diff --git "a/build/webgpu/test.json" "b/build/webgpu/test.json" new file mode 100644--- /dev/null +++ "b/build/webgpu/test.json" @@ -0,0 +1,5848 @@ +{ + "cases": [ + { + "name": "ort_hash_ngram3_heads2_fresh_sequence", + "provenance": { + "source": "onnxruntime/test/contrib_ops/engram_ops_test.cc", + "test": "EngramOpsTest.NGramHashMappingInt32", + "notes": "hash_ids and present_ids transcribed from the test's own ASSERT_EQ vectors." + }, + "attrs": { "max_ngram_size": 3, "n_head_per_ngram": 2, "pad_id": 9 }, + "inputs": { + "inputIdsT": { "dtype": "int32", "shape": [1, 4], "data": { "kind": "values", "values": [3, 4, 5, 6] } }, + "multipliersT": { "dtype": "int32", "shape": [3], "data": { "kind": "values", "values": [11, 13, 17] } }, + "vocabSizesT": { "dtype": "int32", "shape": [4], "data": { "kind": "values", "values": [101, 103, 107, 109] } } + }, + "outputs": { + "hashIdsT": { + "dtype": "int32", + "shape": [1, 4, 4], + "data": { "kind": "values", "values": [84, 84, 98, 96, 11, 11, 39, 37, 3, 3, 48, 48, 3, 3, 71, 71] } + }, + "presentIdsT": { "dtype": "int32", "shape": [1, 2], "data": { "kind": "values", "values": [5, 6] } } + } + }, + { + "name": "ort_hash_negative_ids_negative_pad", + "provenance": { + "source": "onnxruntime/test/contrib_ops/engram_ops_test.cc", + "test": "EngramOpsTest.NGramHashMappingNegativeIdsInt32", + "notes": "The only upstream vector that reaches the negative-remainder correction and the sign path of the wrapping multiply; transcribed from its ASSERT_EQ." + }, + "attrs": { "max_ngram_size": 3, "n_head_per_ngram": 2, "pad_id": -4 }, + "inputs": { + "inputIdsT": { "dtype": "int32", "shape": [1, 4], "data": { "kind": "values", "values": [-5, 7, -3, 2] } }, + "multipliersT": { "dtype": "int32", "shape": [3], "data": { "kind": "values", "values": [11, 13, 17] } }, + "vocabSizesT": { "dtype": "int32", "shape": [4], "data": { "kind": "values", "values": [101, 103, 107, 109] } } + }, + "outputs": { + "hashIdsT": { + "dtype": "int32", + "shape": [1, 4, 4], + "data": { "kind": "values", "values": [5, 5, 36, 38, 87, 89, 78, 78, 78, 82, 47, 47, 52, 54, 35, 37] } + }, + "presentIdsT": { "dtype": "int32", "shape": [1, 2], "data": { "kind": "values", "values": [-3, 2] } } + } + }, + { + "name": "ort_chunked_prefill_two_tokens", + "provenance": { + "source": "onnxruntime/test/contrib_ops/engram_ops_test.cc", + "test": "EngramOpsTest.NGramHashMappingChunkedMatchesFullSequenceInt32", + "notes": "First chunk of the chained run; its hash ids are the first eight entries of the full-sequence ASSERT_EQ vector." + }, + "attrs": { "max_ngram_size": 3, "n_head_per_ngram": 2, "pad_id": 9 }, + "inputs": { + "inputIdsT": { "dtype": "int32", "shape": [1, 2], "data": { "kind": "values", "values": [3, 4] } }, + "multipliersT": { "dtype": "int32", "shape": [3], "data": { "kind": "values", "values": [11, 13, 17] } }, + "vocabSizesT": { "dtype": "int32", "shape": [4], "data": { "kind": "values", "values": [101, 103, 107, 109] } } + }, + "outputs": { + "hashIdsT": { + "dtype": "int32", + "shape": [1, 2, 4], + "data": { "kind": "values", "values": [84, 84, 98, 96, 11, 11, 39, 37] } + }, + "presentIdsT": { "dtype": "int32", "shape": [1, 2], "data": { "kind": "values", "values": [3, 4] } } + } + }, + { + "name": "ort_chunked_decode_third_token", + "provenance": { + "source": "onnxruntime/test/contrib_ops/engram_ops_test.cc", + "test": "EngramOpsTest.NGramHashMappingChunkedMatchesFullSequenceInt32", + "notes": "Decode step fed the previous call's present_ids; its hash ids are entries 8..11 of the full-sequence ASSERT_EQ vector." + }, + "attrs": { "max_ngram_size": 3, "n_head_per_ngram": 2, "pad_id": 9 }, + "inputs": { + "inputIdsT": { "dtype": "int32", "shape": [1, 1], "data": { "kind": "values", "values": [5] } }, + "multipliersT": { "dtype": "int32", "shape": [3], "data": { "kind": "values", "values": [11, 13, 17] } }, + "vocabSizesT": { "dtype": "int32", "shape": [4], "data": { "kind": "values", "values": [101, 103, 107, 109] } }, + "pastIdsT": { "dtype": "int32", "shape": [1, 2], "data": { "kind": "values", "values": [3, 4] } } + }, + "outputs": { + "hashIdsT": { "dtype": "int32", "shape": [1, 1, 4], "data": { "kind": "values", "values": [3, 3, 48, 48] } }, + "presentIdsT": { "dtype": "int32", "shape": [1, 2], "data": { "kind": "values", "values": [4, 5] } } + } + }, + { + "name": "ort_chunked_decode_fourth_token", + "provenance": { + "source": "onnxruntime/test/contrib_ops/engram_ops_test.cc", + "test": "EngramOpsTest.NGramHashMappingChunkedMatchesFullSequenceInt32", + "notes": "Last decode step of the chain; its hash ids are entries 12..15 of the full-sequence ASSERT_EQ vector and its present_ids match the full run." + }, + "attrs": { "max_ngram_size": 3, "n_head_per_ngram": 2, "pad_id": 9 }, + "inputs": { + "inputIdsT": { "dtype": "int32", "shape": [1, 1], "data": { "kind": "values", "values": [6] } }, + "multipliersT": { "dtype": "int32", "shape": [3], "data": { "kind": "values", "values": [11, 13, 17] } }, + "vocabSizesT": { "dtype": "int32", "shape": [4], "data": { "kind": "values", "values": [101, 103, 107, 109] } }, + "pastIdsT": { "dtype": "int32", "shape": [1, 2], "data": { "kind": "values", "values": [4, 5] } } + }, + "outputs": { + "hashIdsT": { "dtype": "int32", "shape": [1, 1, 4], "data": { "kind": "values", "values": [3, 3, 71, 71] } }, + "presentIdsT": { "dtype": "int32", "shape": [1, 2], "data": { "kind": "values", "values": [5, 6] } } + } + }, + { + "name": "ort_empty_sequence_threads_history", + "provenance": { + "source": "onnxruntime/test/contrib_ops/engram_ops_test.cc", + "test": "EngramOpsTest.NGramHashMappingEmptySequenceInt32", + "notes": "No new tokens: hash_ids is empty and the window passes through unchanged." + }, + "attrs": { "max_ngram_size": 3, "n_head_per_ngram": 2, "pad_id": 9 }, + "inputs": { + "inputIdsT": { "dtype": "int32", "shape": [1, 0], "data": { "kind": "values", "values": [] } }, + "multipliersT": { "dtype": "int32", "shape": [3], "data": { "kind": "values", "values": [11, 13, 17] } }, + "vocabSizesT": { "dtype": "int32", "shape": [4], "data": { "kind": "values", "values": [101, 103, 107, 109] } }, + "pastIdsT": { "dtype": "int32", "shape": [1, 2], "data": { "kind": "values", "values": [3, 4] } } + }, + "outputs": { + "hashIdsT": { "dtype": "int32", "shape": [1, 0, 4], "data": { "kind": "values", "values": [] } }, + "presentIdsT": { "dtype": "int32", "shape": [1, 2], "data": { "kind": "values", "values": [3, 4] } } + } + }, + { + "name": "ort_batch3_distinct_rows_with_history", + "provenance": { + "source": "onnxruntime/test/contrib_ops/engram_ops_test.cc", + "test": "EngramOpsTest.NGramHashMappingBatchedInt32", + "notes": "The upstream batched geometry and inputs; expected values recomputed from the CPU kernel's algorithm because upstream builds them with its in-file reference rather than an ASSERT_EQ table." + }, + "attrs": { "max_ngram_size": 3, "n_head_per_ngram": 2, "pad_id": 9 }, + "inputs": { + "inputIdsT": { + "dtype": "int32", + "shape": [3, 4], + "data": { "kind": "values", "values": [3, 4, 5, 6, 17, 2, 31, 8, 40, 41, 42, 43] } + }, + "multipliersT": { "dtype": "int32", "shape": [3], "data": { "kind": "values", "values": [11, 13, 17] } }, + "vocabSizesT": { "dtype": "int32", "shape": [4], "data": { "kind": "values", "values": [101, 103, 107, 109] } }, + "pastIdsT": { + "dtype": "int32", + "shape": [3, 2], + "data": { "kind": "values", "values": [1, 2, 19, 23, 29, 37] } + } + }, + "outputs": { + "hashIdsT": { + "dtype": "int32", + "shape": [3, 4, 4], + "data": { + "kind": "values", + "values": [59, 59, 42, 42, 11, 11, 41, 41, 3, 3, 48, 48, 3, 3, 71, 71, 97, 91, 104, 102, 1, 100, 11, 5, 32, 26, 3, 1, 55, 47, 61, 53, 89, 89, 8, 0, 62, 44, 18, 10, 78, 60, 50, 44, 9, 92, 1, 104] + } + }, + "presentIdsT": { + "dtype": "int32", + "shape": [3, 2], + "data": { "kind": "values", "values": [5, 6, 31, 8, 42, 43] } + } + } + }, + { + "name": "non_positive_vocab_size_emits_zero_head", + "provenance": { + "source": "onnxruntime/test/contrib_ops/engram_ops_test.cc", + "test": "EngramOpsTest.NGramHashMappingRejectsNonPositiveVocabSizeInt32", + "notes": "Upstream's CPU kernel rejects a non-positive vocabulary size; every GPU implementation guards the division and emits 0 for that head, and only the guarded behaviour is reachable here. Head 2 is the invalid one." + }, + "attrs": { "max_ngram_size": 3, "n_head_per_ngram": 2, "pad_id": 9 }, + "inputs": { + "inputIdsT": { "dtype": "int32", "shape": [1, 4], "data": { "kind": "values", "values": [3, 4, 5, 6] } }, + "multipliersT": { "dtype": "int32", "shape": [3], "data": { "kind": "values", "values": [11, 13, 17] } }, + "vocabSizesT": { "dtype": "int32", "shape": [4], "data": { "kind": "values", "values": [101, 103, 0, 109] } } + }, + "outputs": { + "hashIdsT": { + "dtype": "int32", + "shape": [1, 4, 4], + "data": { "kind": "values", "values": [84, 84, 0, 96, 11, 11, 0, 37, 3, 3, 0, 48, 3, 3, 0, 71] } + }, + "presentIdsT": { "dtype": "int32", "shape": [1, 2], "data": { "kind": "values", "values": [5, 6] } } + } + }, + { + "name": "order3_single_head_fresh_seq7", + "provenance": { + "notes": "A single head per n-gram order, so two hash ids per position; seven positions leave a tail inside the last tile." + }, + "attrs": { "max_ngram_size": 3, "n_head_per_ngram": 1, "pad_id": 9 }, + "inputs": { + "inputIdsT": { + "dtype": "int32", + "shape": [1, 7], + "data": { "kind": "values", "values": [5, 12, 7, 0, 33, 4, 21] } + }, + "multipliersT": { "dtype": "int32", "shape": [3], "data": { "kind": "values", "values": [11, 13, 17] } }, + "vocabSizesT": { "dtype": "int32", "shape": [2], "data": { "kind": "values", "values": [1009, 1013] } } + }, + "outputs": { + "hashIdsT": { + "dtype": "int32", + "shape": [1, 7, 2], + "data": { "kind": "values", "values": [66, 219, 197, 92, 209, 132, 91, 151, 363, 284, 385, 385, 211, 738] } + }, + "presentIdsT": { "dtype": "int32", "shape": [1, 2], "data": { "kind": "values", "values": [4, 21] } } + } + }, + { + "name": "order3_single_head_past_seq5", + "provenance": { + "notes": "One head per order with a carry state and two batch rows, including a negative history id and a negative pad." + }, + "attrs": { "max_ngram_size": 3, "n_head_per_ngram": 1, "pad_id": -7 }, + "inputs": { + "inputIdsT": { + "dtype": "int32", + "shape": [2, 5], + "data": { "kind": "values", "values": [5, 12, 7, 0, 33, 9, 9, 8, 1, 2] } + }, + "multipliersT": { "dtype": "int32", "shape": [3], "data": { "kind": "values", "values": [17, 19, 23] } }, + "vocabSizesT": { "dtype": "int32", "shape": [2], "data": { "kind": "values", "values": [1009, 1013] } }, + "pastIdsT": { "dtype": "int32", "shape": [2, 2], "data": { "kind": "values", "values": [3, 71, -6, 5] } } + }, + "outputs": { + "hashIdsT": { + "dtype": "int32", + "shape": [2, 5, 2], + "data": { + "kind": "values", + "values": [287, 352, 147, 765, 147, 224, 133, 401, 561, 656, 198, 933, 50, 65, 35, 236, 137, 70, 49, 137] + } + }, + "presentIdsT": { "dtype": "int32", "shape": [2, 2], "data": { "kind": "values", "values": [0, 33, 1, 2] } } + } + }, + { + "name": "order4_heads4_batch2_seq5_past", + "provenance": { + "notes": "A wider Engram configuration: three n-gram orders times four heads is twelve hash ids per position." + }, + "attrs": { "max_ngram_size": 4, "n_head_per_ngram": 4, "pad_id": 9 }, + "inputs": { + "inputIdsT": { + "dtype": "int32", + "shape": [2, 5], + "data": { "kind": "values", "values": [3, 4, 5, 6, 7, 101, -102, 103, -104, 105] } + }, + "multipliersT": { "dtype": "int32", "shape": [4], "data": { "kind": "values", "values": [11, 13, 17, 19] } }, + "vocabSizesT": { + "dtype": "int32", + "shape": [12], + "data": { "kind": "values", "values": [101, 103, 107, 109, 113, 127, 131, 137, 139, 149, 151, 157] } + }, + "pastIdsT": { + "dtype": "int32", + "shape": [2, 3], + "data": { "kind": "values", "values": [1, 2, 3, -11, 12, -13] } + } + }, + "outputs": { + "hashIdsT": { + "dtype": "int32", + "shape": [2, 5, 12], + "data": { + "kind": "values", + "values": [6, 6, 6, 6, 36, 36, 36, 36, 55, 55, 55, 55, 11, 11, 11, 11, 56, 56, 56, 56, 30, 30, 30, 30, 3, 3, 3, 3, 48, 48, 48, 48, 9, 9, 9, 9, 3, 3, 3, 3, 71, 71, 71, 71, 126, 126, 126, 126, 3, 3, 3, 3, 86, 86, 86, 86, 26, 26, 26, 26, 33, 59, 4, 28, 54, 67, 103, 20, 0, 59, 43, 152, 83, 91, 0, 6, 73, 31, 19, 1, 98, 78, 74, 62, 83, 91, 0, 6, 109, 121, 58, 17, 127, 7, 134, 68, 71, 79, 95, 103, 8, 24, 95, 11, 107, 97, 95, 89, 52, 62, 82, 92, 109, 93, 22, 106, 130, 130, 130, 130] + } + }, + "presentIdsT": { + "dtype": "int32", + "shape": [2, 3], + "data": { "kind": "values", "values": [5, 6, 7, 103, -104, 105] } + } + } + }, + { + "name": "order4_heads4_call_shorter_than_window", + "provenance": { + "notes": "Two new tokens against a three-slot window, so one present slot still comes from past_ids and the deepest shift reads history for both positions." + }, + "attrs": { "max_ngram_size": 4, "n_head_per_ngram": 4, "pad_id": 9 }, + "inputs": { + "inputIdsT": { "dtype": "int32", "shape": [2, 2], "data": { "kind": "values", "values": [7, 8, -9, 10] } }, + "multipliersT": { "dtype": "int32", "shape": [4], "data": { "kind": "values", "values": [11, 13, 17, 19] } }, + "vocabSizesT": { + "dtype": "int32", + "shape": [12], + "data": { "kind": "values", "values": [101, 103, 107, 109, 113, 127, 131, 137, 139, 149, 151, 157] } + }, + "pastIdsT": { + "dtype": "int32", + "shape": [2, 3], + "data": { "kind": "values", "values": [1, 2, 3, -11, 12, -13] } + } + }, + "outputs": { + "hashIdsT": { + "dtype": "int32", + "shape": [2, 2, 12], + "data": { + "kind": "values", + "values": [5, 3, 106, 106, 72, 72, 72, 72, 91, 91, 91, 91, 3, 3, 3, 3, 48, 48, 48, 48, 22, 22, 22, 22, 0, 99, 95, 93, 6, 6, 6, 6, 63, 83, 87, 99, 74, 76, 80, 82, 85, 71, 67, 61, 34, 34, 34, 34] + } + }, + "presentIdsT": { + "dtype": "int32", + "shape": [2, 3], + "data": { "kind": "values", "values": [3, 7, 8, -13, -9, 10] } + } + } + }, + { + "name": "order2_single_head_fresh_seq5", + "provenance": { "notes": "The smallest legal configuration: one n-gram order, one head, a one-slot window." }, + "attrs": { "max_ngram_size": 2, "n_head_per_ngram": 1, "pad_id": 9 }, + "inputs": { + "inputIdsT": { "dtype": "int32", "shape": [1, 5], "data": { "kind": "values", "values": [6, 13, 2, 40, 9] } }, + "multipliersT": { "dtype": "int32", "shape": [2], "data": { "kind": "values", "values": [11, 13] } }, + "vocabSizesT": { "dtype": "int32", "shape": [1], "data": { "kind": "values", "values": [1009] } } + }, + "outputs": { + "hashIdsT": { + "dtype": "int32", + "shape": [1, 5, 1], + "data": { "kind": "values", "values": [55, 193, 191, 418, 619] } + }, + "presentIdsT": { "dtype": "int32", "shape": [1, 1], "data": { "kind": "values", "values": [9] } } + } + }, + { + "name": "order4_single_head_batch2_seq6_past", + "provenance": { + "notes": "One head across four n-gram orders, so three hash ids per position over two batch rows." + }, + "attrs": { "max_ngram_size": 4, "n_head_per_ngram": 1, "pad_id": 9 }, + "inputs": { + "inputIdsT": { + "dtype": "int32", + "shape": [2, 6], + "data": { "kind": "values", "values": [3, 4, 5, 6, 7, 8, 40, -41, 42, -43, 44, -45] } + }, + "multipliersT": { "dtype": "int32", "shape": [4], "data": { "kind": "values", "values": [11, 13, 17, 19] } }, + "vocabSizesT": { "dtype": "int32", "shape": [3], "data": { "kind": "values", "values": [1009, 1013, 1019] } }, + "pastIdsT": { "dtype": "int32", "shape": [2, 3], "data": { "kind": "values", "values": [1, 2, 3, 29, 37, 41] } } + }, + "outputs": { + "hashIdsT": { + "dtype": "int32", + "shape": [2, 6, 3], + "data": { + "kind": "values", + "values": [6, 36, 55, 11, 56, 30, 3, 48, 9, 3, 71, 126, 3, 86, 26, 3, 101, 58, 941, 472, 4, 38, 641, 46, 22, 642, 385, 999, 322, 954, 38, 756, 522, 30, 264, 534] + } + }, + "presentIdsT": { + "dtype": "int32", + "shape": [2, 3], + "data": { "kind": "values", "values": [6, 7, 8, -43, 44, -45] } + } + } + }, + { + "name": "wrapping_products_large_multipliers", + "provenance": { + "notes": "Every product here overflows 32 bits, so the two's-complement wrap is what produces these values; an int64 run of the same inputs would wrap at 64 bits and disagree." + }, + "attrs": { "max_ngram_size": 3, "n_head_per_ngram": 2, "pad_id": 1999999997 }, + "inputs": { + "inputIdsT": { + "dtype": "int32", + "shape": [1, 5], + "data": { "kind": "values", "values": [2000000000, 1999999999, -2000000000, 3, -7] } + }, + "multipliersT": { + "dtype": "int32", + "shape": [3], + "data": { "kind": "values", "values": [1234567891, 987654323, 2000000011] } + }, + "vocabSizesT": { "dtype": "int32", "shape": [4], "data": { "kind": "values", "values": [101, 103, 107, 109] } } + }, + "outputs": { + "hashIdsT": { + "dtype": "int32", + "shape": [1, 5, 4], + "data": { + "kind": "values", + "values": [63, 22, 15, 70, 24, 95, 54, 66, 35, 32, 90, 49, 25, 99, 17, 1, 30, 49, 101, 4] + } + }, + "presentIdsT": { "dtype": "int32", "shape": [1, 2], "data": { "kind": "values", "values": [3, -7] } } + } + }, + { + "name": "integer_extreme_ids_and_multipliers", + "provenance": { + "notes": "The int32 boundary values as ids, multipliers, history and pad, where the wrapping multiply and the negative-remainder correction meet." + }, + "attrs": { "max_ngram_size": 3, "n_head_per_ngram": 2, "pad_id": -2147483648 }, + "inputs": { + "inputIdsT": { + "dtype": "int32", + "shape": [1, 4], + "data": { "kind": "values", "values": [-2147483648, 2147483647, 0, -1] } + }, + "multipliersT": { + "dtype": "int32", + "shape": [3], + "data": { "kind": "values", "values": [2147483647, -2147483648, 3] } + }, + "vocabSizesT": { "dtype": "int32", "shape": [4], "data": { "kind": "values", "values": [101, 103, 107, 109] } }, + "pastIdsT": { + "dtype": "int32", + "shape": [1, 2], + "data": { "kind": "values", "values": [-2147483648, 2147483647] } + } + }, + "outputs": { + "hashIdsT": { + "dtype": "int32", + "shape": [1, 4, 4], + "data": { "kind": "values", "values": [0, 0, 39, 17, 1, 1, 64, 88, 67, 20, 0, 0, 68, 21, 103, 105] } + }, + "presentIdsT": { "dtype": "int32", "shape": [1, 2], "data": { "kind": "values", "values": [0, -1] } } + } + }, + { + "name": "tile_boundary_seq1027_fresh", + "provenance": { + "notes": "1027 positions spill past the first workgroup tile and leave a partial tile, over ids that sweep through negative and positive values so the remainder correction runs at scale." + }, + "attrs": { "max_ngram_size": 3, "n_head_per_ngram": 2, "pad_id": 9 }, + "inputs": { + "inputIdsT": { + "dtype": "int32", + "shape": [1, 1027], + "data": { "kind": "linspace", "start": -5000, "end": 5000 } + }, + "multipliersT": { "dtype": "int32", "shape": [3], "data": { "kind": "values", "values": [11, 13, 17] } }, + "vocabSizesT": { "dtype": "int32", "shape": [4], "data": { "kind": "values", "values": [101, 103, 107, 109] } } + }, + "outputs": { + "hashIdsT": { "dtype": "int32", "shape": [1, 1027, 4] }, + "presentIdsT": { "dtype": "int32", "shape": [1, 2] } + } + }, + { + "name": "tile_boundary_batch4_seq600_past", + "provenance": { + "notes": "Four batch rows of 600 positions: one workgroup row per batch row, several span tiles each, with a carry state per row." + }, + "attrs": { "max_ngram_size": 3, "n_head_per_ngram": 2, "pad_id": 9 }, + "inputs": { + "inputIdsT": { + "dtype": "int32", + "shape": [4, 600], + "data": { "kind": "linspace", "start": -5000, "end": 5000 } + }, + "multipliersT": { "dtype": "int32", "shape": [3], "data": { "kind": "values", "values": [11, 13, 17] } }, + "vocabSizesT": { "dtype": "int32", "shape": [4], "data": { "kind": "values", "values": [101, 103, 107, 109] } }, + "pastIdsT": { "dtype": "int32", "shape": [4, 2], "data": { "kind": "linspace", "start": -19, "end": 23 } } + }, + "outputs": { + "hashIdsT": { "dtype": "int32", "shape": [4, 600, 4] }, + "presentIdsT": { "dtype": "int32", "shape": [4, 2] } + } + }, + { + "name": "single_slot_per_lane_seq513_past", + "provenance": { + "notes": "One span slot per invocation and a 64-invocation workgroup, so the tile walk runs with the smallest rendered tile and every tile boundary is crossed." + }, + "tunables": { "WORKGROUP_SIZE": 64, "ITEMS_PER_LANE": 1 }, + "attrs": { "max_ngram_size": 3, "n_head_per_ngram": 1, "pad_id": -7 }, + "inputs": { + "inputIdsT": { + 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