CALTECH101 caltech101_disef_20261005T073721Z_262ae8436d11: recovery bootstrap

_progress/caltech101_disef_20261005T073721Z_262ae8436d11/bootstrap/generation_config.json

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+{
+  "attention_backend": "diffusers default SDPA",
+  "batch_size": 16,
+  "caption_model": "llava-hf/llava-1.5-7b-hf",
+  "caption_temperature": 0.2,
+  "classes": [
+    "face",
+    "leopard",
+    "motorbike",
+    "accordion",
+    "airplane",
+    "anchor",
+    "ant",
+    "barrel",
+    "bass",
+    "beaver",
+    "binocular",
+    "bonsai",
+    "brain",
+    "brontosaurus",
+    "buddha",
+    "butterfly",
+    "camera",
+    "cannon",
+    "car_side",
+    "ceiling_fan",
+    "cellphone",
+    "chair",
+    "chandelier",
+    "cougar_body",
+    "cougar_face",
+    "crab",
+    "crayfish",
+    "crocodile",
+    "crocodile_head",
+    "cup",
+    "dalmatian",
+    "dollar_bill",
+    "dolphin",
+    "dragonfly",
+    "electric_guitar",
+    "elephant",
+    "emu",
+    "euphonium",
+    "ewer",
+    "ferry",
+    "flamingo",
+    "flamingo_head",
+    "garfield",
+    "gerenuk",
+    "gramophone",
+    "grand_piano",
+    "hawksbill",
+    "headphone",
+    "hedgehog",
+    "helicopter",
+    "ibis",
+    "inline_skate",
+    "joshua_tree",
+    "kangaroo",
+    "ketch",
+    "lamp",
+    "laptop",
+    "llama",
+    "lobster",
+    "lotus",
+    "mandolin",
+    "mayfly",
+    "menorah",
+    "metronome",
+    "minaret",
+    "nautilus",
+    "octopus",
+    "okapi",
+    "pagoda",
+    "panda",
+    "pigeon",
+    "pizza",
+    "platypus",
+    "pyramid",
+    "revolver",
+    "rhino",
+    "rooster",
+    "saxophone",
+    "schooner",
+    "scissors",
+    "scorpion",
+    "sea_horse",
+    "snoopy",
+    "soccer_ball",
+    "stapler",
+    "starfish",
+    "stegosaurus",
+    "stop_sign",
+    "strawberry",
+    "sunflower",
+    "tick",
+    "trilobite",
+    "umbrella",
+    "watch",
+    "water_lilly",
+    "wheelchair",
+    "wild_cat",
+    "windsor_chair",
+    "wrench",
+    "yin_yang"
+  ],
+  "config_fingerprint": "262ae8436d11af1a1d6a0bda4945b2c58ae9e156b7ed39dd62a4887e98448e30",
+  "created_at": "2026-10-05T07:37:21.636479+00:00",
+  "cross_sample_caption": true,
+  "dataset": "Caltech101",
+  "dataset_version": "torchvision Caltech101 / official DISEF CoOp split",
+  "diffusion_model": "SG161222/Realistic_Vision_V2.0",
+  "dtype": "bfloat16",
+  "expected_total": 6400,
+  "fewshot": 16,
+  "filter_backend": "Qwen3-VL-Embedding-2B (SPC adaptation)",
+  "filter_model": "Qwen/Qwen3-VL-Embedding-2B",
+  "global_seed": 20261005,
+  "guidance_scale": 8.0,
+  "images_per_class": 64,
+  "jpeg_quality": 95,
+  "model_revisions": {
+    "caption": "b234b804b114d9e37bb655e11cbbb5f5e971b7a9",
+    "diffusion": "aaa388343c7f35f6416eea9d29574a4d1ad59817",
+    "filter": "9f2f7e710d6d81056aa5c0a4f04764fec6bb7bda"
+  },
+  "num_inference_steps": 20,
+  "resolution": 512,
+  "run_id": "caltech101_disef_20261005T073721Z_262ae8436d11",
+  "scheduler": "DPMSolverMultistepScheduler / DPM-Solver++",
+  "selected_sources_sha256": "2485b4a8b73946ebe11201185e99793660870dca862c05c73df902a1ca6f3942",
+  "spc_commit": "96834b22d5e59c852e53d713d434cbabb2f0d165",
+  "split_seed": 1,
+  "split_sha256": "8d52725a2e4273ffbc03a1f6d923e5c01baf1595f9572b4f14f63046ada21110",
+  "starting_step": 15,
+  "strength": 0.25
+}

_progress/caltech101_disef_20261005T073721Z_262ae8436d11/bootstrap/optimization_benchmark.csv

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+batch_size,dtype,attention_backend,peak_vram_mb,gpu_util_percent,images_per_second,images_per_minute,duration_seconds,status
+1,bfloat16,SDPA,7338.9,84.0,4.435476669577166,266.12860017463,0.45090982300007454,PASS
+2,bfloat16,SDPA,7754.1,98.0,7.171712952545593,430.3027771527356,0.557746806999603,PASS
+4,bfloat16,SDPA,8779.4,65.0,8.35016029802589,501.0096178815535,0.9580654400001549,PASS
+8,bfloat16,SDPA,10830.1,8.0,8.122693558308889,487.3616134985333,1.9697899329999018,PASS
+16,bfloat16,SDPA,14931.3,24.0,8.387115528189618,503.2269316913771,3.815376084000036,PASS
+32,bfloat16,SDPA,23133.6,99.0,8.022734937581452,481.36409625488716,7.9773294890001125,PASS

_progress/caltech101_disef_20261005T073721Z_262ae8436d11/bootstrap/requirements_molab.txt

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+# Validated Molab environment (Python 3.13, CUDA 13 / Blackwell)
+torch==2.14.1
+torchvision==0.29.1
+diffusers==0.40.0
+transformers==5.18.0
+accelerate==1.15.0
+huggingface-hub==1.33.0
+qwen-vl-utils==0.0.14
+sentencepiece==0.2.2
+open-clip-torch==3.3.0
+peft==0.21.2
+Pillow==12.3.0
+numpy==2.5.3
+pandas==3.0.3
+matplotlib==3.11.1

_progress/caltech101_disef_20261005T073721Z_262ae8436d11/bootstrap/restore_caltech101_disef_from_hf.sh

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+#!/usr/bin/env bash
+set -euo pipefail
+RUN_ID="${1:?Usage: $0 RUN_ID [RUN_ROOT]}"
+RUN_ROOT="${2:-/marimo/runs/disef_caltech101}"
+SPC_DIR="${SPC_DIR:-/marimo/SPC}"
+BOOT_DIR="/marimo/caltech101_recovery_bootstrap/$RUN_ID"
+PYTHON_BIN="${PYTHON_BIN:-/tmp/uv-venv/bin/python}"
+if [[ ! -d "$SPC_DIR/.git" ]]; then git clone https://github.com/thanhhai1988/SPC.git "$SPC_DIR"; fi
+mkdir -p "$BOOT_DIR"
+"$PYTHON_BIN" - "$RUN_ID" "$BOOT_DIR" <<'PY'
+import os,sys,shutil
+from pathlib import Path
+from huggingface_hub import snapshot_download
+run_id,dest=sys.argv[1],Path(sys.argv[2])
+snap=Path(snapshot_download('DanielNguyen121/DisEF-Caltech101',repo_type='dataset',token=os.environ.get('HF_TOKEN'),allow_patterns=[f'_progress/{run_id}/bootstrap/*']))
+src=snap/f'_progress/{run_id}/bootstrap'
+for p in src.iterdir(): shutil.copy2(p,dest/p.name)
+PY
+if [[ -f "$BOOT_DIR/DISEF_CALTECH101_PATCH.diff" ]]; then
+  git -C "$SPC_DIR" apply --check "$BOOT_DIR/DISEF_CALTECH101_PATCH.diff" 2>/dev/null && git -C "$SPC_DIR" apply "$BOOT_DIR/DISEF_CALTECH101_PATCH.diff" || true
+fi
+uv pip install -r "$BOOT_DIR/requirements_molab.txt" -p "$PYTHON_BIN"
+if [[ ! -d /marimo/Qwen3-VL-Embedding ]]; then git clone https://github.com/QwenLM/Qwen3-VL-Embedding.git /marimo/Qwen3-VL-Embedding; fi
+"$PYTHON_BIN" - "$SPC_DIR" <<'PY'
+import hashlib, shutil, subprocess, sys, zipfile
+from pathlib import Path
+spc=Path(sys.argv[1])
+root=Path('/marimo/data/caltech101/train')
+archive=root/'caltech-101.zip'
+url='https://data.caltech.edu/records/mzrjq-6wc02/files/caltech-101.zip'
+if not archive.exists():
+    root.mkdir(parents=True,exist_ok=True)
+    subprocess.run(['curl','-k','-fL',url,'-o',str(archive)],check=True)
+if hashlib.md5(archive.read_bytes()).hexdigest() != '3138e1922a9193bfa496528edbbc45d0':
+    raise RuntimeError('Caltech101 archive MD5 mismatch')
+categories=root/'caltech101'/'101_ObjectCategories'
+if not categories.exists():
+    with zipfile.ZipFile(archive) as zf: zf.extractall(root)
+split_source=spc/'DataSplit'/'split_coop_Caltech101.csv'
+if not split_source.exists():
+    raise RuntimeError(f'missing patched DISEF split: {split_source}')
+shutil.copy2(split_source,root/'split_coop.csv')
+PY
+"$PYTHON_BIN" "$SPC_DIR/DisEF/caltech101_hf.py" restore --run-id "$RUN_ID" --dest "$RUN_ROOT"
+exec bash "$SPC_DIR/DisEF/resume_caltech101_disef.sh" "$RUN_ROOT"

_progress/caltech101_disef_20261005T073721Z_262ae8436d11/bootstrap/resume_caltech101_disef.sh

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+#!/usr/bin/env bash
+set -euo pipefail
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+exec bash "$SCRIPT_DIR/run_caltech101_disef.sh" "${1:-/marimo/runs/disef_caltech101}"

_progress/caltech101_disef_20261005T073721Z_262ae8436d11/bootstrap/run_caltech101_disef.sh

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+#!/usr/bin/env bash
+set -euo pipefail
+RUN_ROOT="${1:-/marimo/runs/disef_caltech101}"
+BATCH_SIZE="${DISEF_BATCH_SIZE:-${2:-16}}"
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+PYTHON_BIN="${PYTHON_BIN:-/tmp/uv-venv/bin/python}"
+mkdir -p "$RUN_ROOT/logs" "$RUN_ROOT/state"
+"$PYTHON_BIN" "$SCRIPT_DIR/caltech101_status.py" --run-root "$RUN_ROOT" 2>/dev/null | head -4 || true
+nohup setsid "$PYTHON_BIN" "$SCRIPT_DIR/caltech101_supervisor.py" --run-root "$RUN_ROOT" --max-restarts 3 --batch-size "$BATCH_SIZE" \
+  >>"$RUN_ROOT/logs/supervisor.log" 2>&1 </dev/null &
+SUPERVISOR_PID=$!
+nohup setsid "$PYTHON_BIN" "$SCRIPT_DIR/caltech101_monitor.py" --run-root "$RUN_ROOT" --watch --interval 300 \
+  >>"$RUN_ROOT/logs/monitor.log" 2>&1 </dev/null &
+MONITOR_PID=$!
+nohup setsid "$PYTHON_BIN" "$SCRIPT_DIR/caltech101_checkpoint_daemon.py" --run-root "$RUN_ROOT" --interval 300 \
+  >>"$RUN_ROOT/logs/checkpoint_daemon.log" 2>&1 </dev/null &
+CHECKPOINT_PID=$!
+echo "supervisor_pid=$SUPERVISOR_PID monitor_pid=$MONITOR_PID checkpoint_pid=$CHECKPOINT_PID run_root=$RUN_ROOT"

_progress/caltech101_disef_20261005T073721Z_262ae8436d11/bootstrap/run_metadata.json

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+{
+  "attention_backend": "SDPA",
+  "config_fingerprint": "262ae8436d11af1a1d6a0bda4945b2c58ae9e156b7ed39dd62a4887e98448e30",
+  "dataset_archive_md5": "3138e1922a9193bfa496528edbbc45d0",
+  "dataset_archive_url": "https://data.caltech.edu/records/mzrjq-6wc02/files/caltech-101.zip",
+  "generated_at": "2026-10-05T07:40:12.486535+00:00",
+  "patch_file": "DISEF_CALTECH101_PATCH.diff",
+  "patch_sha256": "0c75822314e2e939a11bfbad79618ec35501f3ae13988d5c6163d7b3a290d094",
+  "precision": "bfloat16",
+  "run_id": "caltech101_disef_20261005T073721Z_262ae8436d11",
+  "selected_batch_size": 16,
+  "spc_original_commit": "96834b22d5e59c852e53d713d434cbabb2f0d165"
+}

_progress/caltech101_disef_20261005T073721Z_262ae8436d11/bootstrap/status_caltech101_disef.sh

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+#!/usr/bin/env bash
+set -euo pipefail
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+exec "${PYTHON_BIN:-/tmp/uv-venv/bin/python}" "$SCRIPT_DIR/caltech101_status.py" --run-root "${1:-/marimo/runs/disef_caltech101}"