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results/codec_conditions.csv

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+condition_id,codec,quality_distance,mode,lossless,reconstruction_mode,repair,protected,status,failure_stage
+png_baseline,png,,raw,True,raw,none,False,completed,
+webp_lossless,webp_lossless,lossless,raw,True,raw,none,False,completed,
+jpeg_q100_raw,jpeg_q100,,raw,False,raw,none,False,weight_gate_blocked,weight_gate
+jpeg_q100_repair_zero,jpeg_q100,,repair_zero,False,repair_zero,zero,False,completed,
+jpeg_q100_protected_high,jpeg_q100,,protected_high,False,protected_high,none,True,completed,
+jpeg_q80_raw,jpeg_q80,,raw,False,raw,none,False,weight_gate_blocked,weight_gate
+jpeg_q80_repair_zero,jpeg_q80,,repair_zero,False,repair_zero,zero,False,completed,generation
+jpeg_q80_protected_high,jpeg_q80,,protected_high,False,protected_high,none,True,completed,
+webp_q80_raw,webp_q80,,raw,False,raw,none,False,weight_gate_blocked,weight_gate
+webp_q80_repair_zero,webp_q80,,repair_zero,False,repair_zero,zero,False,completed,generation
+webp_q80_protected_high,webp_q80,,protected_high,False,protected_high,none,True,completed,
+avif_q70_raw,avif_q70,,raw,False,raw,none,False,weight_gate_blocked,weight_gate
+avif_q70_repair_zero,avif_q70,,repair_zero,False,repair_zero,zero,False,completed,generation
+avif_q70_protected_high,avif_q70,,protected_high,False,protected_high,none,True,completed,
+jxl_d1_raw,jxl_d1,d1,raw,False,raw,none,False,weight_gate_blocked,weight_gate
+jxl_d1_repair_zero,jxl_d1,d1,repair_zero,False,repair_zero,zero,False,completed,generation
+jxl_d1_protected_high,jxl_d1,d1,protected_high,False,protected_high,none,True,completed,

results/condition_summary.csv

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+condition_id,attempted,completed,success,denominator,rate,clip_mean,first_failure_stage,sample_sha_match_rate,nan_count,exponent_mismatch_count,payload_over_png
+png_baseline,100,100,100,100,1.0,25.60538167953491,,1.0,0,0,1.0
+webp_lossless,100,100,100,100,1.0,25.60538167953491,,1.0,0,0,0.7572009918694315
+jpeg_q100_raw,0,0,0,100,0.0,,weight_gate,N/A,1257,5067354,1.7395705479483816
+jpeg_q100_repair_zero,100,100,100,100,1.0,24.97535108566284,,N/A,0,5066097,1.7395705479483816
+jpeg_q100_protected_high,100,100,100,100,1.0,25.56009853363037,,N/A,0,0,1.0688252766012698
+jpeg_q80_raw,0,0,0,100,0.0,,weight_gate,N/A,144962,36174385,0.5604972313120699
+jpeg_q80_repair_zero,100,100,0,100,0.0,,generation,N/A,0,36172277,0.5604972313120699
+jpeg_q80_protected_high,100,100,100,100,1.0,25.648807697296142,,N/A,0,0,0.6344315900979278
+webp_q80_raw,0,0,0,100,0.0,,weight_gate,N/A,1097350,38755239,0.2877079681640125
+webp_q80_repair_zero,100,100,0,100,0.0,,generation,N/A,0,38754164,0.2877079681640125
+webp_q80_protected_high,100,100,100,100,1.0,25.556653270721437,,N/A,0,0,0.6232985405889936
+avif_q70_raw,0,0,0,100,0.0,,weight_gate,N/A,445041,36883152,0.3309621961916095
+avif_q70_repair_zero,100,100,0,100,0.0,,generation,N/A,0,36881091,0.3309621961916095
+avif_q70_protected_high,100,100,100,100,1.0,25.64476993560791,,N/A,0,0,0.607259893814647
+jxl_d1_raw,0,0,0,100,0.0,,weight_gate,N/A,59017,34599009,0.4396069801647516
+jxl_d1_repair_zero,100,100,0,100,0.0,,generation,N/A,0,34595775,0.4396069801647516
+jxl_d1_protected_high,100,100,100,100,1.0,25.60903305053711,,N/A,0,0,0.6278196734146747

results/final_conclusion.md

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+# Final conclusion
+Profile: `full`
+**full run**
+
+## Conclusions
+Hypothesis status: supported (5/5 associated lossy raw codecs). Rule: count lossy raw codecs with nonfinite>0 and raw success<corresponding protected-high exponent-preserved success; causality not inferred.
+Codec-specific observed associations are not binary claims of unique fragility and do not establish causality.
+
+## Questions
+### Question 1
+Answer: JPEG is not uniquely fragile in full run: jpeg_q100_raw: success=0/100, NaN=1257, +Inf=0, non-finite total=1257; jpeg_q80_raw: success=0/100, NaN=144962, +Inf=289, non-finite total=145251; webp_q80_raw: success=0/100, NaN=1097350, +Inf=0, non-finite total=1097350; avif_q70_raw: success=0/100, NaN=445041, +Inf=59, non-finite total=445100; jxl_d1_raw: success=0/100, NaN=59017, +Inf=13, non-finite total=59030; all five lossy raw codecs introduced nonfinite values and all had 0/100 blocked.
+
+### Question 2
+Answer: Repair Zero recovered only JPEG Q100 (1/5), other four 0/100 with nonfinite generated image. Removing nonfinite weights alone is insufficient because severe finite/exponent corruption remains.
+
+### Question 3
+Answer: Minimum raw nonfinite count=1257; tied conditions: jpeg_q100_raw.
+
+### Question 4
+Answer: Minimum raw exponent-mismatch count=5067354; tied conditions: jpeg_q100_raw.
+
+### Question 5
+Answer: Overall observed best is WebP Lossless: bit-exact/sample hash rate=1.0, payload/PNG=0.7572009918694315, success=100/100, CLIP=25.60538167953491, backend=Pillow. Among lossy-backed protected hybrids, observed tradeoff is WebP Q80 Protected: Pillow dual payload, payload/PNG=0.6232985405889936, delta=-0.048728408813476565, CI=[-0.14682241678237917, 0.043125151634216305], N=100. AVIF Protected may be smaller where measured but requires extra codec support; JXL adds external backend complexity. A CI crossing zero is not an equivalence or noninferiority claim.
+
+### Question 6
+Answer: Yes for protected candidates maintained baseline success below PNG: jpeg_q80_protected_high, webp_q80_protected_high, avif_q70_protected_high, jxl_d1_protected_high; these are not pure lossy artifacts because the high plane is PNG lossless. Pure lossy raw/repair candidates below PNG with baseline success: none. WebP Lossless is a separate lossless control. Paired quality values are reported per condition in paired_quality_metrics.csv.
+
+Hypothesis status is an observed association only; causality is not inferred.
+FID: N/A.

results/paired_quality_metrics.csv

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+condition_id,baseline_condition,paired_n,prompt_ids_sha256,mean_delta,ci_low,ci_high,seed,resamples,na_reason
+png_baseline,png_baseline,100,120f0500ff543e42f3a84eedb807390b134b16730838bd984aab6c23a4fd3499,0.0,0.0,0.0,20260727,10000,
+webp_lossless,png_baseline,100,120f0500ff543e42f3a84eedb807390b134b16730838bd984aab6c23a4fd3499,0.0,0.0,0.0,20260727,10000,
+jpeg_q100_raw,png_baseline,0,4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945,,,,20260727,10000,no successful finite prompt intersection
+jpeg_q100_repair_zero,png_baseline,100,120f0500ff543e42f3a84eedb807390b134b16730838bd984aab6c23a4fd3499,-0.6300305938720703,-1.286765865802765,0.015597693920135115,20260727,10000,
+jpeg_q100_protected_high,png_baseline,100,120f0500ff543e42f3a84eedb807390b134b16730838bd984aab6c23a4fd3499,-0.045283145904541015,-0.07880426502227784,-0.01474615907669068,20260727,10000,
+jpeg_q80_raw,png_baseline,0,4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945,,,,20260727,10000,no successful finite prompt intersection
+jpeg_q80_repair_zero,png_baseline,0,4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945,,,,20260727,10000,no successful finite prompt intersection
+jpeg_q80_protected_high,png_baseline,100,120f0500ff543e42f3a84eedb807390b134b16730838bd984aab6c23a4fd3499,0.04342601776123047,-0.09171708822250366,0.17620785856246932,20260727,10000,
+webp_q80_raw,png_baseline,0,4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945,,,,20260727,10000,no successful finite prompt intersection
+webp_q80_repair_zero,png_baseline,0,4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945,,,,20260727,10000,no successful finite prompt intersection
+webp_q80_protected_high,png_baseline,100,120f0500ff543e42f3a84eedb807390b134b16730838bd984aab6c23a4fd3499,-0.048728408813476565,-0.14682241678237917,0.043125151634216305,20260727,10000,
+avif_q70_raw,png_baseline,0,4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945,,,,20260727,10000,no successful finite prompt intersection
+avif_q70_repair_zero,png_baseline,0,4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945,,,,20260727,10000,no successful finite prompt intersection
+avif_q70_protected_high,png_baseline,100,120f0500ff543e42f3a84eedb807390b134b16730838bd984aab6c23a4fd3499,0.03938825607299805,-0.06331950092315675,0.1402137789726257,20260727,10000,
+jxl_d1_raw,png_baseline,0,4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945,,,,20260727,10000,no successful finite prompt intersection
+jxl_d1_repair_zero,png_baseline,0,4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945,,,,20260727,10000,no successful finite prompt intersection
+jxl_d1_protected_high,png_baseline,100,120f0500ff543e42f3a84eedb807390b134b16730838bd984aab6c23a4fd3499,0.0036513710021972654,-0.07868413877487182,0.08661800765991207,20260727,10000,

results/representative_prompt_ids.json

@@ -0,0 +1,12 @@
+{
+  "prompt_ids": [
+    "pm4-001-cca08f5b",
+    "pm4-002-effb6eaa",
+    "pm4-003-46e10145",
+    "pm4-004-ab14afb8",
+    "pm4-005-5e9b5a50",
+    "pm4-006-44a2087e",
+    "pm4-007-5003533d",
+    "pm4-008-54647723"
+  ]
+}

results/run_manifest.json

@@ -0,0 +1,817 @@
+{
+  "cfg": 6.0,
+  "clip": {
+    "requested": "openai/clip-vit-base-patch32",
+    "revision": "3d74acf9a28c67741b2f4f2ea7635f0aaf6f0268"
+  },
+  "code_hashes": {
+    "cross_codec": "aa48dcea43d7d15082488c64a11266ee6b48e6cf5598577fcb62d69ff6d53610",
+    "jpeg_repair": "5172c0fb3c9155c0d8a88ac2579d743d6fd8cfb09a6868a0cf85ce377600224a",
+    "runner": "917bbec0fc71f21f60d84c59df8a2822434b8802f4bb42790673a98c00b14a8b"
+  },
+  "codec_preflight": [
+    {
+      "argv": [
+        "Pillow",
+        "PNG"
+      ],
+      "available": true,
+      "diagnostics": {},
+      "metadata": {},
+      "name": "png",
+      "reason": null,
+      "version": "12.2.0"
+    },
+    {
+      "argv": [
+        "Pillow",
+        "WEBP"
+      ],
+      "available": true,
+      "diagnostics": {},
+      "metadata": {},
+      "name": "webp_lossless",
+      "reason": null,
+      "version": "12.2.0"
+    },
+    {
+      "argv": [
+        "Pillow",
+        "JPEG"
+      ],
+      "available": true,
+      "diagnostics": {},
+      "metadata": {},
+      "name": "jpeg_q100",
+      "reason": null,
+      "version": "12.2.0"
+    },
+    {
+      "argv": [
+        "Pillow",
+        "JPEG"
+      ],
+      "available": true,
+      "diagnostics": {},
+      "metadata": {},
+      "name": "jpeg_q80",
+      "reason": null,
+      "version": "12.2.0"
+    },
+    {
+      "argv": [
+        "Pillow",
+        "WEBP"
+      ],
+      "available": true,
+      "diagnostics": {},
+      "metadata": {},
+      "name": "webp_q80",
+      "reason": null,
+      "version": "12.2.0"
+    },
+    {
+      "argv": [
+        "Pillow",
+        "AVIF"
+      ],
+      "available": true,
+      "diagnostics": {},
+      "metadata": {},
+      "name": "avif_q70",
+      "reason": null,
+      "version": "12.2.0"
+    },
+    {
+      "argv": [
+        "/etc/profiles/per-user/scratchbrulee/bin/magick",
+        "-version"
+      ],
+      "available": true,
+      "diagnostics": {
+        "argv": [
+          "/etc/profiles/per-user/scratchbrulee/bin/magick",
+          "-version"
+        ],
+        "returncode": 0,
+        "stderr": "",
+        "stdout": "Version: ImageMagick 7.1.2-19 Q16-HDRI aarch64 77d89c30f:20260412 https://imagemagick.org\nCopyright: (C) 1999 ImageMagick Studio LLC\nLicense: https://imagemagick.org/license/\nFeatures: Cipher DPC HDRI \nDelegates (built-in): bzlib cairo djvu fftw fontconfig freetype heic jng jp2 jpeg jxl lcms lqr openexr pangocairo png raqm raw rsvg tiff uhdr webp x xml zlib zstd\nCompiler: clang (21.1.8)\n"
+      },
+      "metadata": {
+        "argv_template": [
+          "/etc/profiles/per-user/scratchbrulee/bin/magick",
+          "-quality",
+          "90",
+          "<source>",
+          "<target>"
+        ],
+        "imagemagick_full_version": "Version: ImageMagick 7.1.2-19 Q16-HDRI aarch64 77d89c30f:20260412 https://imagemagick.org\nCopyright: (C) 1999 ImageMagick Studio LLC\nLicense: https://imagemagick.org/license/\nFeatures: Cipher DPC HDRI \nDelegates (built-in): bzlib cairo djvu fftw fontconfig freetype heic jng jp2 jpeg jxl lcms lqr openexr pangocairo png raqm raw rsvg tiff uhdr webp x xml zlib zstd\nCompiler: clang (21.1.8)\n",
+        "libjxl_delegate_version": "0.11.2",
+        "libjxl_distance": 1.0,
+        "probe_dimensions": [
+          8,
+          8
+        ],
+        "probe_q50_bytes": 60,
+        "probe_q50_dimensions": [
+          8,
+          8
+        ],
+        "probe_q50_sha256": "653e980d930f3c68af0c29e93e3b7865a9062a94412216fa125585e2e4c62a2a",
+        "probe_q90_bytes": 70,
+        "probe_q90_sha256": "ee3af32bba6504ebe2da7349560f6ada89cfa0875e6827cbbcbc7cc2efd52268",
+        "quality": 90,
+        "quality_mapping": "JxlEncoderDistanceFromQuality(quality)",
+        "stderr": ""
+      },
+      "name": "jxl_d1",
+      "reason": null,
+      "version": "Version: ImageMagick 7.1.2-19 Q16-HDRI aarch64 77d89c30f:20260412 https://imagemagick.org\nCopyright: (C) 1999 ImageMagick Studio LLC\nLicense: https://imagemagick.org/license/\nFeatures: Cipher DPC HDRI \nDelegates (built-in): bzlib cairo djvu fftw fontconfig freetype heic jng jp2 jpeg jxl lcms lqr openexr pangocairo png raqm raw rsvg tiff uhdr webp x xml zlib zstd\nCompiler: clang (21.1.8)\n"
+    }
+  ],
+  "completed_at": "2026-07-28T03:48:45.471852+00:00",
+  "condition_registry_hash": "46175e92a6d66e131fbb2e2d1c200caec636ba06148f4498e05625a4b9bb29de",
+  "conditions": [
+    "png_baseline",
+    "webp_lossless",
+    "jpeg_q100_raw",
+    "jpeg_q100_repair_zero",
+    "jpeg_q100_protected_high",
+    "jpeg_q80_raw",
+    "jpeg_q80_repair_zero",
+    "jpeg_q80_protected_high",
+    "webp_q80_raw",
+    "webp_q80_repair_zero",
+    "webp_q80_protected_high",
+    "avif_q70_raw",
+    "avif_q70_repair_zero",
+    "avif_q70_protected_high",
+    "jxl_d1_raw",
+    "jxl_d1_repair_zero",
+    "jxl_d1_protected_high"
+  ],
+  "config_sha256": "1362537aa9469ab6434bcee789d92a2ca3b1d84ceb3996d786261336d1c41c36",
+  "inference_scope": {
+    "cfg": 6.0,
+    "profile": "full",
+    "requested_device": "mps",
+    "resolved_device": "mps",
+    "steps": 50
+  },
+  "layer_ids": [
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+    "x_embed.bias",
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+  }
+}

results/source_report_manifest.json

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+}

results/storage_metrics.csv

@@ -0,0 +1,18 @@
+condition_id,payload_bytes,payload_over_png,png_over_payload,size_saving_percent,source_bytes,payload_definition,status,reason
+png_baseline,89711808,1.0,1.0,0.0,89711808,encoded payload; protected=high PNG + low codec bytes; materialized inference excluded,completed,
+webp_lossless,67929870,0.7572009918694315,1.3206533149555564,24.279900813056855,89711808,encoded payload; protected=high PNG + low codec bytes; materialized inference excluded,completed,
+jpeg_q100_raw,156060019,1.7395705479483816,0.5748545243993595,-73.95705479483816,89711808,encoded payload; protected=high PNG + low codec bytes; materialized inference excluded,weight_gate_blocked,raw candidate contains nonfinite values
+jpeg_q100_repair_zero,156060019,1.7395705479483816,0.5748545243993595,-73.95705479483816,89711808,encoded payload; protected=high PNG + low codec bytes; materialized inference excluded,completed,
+jpeg_q100_protected_high,95886248,1.0688252766012698,0.9356066158725911,-6.88252766012698,89711808,encoded payload; protected=high PNG + low codec bytes; materialized inference excluded,completed,
+jpeg_q80_raw,50283220,0.5604972313120699,1.784130133273088,43.95027686879301,89711808,encoded payload; protected=high PNG + low codec bytes; materialized inference excluded,weight_gate_blocked,raw candidate contains nonfinite values
+jpeg_q80_repair_zero,50283220,0.5604972313120699,1.784130133273088,43.95027686879301,89711808,encoded payload; protected=high PNG + low codec bytes; materialized inference excluded,completed,
+jpeg_q80_protected_high,56916005,0.6344315900979278,1.576214071946898,36.55684099020722,89711808,encoded payload; protected=high PNG + low codec bytes; materialized inference excluded,completed,
+webp_q80_raw,25810802,0.2877079681640125,3.4757466273229323,71.22920318359876,89711808,encoded payload; protected=high PNG + low codec bytes; materialized inference excluded,weight_gate_blocked,raw candidate contains nonfinite values
+webp_q80_repair_zero,25810802,0.2877079681640125,3.4757466273229323,71.22920318359876,89711808,encoded payload; protected=high PNG + low codec bytes; materialized inference excluded,completed,
+webp_q80_protected_high,55917239,0.6232985405889936,1.6043676262341924,37.67014594110064,89711808,encoded payload; protected=high PNG + low codec bytes; materialized inference excluded,completed,
+avif_q70_raw,29691217,0.3309621961916095,3.0214931237072564,66.90378038083905,89711808,encoded payload; protected=high PNG + low codec bytes; materialized inference excluded,weight_gate_blocked,raw candidate contains nonfinite values
+avif_q70_repair_zero,29691217,0.3309621961916095,3.0214931237072564,66.90378038083905,89711808,encoded payload; protected=high PNG + low codec bytes; materialized inference excluded,completed,
+avif_q70_protected_high,54478383,0.607259893814647,1.6467413873132029,39.27401061853531,89711808,encoded payload; protected=high PNG + low codec bytes; materialized inference excluded,completed,
+jxl_d1_raw,39437937,0.4396069801647516,2.2747591487861043,56.03930198352485,89711808,encoded payload; protected=high PNG + low codec bytes; materialized inference excluded,weight_gate_blocked,raw candidate contains nonfinite values
+jxl_d1_repair_zero,39437937,0.4396069801647516,2.2747591487861043,56.03930198352485,89711808,encoded payload; protected=high PNG + low codec bytes; materialized inference excluded,completed,
+jxl_d1_protected_high,56322838,0.6278196734146747,1.5928140552860635,37.21803265853253,89711808,encoded payload; protected=high PNG + low codec bytes; materialized inference excluded,completed,

results/weight_metrics.csv

@@ -0,0 +1,18 @@
+condition_id,status,observed,reason,nan_count,posinf_count,neginf_count,mse,mae,cosine,finite_pair_label,sign_mismatch_count,exponent_mismatch_count,mantissa_mismatch_count,repaired_count
+png_baseline,completed,True,,0,0,0,0.0,0.0,0.9999999999999999,all_elements,0,0,0,0
+webp_lossless,completed,True,,0,0,0,0.0,0.0,0.9999999999999999,all_elements,0,0,0,0
+jpeg_q100_raw,weight_gate_blocked,True,raw candidate contains nonfinite values,1257,0,0,5.4881295475738446e-05,0.003559188682838826,0.9903323544919294,finite_pairs_only,1257,5067354,24791367,0
+jpeg_q100_repair_zero,completed,True,,0,0,0,5.487957143756694e-05,0.003559077162479919,0.990332354491207,all_elements,1257,5066097,24791367,1257
+jpeg_q100_protected_high,completed,True,,0,0,0,1.3014929651809084e-10,2.6048120947148933e-06,0.9999999761803293,all_elements,0,0,3690171,0
+jpeg_q80_raw,weight_gate_blocked,True,raw candidate contains nonfinite values,144962,289,0,7024895.994903378,164.57187652722124,-0.014809603123820987,finite_pairs_only,356491,36174385,39618800,0
+jpeg_q80_repair_zero,completed,True,,0,0,0,6999395.578097853,163.9745397278324,-0.014802301495400884,all_elements,356501,36172277,39619828,145251
+jpeg_q80_protected_high,completed,True,,0,0,0,8.169289120070928e-08,0.00016925741840394,0.9999850473977007,all_elements,0,0,37747797,0
+webp_q80_raw,weight_gate_blocked,True,raw candidate contains nonfinite values,1097350,0,0,98754140.09414132,2929.361963854419,-0.015171901313633943,finite_pairs_only,12701499,38755239,39903368,0
+webp_q80_repair_zero,completed,True,,0,0,0,96045890.23673588,2849.0277774002207,-0.01495644092434077,all_elements,12702272,38754164,39904121,1097350
+webp_q80_protected_high,completed,True,,0,0,0,2.017992703470279e-08,8.495182242402414e-05,0.9999963078223306,all_elements,0,0,35716246,0
+avif_q70_raw,weight_gate_blocked,True,raw candidate contains nonfinite values,445041,59,0,24357805.164385818,592.5061781162018,-0.04967410960660835,finite_pairs_only,1290544,36883152,39655937,0
+avif_q70_repair_zero,completed,True,,0,0,0,24086858.383334663,585.9156553677589,-0.04953238071602046,all_elements,1290547,36881091,39656741,445100
+avif_q70_protected_high,completed,True,,0,0,0,3.9861152629792095e-08,0.00011898540307367023,0.9999927113372081,all_elements,0,0,36929012,0
+jxl_d1_raw,weight_gate_blocked,True,raw candidate contains nonfinite values,59017,13,0,4291985.282294988,128.71621866599182,0.024541673765650893,finite_pairs_only,149008,34599009,39341010,0
+jxl_d1_repair_zero,completed,True,,0,0,0,4285653.597939928,128.52635960370048,0.024534470275170278,all_elements,149015,34595775,39341835,59030
+jxl_d1_protected_high,completed,True,,0,0,0,2.357740676387026e-08,9.130686217578188e-05,0.9999956844331621,all_elements,0,0,35988822,0