session record 20260928_124537

sessions/20260928_124537/config.json

@@ -0,0 +1,242 @@
+{
+  "project": {
+    "name": "DAVID-Net-AV",
+    "hf_repo": "MIHMahmudEli/davidnet-q1-experiments",
+    "hf_repo_type": "model",
+    "hf_data_repo": "MIHMahmudEli/davidnet-q1-data",
+    "hf_private": false,
+    "code_repo": "https://github.com/MIHMahmudEli/david-net-av.git",
+    "code_revision": "main",
+    "work_dir": "/kaggle/working/davidnet",
+    "scratch_dir": "/tmp/davidnet"
+  },
+  "mode": "full",
+  "seeds": [
+    42,
+    123,
+    456
+  ],
+  "data": {
+    "primary": "fakeavceleb",
+    "split_protocol": "strict_identity",
+    "split_seed": 42,
+    "split_fractions": [
+      0.65,
+      0.15,
+      0.2
+    ],
+    "n_frames": 16,
+    "window_seconds": 4.0,
+    "sample_rate": 16000,
+    "frame_size": 224,
+    "cache_frames": 24,
+    "cache_seconds": 6.0,
+    "face_crop": {
+      "enabled": true,
+      "detector": "yunet",
+      "detect_frames": 4,
+      "box_scale": 1.8,
+      "decode_max_side": 640
+    },
+    "cross_datasets": {
+      "celeb-df-v2": {
+        "use_official_test_list": true
+      },
+      "dfdc-10": {
+        "max_real": 2500,
+        "max_fake": 2500
+      },
+      "deepfaketimit": {},
+      "asvspoof2019-la": {
+        "partition": "eval"
+      },
+      "in-the-wild": {},
+      "wavefake": {
+        "max_per_generator": 1000
+      }
+    },
+    "subsample_seed": 0
+  },
+  "features": {
+    "video_model": "MCG-NJU/videomae-base",
+    "audio_model": "microsoft/wavlm-base-plus",
+    "video_spatial_grid": 4,
+    "audio_tokens": 50,
+    "dtype": "float16",
+    "train_view_offsets": [
+      0,
+      4,
+      8
+    ],
+    "eval_view_offset": 4,
+    "qacp_variants_per_clip": 4,
+    "shard_clips": 512,
+    "shard_clips_audio": 4096,
+    "extract_batch_size": "auto"
+  },
+  "model": {
+    "d_model": 768,
+    "n_heads": 8,
+    "n_fusion_layers": 4,
+    "dropout": 0.1,
+    "use_sync": true,
+    "use_disentangle": true,
+    "compose_quadrant": false
+  },
+  "train": {
+    "stage1": {
+      "epochs": 30,
+      "effective_batch": 64,
+      "micro_batch": "auto",
+      "optimizer": "adamw",
+      "lr": 0.0001,
+      "weight_decay": 0.05,
+      "betas": [
+        0.9,
+        0.999
+      ],
+      "scheduler": "warmup_cosine",
+      "warmup_ratio": 0.05,
+      "min_lr_ratio": 0.01,
+      "max_grad_norm": 1.0,
+      "early_stopping_patience": 6,
+      "selection_metric": "val/mean_auc",
+      "sampler": "sqrt_balanced",
+      "sampler_key": "quadrant",
+      "modality_dropout": 0.15,
+      "loss_weights": {
+        "v": 1.0,
+        "a": 1.0,
+        "quad": 0.5,
+        "loc": 0.5,
+        "sync": 0.1,
+        "disentangle": 0.1
+      },
+      "init_from_qacp": true,
+      "nonfinite_patience": 20
+    },
+    "qacp": {
+      "epochs": 40,
+      "effective_batch": 256,
+      "micro_batch": "auto",
+      "lr": 0.0003,
+      "weight_decay": 0.05,
+      "betas": [
+        0.9,
+        0.999
+      ],
+      "scheduler": "warmup_cosine",
+      "warmup_ratio": 0.05,
+      "min_lr_ratio": 0.01,
+      "max_grad_norm": 1.0,
+      "early_stopping_patience": 8,
+      "selection_metric": "val/qacp_loss",
+      "temperature": 0.1,
+      "items_per_epoch": 4096,
+      "pseudo_classes": [
+        "RVRA",
+        "RVFA",
+        "FVRA",
+        "FVFA",
+        "MISMATCH"
+      ],
+      "nonfinite_patience": 20
+    },
+    "baseline": {
+      "epochs": 30,
+      "effective_batch": 64,
+      "micro_batch": "auto",
+      "lr": 0.001,
+      "weight_decay": 0.01,
+      "betas": [
+        0.9,
+        0.999
+      ],
+      "scheduler": "warmup_cosine",
+      "warmup_ratio": 0.05,
+      "min_lr_ratio": 0.01,
+      "max_grad_norm": 1.0,
+      "early_stopping_patience": 6,
+      "selection_metric": "val/mean_auc",
+      "sampler": "sqrt_balanced",
+      "sampler_key": "quadrant",
+      "nonfinite_patience": 20
+    },
+    "phase_b": {
+      "epochs": 6,
+      "effective_batch": 16,
+      "micro_batch": "auto",
+      "lr": 3e-05,
+      "lr_encoder": 1e-05,
+      "weight_decay": 0.05,
+      "betas": [
+        0.9,
+        0.999
+      ],
+      "scheduler": "warmup_cosine",
+      "warmup_ratio": 0.1,
+      "min_lr_ratio": 0.01,
+      "max_grad_norm": 1.0,
+      "early_stopping_patience": 3,
+      "selection_metric": "val/mean_auc",
+      "sampler": "sqrt_balanced",
+      "sampler_key": "quadrant",
+      "modality_dropout": 0.15,
+      "loss_weights": {
+        "v": 1.0,
+        "a": 1.0,
+        "quad": 0.5,
+        "loc": 0.5,
+        "sync": 0.1,
+        "disentangle": 0.1
+      },
+      "unfreeze_top_blocks_video": 2,
+      "unfreeze_top_blocks_audio": 2,
+      "gradient_checkpointing": true,
+      "temporal_augment": true,
+      "nonfinite_patience": 20
+    }
+  },
+  "checkpoint": {
+    "every_steps": 500,
+    "every_minutes": 20,
+    "keep_last": 2,
+    "prune_resume_state_on_completion": true,
+    "upload_retries": 6,
+    "background_upload": true
+  },
+  "session": {
+    "time_budget_hours": 11.5,
+    "safety_minutes": 25,
+    "heartbeat_minutes": 10.0,
+    "lease_minutes": 30.0,
+    "worker_name": "kaggle-worker-2"
+  },
+  "plan": {
+    "groups": null,
+    "only": null,
+    "run_phase_b": true,
+    "stop_on_error": true
+  },
+  "evaluation": {
+    "threshold_policy": "val_eer",
+    "bootstrap": 1000,
+    "ece_bins": 15,
+    "ci_level": 0.95
+  },
+  "hardware": {
+    "precision": "auto",
+    "num_workers": "auto",
+    "deterministic": true
+  },
+  "mixed_precision": true,
+  "smoke": {
+    "max_clips_per_split": 48,
+    "epochs": 2,
+    "every_steps": 3,
+    "datasets": [
+      "fakeavceleb",
+      "in-the-wild"
+    ]
+  }
+}

sessions/20260928_124537/environment.json

@@ -0,0 +1,69 @@
+{
+  "timestamp_utc": "2026-09-28T12:44:02Z",
+  "python": "3.12.13",
+  "platform": "Linux-6.12.90+-x86_64-with-glibc2.35",
+  "hostname": "e6856d0d714e",
+  "cpu_count": 4,
+  "torch": "2.10.0+cu128",
+  "cuda_available": true,
+  "cuda_version": "12.8",
+  "cudnn_version": 91002,
+  "gpus": [
+    {
+      "index": 0,
+      "name": "Tesla T4",
+      "total_memory_gb": 15.64,
+      "capability": "7.5",
+      "multi_processor_count": 40
+    },
+    {
+      "index": 1,
+      "name": "Tesla T4",
+      "total_memory_gb": 15.64,
+      "capability": "7.5",
+      "multi_processor_count": 40
+    }
+  ],
+  "packages": {
+    "torch": "2.10.0+cu128",
+    "torchaudio": "2.10.0+cu128",
+    "torchvision": "0.25.0+cu128",
+    "transformers": "5.0.0",
+    "huggingface_hub": "1.11.0",
+    "safetensors": "0.7.0",
+    "numpy": "2.0.2",
+    "scipy": "1.16.3",
+    "scikit-learn": "1.6.1",
+    "pandas": "2.3.3",
+    "matplotlib": "3.10.0",
+    "opencv-python": "4.13.0.92",
+    "opencv-python-headless": "4.13.0.92",
+    "accelerate": "1.13.0"
+  },
+  "nvidia_smi": "Tesla T4, 580.159.04, 15360 MiB\nTesla T4, 580.159.04, 15360 MiB",
+  "kaggle": {
+    "KAGGLE_KERNEL_RUN_TYPE": "Batch",
+    "KAGGLE_URL_BASE": "https://www.kaggle.com",
+    "KAGGLE_DOCKER_IMAGE": "gcr.io/kaggle-gpu-images/python@sha256:37c64f7dd9c54116ecd1bcc88817c5469b88387388fade02bfa8bf3fc647d461",
+    "KAGGLE_CONTAINER_NAME": "kaggle_9trIbp0lz7rmqcRcirSBSAUs79uEQnaK1J3w5NpzQA-353592991-webtier"
+  },
+  "ffmpeg": [
+    "ffmpeg version 4.4.2-0ubuntu0.22.04.1 Copyright (c) 2000-2021 the FFmpeg developers"
+  ],
+  "host_ram_gb": 33.7,
+  "git": {
+    "commit": "3814666b42b463ec4dc07966c9ba3e3965fa8d1f",
+    "dirty": false,
+    "remote": "https://github.com/MIHMahmudEli/david-net-av.git"
+  },
+  "hardware": {
+    "precision": "fp16",
+    "num_workers": 3,
+    "deterministic": true,
+    "device": "cuda",
+    "n_gpus": 2,
+    "gpu_name": "Tesla T4",
+    "vram_gb": 15.64,
+    "pin_memory": true
+  }
+}

sessions/20260928_124537/pipeline.jsonl

@@ -0,0 +1,6 @@
+{"t": "2026-09-28T12:44:02Z", "level": "INFO", "event": "session_started", "msg": "[session_started] run_type=Batch mode=full device=cuda (Tesla T4, fp16) (git=3814666b42b463ec4dc07966c9ba3e3965fa8d1f)", "git": "3814666b42b463ec4dc07966c9ba3e3965fa8d1f"}
+{"t": "2026-09-28T12:44:03Z", "level": "INFO", "event": "hub_connected", "msg": "[hub_connected] MIHMahmudEli -> https://huggingface.co/MIHMahmudEli/davidnet-q1-experiments (+ data https://huggingface.co/datasets/MIHMahmudEli/davidnet-q1-data)"}
+{"t": "2026-09-28T12:44:13Z", "level": "INFO", "event": "dataset_loaded", "msg": "[dataset_loaded] frozen data 30767e27dae3: celeb-df-v2=518, deepfaketimit=640, fakeavceleb=21544, in-the-wild=31779, wavefake=11000, dfdc-10=5000, asvspoof2019-la=71237"}
+{"t": "2026-09-28T12:44:13Z", "level": "INFO", "event": "features_ready", "msg": "[features_ready] fs-a3b70d8acd complete on MIHMahmudEli/davidnet-q1-data"}
+{"t": "2026-09-28T12:44:40Z", "level": "INFO", "event": "claim_skipped", "msg": "[claim_skipped] EXP_081: held by kaggle-worker-6"}
+{"t": "2026-09-28T12:45:35Z", "level": "INFO", "event": "results_uploaded", "msg": "[results_uploaded] reports: 24 files"}

sessions/20260928_124537/requirements.lock.txt

@@ -0,0 +1,932 @@
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+haversine==2.9.0
+hdbscan==0.8.42
+hep_ml==0.8.0
+hf-xet==1.4.3
+highspy==1.14.0
+holidays==0.95
+holoviews==1.22.1
+hpack==4.1.0
+html5lib==1.1
+httpcore==1.0.9
+httpimport==1.4.1
+httplib2==0.31.2
+httptools==0.7.1
+httpx==0.28.1
+httpx-sse==0.4.3
+huggingface_hub==1.11.0
+humanize==4.15.0
+hyperframe==6.1.0
+hyperopt==0.2.7
+ibis-framework==9.5.0
+id==1.6.1
+idna==3.13
+igraph==1.0.0
+ImageHash==4.3.2
+ImageIO==2.37.3
+imageio-ffmpeg==0.6.0
+imagesize==2.0.0
+imbalanced-learn==0.14.1
+immutabledict==4.3.1
+importlib_metadata==8.7.1
+importlib_resources==7.1.0
+imutils==0.5.4
+in-toto-attestation==0.9.3
+inequality==1.1.2
+inflect==7.5.0
+iniconfig==2.3.0
+intel-cmplr-lib-ur==2025.3.3
+intel-openmp==2025.3.3
+ipyevents==2.0.4
+ipyfilechooser==0.6.0
+ipykernel==6.17.1
+ipyleaflet==0.20.0
+ipympl==0.10.0
+ipyparallel==8.8.0
+ipython==7.34.0
+ipython-genutils==0.2.0
+ipython-sql==0.5.0
+ipython_pygments_lexers==1.1.1
+ipywidgets==8.1.5
+isoduration==20.11.0
+isoweek==1.3.3
+itsdangerous==2.2.0
+Janome==0.5.0
+jaraco.classes==3.4.0
+jaraco.context==6.1.2
+jaraco.functools==4.4.0
+jax==0.7.2
+jax-cuda12-pjrt==0.7.2
+jax-cuda12-plugin==0.7.2
+jaxlib==0.7.2
+jedi==0.19.2
+jeepney==0.9.0
+jieba==0.42.1
+Jinja2==3.1.6
+jiter==0.10.0
+jmespath==1.1.0
+joblib==1.5.3
+json5==0.15.0
+jsonpatch==1.33
+jsonpickle==4.1.1
+jsonpointer==3.1.1
+jsonschema==4.26.0
+jsonschema-specifications==2025.9.1
+jupyter-console==6.6.3
+jupyter-events==0.12.1
+jupyter-leaflet==0.20.0
+jupyter-lsp==1.5.1
+jupyter-ydoc==0.2.5
+jupyter_client==7.4.9
+jupyter_core==5.9.1
+jupyter_kernel_gateway @ git+https://github.com/googlecolab/kernel_gateway@b134e9945df25c2dcb98ade9129399be10788671
+jupyter_server==2.12.5
+jupyter_server_fileid==0.9.3
+jupyter_server_proxy==4.5.0
+jupyter_server_terminals==0.5.4
+jupyter_server_ydoc==0.8.0
+jupyterlab==3.6.8
+jupyterlab-lsp==3.10.2
+jupyterlab_pygments==0.3.0
+jupyterlab_server==2.28.0
+jupyterlab_widgets==3.0.16
+jupytext==1.19.1
+kaggle==2.0.2
+kaggle-environments==1.29.3
+kagglehub==1.0.0
+kagglesdk==0.1.20
+keras==3.13.2
+keras-core==0.1.7
+keras-cv==0.9.0
+keras-hub==0.26.0
+keras-nlp==0.26.0
+keras-tuner==1.4.8
+keyring==25.7.0
+keyrings.google-artifactregistry-auth==1.1.2
+kiwisolver==1.5.0
+kornia==0.8.3
+kornia_rs==0.1.14
+kt-legacy==1.0.5
+langchain==1.2.15
+langchain-core==1.3.1
+langgraph==1.1.9
+langgraph-checkpoint==4.0.2
+langgraph-prebuilt==1.0.10
+langgraph-sdk==0.3.13
+langid==1.1.6
+langsmith==0.7.34
+lark==1.3.1
+launchpadlib==1.10.16
+lazr.restfulclient==0.14.4
+lazr.uri==1.0.6
+lazy-loader==0.5
+learntools @ git+https://github.com/Kaggle/learntools@8a8d4450a699c864febc419fb27ec41443a5942b
+libclang==18.1.1
+libcudf-cu12==26.2.1
+libcugraph-cu12==26.2.0
+libcuml-cu12==26.2.0
+libcuvs-cu12==26.2.0
+libkvikio-cu12==26.2.0
+libpysal==4.14.1
+libraft-cu12==26.2.0
+librmm-cu12==26.2.0
+librosa==0.11.0
+libucx-cu12==1.19.0
+libucxx-cu12==0.48.0
+lightgbm==4.6.0
+lightning-utilities==0.15.3
+lime==0.2.0.1
+line_profiler==5.0.2
+linkify-it-py==2.1.0
+litellm==1.82.4
+llvmlite==0.43.0
+lml==0.2.0
+locket==1.0.0
+logical-unification==0.4.7
+lxml==6.1.0
+Mako==1.3.11
+mamba==0.11.3
+mapclassify==2.10.0
+Markdown==3.10.2
+markdown-it-py==4.0.0
+MarkupSafe==3.0.3
+marshmallow==3.26.2
+matplotlib==3.10.0
+matplotlib-inline==0.2.1
+matplotlib-venn==1.1.2
+mcp==1.27.0
+mdit-py-plugins==0.5.0
+mdurl==0.1.2
+mgwr==2.2.1
+minify_html==0.18.1
+miniKanren==1.0.5
+missingno==0.5.2
+mistune==0.8.4
+mizani==0.13.5
+mkl==2025.3.1
+ml_collections==1.1.0
+ml_dtypes==0.5.4
+mlcrate==0.2.0
+mlxtend==0.23.4
+mmh3==5.2.1
+mne==1.12.1
+model-signing==1.1.1
+momepy==0.11.0
+moocore==0.3.1
+more-itertools==10.8.0
+moviepy==1.0.3
+mpld3==0.5.12
+mpmath==1.3.0
+msgpack==1.1.2
+multidict==6.7.1
+multimethod==1.12
+multipledispatch==1.0.0
+multiprocess==0.70.16
+multitasking==0.0.13
+murmurhash==1.0.15
+music21==9.9.1
+mypy_extensions==1.1.0
+namex==0.1.0
+narwhals==2.20.0
+natsort==8.4.0
+nbclassic==1.3.3
+nbclient==0.5.13
+nbconvert==6.4.5
+nbdev==3.0.17
+nbformat==5.10.4
+ndindex==1.10.1
+nest-asyncio==1.6.0
+networkx==3.6.1
+nibabel==5.4.2
+nilearn==0.13.1
+ninja==1.13.0
+nltk==3.9.1
+notebook==6.5.7
+notebook_shim==0.2.4
+numba==0.60.0
+numba-cuda==0.22.2
+numexpr==2.14.1
+numpy==2.0.2
+nvidia-cublas-cu12==12.8.4.1
+nvidia-cuda-cccl-cu12==12.9.27
+nvidia-cuda-cupti-cu12==12.8.90
+nvidia-cuda-nvcc-cu12==12.8.93
+nvidia-cuda-nvrtc-cu12==12.8.93
+nvidia-cuda-runtime-cu12==12.8.90
+nvidia-cudnn-cu12==9.10.2.21
+nvidia-cufft-cu12==11.3.3.83
+nvidia-cufile-cu12==1.13.1.3
+nvidia-curand-cu12==10.3.9.90
+nvidia-cusolver-cu12==11.7.3.90
+nvidia-cusparse-cu12==12.5.8.93
+nvidia-cusparselt-cu12==0.7.1
+nvidia-libnvcomp-cu12==5.1.0.21
+nvidia-ml-py==13.595.45
+nvidia-nccl-cu12==2.27.5
+nvidia-nvimgcodec-cu12==0.7.0.11
+nvidia-nvjitlink-cu12==12.8.93
+nvidia-nvshmem-cu12==3.4.5
+nvidia-nvtx-cu12==12.8.90
+nvtx==0.2.15
+nx-cugraph-cu12 @ https://pypi.nvidia.com/nx-cugraph-cu12/nx_cugraph_cu12-26.2.0-py3-none-any.whl
+oauth2client==4.1.3
+oauthlib==3.3.1
+odfpy==1.4.1
+olefile==0.47
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+onemkl-license==2025.3.1
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+open-spiel==1.6.15
+openai==2.32.0
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+opencv-python==4.13.0.92
+opencv-python-headless==4.13.0.92
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+opentelemetry-api==1.38.0
+opentelemetry-exporter-gcp-logging==1.11.0a0
+opentelemetry-exporter-gcp-monitoring==1.11.0a0
+opentelemetry-exporter-gcp-trace==1.11.0
+opentelemetry-exporter-otlp-proto-common==1.38.0
+opentelemetry-exporter-otlp-proto-http==1.38.0
+opentelemetry-proto==1.38.0
+opentelemetry-resourcedetector-gcp==1.11.0a0
+opentelemetry-sdk==1.38.0
+opentelemetry-semantic-conventions==0.59b0
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+orbax-checkpoint==0.11.36
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+ormsgpack==1.12.2
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+overrides==7.7.0
+packaging==26.1
+pandas==2.3.3
+pandas-datareader==0.10.0
+pandas-gbq==0.30.0
+pandas-profiling==3.6.6
+pandas-stubs==2.2.2.240909
+pandasql==0.7.3
+pandocfilters==1.5.1
+panel==1.8.10
+papermill==2.7.0
+param==2.3.3
+parso==0.8.6
+parsy==2.2
+partd==1.4.2
+path==17.1.1
+path.py==12.5.0
+pathos==0.3.2
+pathspec==1.1.1
+patsy==1.0.2
+pdf2image==1.17.0
+peewee==4.0.5
+peft==0.19.1
+pettingzoo==1.24.0
+pexpect==4.9.0
+phik==0.12.5
+pickleshare==0.7.5
+pillow==11.3.0
+platformdirs==4.9.6
+plotly==5.24.1
+plotly-express==0.4.1
+plotnine==0.14.5
+pluggy==1.6.0
+plum-dispatch==2.8.0
+pointpats==2.5.5
+pokerkit==0.6.3
+polars==1.35.2
+polars-runtime-32==1.35.2
+pooch==1.9.0
+portpicker==1.5.2
+POT==0.9.6.post1
+pox==0.3.7
+ppft==1.7.8
+preshed==3.0.13
+prettytable==3.17.0
+proglog==0.1.12
+progressbar2==4.5.0
+prometheus_client==0.25.0
+promise==2.3
+prompt_toolkit==3.0.52
+propcache==0.4.1
+prophet==1.3.0
+proto-plus==1.27.2
+protobuf==5.29.5
+psutil==5.9.5
+psycopg2==2.9.12
+psygnal==0.15.1
+ptyprocess==0.7.0
+pudb==2025.1.5
+PuLP==3.3.0
+puremagic==2.2.0
+py-cpuinfo==9.0.0
+py4j==0.10.9.9
+pyaml==26.2.1
+PyArabic==0.6.15
+pyarrow==24.0.0
+pyasn1==0.6.3
+pyasn1_modules==0.4.2
+pybind11==3.0.4
+pycairo==1.29.0
+pyclipper==1.4.0
+pycocotools==2.0.11
+pycparser==3.0
+pycryptodome==3.23.0
+pycryptodomex==3.23.0
+pycuda==2026.1
+pydantic==2.12.3
+pydantic-settings==2.14.0
+pydantic_core==2.41.4
+pydata-google-auth==1.9.1
+pydicom==3.0.2
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+pydotplus==2.0.2
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+pydub==0.25.1
+pyemd==2.0.0
+pyerfa==2.0.1.5
+pyexcel-io==0.6.8
+pyexcel-ods==0.6.0
+pygame==2.6.1
+pygit2==1.19.2
+pygltflib==1.16.5
+Pygments==2.20.0
+PyGObject==3.48.2
+pyiceberg==0.11.1
+pyjson5==2.0.1
+PyJWT==2.12.1
+pyLDAvis==3.4.1
+pylibcudf-cu12==26.2.1
+pylibcugraph-cu12==26.2.0
+pylibraft-cu12==26.2.0
+pymc==5.28.4
+pymongo==4.17.0
+Pympler==1.1
+pynndescent==0.6.0
+pyogrio==0.12.1
+pyomo==6.10.0
+PyOpenGL==3.1.10
+pyOpenSSL==24.2.1
+pyparsing==3.3.2
+pypdf==6.14.2
+pyperclip==1.11.0
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+pyproject_hooks==1.2.0
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+pysal==25.7
+pyshp==3.0.3
+PySocks==1.7.1
+pyspark==4.0.2
+pytensor==2.38.2
+pytesseract==0.3.13
+pytest==8.4.2
+python-apt==0.0.0
+python-bidi==0.6.10
+python-box==7.4.1
+python-dateutil==2.9.0.post0
+python-dotenv==1.2.2
+python-fasthtml==0.12.50
+python-json-logger==4.1.0
+python-louvain==0.16
+python-lsp-jsonrpc==1.1.2
+python-lsp-server==1.14.0
+python-multipart==0.0.26
+python-slugify==8.0.4
+python-snappy==0.7.3
+python-utils==3.9.1
+pytokens==0.4.1
+pytools==2026.1.1
+pytorch-ignite==0.5.4
+pytorch-lightning==2.6.5
+pytz==2025.2
+PyUpSet==0.1.1.post7
+pyviz_comms==3.0.6
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+qgrid==1.3.1
+qtconsole==5.7.2
+QtPy==2.4.3
+quantecon==0.11.2
+raft-dask-cu12==26.2.0
+rapids-dask-dependency==26.2.0
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+rasterstats==0.20.0
+ratelim==0.1.6
+ray==2.55.1
+referencing==0.37.0
+regex==2025.11.3
+requests==2.32.4
+requests-oauthlib==2.0.0
+requests-toolbelt==1.0.0
+requirements-parser==0.9.0
+rfc3161-client==1.0.6
+rfc3339-validator==0.1.4
+rfc3986-validator==0.1.1
+rfc3987-syntax==1.1.0
+rfc8785==0.1.4
+rgf-python==3.12.0
+rich==13.9.4
+rmm-cu12==26.2.0
+roman-numerals==4.1.0
+roman-numerals-py==4.1.0
+rouge_score==0.1.2
+rpds-py==0.30.0
+rpy2==3.5.17
+rsa==4.9.1
+rtree==1.4.1
+ruamel.yaml==0.19.1
+ruff==0.15.11
+s3fs==0.4.2
+s3transfer==0.19.0
+safehttpx==0.1.7
+safetensors==0.7.0
+scikit-image==0.25.2
+scikit-learn==1.6.1
+scikit-multilearn==0.2.0
+scikit-optimize==0.10.2
+scikit-plot==0.3.7
+scikit-surprise==1.1.5
+scipy==1.16.3
+scooby==0.11.2
+scs==3.2.11
+seaborn==0.13.2
+SecretStorage==3.5.0
+securesystemslib==1.4.0
+segment_anything @ git+https://github.com/facebookresearch/segment-anything.git@dca509fe793f601edb92606367a655c15ac00fdf
+segregation==2.5.4
+semantic-version==2.10.0
+Send2Trash==2.1.0
+sentence-transformers==5.4.1
+sentencepiece==0.2.1
+sentry-sdk==2.58.0
+setuptools==81.0.0
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+shapely==2.1.2
+shellingham==1.5.4
+Shimmy==2.0.1
+sigstore==4.3.0
+sigstore-models==0.0.6
+sigstore-rekor-types==0.0.18
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+simple-parsing==0.1.8
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+simsimd==6.5.16
+siphash24==1.8
+six==1.17.0
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+sklearn-pandas==2.2.0
+slicer==0.0.8
+smart_open==7.6.0
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+soundfile==0.13.1
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+sphinxcontrib-applehelp==2.0.0
+sphinxcontrib-devhelp==2.0.0
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+starlette==0.52.1
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+strictyaml==1.7.3
+stringzilla==4.6.0
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+tensorboard-data-server==0.7.2
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+tensorflow-io-gcs-filesystem==0.37.1
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+tensorflow-probability==0.25.0
+tensorflow-text==2.20.1
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+torch==2.10.0+cu128
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+torchaudio==2.10.0+cu128
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+uc-micro-py==2.0.0
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+uri-template==1.3.0
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+urllib3==2.5.0
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+vega-datasets==0.9.0
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+wcwidth==0.6.0
+weasel==1.0.0
+webcolors==25.10.0
+webencodings==0.5.1
+websocket-client==1.9.0
+websockets==15.0.1
+Werkzeug==3.1.8
+wheel==0.47.0
+widgetsnbextension==4.0.15
+woodwork==0.31.0
+wordcloud==1.9.6
+wrapt==2.1.2
+xarray==2025.12.0
+xarray-einstats==0.10.0
+xgboost==3.2.0
+xlrd==2.0.2
+xvfbwrapper==0.2.23
+xxhash==3.6.0
+xyzservices==2026.3.0
+y-py==0.6.2
+yarl==1.23.0
+ydata-profiling==4.18.4
+ydf==0.15.0
+ydf_tf==2.20.0
+yellowbrick==1.5
+yfinance==0.2.66
+ypy-websocket==0.8.4
+zict==3.0.0
+zipp==3.23.1
+zstandard==0.25.0

sessions/20260928_124537/session.json

@@ -0,0 +1,6 @@
+{
+  "elapsed_hours": 0.027098646892441642,
+  "feature_set_id": "fs-a3b70d8acd",
+  "data_freeze_sha": "30767e27dae3811f2c9bddffa0ca539ea17f7393d08a39c8f39a5e9fecccd6c4",
+  "stage": "end of session"
+}