100000200",
+    "cpu_bind_list":  "0x00000001000002000000000100000200",
+    "cpu_bind_type":  "mask_cpu:",
+    "cpu_bind_verbose":  "quiet",
+    "cpus_on_node":  "4",
+    "cpus_per_task":  "1",
+    "distribution":  "cyclic,pack",
+    "gpus_on_node":  "1",
+    "gtids":  "0",
+    "job_account":  "cp3a",
+    "job_cpus_per_node":  "4",
+    "job_end_time":  "1745511243",
+    "job_gid":  "2709914",
+    "job_gpus":  "5",
+    "job_group":  "gganeshl",
+    "job_id":  "4624778",
+    "job_name":  "speech_asr",
+    "job_nodelist":  "babel-4-33",
+    "job_num_nodes":  "1",
+    "job_partition":  "general",
+    "job_qos":  "normal",
+    "job_start_time":  "1745338743",
+    "job_uid":  "2709914",
+    "job_user":  "gganeshl",
+    "jobid":  "4624778",
+    "launch_node_ipaddr":  "172.16.1.5",
+    "localid":  "0",
+    "mem_per_node":  "32768",
+    "nnodes":  "1",
+    "nodeid":  "0",
+    "nodelist":  "babel-4-33",
+    "nprocs":  "1",
+    "ntasks":  "1",
+    "prio_process":  "0",
+    "procid":  "0",
+    "pty_port":  "37249",
+    "pty_win_col":  "134",
+    "pty_win_row":  "25",
+    "script_context":  "prolog_task",
+    "srun_comm_host":  "172.16.1.5",
+    "srun_comm_port":  "32883",
+    "step_gpus":  "3",
+    "step_id":  "0",
+    "step_launcher_port":  "32883",
+    "step_nodelist":  "babel-6-21",
+    "step_num_nodes":  "1",
+    "step_num_tasks":  "1",
+    "step_tasks_per_node":  "1",
+    "stepid":  "0",
+    "submit_dir":  "/home/gganeshl/speech",
+    "submit_host":  "babel-6-21",
+    "task_pid":  "3934047",
+    "tasks_per_node":  "4",
+    "topology_addr":  "babel-4-33",
+    "topology_addr_pattern":  "node",
+    "tres_per_task":  "cpu=4"
+  },
+  "cudaVersion":  "12.6"
+}

exp/finetune/wandb/latest-run/files/wandb-summary.json

@@ -0,0 +1 @@
+{"train/train_loss_ctc_epoch":8.894595814524148,"train/train_time":8.246310259787366,"_runtime":4169.55117254,"train/train_loss_epoch":1.2184081917391751,"train/train_forward_time_epoch":0.05445344569766894,"valid/valid_acc_epoch":0.8508969873189927,"train/train_optim_step_time_epoch":0.006779810173436999,"valid/valid_loss_ctc_epoch":21.5558465385437,"valid/valid_cer_ctc_epoch":0.12294024802744388,"epoch":4,"train/train_loss_att_epoch":3.15036278873905,"metrics/loss_scale":1,"metrics/iter_time":1.937151960558258,"train/train_backward_time_epoch":0.05791670780628919,"_timestamp":1.7453433542476704e+09,"train/train_iter_time_epoch":1.937151960558258,"metrics/clip":100,"train/train_clip_epoch":100,"metrics/loss":1.2184081917391751,"_step":203,"train/train_gpu_max_cached_mem_GB_epoch":10.736328125,"train/train_grad_norm_epoch":34.59821179962158,"metrics/optim_step_time":0.006779810173436999,"iteration":2000,"train/train_optim0_lr0_epoch":0.00010000000000000003,"valid/valid_loss_epoch":17.118548574447633,"train/train_train_time_epoch":8.246310259787366,"train/train_loss_scale_epoch":1,"valid/valid_wer_epoch":0.9300000011920929,"metrics/loss_ctc":8.894595814524148,"valid/valid_loss_att_epoch":15.216849050521851,"train/train_acc_epoch":0.9732946280975294,"metrics/optim0_lr0":0.00010000000000000003,"metrics/backward_time":0.05791670780628919,"valid/valid_gpu_max_cached_mem_GB_epoch":10.736328125,"metrics/forward_time":0.05445344569766894,"metrics/loss_att":3.15036278873905,"valid/valid_cer_epoch":0.09997057549655437,"_wandb":{"runtime":4175},"metrics/grad_norm":34.59821179962158,"metrics/acc":0.9732946280975294}

exp/finetune/wandb/latest-run/logs/debug-core.log

@@ -0,0 +1,15 @@
+{"time":"2025-04-22T12:26:24.672048644-04:00","level":"INFO","msg":"main: starting server","port-filename":"/tmp/tmpy0krtiml/port-3934128.txt","pid":3934128,"log-level":0,"disable-analytics":false,"shutdown-on-parent-exit":false}
+{"time":"2025-04-22T12:26:24.673781794-04:00","level":"INFO","msg":"Will exit if parent process dies.","ppid":3934128}
+{"time":"2025-04-22T12:26:24.6746965-04:00","level":"INFO","msg":"server is running","addr":{"IP":"127.0.0.1","Port":45355,"Zone":""}}
+{"time":"2025-04-22T12:26:24.688179568-04:00","level":"INFO","msg":"connection: ManageConnectionData: new connection created","id":"127.0.0.1:53318"}
+{"time":"2025-04-22T12:26:24.699245967-04:00","level":"INFO","msg":"handleInformInit: received","streamId":"hc47k8jw","id":"127.0.0.1:53318"}
+{"time":"2025-04-22T12:26:24.812922771-04:00","level":"INFO","msg":"handleInformInit: stream started","streamId":"hc47k8jw","id":"127.0.0.1:53318"}
+{"time":"2025-04-22T13:36:03.417988098-04:00","level":"INFO","msg":"handleInformFinish: finish message received","streamId":"hc47k8jw","id":"127.0.0.1:53318"}
+{"time":"2025-04-22T13:36:03.4213275-04:00","level":"INFO","msg":"handleInformFinish: stream closed","streamId":"hc47k8jw","id":"127.0.0.1:53318"}
+{"time":"2025-04-22T13:36:03.458763144-04:00","level":"INFO","msg":"handleInformTeardown: server teardown initiated","id":"127.0.0.1:53318"}
+{"time":"2025-04-22T13:36:03.458778322-04:00","level":"INFO","msg":"handleInformTeardown: server shutdown complete","id":"127.0.0.1:53318"}
+{"time":"2025-04-22T13:36:03.458788401-04:00","level":"INFO","msg":"server is shutting down"}
+{"time":"2025-04-22T13:36:03.458799733-04:00","level":"INFO","msg":"connection: closing","id":"127.0.0.1:53318"}
+{"time":"2025-04-22T13:36:03.458922374-04:00","level":"INFO","msg":"connection: closed successfully","id":"127.0.0.1:53318"}
+{"time":"2025-04-22T13:36:03.458959755-04:00","level":"INFO","msg":"connection: ManageConnectionData: connection closed","id":"127.0.0.1:53318"}
+{"time":"2025-04-22T13:36:03.458966237-04:00","level":"INFO","msg":"server is closed"}

exp/finetune/wandb/latest-run/logs/debug-internal.log

@@ -0,0 +1,17 @@
+{"time":"2025-04-22T12:26:24.699996553-04:00","level":"INFO","msg":"stream: starting","core version":"0.19.6","symlink path":"exp/finetune/wandb/run-20250422_122624-hc47k8jw/logs/debug-core.log"}
+{"time":"2025-04-22T12:26:24.81223292-04:00","level":"INFO","msg":"created new stream","id":"hc47k8jw"}
+{"time":"2025-04-22T12:26:24.812702295-04:00","level":"INFO","msg":"writer: Do: started","stream_id":"hc47k8jw"}
+{"time":"2025-04-22T12:26:24.812796834-04:00","level":"INFO","msg":"sender: started","stream_id":"hc47k8jw"}
+{"time":"2025-04-22T12:26:24.812793588-04:00","level":"INFO","msg":"handler: started","stream_id":"hc47k8jw"}
+{"time":"2025-04-22T12:26:24.812797595-04:00","level":"INFO","msg":"stream: started","id":"hc47k8jw"}
+{"time":"2025-04-22T12:26:25.072522218-04:00","level":"INFO","msg":"Starting system monitor"}
+{"time":"2025-04-22T13:28:37.53429929-04:00","level":"INFO","msg":"api: retrying error","error":"Post \"https://api.wandb.ai/files/gganeshl-carnegie-mellon-university/ESPnet_ESPnetEZDataTask/hc47k8jw/file_stream\": dial tcp 35.186.228.49:443: connect: connection timed out"}
+{"time":"2025-04-22T13:36:00.330987928-04:00","level":"INFO","msg":"Stopping system monitor"}
+{"time":"2025-04-22T13:36:00.33232475-04:00","level":"INFO","msg":"Stopped system monitor"}
+{"time":"2025-04-22T13:36:01.292531969-04:00","level":"INFO","msg":"handler: operation stats","stats":{}}
+{"time":"2025-04-22T13:36:01.461755077-04:00","level":"INFO","msg":"fileTransfer: Close: file transfer manager closed"}
+{"time":"2025-04-22T13:36:03.418249732-04:00","level":"INFO","msg":"stream: closing","id":"hc47k8jw"}
+{"time":"2025-04-22T13:36:03.418297973-04:00","level":"INFO","msg":"handler: closed","stream_id":"hc47k8jw"}
+{"time":"2025-04-22T13:36:03.418318932-04:00","level":"INFO","msg":"writer: Close: closed","stream_id":"hc47k8jw"}
+{"time":"2025-04-22T13:36:03.418339511-04:00","level":"INFO","msg":"sender: closed","stream_id":"hc47k8jw"}
+{"time":"2025-04-22T13:36:03.421317411-04:00","level":"INFO","msg":"stream: closed","id":"hc47k8jw"}

exp/finetune/wandb/latest-run/run-hc47k8jw.wandb

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:58cd1587df06b15d93fc7ec1142d48956d866a7a17cb77d87dd2c108790412aa
+size 3785184

exp/finetune/wandb/run-20250422_122624-hc47k8jw/files/requirements.txt

@@ -0,0 +1,309 @@
+monai==1.4.0
+nvidia-nvjitlink-cu12==12.4.127
+jiter==0.8.2
+accelerate==1.3.0
+nvidia-nvtx-cu12==12.4.127
+gitdb==4.0.12
+rfc3986-validator==0.1.1
+proto-plus==1.26.0
+jupyterlab==4.3.5
+prometheus-fastapi-instrumentator==7.0.2
+tomli==2.2.1
+json5==0.10.0
+sniffio==1.3.1
+google-auth==2.38.0
+msgspec==0.19.0
+nvidia-cusparse-cu12==12.3.1.170
+traitlets==5.14.3
+torchvision==0.20.1
+referencing==0.36.2
+astor==0.8.1
+decorator==5.1.1
+importlib_resources==6.4.5
+debugpy==1.8.13
+compressed-tensors==0.9.1
+dill==0.3.8
+evaluate==0.4.3
+pycparser==2.22
+nvidia-nccl-cu12==2.21.5
+mpmath==1.3.0
+ptyprocess==0.7.0
+cffi==1.17.1
+multidict==6.1.0
+bleach==6.2.0
+fastjsonschema==2.21.1
+blake3==1.0.4
+partial-json-parser==0.2.1.1.post5
+jedi==0.19.2
+xgrammar==0.1.11
+nvidia-cusolver-cu12==11.6.1.9
+asttokens==3.0.0
+rfc3339-validator==0.1.4
+aiolimiter==1.2.1
+smart-open==7.1.0
+pyarrow==18.0.0
+torchaudio==2.5.1
+charset-normalizer==3.4.0
+GitPython==3.1.44
+sentencepiece==0.2.0
+nvidia-cuda-runtime-cu12==12.4.127
+huggingface-hub==0.26.2
+pandas==2.2.3
+opencv-python-headless==4.11.0.86
+pyasn1==0.6.1
+msgpack==1.1.0
+frozenlist==1.5.0
+regex==2024.11.6
+pybind11==2.13.6
+smmap==5.0.2
+xxhash==3.5.0
+llvmlite==0.43.0
+uri-template==1.3.0
+multiprocess==0.70.16
+argon2-cffi-bindings==21.2.0
+webencodings==0.5.1
+mistune==3.1.2
+webcolors==24.11.1
+filelock==3.16.1
+tenacity==9.0.0
+fonttools==4.55.1
+nvidia-cuda-cupti-cu12==12.4.127
+widgetsnbextension==4.0.13
+aiohappyeyeballs==2.4.3
+sglang==0.4.2.post3
+yarl==1.18.0
+pandocfilters==1.5.1
+iniconfig==2.0.0
+nbconvert==7.16.6
+ipykernel==6.29.5
+jupyter_core==5.7.2
+vllm==0.7.3.dev57+g2ae88905
+notebook==7.3.2
+certifi==2024.8.30
+websockets==14.2
+googleapis-common-protos==1.67.0rc1
+jupyter_client==8.6.3
+safetensors==0.4.5
+jupyter-lsp==2.2.5
+scikit-learn==1.5.2
+kiwisolver==1.4.7
+einops==0.8.0
+eval_type_backport==0.2.2
+notebook_shim==0.2.4
+pyasn1_modules==0.4.1
+wcwidth==0.2.13
+nvidia-cufft-cu12==11.2.1.3
+jupyterlab_widgets==3.0.13
+pyzmq==26.2.1
+pure_eval==0.2.3
+wandb==0.19.6
+docker-pycreds==0.4.0
+executing==2.2.0
+ipython==8.18.1
+distlib==0.3.9
+uvloop==0.21.0
+python-dotenv==1.0.1
+matplotlib==3.9.3
+tiktoken==0.8.0
+requests==2.32.3
+protobuf==5.29.3
+distro==1.9.0
+wrapt==1.17.2
+pydantic==2.10.6
+soupsieve==2.6
+rouge-score==0.1.2
+pycountry==24.6.1
+terminado==0.18.1
+fsspec==2024.9.0
+Send2Trash==1.8.3
+py-cpuinfo==9.0.0
+sentry-sdk==2.20.0
+scipy==1.13.1
+transformers==4.48.3
+tokenizers==0.21.0
+rsa==4.9
+jupyter-events==0.12.0
+slicer==0.0.8
+async-lru==2.0.4
+openai==1.60.2
+platformdirs==4.3.6
+pytest==8.3.4
+bitsandbytes==0.45.5
+async-timeout==5.0.1
+joblib==1.4.2
+tinycss2==1.4.0
+seaborn==0.13.2
+fqdn==1.5.1
+isoduration==20.11.0
+httpx==0.28.1
+numba==0.60.0
+beautifulsoup4==4.13.3
+jupyter_server_terminals==0.5.3
+sympy==1.13.1
+ray==2.42.0
+httpcore==1.0.7
+depyf==0.18.0
+overrides==7.7.0
+nbformat==5.10.4
+babel==2.17.0
+argon2-cffi==23.1.0
+nvidia-curand-cu12==10.3.5.147
+python-dateutil==2.9.0.post0
+uvicorn==0.34.0
+aiohttp-cors==0.7.0
+nvidia-cuda-nvrtc-cu12==12.4.127
+starlette==0.45.3
+aiosignal==1.3.1
+shap==0.46.0
+matplotlib-inline==0.1.7
+absl-py==2.1.0
+jupyterlab_server==2.27.3
+cloudpickle==3.1.1
+datasets==3.1.0
+jsonschema-specifications==2024.10.1
+comm==0.2.2
+parso==0.8.4
+httptools==0.6.4
+websocket-client==1.8.0
+nvidia-cublas-cu12==12.4.5.8
+six==1.17.0
+outlines==0.1.11
+google-api-core==2.24.1
+jupyter_server==2.15.0
+cachetools==5.5.1
+annotated-types==0.7.0
+virtualenv==20.29.1
+threadpoolctl==3.5.0
+prompt_toolkit==3.0.50
+torch==2.5.1
+watchfiles==1.0.4
+urllib3==2.3.0
+attrs==24.2.0
+nltk==3.9.1
+propcache==0.2.0
+jsonpointer==3.0.0
+aiohttp==3.11.7
+pillow==11.0.0
+outlines_core==0.1.26
+airportsdata==20241001
+pydantic_core==2.27.2
+defusedxml==0.7.1
+lm-format-enforcer==0.10.9
+opencensus==0.11.4
+python-json-logger==3.2.1
+stack-data==0.6.3
+Pygments==2.19.1
+tqdm==4.67.1
+h11==0.14.0
+pluggy==1.5.0
+triton==3.1.0
+rpds-py==0.22.3
+jupyterlab_pygments==0.3.0
+exceptiongroup==1.2.2
+contourpy==1.3.0
+interegular==0.3.3
+jsonschema==4.23.0
+nvidia-cudnn-cu12==9.1.0.70
+pexpect==4.9.0
+jupyter==1.1.1
+opencensus-context==0.2.dev0
+anyio==4.8.0
+ipywidgets==8.1.5
+mistral_common==1.5.3
+nbclient==0.10.2
+gguf==0.10.0
+nest-asyncio==1.6.0
+xformers==0.0.28.post3
+jupyter-console==6.6.3
+tornado==6.4.2
+packaging==24.2
+arrow==1.3.0
+py-spy==0.4.0
+grpcio==1.70.0
+networkx==3.2.1
+typing_extensions==4.12.2
+lark==1.2.2
+colorful==0.6.0a1
+fastapi==0.115.8
+monai-weekly==1.5.dev2505
+diskcache==5.6.3
+types-python-dateutil==2.9.0.20241206
+setproctitle==1.3.4
+prometheus_client==0.21.1
+cycler==0.12.1
+tzdata==2024.2
+pytz==2025.2
+pyparsing==3.2.3
+Werkzeug==3.1.3
+ctc_segmentation==1.7.4
+espnet-tts-frontend==0.0.3
+audioread==3.0.1
+numpy==1.26.4
+h5py==3.13.0
+idna==3.10
+librosa==0.9.2
+zipp==3.21.0
+omegaconf==2.3.0
+lightning==2.5.1
+resampy==0.4.3
+jiwer==3.1.0
+pooch==1.8.2
+jaconv==0.4.0
+pypinyin==0.44.0
+g2p-en==2.1.0
+asteroid-filterbanks==0.4.0
+PySocks==1.7.1
+ci_sdr==0.0.2
+fast_bss_eval==0.1.3
+Markdown==3.8
+hydra-core==1.3.2
+espnet==202503
+setuptools==73.0.1
+espnet-model-zoo==0.1.7
+PyYAML==6.0.2
+torch-complex==0.4.4
+ConfigArgParse==1.7
+Unidecode==1.3.8
+soundfile==0.13.1
+jamo==0.4.1
+Cython==3.0.12
+kaldiio==2.18.1
+editdistance==0.8.1
+humanfriendly==10.0
+psutil==7.0.0
+Distance==0.1.3
+tensorboard-data-server==0.7.2
+click==8.1.8
+gdown==5.2.0
+typeguard==4.4.2
+lightning-utilities==0.14.3
+MarkupSafe==3.0.2
+pyworld==0.3.5
+pytorch-lightning==2.5.1
+pip==25.0
+torchmetrics==1.7.1
+tensorboard==2.19.0
+more-itertools==10.6.0
+Jinja2==3.1.6
+importlib-metadata==4.13.0
+RapidFuzz==3.13.0
+wheel==0.45.1
+antlr4-python3-runtime==4.9.3
+inflect==7.5.0
+opt_einsum==3.4.0
+importlib_resources==6.4.0
+wheel==0.43.0
+backports.tarfile==1.2.0
+autocommand==2.2.2
+inflect==7.3.1
+typing_extensions==4.12.2
+jaraco.text==3.12.1
+zipp==3.19.2
+more-itertools==10.3.0
+platformdirs==4.2.2
+packaging==24.1
+typeguard==4.3.0
+jaraco.functools==4.0.1
+jaraco.context==5.3.0
+importlib_metadata==8.0.0
+tomli==2.0.1

exp/finetune/wandb/run-20250422_122624-hc47k8jw/files/wandb-metadata.json

@@ -0,0 +1,98 @@
+{
+  "os":  "Linux-5.14.0-427.42.1.el9_4.x86_64-x86_64-with-glibc2.34",
+  "python":  "CPython 3.9.6",
+  "startedAt":  "2025-04-22T16:26:24.696915Z",
+  "program":  "/home/gganeshl/speech/asr_ft.py",
+  "codePath":  "asr_ft.py",
+  "email":  "gganeshl@andrew.cmu.edu",
+  "root":  "exp/finetune",
+  "host":  "babel-4-33",
+  "executable":  "/home/gganeshl/miniconda3/envs/speech/bin/python",
+  "codePathLocal":  "asr_ft.py",
+  "cpu_count":  32,
+  "cpu_count_logical":  64,
+  "gpu":  "NVIDIA RTX A6000",
+  "gpu_count":  1,
+  "disk":  {
+    "/":  {
+      "total":  "236663791616",
+      "used":  "88929800192"
+    }
+  },
+  "memory":  {
+    "total":  "540351823872"
+  },
+  "cpu":  {
+    "count":  32,
+    "countLogical":  64
+  },
+  "gpu_nvidia":  [
+    {
+      "name":  "NVIDIA RTX A6000",
+      "memoryTotal":  "51527024640",
+      "cudaCores":  10752,
+      "architecture":  "Ampere"
+    }
+  ],
+  "slurm":  {
+    "cluster_name":  "babel",
+    "conf":  "/var/spool/slurmd/conf-cache/slurm.conf",
+    "cpu_bind":  "quiet,mask_cpu:0x00000001000002000000000100000200",
+    "cpu_bind_list":  "0x00000001000002000000000100000200",
+    "cpu_bind_type":  "mask_cpu:",
+    "cpu_bind_verbose":  "quiet",
+    "cpus_on_node":  "4",
+    "cpus_per_task":  "1",
+    "distribution":  "cyclic,pack",
+    "gpus_on_node":  "1",
+    "gtids":  "0",
+    "job_account":  "cp3a",
+    "job_cpus_per_node":  "4",
+    "job_end_time":  "1745511243",
+    "job_gid":  "2709914",
+    "job_gpus":  "5",
+    "job_group":  "gganeshl",
+    "job_id":  "4624778",
+    "job_name":  "speech_asr",
+    "job_nodelist":  "babel-4-33",
+    "job_num_nodes":  "1",
+    "job_partition":  "general",
+    "job_qos":  "normal",
+    "job_start_time":  "1745338743",
+    "job_uid":  "2709914",
+    "job_user":  "gganeshl",
+    "jobid":  "4624778",
+    "launch_node_ipaddr":  "172.16.1.5",
+    "localid":  "0",
+    "mem_per_node":  "32768",
+    "nnodes":  "1",
+    "nodeid":  "0",
+    "nodelist":  "babel-4-33",
+    "nprocs":  "1",
+    "ntasks":  "1",
+    "prio_process":  "0",
+    "procid":  "0",
+    "pty_port":  "37249",
+    "pty_win_col":  "134",
+    "pty_win_row":  "25",
+    "script_context":  "prolog_task",
+    "srun_comm_host":  "172.16.1.5",
+    "srun_comm_port":  "32883",
+    "step_gpus":  "3",
+    "step_id":  "0",
+    "step_launcher_port":  "32883",
+    "step_nodelist":  "babel-6-21",
+    "step_num_nodes":  "1",
+    "step_num_tasks":  "1",
+    "step_tasks_per_node":  "1",
+    "stepid":  "0",
+    "submit_dir":  "/home/gganeshl/speech",
+    "submit_host":  "babel-6-21",
+    "task_pid":  "3934047",
+    "tasks_per_node":  "4",
+    "topology_addr":  "babel-4-33",
+    "topology_addr_pattern":  "node",
+    "tres_per_task":  "cpu=4"
+  },
+  "cudaVersion":  "12.6"
+}

exp/finetune/wandb/run-20250422_122624-hc47k8jw/files/wandb-summary.json

@@ -0,0 +1 @@
+{"train/train_loss_ctc_epoch":8.894595814524148,"train/train_time":8.246310259787366,"_runtime":4169.55117254,"train/train_loss_epoch":1.2184081917391751,"train/train_forward_time_epoch":0.05445344569766894,"valid/valid_acc_epoch":0.8508969873189927,"train/train_optim_step_time_epoch":0.006779810173436999,"valid/valid_loss_ctc_epoch":21.5558465385437,"valid/valid_cer_ctc_epoch":0.12294024802744388,"epoch":4,"train/train_loss_att_epoch":3.15036278873905,"metrics/loss_scale":1,"metrics/iter_time":1.937151960558258,"train/train_backward_time_epoch":0.05791670780628919,"_timestamp":1.7453433542476704e+09,"train/train_iter_time_epoch":1.937151960558258,"metrics/clip":100,"train/train_clip_epoch":100,"metrics/loss":1.2184081917391751,"_step":203,"train/train_gpu_max_cached_mem_GB_epoch":10.736328125,"train/train_grad_norm_epoch":34.59821179962158,"metrics/optim_step_time":0.006779810173436999,"iteration":2000,"train/train_optim0_lr0_epoch":0.00010000000000000003,"valid/valid_loss_epoch":17.118548574447633,"train/train_train_time_epoch":8.246310259787366,"train/train_loss_scale_epoch":1,"valid/valid_wer_epoch":0.9300000011920929,"metrics/loss_ctc":8.894595814524148,"valid/valid_loss_att_epoch":15.216849050521851,"train/train_acc_epoch":0.9732946280975294,"metrics/optim0_lr0":0.00010000000000000003,"metrics/backward_time":0.05791670780628919,"valid/valid_gpu_max_cached_mem_GB_epoch":10.736328125,"metrics/forward_time":0.05445344569766894,"metrics/loss_att":3.15036278873905,"valid/valid_cer_epoch":0.09997057549655437,"_wandb":{"runtime":4175},"metrics/grad_norm":34.59821179962158,"metrics/acc":0.9732946280975294}

exp/finetune/wandb/run-20250422_122624-hc47k8jw/logs/debug-core.log

@@ -0,0 +1,15 @@
+{"time":"2025-04-22T12:26:24.672048644-04:00","level":"INFO","msg":"main: starting server","port-filename":"/tmp/tmpy0krtiml/port-3934128.txt","pid":3934128,"log-level":0,"disable-analytics":false,"shutdown-on-parent-exit":false}
+{"time":"2025-04-22T12:26:24.673781794-04:00","level":"INFO","msg":"Will exit if parent process dies.","ppid":3934128}
+{"time":"2025-04-22T12:26:24.6746965-04:00","level":"INFO","msg":"server is running","addr":{"IP":"127.0.0.1","Port":45355,"Zone":""}}
+{"time":"2025-04-22T12:26:24.688179568-04:00","level":"INFO","msg":"connection: ManageConnectionData: new connection created","id":"127.0.0.1:53318"}
+{"time":"2025-04-22T12:26:24.699245967-04:00","level":"INFO","msg":"handleInformInit: received","streamId":"hc47k8jw","id":"127.0.0.1:53318"}
+{"time":"2025-04-22T12:26:24.812922771-04:00","level":"INFO","msg":"handleInformInit: stream started","streamId":"hc47k8jw","id":"127.0.0.1:53318"}
+{"time":"2025-04-22T13:36:03.417988098-04:00","level":"INFO","msg":"handleInformFinish: finish message received","streamId":"hc47k8jw","id":"127.0.0.1:53318"}
+{"time":"2025-04-22T13:36:03.4213275-04:00","level":"INFO","msg":"handleInformFinish: stream closed","streamId":"hc47k8jw","id":"127.0.0.1:53318"}
+{"time":"2025-04-22T13:36:03.458763144-04:00","level":"INFO","msg":"handleInformTeardown: server teardown initiated","id":"127.0.0.1:53318"}
+{"time":"2025-04-22T13:36:03.458778322-04:00","level":"INFO","msg":"handleInformTeardown: server shutdown complete","id":"127.0.0.1:53318"}
+{"time":"2025-04-22T13:36:03.458788401-04:00","level":"INFO","msg":"server is shutting down"}
+{"time":"2025-04-22T13:36:03.458799733-04:00","level":"INFO","msg":"connection: closing","id":"127.0.0.1:53318"}
+{"time":"2025-04-22T13:36:03.458922374-04:00","level":"INFO","msg":"connection: closed successfully","id":"127.0.0.1:53318"}
+{"time":"2025-04-22T13:36:03.458959755-04:00","level":"INFO","msg":"connection: ManageConnectionData: connection closed","id":"127.0.0.1:53318"}
+{"time":"2025-04-22T13:36:03.458966237-04:00","level":"INFO","msg":"server is closed"}

exp/finetune/wandb/run-20250422_122624-hc47k8jw/logs/debug-internal.log

@@ -0,0 +1,17 @@
+{"time":"2025-04-22T12:26:24.699996553-04:00","level":"INFO","msg":"stream: starting","core version":"0.19.6","symlink path":"exp/finetune/wandb/run-20250422_122624-hc47k8jw/logs/debug-core.log"}
+{"time":"2025-04-22T12:26:24.81223292-04:00","level":"INFO","msg":"created new stream","id":"hc47k8jw"}
+{"time":"2025-04-22T12:26:24.812702295-04:00","level":"INFO","msg":"writer: Do: started","stream_id":"hc47k8jw"}
+{"time":"2025-04-22T12:26:24.812796834-04:00","level":"INFO","msg":"sender: started","stream_id":"hc47k8jw"}
+{"time":"2025-04-22T12:26:24.812793588-04:00","level":"INFO","msg":"handler: started","stream_id":"hc47k8jw"}
+{"time":"2025-04-22T12:26:24.812797595-04:00","level":"INFO","msg":"stream: started","id":"hc47k8jw"}
+{"time":"2025-04-22T12:26:25.072522218-04:00","level":"INFO","msg":"Starting system monitor"}
+{"time":"2025-04-22T13:28:37.53429929-04:00","level":"INFO","msg":"api: retrying error","error":"Post \"https://api.wandb.ai/files/gganeshl-carnegie-mellon-university/ESPnet_ESPnetEZDataTask/hc47k8jw/file_stream\": dial tcp 35.186.228.49:443: connect: connection timed out"}
+{"time":"2025-04-22T13:36:00.330987928-04:00","level":"INFO","msg":"Stopping system monitor"}
+{"time":"2025-04-22T13:36:00.33232475-04:00","level":"INFO","msg":"Stopped system monitor"}
+{"time":"2025-04-22T13:36:01.292531969-04:00","level":"INFO","msg":"handler: operation stats","stats":{}}
+{"time":"2025-04-22T13:36:01.461755077-04:00","level":"INFO","msg":"fileTransfer: Close: file transfer manager closed"}
+{"time":"2025-04-22T13:36:03.418249732-04:00","level":"INFO","msg":"stream: closing","id":"hc47k8jw"}
+{"time":"2025-04-22T13:36:03.418297973-04:00","level":"INFO","msg":"handler: closed","stream_id":"hc47k8jw"}
+{"time":"2025-04-22T13:36:03.418318932-04:00","level":"INFO","msg":"writer: Close: closed","stream_id":"hc47k8jw"}
+{"time":"2025-04-22T13:36:03.418339511-04:00","level":"INFO","msg":"sender: closed","stream_id":"hc47k8jw"}
+{"time":"2025-04-22T13:36:03.421317411-04:00","level":"INFO","msg":"stream: closed","id":"hc47k8jw"}