Ollaya package for Mapika/decider-2b

0.8b/calibration.json

@@ -0,0 +1,9 @@
+{
+  "temperature": [
+    1.03,
+    1.0,
+    1.03
+  ],
+  "temperature_by_options": {},
+  "source": "decider_config.json temperature (fitted upstream on in-task data); score is 1.0 because the isolated-row temperature is applied inside the score option logits"
+}

0.8b/decision.json

@@ -0,0 +1,600 @@
+{
+  "engine": "onnx",
+  "family": "decider",
+  "layout": "decider-slots-v1",
+  "upstream": {
+    "repo": "Mapika/decider-0.8b",
+    "revision": "a0a01d6f8135298f400a8c856b355793012ae971",
+    "version": "0.8b-v1",
+    "base": "Qwen/Qwen3.5-0.8B-Base",
+    "code": "decider/ in the model repo (inference subset of github.com/Mapika/decider)"
+  },
+  "contract": {
+    "inputs": {
+      "input_ids": {
+        "dtype": "int64",
+        "shape": [
+          "rows",
+          "seq"
+        ],
+        "note": "one row per scoring row; seq a multiple of 64; right-pad with any id (pad_id)"
+      },
+      "slot_pos": {
+        "dtype": "int64",
+        "shape": [
+          "rows"
+        ],
+        "note": "position of the row's answer-slot token"
+      }
+    },
+    "outputs": {
+      "label_logits": {
+        "dtype": "float32",
+        "shape": [
+          "rows",
+          255
+        ],
+        "note": "logits of labels[j] as the next token after the slot; use the first k"
+      }
+    },
+    "seq_multiple": 64,
+    "positions": "0..seq-1, implicit",
+    "attention": "causal; no mask input (right padding cannot reach earlier positions)"
+  },
+  "max_ctx_tokens": 32768,
+  "max_options": 255,
+  "min_options": 2,
+  "max_levels": 10,
+  "isolated_levels": true,
+  "isolated_row_temperature": 1.03,
+  "neutralize_none": false,
+  "independent_rows": true,
+  "index_arrays_min_len": 8,
+  "special_tokens": {
+    "pad": 248044,
+    "bos": null,
+    "add_special_tokens": false
+  },
+  "labels": {
+    "narrow": 10,
+    "strings": [
+      "A",
+      "B",
+      "C",
+      "D",
+      "E",
+      "F",
+      "G",
+      "H",
+      "I",
+      "J",
+      "K",
+      "L",
+      "M",
+      "N",
+      "O",
+      "P",
+      "Q",
+      "R",
+      "S",
+      "T",
+      "U",
+      "V",
+      "W",
+      "X",
+      "Y",
+      "Z",
+      "AA",
+      "AB",
+      "AC",
+      "AD",
+      "AE",
+      "AF",
+      "AG",
+      "AH",
+      "AI",
+      "AJ",
+      "AK",
+      "AL",
+      "AM",
+      "AN",
+      "AO",
+      "AP",
+      "AQ",
+      "AR",
+      "AS",
+      "AT",
+      "AU",
+      "AV",
+      "AW",
+      "AX",
+      "AY",
+      "AZ",
+      "BA",
+      "BB",
+      "BC",
+      "BD",
+      "BE",
+      "BF",
+      "BG",
+      "BH",
+      "BI",
+      "BJ",
+      "BK",
+      "BL",
+      "BM",
+      "BN",
+      "BO",
+      "BP",
+      "BR",
+      "BS",
+      "BT",
+      "BU",
+      "BV",
+      "BW",
+      "BX",
+      "BY",
+      "CA",
+      "CB",
+      "CC",
+      "CD",
+      "CE",
+      "CF",
+      "CG",
+      "CH",
+      "CI",
+      "CK",
+      "CL",
+      "CM",
+      "CN",
+      "CO",
+      "CP",
+      "CR",
+      "CS",
+      "CT",
+      "CU",
+      "CV",
+      "CW",
+      "CX",
+      "CY",
+      "DA",
+      "DB",
+      "DC",
+      "DD",
+      "DE",
+      "DF",
+      "DG",
+      "DH",
+      "DI",
+      "DJ",
+      "DK",
+      "DL",
+      "DM",
+      "DN",
+      "DO",
+      "DP",
+      "DR",
+      "DS",
+      "DT",
+      "DU",
+      "DV",
+      "DW",
+      "DX",
+      "DY",
+      "EA",
+      "EB",
+      "EC",
+      "ED",
+      "EE",
+      "EF",
+      "EG",
+      "EH",
+      "EI",
+      "EK",
+      "EL",
+      "EM",
+      "EN",
+      "EO",
+      "EP",
+      "EQ",
+      "ER",
+      "ES",
+      "ET",
+      "EU",
+      "EV",
+      "EW",
+      "EX",
+      "EZ",
+      "FA",
+      "FB",
+      "FC",
+      "FD",
+      "FE",
+      "FF",
+      "FG",
+      "FH",
+      "FI",
+      "FK",
+      "FL",
+      "FM",
+      "FN",
+      "FO",
+      "FP",
+      "FR",
+      "FS",
+      "FT",
+      "FU",
+      "FW",
+      "FX",
+      "FY",
+      "GA",
+      "GB",
+      "GC",
+      "GD",
+      "GE",
+      "GF",
+      "GG",
+      "GH",
+      "GI",
+      "GL",
+      "GM",
+      "GN",
+      "GO",
+      "GP",
+      "GR",
+      "GS",
+      "GT",
+      "GU",
+      "GV",
+      "GW",
+      "GX",
+      "GY",
+      "HA",
+      "HB",
+      "HC",
+      "HD",
+      "HE",
+      "HF",
+      "HG",
+      "HH",
+      "HI",
+      "HK",
+      "HL",
+      "HM",
+      "HN",
+      "HO",
+      "HP",
+      "HQ",
+      "HR",
+      "HS",
+      "HT",
+      "HU",
+      "HV",
+      "HW",
+      "HX",
+      "HY",
+      "HZ",
+      "IA",
+      "IB",
+      "IC",
+      "ID",
+      "IE",
+      "IF",
+      "IG",
+      "IH",
+      "II",
+      "IJ",
+      "IK",
+      "IL",
+      "IM",
+      "IN",
+      "IO",
+      "IP",
+      "IQ",
+      "IR",
+      "IS",
+      "IT",
+      "IU",
+      "IV",
+      "IW",
+      "IX",
+      "IZ",
+      "JA",
+      "JB",
+      "JC",
+      "JD",
+      "JE",
+      "JI",
+      "JJ",
+      "JK",
+      "JM",
+      "JO",
+      "JP",
+      "JR",
+      "JS",
+      "JT"
+    ],
+    "ids": [
+      32,
+      33,
+      34,
+      35,
+      36,
+      37,
+      38,
+      39,
+      40,
+      41,
+      42,
+      43,
+      44,
+      45,
+      46,
+      47,
+      48,
+      49,
+      50,
+      51,
+      52,
+      53,
+      54,
+      55,
+      56,
+      57,
+      5840,
+      1803,
+      1646,
+      1745,
+      13276,
+      8018,
+      1825,
+      28946,
+      15015,
+      29595,
+      11568,
+      939,
+      1354,
+      1058,
+      18183,
+      2456,
+      88898,
+      905,
+      1846,
+      802,
+      33869,
+      7839,
+      14006,
+      2860,
+      2926,
+      22828,
+      6844,
+      9798,
+      4738,
+      9265,
+      11261,
+      19278,
+      36513,
+      93801,
+      8335,
+      14544,
+      85266,
+      9110,
+      28000,
+      15137,
+      4525,
+      25261,
+      12717,
+      7116,
+      17078,
+      14497,
+      57339,
+      74909,
+      52072,
+      19305,
+      4887,
+      12607,
+      3580,
+      6281,
+      2036,
+      9362,
+      8533,
+      2080,
+      10911,
+      2925,
+      3040,
+      9690,
+      27731,
+      8023,
+      6901,
+      8702,
+      6211,
+      1123,
+      16307,
+      18990,
+      64045,
+      63037,
+      33380,
+      6151,
+      3392,
+      5449,
+      3967,
+      1113,
+      5095,
+      51923,
+      49600,
+      17099,
+      51483,
+      17756,
+      16037,
+      8135,
+      30237,
+      5683,
+      9992,
+      7444,
+      5751,
+      10284,
+      20887,
+      59884,
+      52396,
+      16103,
+      67547,
+      18535,
+      8006,
+      7263,
+      1425,
+      6878,
+      14453,
+      9097,
+      44072,
+      76089,
+      68720,
+      2662,
+      2629,
+      923,
+      6548,
+      8924,
+      52194,
+      622,
+      1515,
+      1300,
+      37523,
+      44473,
+      36530,
+      3152,
+      93924,
+      3505,
+      15731,
+      6542,
+      14176,
+      11091,
+      1686,
+      11660,
+      80440,
+      18836,
+      26132,
+      5934,
+      24794,
+      40229,
+      3660,
+      11361,
+      10191,
+      8225,
+      3860,
+      78413,
+      17680,
+      15900,
+      78138,
+      15653,
+      5213,
+      22150,
+      39500,
+      10460,
+      35131,
+      21563,
+      43194,
+      27127,
+      3697,
+      20011,
+      24368,
+      15058,
+      23658,
+      8362,
+      16035,
+      24583,
+      52857,
+      38403,
+      60456,
+      81519,
+      40097,
+      16522,
+      29722,
+      21756,
+      18567,
+      1736,
+      48043,
+      87013,
+      22456,
+      23165,
+      55523,
+      13097,
+      50397,
+      41741,
+      23073,
+      6401,
+      86538,
+      16585,
+      11622,
+      2464,
+      84982,
+      75516,
+      36984,
+      58795,
+      47217,
+      59675,
+      5681,
+      3151,
+      1271,
+      887,
+      5203,
+      2685,
+      1849,
+      72470,
+      5370,
+      74063,
+      27629,
+      1655,
+      1728,
+      669,
+      3682,
+      3191,
+      59865,
+      2712,
+      1580,
+      922,
+      77243,
+      2990,
+      78493,
+      5228,
+      2750,
+      42711,
+      44568,
+      56402,
+      48236,
+      38993,
+      43559,
+      61250,
+      32942,
+      86302,
+      25310,
+      26313,
+      81770,
+      12185,
+      78382
+    ],
+    "open_ids": [
+      198,
+      7
+    ]
+  },
+  "templates": {
+    "context": "Context:\n{state}",
+    "head": "\n\nQuestion: {question}\nOptions:",
+    "narrow_option": "\n({label}) {option}",
+    "wide_option": "enc(\"\\n(\") + [label_id] + enc(\") {option}\")",
+    "tail": "\nAnswer: (",
+    "isolated_question": "{q}\nProposed answer: {level}\nDoes the proposed answer fit?",
+    "choice_option": "{name} | {name}: {description}",
+    "noul_options": [
+      "no | no: {false}",
+      "yes | yes: {true}"
+    ],
+    "score_level_strip": "^\\s*-?\\d+\\s*:\\s*"
+  },
+  "option_logits": {
+    "choice": "label_logits[row, :k]",
+    "noul": "label_logits[row, :2]  (0 = no = false, 1 = yes = true)",
+    "score": "log_sigmoid((label_logits[row_j, 1] - label_logits[row_j, 0]) / isolated_row_temperature), one row per level"
+  },
+  "opset": 20,
+  "precision": "fp32 compute; weights BF16 from the checkpoint, Cast at load"
+}

0.8b/model-fp32.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b40655f69ed911cd37c8bf23d6ab82615745db25c0776216fd954ead6f62b200
+size 8033870

2b/calibration.json

@@ -0,0 +1,9 @@
+{
+  "temperature": [
+    1.3,
+    1.0,
+    1.3
+  ],
+  "temperature_by_options": {},
+  "source": "decider_config.json temperature (fitted upstream on in-task data); score is 1.0 because the isolated-row temperature is applied inside the score option logits"
+}

2b/decision.json

@@ -0,0 +1,600 @@
+{
+  "engine": "onnx",
+  "family": "decider",
+  "layout": "decider-slots-v1",
+  "upstream": {
+    "repo": "Mapika/decider-2b",
+    "revision": "9839cc9d908be16c5988c0d041034b5fdf82c7a2",
+    "version": "v10",
+    "base": "Qwen/Qwen3.5-2B-Base",
+    "code": "decider/ in the model repo (inference subset of github.com/Mapika/decider)"
+  },
+  "contract": {
+    "inputs": {
+      "input_ids": {
+        "dtype": "int64",
+        "shape": [
+          "rows",
+          "seq"
+        ],
+        "note": "one row per scoring row; seq a multiple of 64; right-pad with any id (pad_id)"
+      },
+      "slot_pos": {
+        "dtype": "int64",
+        "shape": [
+          "rows"
+        ],
+        "note": "position of the row's answer-slot token"
+      }
+    },
+    "outputs": {
+      "label_logits": {
+        "dtype": "float32",
+        "shape": [
+          "rows",
+          255
+        ],
+        "note": "logits of labels[j] as the next token after the slot; use the first k"
+      }
+    },
+    "seq_multiple": 64,
+    "positions": "0..seq-1, implicit",
+    "attention": "causal; no mask input (right padding cannot reach earlier positions)"
+  },
+  "max_ctx_tokens": 32768,
+  "max_options": 255,
+  "min_options": 2,
+  "max_levels": 10,
+  "isolated_levels": true,
+  "isolated_row_temperature": 1.3,
+  "neutralize_none": false,
+  "independent_rows": true,
+  "index_arrays_min_len": 8,
+  "special_tokens": {
+    "pad": 248044,
+    "bos": null,
+    "add_special_tokens": false
+  },
+  "labels": {
+    "narrow": 10,
+    "strings": [
+      "A",
+      "B",
+      "C",
+      "D",
+      "E",
+      "F",
+      "G",
+      "H",
+      "I",
+      "J",
+      "K",
+      "L",
+      "M",
+      "N",
+      "O",
+      "P",
+      "Q",
+      "R",
+      "S",
+      "T",
+      "U",
+      "V",
+      "W",
+      "X",
+      "Y",
+      "Z",
+      "AA",
+      "AB",
+      "AC",
+      "AD",
+      "AE",
+      "AF",
+      "AG",
+      "AH",
+      "AI",
+      "AJ",
+      "AK",
+      "AL",
+      "AM",
+      "AN",
+      "AO",
+      "AP",
+      "AQ",
+      "AR",
+      "AS",
+      "AT",
+      "AU",
+      "AV",
+      "AW",
+      "AX",
+      "AY",
+      "AZ",
+      "BA",
+      "BB",
+      "BC",
+      "BD",
+      "BE",
+      "BF",
+      "BG",
+      "BH",
+      "BI",
+      "BJ",
+      "BK",
+      "BL",
+      "BM",
+      "BN",
+      "BO",
+      "BP",
+      "BR",
+      "BS",
+      "BT",
+      "BU",
+      "BV",
+      "BW",
+      "BX",
+      "BY",
+      "CA",
+      "CB",
+      "CC",
+      "CD",
+      "CE",
+      "CF",
+      "CG",
+      "CH",
+      "CI",
+      "CK",
+      "CL",
+      "CM",
+      "CN",
+      "CO",
+      "CP",
+      "CR",
+      "CS",
+      "CT",
+      "CU",
+      "CV",
+      "CW",
+      "CX",
+      "CY",
+      "DA",
+      "DB",
+      "DC",
+      "DD",
+      "DE",
+      "DF",
+      "DG",
+      "DH",
+      "DI",
+      "DJ",
+      "DK",
+      "DL",
+      "DM",
+      "DN",
+      "DO",
+      "DP",
+      "DR",
+      "DS",
+      "DT",
+      "DU",
+      "DV",
+      "DW",
+      "DX",
+      "DY",
+      "EA",
+      "EB",
+      "EC",
+      "ED",
+      "EE",
+      "EF",
+      "EG",
+      "EH",
+      "EI",
+      "EK",
+      "EL",
+      "EM",
+      "EN",
+      "EO",
+      "EP",
+      "EQ",
+      "ER",
+      "ES",
+      "ET",
+      "EU",
+      "EV",
+      "EW",
+      "EX",
+      "EZ",
+      "FA",
+      "FB",
+      "FC",
+      "FD",
+      "FE",
+      "FF",
+      "FG",
+      "FH",
+      "FI",
+      "FK",
+      "FL",
+      "FM",
+      "FN",
+      "FO",
+      "FP",
+      "FR",
+      "FS",
+      "FT",
+      "FU",
+      "FW",
+      "FX",
+      "FY",
+      "GA",
+      "GB",
+      "GC",
+      "GD",
+      "GE",
+      "GF",
+      "GG",
+      "GH",
+      "GI",
+      "GL",
+      "GM",
+      "GN",
+      "GO",
+      "GP",
+      "GR",
+      "GS",
+      "GT",
+      "GU",
+      "GV",
+      "GW",
+      "GX",
+      "GY",
+      "HA",
+      "HB",
+      "HC",
+      "HD",
+      "HE",
+      "HF",
+      "HG",
+      "HH",
+      "HI",
+      "HK",
+      "HL",
+      "HM",
+      "HN",
+      "HO",
+      "HP",
+      "HQ",
+      "HR",
+      "HS",
+      "HT",
+      "HU",
+      "HV",
+      "HW",
+      "HX",
+      "HY",
+      "HZ",
+      "IA",
+      "IB",
+      "IC",
+      "ID",
+      "IE",
+      "IF",
+      "IG",
+      "IH",
+      "II",
+      "IJ",
+      "IK",
+      "IL",
+      "IM",
+      "IN",
+      "IO",
+      "IP",
+      "IQ",
+      "IR",
+      "IS",
+      "IT",
+      "IU",
+      "IV",
+      "IW",
+      "IX",
+      "IZ",
+      "JA",
+      "JB",
+      "JC",
+      "JD",
+      "JE",
+      "JI",
+      "JJ",
+      "JK",
+      "JM",
+      "JO",
+      "JP",
+      "JR",
+      "JS",
+      "JT"
+    ],
+    "ids": [
+      32,
+      33,
+      34,
+      35,
+      36,
+      37,
+      38,
+      39,
+      40,
+      41,
+      42,
+      43,
+      44,
+      45,
+      46,
+      47,
+      48,
+      49,
+      50,
+      51,
+      52,
+      53,
+      54,
+      55,
+      56,
+      57,
+      5840,
+      1803,
+      1646,
+      1745,
+      13276,
+      8018,
+      1825,
+      28946,
+      15015,
+      29595,
+      11568,
+      939,
+      1354,
+      1058,
+      18183,
+      2456,
+      88898,
+      905,
+      1846,
+      802,
+      33869,
+      7839,
+      14006,
+      2860,
+      2926,
+      22828,
+      6844,
+      9798,
+      4738,
+      9265,
+      11261,
+      19278,
+      36513,
+      93801,
+      8335,
+      14544,
+      85266,
+      9110,
+      28000,
+      15137,
+      4525,
+      25261,
+      12717,
+      7116,
+      17078,
+      14497,
+      57339,
+      74909,
+      52072,
+      19305,
+      4887,
+      12607,
+      3580,
+      6281,
+      2036,
+      9362,
+      8533,
+      2080,
+      10911,
+      2925,
+      3040,
+      9690,
+      27731,
+      8023,
+      6901,
+      8702,
+      6211,
+      1123,
+      16307,
+      18990,
+      64045,
+      63037,
+      33380,
+      6151,
+      3392,
+      5449,
+      3967,
+      1113,
+      5095,
+      51923,
+      49600,
+      17099,
+      51483,
+      17756,
+      16037,
+      8135,
+      30237,
+      5683,
+      9992,
+      7444,
+      5751,
+      10284,
+      20887,
+      59884,
+      52396,
+      16103,
+      67547,
+      18535,
+      8006,
+      7263,
+      1425,
+      6878,
+      14453,
+      9097,
+      44072,
+      76089,
+      68720,
+      2662,
+      2629,
+      923,
+      6548,
+      8924,
+      52194,
+      622,
+      1515,
+      1300,
+      37523,
+      44473,
+      36530,
+      3152,
+      93924,
+      3505,
+      15731,
+      6542,
+      14176,
+      11091,
+      1686,
+      11660,
+      80440,
+      18836,
+      26132,
+      5934,
+      24794,
+      40229,
+      3660,
+      11361,
+      10191,
+      8225,
+      3860,
+      78413,
+      17680,
+      15900,
+      78138,
+      15653,
+      5213,
+      22150,
+      39500,
+      10460,
+      35131,
+      21563,
+      43194,
+      27127,
+      3697,
+      20011,
+      24368,
+      15058,
+      23658,
+      8362,
+      16035,
+      24583,
+      52857,
+      38403,
+      60456,
+      81519,
+      40097,
+      16522,
+      29722,
+      21756,
+      18567,
+      1736,
+      48043,
+      87013,
+      22456,
+      23165,
+      55523,
+      13097,
+      50397,
+      41741,
+      23073,
+      6401,
+      86538,
+      16585,
+      11622,
+      2464,
+      84982,
+      75516,
+      36984,
+      58795,
+      47217,
+      59675,
+      5681,
+      3151,
+      1271,
+      887,
+      5203,
+      2685,
+      1849,
+      72470,
+      5370,
+      74063,
+      27629,
+      1655,
+      1728,
+      669,
+      3682,
+      3191,
+      59865,
+      2712,
+      1580,
+      922,
+      77243,
+      2990,
+      78493,
+      5228,
+      2750,
+      42711,
+      44568,
+      56402,
+      48236,
+      38993,
+      43559,
+      61250,
+      32942,
+      86302,
+      25310,
+      26313,
+      81770,
+      12185,
+      78382
+    ],
+    "open_ids": [
+      198,
+      7
+    ]
+  },
+  "templates": {
+    "context": "Context:\n{state}",
+    "head": "\n\nQuestion: {question}\nOptions:",
+    "narrow_option": "\n({label}) {option}",
+    "wide_option": "enc(\"\\n(\") + [label_id] + enc(\") {option}\")",
+    "tail": "\nAnswer: (",
+    "isolated_question": "{q}\nProposed answer: {level}\nDoes the proposed answer fit?",
+    "choice_option": "{name} | {name}: {description}",
+    "noul_options": [
+      "no | no: {false}",
+      "yes | yes: {true}"
+    ],
+    "score_level_strip": "^\\s*-?\\d+\\s*:\\s*"
+  },
+  "option_logits": {
+    "choice": "label_logits[row, :k]",
+    "noul": "label_logits[row, :2]  (0 = no = false, 1 = yes = true)",
+    "score": "log_sigmoid((label_logits[row_j, 1] - label_logits[row_j, 0]) / isolated_row_temperature), one row per level"
+  },
+  "opset": 20,
+  "precision": "fp32 compute; weights BF16 from the checkpoint, Cast at load"
+}

2b/model-fp32.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bfba1f3d353198a52695fb45d1868c6a0210767d19520b3d9dd73a17736e71bc
+size 8034107

README.md

@@ -0,0 +1,46 @@
+---
+license: apache-2.0
+base_model:
+- Mapika/decider-2b
+- Mapika/decider-0.8b
+library_name: onnx
+tags:
+- ollaya
+- onnx
+- decision-model
+- system-one
+pipeline_tag: text-classification
+---
+
+# decider for Ollaya
+
+[Ollaya](https://github.com/ollaya-dev/ollaya) package of **[Mapika/decider-2b](https://huggingface.co/Mapika/decider-2b)** and **[Mapika/decider-0.8b](https://huggingface.co/Mapika/decider-0.8b)** by Mapika.
+Ollaya runs open decision models locally, the way Ollama runs LLMs: typed questions in,
+calibrated answers out, behind a TypeSafe-compatible API.
+
+```sh
+ollaya run decider
+```
+
+## What is in this repository
+
+This repository holds only the files Ollaya derives, with no weights. Each graph is an ONNX export of the
+original model whose weights **reference the author's own `model.safetensors` by byte offset**,
+so `ollaya pull` downloads the weights from the upstream repository, unmodified and pinned to a
+commit, and verifies their sha256.
+
+| Tag | Upstream | Files |
+|---|---|---|
+| `decider:2b` | [Mapika/decider-2b@9839cc9](https://huggingface.co/Mapika/decider-2b/tree/9839cc9d908be16c5988c0d041034b5fdf82c7a2) | `2b/model-fp32.onnx`, `2b/decision.json`, `2b/calibration.json` |
+| `decider:0.8b` | [Mapika/decider-0.8b@a0a01d6](https://huggingface.co/Mapika/decider-0.8b/tree/a0a01d6f8135298f400a8c856b355793012ae971) | `0.8b/model-fp32.onnx`, `0.8b/decision.json`, `0.8b/calibration.json` |
+
+Each tag has an fp32 graph, used on CPU and GPU. Each tag also has `decision.json` (sequence layout, special tokens) and
+`calibration.json` (temperatures).
+
+## Parity
+
+Ollaya's Rust runtime matches the Python reference exactly on 479 questions (902 rows) per model. The token ids and answer-slot positions are identical, and so is the decision on every question. Probabilities are within 6.3e-6, on CPU and CUDA.
+
+## License
+
+Same as the upstream model (Apache-2.0). Ollaya itself is Apache-2.0.