Final Rizeh reader INT4 conversions; source 51b8c314b055; full-page qualification limits documented

MANIFEST.json

@@ -10,8 +10,8 @@
       "sha256": "f006a8a94626496af91f604489efba22d29cca75621c3766a912e271a5139e9c"
     },
     "RECIPE.md": {
-      "bytes": 4075,
-      "sha256": "34dee9f78a3e9639def9c64926b088eb31f5cb6dca22ee54c92b811f10feb80f"
+      "bytes": 4078,
+      "sha256": "c784fc23cb98de73a7d735b1abc4dbd06ce33add5a64be3792b6c0b828201778"
     },
     "BENCHMARK.md": {
       "bytes": 2584,
@@ -30,8 +30,8 @@
       "sha256": "e8b6e0d5cabeeb5a6eeff6aa2ef9b317f8f34c83e88f0a5f82e17a99f7d0a6cc"
     },
     "VALIDATION.json": {
-      "bytes": 140369,
-      "sha256": "245ed6184048bfecefa67b188c0eeb04ea45943713cc2fbb5ddda0832f01c749"
+      "bytes": 164614,
+      "sha256": "0a26405c4978f67a7566c12f18f19067b86d34c91b0f8c3b70d87874e8bc1c31"
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     "inference.py": {
       "bytes": 4595,

RECIPE.md

@@ -4,7 +4,7 @@ Source: Reza2kn/Bina-0.4-Rizeh, revision51b8c314b0552b1884c1f0e28016cb12a143f637
 
 The recipe/source/recognizer.py file comes from that release. portable_model.py algebraically replaces pointwise Conv1d with Linear, preserving masked squeeze-excitation, true widths and CTC lengths. build_recognizer.py checks FP32 logit/argmax equivalence on varied synthetic shapes before exporting. Compact outputs contain tokens, frame confidence and lengths; callers do not need to transfer full logits.
 
-Use separate environments for Mac and Linux LiteRT. The requirements files list the measured key converter versions, not complete dependency locks. Python3.11 was used on Mac; LiteRT was built in its existing Linux Python3.12 environment. No upstream training environment was changed.
+Use separate environments for Mac and Linux LiteRT. The requirements files list the measured key converter versions, not complete dependency locks. Python3.11 was used on Mac; LiteRT was built in its existing Linux Python3.10.20 environment. No upstream training environment was changed.
 
 ```sh
 # Mac: repeat for each source checkpoint listed in components.json.

VALIDATION.json

@@ -61,6 +61,10 @@
           "source_CER": 0.05468079015173204,
           "CER_delta": -0.000572573718866304
         }
+      },
+      "execution": {
+        "threads": 2,
+        "timing_scope": "Warm bucket, preprocessed crop to compact outputs, exact result cache disabled; concurrent Mac validation jobs may contend"
       }
     },
     {
@@ -121,6 +125,19 @@
           "source_CER": 0.05468079015173204,
           "CER_delta": 0.0028628685943315204
         }
+      },
+      "execution": {
+        "runtime_version": "1.31.0",
+        "platform": "Linux-7.0.0-31-generic-x86_64-with-glibc2.43",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CPUExecutionProvider",
+        "actual_profile_providers": {
+          "CPUExecutionProvider": 371
+        },
+        "baseline_sha256": "8228c8ed18fd274bf93bc849652bb20929ea7813f878b24e3f2262e46f8c288d",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
       }
     },
     {
@@ -181,6 +198,15 @@
           "source_CER": 0.05468079015173204,
           "CER_delta": -0.000572573718866304
         }
+      },
+      "execution": {
+        "platform": "macOS-26.5.1-arm64-arm-64bit",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CPUExecutionProvider",
+        "baseline_sha256": "8228c8ed18fd274bf93bc849652bb20929ea7813f878b24e3f2262e46f8c288d",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
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@@ -241,6 +267,19 @@
           "source_CER": 0.05468079015173204,
           "CER_delta": 0.0028628685943315204
         }
+      },
+      "execution": {
+        "runtime_version": "1.31.0",
+        "platform": "macOS-26.5.1-arm64-arm-64bit",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CPUExecutionProvider",
+        "actual_profile_providers": {
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+        "baseline_sha256": "8228c8ed18fd274bf93bc849652bb20929ea7813f878b24e3f2262e46f8c288d",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
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@@ -301,6 +340,11 @@
           "source_CER": 0.05468079015173204,
           "CER_delta": -0.000572573718866304
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+      },
+      "execution": {
+        "timing_scope": "Batch1, native model time after plan warmup; excludes plan preparation, input IO, CTC/bidi; exact-result cache off",
+        "version": "0.23.9-pre",
+        "plan_cache_hits": 296
       }
     },
     {
@@ -361,6 +405,10 @@
           "source_CER": 0.05468079015173204,
           "CER_delta": -0.000572573718866304
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+      },
+      "execution": {
+        "threads": 2,
+        "timing_scope": "Warm bucket, preprocessed crop to compact outputs, exact result cache disabled; concurrent Mac validation jobs may contend"
       }
     },
     {
@@ -421,6 +469,20 @@
           "source_CER": 0.05468079015173204,
           "CER_delta": -0.000572573718866304
         }
+      },
+      "execution": {
+        "runtime_version": "1.23.2",
+        "platform": "Linux-7.0.0-31-generic-x86_64-with-glibc2.43",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CUDAExecutionProvider",
+        "actual_profile_providers": {
+          "CUDAExecutionProvider": 448,
+          "CPUExecutionProvider": 3
+        },
+        "baseline_sha256": "8228c8ed18fd274bf93bc849652bb20929ea7813f878b24e3f2262e46f8c288d",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
       }
     },
     {
@@ -481,6 +543,11 @@
           "source_CER": 0.05468079015173204,
           "CER_delta": -0.000572573718866304
         }
+      },
+      "execution": {
+        "timing_scope": "Batch1, native model time after plan warmup; excludes plan preparation, input IO, CTC/bidi; exact-result cache off",
+        "version": "0.23.9-pre",
+        "plan_cache_hits": 296
       }
     },
     {
@@ -541,6 +608,19 @@
           "source_CER": 0.05468079015173204,
           "CER_delta": -0.001145147437732608
         }
+      },
+      "execution": {
+        "runtime_version": "1.31.0",
+        "platform": "macOS-26.5.1-arm64-arm-64bit",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CPUExecutionProvider",
+        "actual_profile_providers": {
+          "CPUExecutionProvider": 370
+        },
+        "baseline_sha256": "8228c8ed18fd274bf93bc849652bb20929ea7813f878b24e3f2262e46f8c288d",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
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     {
@@ -601,6 +681,15 @@
           "source_CER": 0.05468079015173204,
           "CER_delta": 0.0028628685943315204
         }
+      },
+      "execution": {
+        "platform": "Linux-7.0.0-31-generic-x86_64-with-glibc2.43",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CPUExecutionProvider",
+        "baseline_sha256": "8228c8ed18fd274bf93bc849652bb20929ea7813f878b24e3f2262e46f8c288d",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
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@@ -661,6 +750,11 @@
           "source_CER": 0.05468079015173204,
           "CER_delta": -0.000572573718866304
         }
+      },
+      "execution": {
+        "timing_scope": "Batch1, native model time after plan warmup; excludes plan preparation, input IO, CTC/bidi; exact-result cache off",
+        "version": "0.23.9-pre",
+        "plan_cache_hits": 296
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@@ -721,6 +815,10 @@
           "source_CER": 0.05410821643286573,
           "CER_delta": -0.000286286859433152
         }
+      },
+      "execution": {
+        "threads": 2,
+        "timing_scope": "Warm bucket, preprocessed crop to compact outputs, exact result cache disabled; concurrent Mac validation jobs may contend"
       }
     },
     {
@@ -781,6 +879,19 @@
           "source_CER": 0.05410821643286573,
           "CER_delta": 0.002290294875465216
         }
+      },
+      "execution": {
+        "runtime_version": "1.31.0",
+        "platform": "Linux-7.0.0-31-generic-x86_64-with-glibc2.43",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CPUExecutionProvider",
+        "actual_profile_providers": {
+          "CPUExecutionProvider": 371
+        },
+        "baseline_sha256": "c9228d9d65efae590dc9c307f4909cea4d436929cc6887875ff5d2cbd3f7879b",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
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     },
     {
@@ -841,6 +952,15 @@
           "source_CER": 0.05410821643286573,
           "CER_delta": 0.002576581734898368
         }
+      },
+      "execution": {
+        "platform": "macOS-26.5.1-arm64-arm-64bit",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CPUExecutionProvider",
+        "baseline_sha256": "c9228d9d65efae590dc9c307f4909cea4d436929cc6887875ff5d2cbd3f7879b",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
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     {
@@ -901,6 +1021,19 @@
           "source_CER": 0.05410821643286573,
           "CER_delta": 0.002290294875465216
         }
+      },
+      "execution": {
+        "runtime_version": "1.31.0",
+        "platform": "macOS-26.5.1-arm64-arm-64bit",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CPUExecutionProvider",
+        "actual_profile_providers": {
+          "CPUExecutionProvider": 370
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+        "baseline_sha256": "c9228d9d65efae590dc9c307f4909cea4d436929cc6887875ff5d2cbd3f7879b",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
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@@ -961,6 +1094,11 @@
           "source_CER": 0.05410821643286573,
           "CER_delta": -0.000286286859433152
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+      },
+      "execution": {
+        "timing_scope": "Batch1, native model time after plan warmup; excludes plan preparation, input IO, CTC/bidi; exact-result cache off",
+        "version": "0.23.9-pre",
+        "plan_cache_hits": 296
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@@ -1021,6 +1159,10 @@
           "source_CER": 0.05410821643286573,
           "CER_delta": -0.000286286859433152
         }
+      },
+      "execution": {
+        "threads": 2,
+        "timing_scope": "Warm bucket, preprocessed crop to compact outputs, exact result cache disabled; concurrent Mac validation jobs may contend"
       }
     },
     {
@@ -1081,6 +1223,20 @@
           "source_CER": 0.05410821643286573,
           "CER_delta": -0.000572573718866304
         }
+      },
+      "execution": {
+        "runtime_version": "1.23.2",
+        "platform": "Linux-7.0.0-31-generic-x86_64-with-glibc2.43",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CUDAExecutionProvider",
+        "actual_profile_providers": {
+          "CUDAExecutionProvider": 448,
+          "CPUExecutionProvider": 3
+        },
+        "baseline_sha256": "c9228d9d65efae590dc9c307f4909cea4d436929cc6887875ff5d2cbd3f7879b",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
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@@ -1141,6 +1297,11 @@
           "source_CER": 0.05410821643286573,
           "CER_delta": -0.000286286859433152
         }
+      },
+      "execution": {
+        "timing_scope": "Batch1, native model time after plan warmup; excludes plan preparation, input IO, CTC/bidi; exact-result cache off",
+        "version": "0.23.9-pre",
+        "plan_cache_hits": 296
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     {
@@ -1201,6 +1362,19 @@
           "source_CER": 0.05410821643286573,
           "CER_delta": -0.002290294875465216
         }
+      },
+      "execution": {
+        "runtime_version": "1.31.0",
+        "platform": "macOS-26.5.1-arm64-arm-64bit",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CPUExecutionProvider",
+        "actual_profile_providers": {
+          "CPUExecutionProvider": 370
+        },
+        "baseline_sha256": "c9228d9d65efae590dc9c307f4909cea4d436929cc6887875ff5d2cbd3f7879b",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
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@@ -1261,6 +1435,15 @@
           "source_CER": 0.05410821643286573,
           "CER_delta": 0.006012024048096192
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+      },
+      "execution": {
+        "platform": "Linux-7.0.0-31-generic-x86_64-with-glibc2.43",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CPUExecutionProvider",
+        "baseline_sha256": "c9228d9d65efae590dc9c307f4909cea4d436929cc6887875ff5d2cbd3f7879b",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
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@@ -1321,6 +1504,11 @@
           "source_CER": 0.05410821643286573,
           "CER_delta": -0.000286286859433152
         }
+      },
+      "execution": {
+        "timing_scope": "Batch1, native model time after plan warmup; excludes plan preparation, input IO, CTC/bidi; exact-result cache off",
+        "version": "0.23.9-pre",
+        "plan_cache_hits": 296
       }
     },
     {
@@ -1381,6 +1569,10 @@
           "source_CER": 0.05468079015173204,
           "CER_delta": 0.0008588605782994561
         }
+      },
+      "execution": {
+        "threads": 1,
+        "timing_scope": "Warm bucket, preprocessed crop to compact outputs, exact result cache disabled; concurrent Mac validation jobs may contend"
       }
     },
     {
@@ -1441,6 +1633,19 @@
           "source_CER": 0.05468079015173204,
           "CER_delta": 0.002576581734898368
         }
+      },
+      "execution": {
+        "runtime_version": "1.31.0",
+        "platform": "Linux-7.0.0-31-generic-x86_64-with-glibc2.43",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CPUExecutionProvider",
+        "actual_profile_providers": {
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+        "baseline_sha256": "39c044c875b75d0082e35d2624a617f8320a95db4f3c3c861dbe7f76099815f9",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
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@@ -1501,6 +1706,15 @@
           "source_CER": 0.05468079015173204,
           "CER_delta": 0.0014314342971657602
         }
+      },
+      "execution": {
+        "platform": "macOS-26.5.1-arm64-arm-64bit",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CPUExecutionProvider",
+        "baseline_sha256": "39c044c875b75d0082e35d2624a617f8320a95db4f3c3c861dbe7f76099815f9",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
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@@ -1561,6 +1775,19 @@
           "source_CER": 0.05468079015173204,
           "CER_delta": 0.002576581734898368
         }
+      },
+      "execution": {
+        "runtime_version": "1.31.0",
+        "platform": "macOS-26.5.1-arm64-arm-64bit",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CPUExecutionProvider",
+        "actual_profile_providers": {
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+        "baseline_sha256": "39c044c875b75d0082e35d2624a617f8320a95db4f3c3c861dbe7f76099815f9",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
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     {
@@ -1621,6 +1848,11 @@
           "source_CER": 0.05468079015173204,
           "CER_delta": 0.0008588605782994561
         }
+      },
+      "execution": {
+        "timing_scope": "Batch1, native model time after plan warmup; excludes plan preparation, input IO, CTC/bidi; exact-result cache off",
+        "version": "0.23.9-pre",
+        "plan_cache_hits": 296
       }
     },
     {
@@ -1681,6 +1913,10 @@
           "source_CER": 0.05468079015173204,
           "CER_delta": 0.0008588605782994561
         }
+      },
+      "execution": {
+        "threads": 2,
+        "timing_scope": "Warm bucket, preprocessed crop to compact outputs, exact result cache disabled; concurrent Mac validation jobs may contend"
       }
     },
     {
@@ -1741,6 +1977,20 @@
           "source_CER": 0.05468079015173204,
           "CER_delta": 0.000572573718866304
         }
+      },
+      "execution": {
+        "runtime_version": "1.23.2",
+        "platform": "Linux-7.0.0-31-generic-x86_64-with-glibc2.43",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CUDAExecutionProvider",
+        "actual_profile_providers": {
+          "CUDAExecutionProvider": 448,
+          "CPUExecutionProvider": 3
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+        "baseline_sha256": "39c044c875b75d0082e35d2624a617f8320a95db4f3c3c861dbe7f76099815f9",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
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     {
@@ -1801,6 +2051,11 @@
           "source_CER": 0.05468079015173204,
           "CER_delta": 0.0008588605782994561
         }
+      },
+      "execution": {
+        "timing_scope": "Batch1, native model time after plan warmup; excludes plan preparation, input IO, CTC/bidi; exact-result cache off",
+        "version": "0.23.9-pre",
+        "plan_cache_hits": 296
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     {
@@ -1861,6 +2116,19 @@
           "source_CER": 0.05468079015173204,
           "CER_delta": -0.0017177211565989122
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+      },
+      "execution": {
+        "runtime_version": "1.31.0",
+        "platform": "macOS-26.5.1-arm64-arm-64bit",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CPUExecutionProvider",
+        "actual_profile_providers": {
+          "CPUExecutionProvider": 370
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+        "baseline_sha256": "39c044c875b75d0082e35d2624a617f8320a95db4f3c3c861dbe7f76099815f9",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
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     {
@@ -1921,6 +2189,15 @@
           "source_CER": 0.05468079015173204,
           "CER_delta": 0.005153163469796736
         }
+      },
+      "execution": {
+        "platform": "Linux-7.0.0-31-generic-x86_64-with-glibc2.43",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CPUExecutionProvider",
+        "baseline_sha256": "39c044c875b75d0082e35d2624a617f8320a95db4f3c3c861dbe7f76099815f9",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
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     {
@@ -1981,6 +2258,11 @@
           "source_CER": 0.05468079015173204,
           "CER_delta": 0.0008588605782994561
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+      },
+      "execution": {
+        "timing_scope": "Batch1, native model time after plan warmup; excludes plan preparation, input IO, CTC/bidi; exact-result cache off",
+        "version": "0.23.9-pre",
+        "plan_cache_hits": 296
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     {
@@ -2041,6 +2323,10 @@
           "source_CER": 0.0566847981677641,
           "CER_delta": -0.0017177211565989122
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+      },
+      "execution": {
+        "threads": 1,
+        "timing_scope": "Warm bucket, preprocessed crop to compact outputs, exact result cache disabled; concurrent Mac validation jobs may contend"
       }
     },
     {
@@ -2101,6 +2387,19 @@
           "source_CER": 0.0566847981677641,
           "CER_delta": 0.0
         }
+      },
+      "execution": {
+        "runtime_version": "1.31.0",
+        "platform": "Linux-7.0.0-31-generic-x86_64-with-glibc2.43",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CPUExecutionProvider",
+        "actual_profile_providers": {
+          "CPUExecutionProvider": 371
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+        "baseline_sha256": "ae72ecf55cff6414f7a006b15cbbd310f6ef021d1a6adb2fb897660b29332b25",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
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     {
@@ -2161,6 +2460,15 @@
           "source_CER": 0.0566847981677641,
           "CER_delta": -0.001145147437732608
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+      },
+      "execution": {
+        "platform": "macOS-26.5.1-arm64-arm-64bit",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CPUExecutionProvider",
+        "baseline_sha256": "ae72ecf55cff6414f7a006b15cbbd310f6ef021d1a6adb2fb897660b29332b25",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
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     {
@@ -2221,6 +2529,19 @@
           "source_CER": 0.0566847981677641,
           "CER_delta": 0.0
         }
+      },
+      "execution": {
+        "runtime_version": "1.31.0",
+        "platform": "macOS-26.5.1-arm64-arm-64bit",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CPUExecutionProvider",
+        "actual_profile_providers": {
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+        "baseline_sha256": "ae72ecf55cff6414f7a006b15cbbd310f6ef021d1a6adb2fb897660b29332b25",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
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     {
@@ -2281,6 +2602,11 @@
           "source_CER": 0.0566847981677641,
           "CER_delta": -0.0017177211565989122
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+      "execution": {
+        "timing_scope": "Batch1, native model time after plan warmup; excludes plan preparation, input IO, CTC/bidi; exact-result cache off",
+        "version": "0.23.9-pre",
+        "plan_cache_hits": 296
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     {
@@ -2341,6 +2667,10 @@
           "source_CER": 0.0566847981677641,
           "CER_delta": -0.0017177211565989122
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+      },
+      "execution": {
+        "threads": 2,
+        "timing_scope": "Warm bucket, preprocessed crop to compact outputs, exact result cache disabled; concurrent Mac validation jobs may contend"
       }
     },
     {
@@ -2401,6 +2731,20 @@
           "source_CER": 0.0566847981677641,
           "CER_delta": -0.0014314342971657602
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+      },
+      "execution": {
+        "runtime_version": "1.23.2",
+        "platform": "Linux-7.0.0-31-generic-x86_64-with-glibc2.43",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CUDAExecutionProvider",
+        "actual_profile_providers": {
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+          "CPUExecutionProvider": 3
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+        "baseline_sha256": "ae72ecf55cff6414f7a006b15cbbd310f6ef021d1a6adb2fb897660b29332b25",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
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     {
@@ -2461,6 +2805,11 @@
           "source_CER": 0.0566847981677641,
           "CER_delta": -0.0017177211565989122
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+      },
+      "execution": {
+        "timing_scope": "Batch1, native model time after plan warmup; excludes plan preparation, input IO, CTC/bidi; exact-result cache off",
+        "version": "0.23.9-pre",
+        "plan_cache_hits": 296
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     {
@@ -2521,6 +2870,19 @@
           "source_CER": 0.0566847981677641,
           "CER_delta": -0.0017177211565989122
         }
+      },
+      "execution": {
+        "runtime_version": "1.31.0",
+        "platform": "macOS-26.5.1-arm64-arm-64bit",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CPUExecutionProvider",
+        "actual_profile_providers": {
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+        "baseline_sha256": "ae72ecf55cff6414f7a006b15cbbd310f6ef021d1a6adb2fb897660b29332b25",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
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     {
@@ -2581,6 +2943,15 @@
           "source_CER": 0.0566847981677641,
           "CER_delta": 0.0028628685943315204
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+      },
+      "execution": {
+        "platform": "Linux-7.0.0-31-generic-x86_64-with-glibc2.43",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CPUExecutionProvider",
+        "baseline_sha256": "ae72ecf55cff6414f7a006b15cbbd310f6ef021d1a6adb2fb897660b29332b25",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
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     {
@@ -2641,6 +3012,11 @@
           "source_CER": 0.0566847981677641,
           "CER_delta": -0.0017177211565989122
         }
+      },
+      "execution": {
+        "timing_scope": "Batch1, native model time after plan warmup; excludes plan preparation, input IO, CTC/bidi; exact-result cache off",
+        "version": "0.23.9-pre",
+        "plan_cache_hits": 296
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     {
@@ -2701,6 +3077,10 @@
           "source_CER": 0.05697108502719725,
           "CER_delta": -0.001145147437732608
         }
+      },
+      "execution": {
+        "threads": 1,
+        "timing_scope": "Warm bucket, preprocessed crop to compact outputs, exact result cache disabled; concurrent Mac validation jobs may contend"
       }
     },
     {
@@ -2761,6 +3141,19 @@
           "source_CER": 0.05697108502719725,
           "CER_delta": 0.001145147437732608
         }
+      },
+      "execution": {
+        "runtime_version": "1.31.0",
+        "platform": "Linux-7.0.0-31-generic-x86_64-with-glibc2.43",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CPUExecutionProvider",
+        "actual_profile_providers": {
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+        "baseline_sha256": "27c22f9b43892bd4275d414c22d06ec0507a1fe3e365fed97471069bfcbafca1",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
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     },
     {
@@ -2821,6 +3214,15 @@
           "source_CER": 0.05697108502719725,
           "CER_delta": 0.000286286859433152
         }
+      },
+      "execution": {
+        "platform": "macOS-26.5.1-arm64-arm-64bit",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CPUExecutionProvider",
+        "baseline_sha256": "27c22f9b43892bd4275d414c22d06ec0507a1fe3e365fed97471069bfcbafca1",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
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     {
@@ -2881,6 +3283,19 @@
           "source_CER": 0.05697108502719725,
           "CER_delta": 0.001145147437732608
         }
+      },
+      "execution": {
+        "runtime_version": "1.31.0",
+        "platform": "macOS-26.5.1-arm64-arm-64bit",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CPUExecutionProvider",
+        "actual_profile_providers": {
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+        "baseline_sha256": "27c22f9b43892bd4275d414c22d06ec0507a1fe3e365fed97471069bfcbafca1",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
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     {
@@ -2941,6 +3356,11 @@
           "source_CER": 0.05697108502719725,
           "CER_delta": -0.001145147437732608
         }
+      },
+      "execution": {
+        "timing_scope": "Batch1, native model time after plan warmup; excludes plan preparation, input IO, CTC/bidi; exact-result cache off",
+        "version": "0.23.9-pre",
+        "plan_cache_hits": 296
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     {
@@ -3001,6 +3421,10 @@
           "source_CER": 0.05697108502719725,
           "CER_delta": -0.001145147437732608
         }
+      },
+      "execution": {
+        "threads": 2,
+        "timing_scope": "Warm bucket, preprocessed crop to compact outputs, exact result cache disabled; concurrent Mac validation jobs may contend"
       }
     },
     {
@@ -3061,6 +3485,20 @@
           "source_CER": 0.05697108502719725,
           "CER_delta": -0.001145147437732608
         }
+      },
+      "execution": {
+        "runtime_version": "1.23.2",
+        "platform": "Linux-7.0.0-31-generic-x86_64-with-glibc2.43",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CUDAExecutionProvider",
+        "actual_profile_providers": {
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+          "CPUExecutionProvider": 3
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+        "baseline_sha256": "27c22f9b43892bd4275d414c22d06ec0507a1fe3e365fed97471069bfcbafca1",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
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     {
@@ -3121,6 +3559,11 @@
           "source_CER": 0.05697108502719725,
           "CER_delta": -0.001145147437732608
         }
+      },
+      "execution": {
+        "timing_scope": "Batch1, native model time after plan warmup; excludes plan preparation, input IO, CTC/bidi; exact-result cache off",
+        "version": "0.23.9-pre",
+        "plan_cache_hits": 296
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     {
@@ -3181,6 +3624,19 @@
           "source_CER": 0.05697108502719725,
           "CER_delta": -0.0017177211565989122
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+      },
+      "execution": {
+        "runtime_version": "1.31.0",
+        "platform": "macOS-26.5.1-arm64-arm-64bit",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CPUExecutionProvider",
+        "actual_profile_providers": {
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+        "baseline_sha256": "27c22f9b43892bd4275d414c22d06ec0507a1fe3e365fed97471069bfcbafca1",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
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     {
@@ -3241,6 +3697,15 @@
           "source_CER": 0.05697108502719725,
           "CER_delta": 0.005153163469796736
         }
+      },
+      "execution": {
+        "platform": "Linux-7.0.0-31-generic-x86_64-with-glibc2.43",
+        "threads": 2,
+        "batch": 1,
+        "timing_scope": "Preprocessed crop -> compact tokens/confidence; excludes model load, preprocessing, CTC/bidi decode; caches disabled; first shape warmed only",
+        "provider": "CPUExecutionProvider",
+        "baseline_sha256": "27c22f9b43892bd4275d414c22d06ec0507a1fe3e365fed97471069bfcbafca1",
+        "manifest_sha256": "7e7049a3b56323588ae1f6bd38b1753afc2b1149d275c6f0f07c6993be991978"
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     {
@@ -3301,6 +3766,11 @@
           "source_CER": 0.05697108502719725,
           "CER_delta": -0.001145147437732608
         }
+      },
+      "execution": {
+        "timing_scope": "Batch1, native model time after plan warmup; excludes plan preparation, input IO, CTC/bidi; exact-result cache off",
+        "version": "0.23.9-pre",
+        "plan_cache_hits": 296
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