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Publish unique model operator workload lists
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{
"gemm_runtime": {
"identity_columns": [
"m",
"n",
"k"
],
"columns": [
{
"name": "m",
"type": "int64",
"null_count": 0,
"description": "GEMM output rows M; input matrix shape is M x K."
},
{
"name": "n",
"type": "int64",
"null_count": 0,
"description": "GEMM output columns N; weight/right-hand matrix shape is K x N."
},
{
"name": "k",
"type": "int64",
"null_count": 0,
"description": "GEMM reduction dimension K."
},
{
"name": "execution_forms",
"type": "string",
"null_count": 0,
"description": "Semicolon-delimited execution forms sharing this M,N,K tuple; do not assume one execution form per row."
},
{
"name": "linear_reference_rows",
"type": "int64",
"null_count": 0,
"description": "Linear reference rows; retained from the unique source list."
},
{
"name": "attention_reference_rows",
"type": "int64",
"null_count": 0,
"description": "Attention reference rows; retained from the unique source list."
},
{
"name": "operation_domains",
"type": "string",
"null_count": 884,
"description": "Operation domains; retained from the unique source list."
},
{
"name": "attention_operations",
"type": "string",
"null_count": 8205,
"description": "Attention operations; retained from the unique source list."
},
{
"name": "family_count",
"type": "int64",
"null_count": 0,
"description": "Original aggregate source-family count; not deployment prevalence."
},
{
"name": "example_families",
"type": "string",
"null_count": 0,
"description": "Semicolon-delimited collection/family examples; may be truncated or contain unknown family markers."
},
{
"name": "workload_count",
"type": "int64",
"null_count": 0,
"description": "Workload count; retained from the unique source list."
},
{
"name": "example_workloads",
"type": "string",
"null_count": 0,
"description": "Example workloads; retained from the unique source list."
},
{
"name": "attention_batch_groups",
"type": "string",
"null_count": 8205,
"description": "Semicolon-delimited observed reference batch-head group counts; not folded into M."
}
]
},
"gemm_weights": {
"identity_columns": [
"k",
"n"
],
"columns": [
{
"name": "rank",
"type": "int64",
"null_count": 0,
"description": "Original source rank within this configuration; not a performance measurement."
},
{
"name": "k",
"type": "int64",
"null_count": 0,
"description": "GEMM reduction dimension K."
},
{
"name": "n",
"type": "int64",
"null_count": 0,
"description": "GEMM output columns N; weight/right-hand matrix shape is K x N."
},
{
"name": "instance_count",
"type": "int64",
"null_count": 0,
"description": "Number of contributing source evidence/workload rows, not unique dataset rows."
},
{
"name": "family_count",
"type": "int64",
"null_count": 0,
"description": "Original aggregate source-family count; not deployment prevalence."
},
{
"name": "checkpoint_count",
"type": "int64",
"null_count": 0,
"description": "Original aggregate checkpoint count; counting/unknown-ID treatment follows the source list, not deployment prevalence."
},
{
"name": "evidence_sources",
"type": "string",
"null_count": 0,
"description": "Semicolon-delimited evidence methods; header-only orientation may assume standard PyTorch N x K storage."
},
{
"name": "example_families",
"type": "string",
"null_count": 0,
"description": "Semicolon-delimited collection/family examples; may be truncated or contain unknown family markers."
},
{
"name": "example_modules",
"type": "string",
"null_count": 0,
"description": "Source module/tensor/expression examples; compacted and possibly truncated; not a complete membership list."
}
]
},
"gemm_benchmark": {
"identity_columns": [
"m",
"n",
"k"
],
"columns": [
{
"name": "m",
"type": "int64",
"null_count": 0,
"description": "GEMM output rows M; input matrix shape is M x K."
},
{
"name": "n",
"type": "int64",
"null_count": 0,
"description": "GEMM output columns N; weight/right-hand matrix shape is K x N."
},
{
"name": "k",
"type": "int64",
"null_count": 0,
"description": "GEMM reduction dimension K."
},
{
"name": "m_policy",
"type": "string",
"null_count": 0,
"description": "Explicit synthetic benchmark policy used to select M, rather than inferred runtime geometry."
},
{
"name": "weight_instance_count",
"type": "int64",
"null_count": 0,
"description": "Weight instance count; retained from the unique source list."
},
{
"name": "family_count",
"type": "int64",
"null_count": 0,
"description": "Original aggregate source-family count; not deployment prevalence."
},
{
"name": "checkpoint_count",
"type": "int64",
"null_count": 0,
"description": "Original aggregate checkpoint count; counting/unknown-ID treatment follows the source list, not deployment prevalence."
},
{
"name": "evidence_sources",
"type": "string",
"null_count": 0,
"description": "Semicolon-delimited evidence methods; header-only orientation may assume standard PyTorch N x K storage."
},
{
"name": "example_families",
"type": "string",
"null_count": 0,
"description": "Semicolon-delimited collection/family examples; may be truncated or contain unknown family markers."
}
]
},
"convolution": {
"identity_columns": [
"module_type",
"spatial_dims",
"transposed",
"in_channels",
"out_channels",
"groups",
"depthwise",
"kernel",
"stride",
"padding",
"dilation",
"output_padding",
"bias",
"weight_storage_shape",
"lowering_m_expression",
"lowering_n_per_group",
"lowering_k_per_group"
],
"columns": [
{
"name": "rank",
"type": "int64",
"null_count": 0,
"description": "Original source rank within this configuration; not a performance measurement."
},
{
"name": "checkpoint_count",
"type": "int64",
"null_count": 0,
"description": "Original aggregate checkpoint count; counting/unknown-ID treatment follows the source list, not deployment prevalence."
},
{
"name": "family_count",
"type": "int64",
"null_count": 0,
"description": "Original aggregate source-family count; not deployment prevalence."
},
{
"name": "config_instance_count",
"type": "int64",
"null_count": 0,
"description": "Config instance count; retained from the unique source list."
},
{
"name": "module_occurrences_capped",
"type": "int64",
"null_count": 0,
"description": "Occurrences in capped model constructions; not full production layer count."
},
{
"name": "module_type",
"type": "string",
"null_count": 0,
"description": "Module type; retained from the unique source list."
},
{
"name": "spatial_dims",
"type": "int64",
"null_count": 0,
"description": "Spatial dims; retained from the unique source list."
},
{
"name": "transposed",
"type": "bool",
"null_count": 0,
"description": "Transposed; retained from the unique source list."
},
{
"name": "in_channels",
"type": "int64",
"null_count": 0,
"description": "In channels; retained from the unique source list."
},
{
"name": "out_channels",
"type": "int64",
"null_count": 0,
"description": "Out channels; retained from the unique source list."
},
{
"name": "groups",
"type": "int64",
"null_count": 0,
"description": "Groups; retained from the unique source list."
},
{
"name": "depthwise",
"type": "bool",
"null_count": 0,
"description": "Depthwise; retained from the unique source list."
},
{
"name": "kernel",
"type": "string",
"null_count": 0,
"description": "Kernel; retained from the unique source list."
},
{
"name": "stride",
"type": "string",
"null_count": 0,
"description": "Stride; retained from the unique source list."
},
{
"name": "padding",
"type": "string",
"null_count": 0,
"description": "Padding; retained from the unique source list."
},
{
"name": "dilation",
"type": "string",
"null_count": 0,
"description": "Dilation; retained from the unique source list."
},
{
"name": "output_padding",
"type": "string",
"null_count": 0,
"description": "Output padding; retained from the unique source list."
},
{
"name": "bias",
"type": "bool",
"null_count": 0,
"description": "Bias; retained from the unique source list."
},
{
"name": "weight_storage_shape",
"type": "string",
"null_count": 0,
"description": "Weight storage shape; retained from the unique source list."
},
{
"name": "lowering_m_expression",
"type": "string",
"null_count": 0,
"description": "Symbolic flattened convolution row count; runtime input/output spatial positions remain variable."
},
{
"name": "lowering_n_per_group",
"type": "int64",
"null_count": 0,
"description": "Lowering n per group; retained from the unique source list."
},
{
"name": "lowering_k_per_group",
"type": "int64",
"null_count": 0,
"description": "Lowering k per group; retained from the unique source list."
},
{
"name": "example_checkpoints",
"type": "string",
"null_count": 69,
"description": "Semicolon-delimited source repository examples; may be truncated, not a complete membership list."
},
{
"name": "example_families",
"type": "string",
"null_count": 0,
"description": "Semicolon-delimited collection/family examples; may be truncated or contain unknown family markers."
},
{
"name": "example_modules",
"type": "string",
"null_count": 0,
"description": "Source module/tensor/expression examples; compacted and possibly truncated; not a complete membership list."
}
]
},
"convolution_lowerings": {
"identity_columns": [
"spatial_dims",
"transposed",
"groups",
"M_expression",
"N_per_group",
"K_per_group"
],
"columns": [
{
"name": "rank",
"type": "int64",
"null_count": 0,
"description": "Original source rank within this configuration; not a performance measurement."
},
{
"name": "checkpoint_count_sum",
"type": "int64",
"null_count": 0,
"description": "Sum of checkpoint counts across convolution shapes; can count the same checkpoint repeatedly."
},
{
"name": "family_count_sum",
"type": "int64",
"null_count": 0,
"description": "Sum of family counts across convolution shapes; can count the same family repeatedly."
},
{
"name": "conv_shape_count",
"type": "int64",
"null_count": 0,
"description": "Conv shape count; retained from the unique source list."
},
{
"name": "spatial_dims",
"type": "int64",
"null_count": 0,
"description": "Spatial dims; retained from the unique source list."
},
{
"name": "transposed",
"type": "bool",
"null_count": 0,
"description": "Transposed; retained from the unique source list."
},
{
"name": "groups",
"type": "int64",
"null_count": 0,
"description": "Groups; retained from the unique source list."
},
{
"name": "M_expression",
"type": "string",
"null_count": 0,
"description": "Symbolic convolution lowering M; not a concrete selected workload."
},
{
"name": "N_per_group",
"type": "int64",
"null_count": 0,
"description": "N per group; retained from the unique source list."
},
{
"name": "K_per_group",
"type": "int64",
"null_count": 0,
"description": "K per group; retained from the unique source list."
},
{
"name": "example_conv_types",
"type": "string",
"null_count": 0,
"description": "Example conv types; retained from the unique source list."
}
]
},
"attention": {
"identity_columns": [
"B",
"heads",
"Q",
"K",
"head_dim",
"kv_heads",
"q_per_kv_group",
"grouping",
"causal",
"cross_attention",
"attention_mode",
"configured_dtype",
"weight_dtype",
"mask_type",
"mask_representation",
"operation_domain"
],
"columns": [
{
"name": "rank",
"type": "int64",
"null_count": 0,
"description": "Original source rank within this configuration; not a performance measurement."
},
{
"name": "checkpoint_count",
"type": "int64",
"null_count": 0,
"description": "Original aggregate checkpoint count; counting/unknown-ID treatment follows the source list, not deployment prevalence."
},
{
"name": "family_count",
"type": "int64",
"null_count": 0,
"description": "Original aggregate source-family count; not deployment prevalence."
},
{
"name": "module_count",
"type": "int64",
"null_count": 0,
"description": "Original count of contributing module sites from capped model inspections."
},
{
"name": "instance_count",
"type": "int64",
"null_count": 0,
"description": "Number of contributing source evidence/workload rows, not unique dataset rows."
},
{
"name": "B",
"type": "int64",
"null_count": 0,
"description": "Selected batch size."
},
{
"name": "heads",
"type": "int64",
"null_count": 0,
"description": "Query head count."
},
{
"name": "Q",
"type": "int64",
"null_count": 0,
"description": "Selected query sequence length."
},
{
"name": "K",
"type": "int64",
"null_count": 0,
"description": "Selected key/value sequence length (attention)."
},
{
"name": "head_dim",
"type": "int64",
"null_count": 0,
"description": "Elements per attention head."
},
{
"name": "kv_heads",
"type": "int64",
"null_count": 0,
"description": "Key/value head count, retained separately for grouped/multi-query attention."
},
{
"name": "q_per_kv_group",
"type": "int64",
"null_count": 0,
"description": "Number of query heads per key/value head."
},
{
"name": "grouping",
"type": "string",
"null_count": 0,
"description": "Grouping; retained from the unique source list."
},
{
"name": "causal",
"type": "bool",
"null_count": 0,
"description": "Causal; retained from the unique source list."
},
{
"name": "cross_attention",
"type": "bool",
"null_count": 0,
"description": "Cross attention; retained from the unique source list."
},
{
"name": "attention_mode",
"type": "string",
"null_count": 0,
"description": "Attention mode; retained from the unique source list."
},
{
"name": "configured_dtype",
"type": "string",
"null_count": 0,
"description": "Compute dtype pinned by config, or runtime_selected if unpinned."
},
{
"name": "weight_dtype",
"type": "string",
"null_count": 0,
"description": "Observed parameter dtype, or not_observed; distinct from compute dtype."
},
{
"name": "mask_type",
"type": "string",
"null_count": 0,
"description": "Mask type; retained from the unique source list."
},
{
"name": "mask_representation",
"type": "string",
"null_count": 0,
"description": "Mask representation; retained from the unique source list."
},
{
"name": "operation_domain",
"type": "string",
"null_count": 0,
"description": "Operation domain; retained from the unique source list."
},
{
"name": "score_elements",
"type": "int64",
"null_count": 0,
"description": "Score elements; element count, not bytes."
},
{
"name": "attention_matmul_flops",
"type": "int64",
"null_count": 0,
"description": "Attention matmul flops; estimated arithmetic operations, not measured performance."
},
{
"name": "kv_cache_elements",
"type": "int64",
"null_count": 0,
"description": "Kv cache elements; element count, not bytes."
},
{
"name": "example_checkpoints",
"type": "string",
"null_count": 35,
"description": "Semicolon-delimited source repository examples; may be truncated, not a complete membership list."
},
{
"name": "example_families",
"type": "string",
"null_count": 0,
"description": "Semicolon-delimited collection/family examples; may be truncated or contain unknown family markers."
},
{
"name": "example_modules",
"type": "string",
"null_count": 0,
"description": "Source module/tensor/expression examples; compacted and possibly truncated; not a complete membership list."
}
]
},
"embedding": {
"identity_columns": [
"operation",
"role",
"embedding_kind",
"B",
"tokens_per_batch",
"token_count",
"vocabulary_size",
"embedding_dim",
"padding_idx",
"bias",
"tied_weights",
"logit_scope",
"configured_dtype",
"weight_dtype",
"access_pattern"
],
"columns": [
{
"name": "rank",
"type": "int64",
"null_count": 0,
"description": "Original source rank within this configuration; not a performance measurement."
},
{
"name": "checkpoint_count",
"type": "int64",
"null_count": 0,
"description": "Original aggregate checkpoint count; counting/unknown-ID treatment follows the source list, not deployment prevalence."
},
{
"name": "family_count",
"type": "int64",
"null_count": 0,
"description": "Original aggregate source-family count; not deployment prevalence."
},
{
"name": "module_count",
"type": "int64",
"null_count": 0,
"description": "Original count of contributing module sites from capped model inspections."
},
{
"name": "instance_count",
"type": "int64",
"null_count": 0,
"description": "Number of contributing source evidence/workload rows, not unique dataset rows."
},
{
"name": "operation",
"type": "string",
"null_count": 0,
"description": "Operation; retained from the unique source list."
},
{
"name": "role",
"type": "string",
"null_count": 0,
"description": "Role; retained from the unique source list."
},
{
"name": "embedding_kind",
"type": "string",
"null_count": 0,
"description": "Embedding kind; retained from the unique source list."
},
{
"name": "B",
"type": "int64",
"null_count": 0,
"description": "Selected batch size."
},
{
"name": "tokens_per_batch",
"type": "int64",
"null_count": 0,
"description": "Tokens per batch; retained from the unique source list."
},
{
"name": "token_count",
"type": "int64",
"null_count": 0,
"description": "Token count; retained from the unique source list."
},
{
"name": "vocabulary_size",
"type": "int64",
"null_count": 0,
"description": "Vocabulary size; retained from the unique source list."
},
{
"name": "embedding_dim",
"type": "int64",
"null_count": 0,
"description": "Embedding dim; retained from the unique source list."
},
{
"name": "padding_idx",
"type": "int64",
"null_count": 5911,
"description": "Padding idx; retained from the unique source list."
},
{
"name": "bias",
"type": "bool",
"null_count": 0,
"description": "Bias; retained from the unique source list."
},
{
"name": "tied_weights",
"type": "bool",
"null_count": 0,
"description": "Tied weights; retained from the unique source list."
},
{
"name": "logit_scope",
"type": "string",
"null_count": 0,
"description": "Logit scope; retained from the unique source list."
},
{
"name": "configured_dtype",
"type": "string",
"null_count": 0,
"description": "Compute dtype pinned by config, or runtime_selected if unpinned."
},
{
"name": "weight_dtype",
"type": "string",
"null_count": 0,
"description": "Observed parameter dtype, or not_observed; distinct from compute dtype."
},
{
"name": "access_pattern",
"type": "string",
"null_count": 0,
"description": "Access pattern; retained from the unique source list."
},
{
"name": "table_elements",
"type": "int64",
"null_count": 0,
"description": "Table elements; element count, not bytes."
},
{
"name": "output_elements",
"type": "int64",
"null_count": 0,
"description": "Output elements; element count, not bytes."
},
{
"name": "projection_flops",
"type": "int64",
"null_count": 0,
"description": "Projection flops; estimated arithmetic operations, not measured performance."
},
{
"name": "example_checkpoints",
"type": "string",
"null_count": 64,
"description": "Semicolon-delimited source repository examples; may be truncated, not a complete membership list."
},
{
"name": "example_families",
"type": "string",
"null_count": 0,
"description": "Semicolon-delimited collection/family examples; may be truncated or contain unknown family markers."
},
{
"name": "example_modules",
"type": "string",
"null_count": 0,
"description": "Source module/tensor/expression examples; compacted and possibly truncated; not a complete membership list."
}
]
},
"moe": {
"identity_columns": [
"k",
"n",
"num_experts",
"top_k",
"tokens_per_expert_M",
"routing_distribution",
"active_experts",
"group_count",
"capacity_factor",
"grouped_gemm_layout",
"projection_role",
"configured_dtype"
],
"columns": [
{
"name": "rank",
"type": "int64",
"null_count": 0,
"description": "Original source rank within this configuration; not a performance measurement."
},
{
"name": "checkpoint_count",
"type": "int64",
"null_count": 0,
"description": "Original aggregate checkpoint count; counting/unknown-ID treatment follows the source list, not deployment prevalence."
},
{
"name": "family_count",
"type": "int64",
"null_count": 0,
"description": "Original aggregate source-family count; not deployment prevalence."
},
{
"name": "module_count",
"type": "int64",
"null_count": 0,
"description": "Original count of contributing module sites from capped model inspections."
},
{
"name": "instance_count",
"type": "int64",
"null_count": 0,
"description": "Number of contributing source evidence/workload rows, not unique dataset rows."
},
{
"name": "k",
"type": "int64",
"null_count": 0,
"description": "GEMM reduction dimension K."
},
{
"name": "n",
"type": "int64",
"null_count": 0,
"description": "GEMM output columns N; weight/right-hand matrix shape is K x N."
},
{
"name": "num_experts",
"type": "int64",
"null_count": 0,
"description": "Num experts; retained from the unique source list."
},
{
"name": "top_k",
"type": "int64",
"null_count": 0,
"description": "Selected top-k; a string when numeric values coexist with explicit not_applicable markers."
},
{
"name": "tokens_per_expert_M",
"type": "int64",
"null_count": 0,
"description": "Selected/estimated routed tokens per active expert, the expert GEMM M dimension."
},
{
"name": "routing_distribution",
"type": "string",
"null_count": 0,
"description": "Routing distribution; retained from the unique source list."
},
{
"name": "active_experts",
"type": "int64",
"null_count": 0,
"description": "Active experts; retained from the unique source list."
},
{
"name": "group_count",
"type": "int64",
"null_count": 0,
"description": "Group count; retained from the unique source list."
},
{
"name": "capacity_factor",
"type": "string",
"null_count": 0,
"description": "Expert capacity policy value, or an explicit source marker such as not_configured."
},
{
"name": "grouped_gemm_layout",
"type": "string",
"null_count": 0,
"description": "Expert weight/group layout policy; architecture_dependent_grouped requires consumer interpretation."
},
{
"name": "projection_role",
"type": "string",
"null_count": 0,
"description": "Projection role; retained from the unique source list."
},
{
"name": "configured_dtype",
"type": "string",
"null_count": 0,
"description": "Compute dtype pinned by config, or runtime_selected if unpinned."
},
{
"name": "expert_gemm_flops",
"type": "int64",
"null_count": 0,
"description": "Estimated 2*M*N*K FLOPs for one active expert GEMM, not measured timing."
},
{
"name": "example_checkpoints",
"type": "string",
"null_count": 171,
"description": "Semicolon-delimited source repository examples; may be truncated, not a complete membership list."
},
{
"name": "example_families",
"type": "string",
"null_count": 0,
"description": "Semicolon-delimited collection/family examples; may be truncated or contain unknown family markers."
},
{
"name": "example_modules",
"type": "string",
"null_count": 0,
"description": "Source module/tensor/expression examples; compacted and possibly truncated; not a complete membership list."
}
]
},
"normalization": {
"identity_columns": [
"norm_type",
"B",
"outer_row_count",
"normalized_width",
"feature_width",
"groups",
"channels_per_group",
"spatial_size",
"spatial_volume",
"epsilon",
"affine",
"scale",
"bias",
"track_running_stats",
"configured_dtype",
"weight_dtype",
"operation_domain"
],
"columns": [
{
"name": "rank",
"type": "int64",
"null_count": 0,
"description": "Original source rank within this configuration; not a performance measurement."
},
{
"name": "checkpoint_count",
"type": "int64",
"null_count": 0,
"description": "Original aggregate checkpoint count; counting/unknown-ID treatment follows the source list, not deployment prevalence."
},
{
"name": "family_count",
"type": "int64",
"null_count": 0,
"description": "Original aggregate source-family count; not deployment prevalence."
},
{
"name": "module_count",
"type": "int64",
"null_count": 0,
"description": "Original count of contributing module sites from capped model inspections."
},
{
"name": "instance_count",
"type": "int64",
"null_count": 0,
"description": "Number of contributing source evidence/workload rows, not unique dataset rows."
},
{
"name": "norm_type",
"type": "string",
"null_count": 0,
"description": "Norm type; retained from the unique source list."
},
{
"name": "B",
"type": "int64",
"null_count": 0,
"description": "Selected batch size."
},
{
"name": "outer_row_count",
"type": "int64",
"null_count": 0,
"description": "Outer row count; retained from the unique source list."
},
{
"name": "normalized_width",
"type": "int64",
"null_count": 0,
"description": "Normalized width; retained from the unique source list."
},
{
"name": "feature_width",
"type": "int64",
"null_count": 0,
"description": "Feature width; retained from the unique source list."
},
{
"name": "groups",
"type": "int64",
"null_count": 2592,
"description": "Groups; retained from the unique source list."
},
{
"name": "channels_per_group",
"type": "int64",
"null_count": 2592,
"description": "Channels per group; retained from the unique source list."
},
{
"name": "spatial_size",
"type": "string",
"null_count": 0,
"description": "Spatial size; retained from the unique source list."
},
{
"name": "spatial_volume",
"type": "int64",
"null_count": 0,
"description": "Spatial volume; retained from the unique source list."
},
{
"name": "epsilon",
"type": "string",
"null_count": 0,
"description": "Normalization numerical stabilizer."
},
{
"name": "affine",
"type": "bool",
"null_count": 0,
"description": "Affine; retained from the unique source list."
},
{
"name": "scale",
"type": "bool",
"null_count": 0,
"description": "Scale; retained from the unique source list."
},
{
"name": "bias",
"type": "bool",
"null_count": 0,
"description": "Bias; retained from the unique source list."
},
{
"name": "track_running_stats",
"type": "bool",
"null_count": 0,
"description": "Track running stats; retained from the unique source list."
},
{
"name": "configured_dtype",
"type": "string",
"null_count": 0,
"description": "Compute dtype pinned by config, or runtime_selected if unpinned."
},
{
"name": "weight_dtype",
"type": "string",
"null_count": 0,
"description": "Observed parameter dtype, or not_observed; distinct from compute dtype."
},
{
"name": "operation_domain",
"type": "string",
"null_count": 0,
"description": "Operation domain; retained from the unique source list."
},
{
"name": "elements_processed",
"type": "int64",
"null_count": 0,
"description": "Elements processed; retained from the unique source list."
},
{
"name": "example_checkpoints",
"type": "string",
"null_count": 23,
"description": "Semicolon-delimited source repository examples; may be truncated, not a complete membership list."
},
{
"name": "example_families",
"type": "string",
"null_count": 0,
"description": "Semicolon-delimited collection/family examples; may be truncated or contain unknown family markers."
},
{
"name": "example_modules",
"type": "string",
"null_count": 0,
"description": "Source module/tensor/expression examples; compacted and possibly truncated; not a complete membership list."
}
]
},
"pooling": {
"identity_columns": [
"pool_type",
"B",
"spatial_rank",
"channels",
"input_spatial",
"output_spatial",
"input_tensor_geometry",
"output_tensor_geometry",
"kernel",
"stride",
"padding",
"dilation",
"ceil_mode",
"count_include_pad",
"divisor_override",
"output_size",
"return_indices",
"tensor_layout",
"configured_dtype"
],
"columns": [
{
"name": "rank",
"type": "int64",
"null_count": 0,
"description": "Original source rank within this configuration; not a performance measurement."
},
{
"name": "checkpoint_count",
"type": "int64",
"null_count": 0,
"description": "Original aggregate checkpoint count; counting/unknown-ID treatment follows the source list, not deployment prevalence."
},
{
"name": "family_count",
"type": "int64",
"null_count": 0,
"description": "Original aggregate source-family count; not deployment prevalence."
},
{
"name": "module_count",
"type": "int64",
"null_count": 0,
"description": "Original count of contributing module sites from capped model inspections."
},
{
"name": "instance_count",
"type": "int64",
"null_count": 0,
"description": "Number of contributing source evidence/workload rows, not unique dataset rows."
},
{
"name": "pool_type",
"type": "string",
"null_count": 0,
"description": "Pool type; retained from the unique source list."
},
{
"name": "B",
"type": "int64",
"null_count": 0,
"description": "Selected batch size."
},
{
"name": "spatial_rank",
"type": "int64",
"null_count": 0,
"description": "Spatial rank; retained from the unique source list."
},
{
"name": "channels",
"type": "int64",
"null_count": 0,
"description": "Channels; retained from the unique source list."
},
{
"name": "input_spatial",
"type": "string",
"null_count": 0,
"description": "Input spatial; retained from the unique source list."
},
{
"name": "output_spatial",
"type": "string",
"null_count": 0,
"description": "Output spatial; retained from the unique source list."
},
{
"name": "input_tensor_geometry",
"type": "string",
"null_count": 0,
"description": "Input tensor geometry; retained from the unique source list."
},
{
"name": "output_tensor_geometry",
"type": "string",
"null_count": 0,
"description": "Output tensor geometry; retained from the unique source list."
},
{
"name": "kernel",
"type": "string",
"null_count": 0,
"description": "Kernel; retained from the unique source list."
},
{
"name": "stride",
"type": "string",
"null_count": 0,
"description": "Stride; retained from the unique source list."
},
{
"name": "padding",
"type": "string",
"null_count": 0,
"description": "Padding; retained from the unique source list."
},
{
"name": "dilation",
"type": "string",
"null_count": 0,
"description": "Dilation; retained from the unique source list."
},
{
"name": "ceil_mode",
"type": "bool",
"null_count": 0,
"description": "Ceil mode; retained from the unique source list."
},
{
"name": "count_include_pad",
"type": "string",
"null_count": 0,
"description": "Count include pad; retained from the unique source list."
},
{
"name": "divisor_override",
"type": "string",
"null_count": 0,
"description": "Divisor override; retained from the unique source list."
},
{
"name": "output_size",
"type": "string",
"null_count": 0,
"description": "Output size; retained from the unique source list."
},
{
"name": "return_indices",
"type": "bool",
"null_count": 0,
"description": "Return indices; retained from the unique source list."
},
{
"name": "tensor_layout",
"type": "string",
"null_count": 0,
"description": "Tensor layout; retained from the unique source list."
},
{
"name": "configured_dtype",
"type": "string",
"null_count": 0,
"description": "Compute dtype pinned by config, or runtime_selected if unpinned."
},
{
"name": "input_elements",
"type": "int64",
"null_count": 0,
"description": "Input elements; element count, not bytes."
},
{
"name": "output_elements",
"type": "int64",
"null_count": 0,
"description": "Output elements; element count, not bytes."
},
{
"name": "example_checkpoints",
"type": "string",
"null_count": 0,
"description": "Semicolon-delimited source repository examples; may be truncated, not a complete membership list."
},
{
"name": "example_families",
"type": "string",
"null_count": 0,
"description": "Semicolon-delimited collection/family examples; may be truncated or contain unknown family markers."
},
{
"name": "example_modules",
"type": "string",
"null_count": 0,
"description": "Source module/tensor/expression examples; compacted and possibly truncated; not a complete membership list."
}
]
},
"reduction": {
"identity_columns": [
"reduction_type",
"outer_rows",
"reduction_width",
"top_k",
"mask_type",
"causal",
"operation_domain",
"execution_mode",
"fused_context",
"configured_dtype"
],
"columns": [
{
"name": "rank",
"type": "int64",
"null_count": 0,
"description": "Original source rank within this configuration; not a performance measurement."
},
{
"name": "checkpoint_count",
"type": "int64",
"null_count": 0,
"description": "Original aggregate checkpoint count; counting/unknown-ID treatment follows the source list, not deployment prevalence."
},
{
"name": "family_count",
"type": "int64",
"null_count": 0,
"description": "Original aggregate source-family count; not deployment prevalence."
},
{
"name": "module_count",
"type": "int64",
"null_count": 0,
"description": "Original count of contributing module sites from capped model inspections."
},
{
"name": "instance_count",
"type": "int64",
"null_count": 0,
"description": "Number of contributing source evidence/workload rows, not unique dataset rows."
},
{
"name": "reduction_type",
"type": "string",
"null_count": 0,
"description": "Reduction type; retained from the unique source list."
},
{
"name": "outer_rows",
"type": "int64",
"null_count": 0,
"description": "Outer rows; retained from the unique source list."
},
{
"name": "reduction_width",
"type": "int64",
"null_count": 0,
"description": "Reduction width; retained from the unique source list."
},
{
"name": "top_k",
"type": "string",
"null_count": 0,
"description": "Selected top-k; a string when numeric values coexist with explicit not_applicable markers."
},
{
"name": "mask_type",
"type": "string",
"null_count": 0,
"description": "Mask type; retained from the unique source list."
},
{
"name": "causal",
"type": "bool",
"null_count": 0,
"description": "Causal; retained from the unique source list."
},
{
"name": "operation_domain",
"type": "string",
"null_count": 0,
"description": "Operation domain; retained from the unique source list."
},
{
"name": "execution_mode",
"type": "string",
"null_count": 0,
"description": "Execution mode; retained from the unique source list."
},
{
"name": "fused_context",
"type": "string",
"null_count": 0,
"description": "Fused context; retained from the unique source list."
},
{
"name": "configured_dtype",
"type": "string",
"null_count": 0,
"description": "Compute dtype pinned by config, or runtime_selected if unpinned."
},
{
"name": "input_elements",
"type": "int64",
"null_count": 0,
"description": "Input elements; element count, not bytes."
},
{
"name": "example_checkpoints",
"type": "string",
"null_count": 72,
"description": "Semicolon-delimited source repository examples; may be truncated, not a complete membership list."
},
{
"name": "example_families",
"type": "string",
"null_count": 0,
"description": "Semicolon-delimited collection/family examples; may be truncated or contain unknown family markers."
},
{
"name": "example_modules",
"type": "string",
"null_count": 0,
"description": "Source module/tensor/expression examples; compacted and possibly truncated; not a complete membership list."
}
]
},
"transform": {
"identity_columns": [
"operation",
"B",
"spatial_rank",
"input_channels",
"output_channels",
"input_spatial",
"output_spatial",
"input_tensor_geometry",
"output_tensor_geometry",
"parameters_json",
"resampling_mode",
"geometry_rule",
"tensor_layout",
"configured_dtype"
],
"columns": [
{
"name": "rank",
"type": "int64",
"null_count": 0,
"description": "Original source rank within this configuration; not a performance measurement."
},
{
"name": "checkpoint_count",
"type": "int64",
"null_count": 0,
"description": "Original aggregate checkpoint count; counting/unknown-ID treatment follows the source list, not deployment prevalence."
},
{
"name": "family_count",
"type": "int64",
"null_count": 0,
"description": "Original aggregate source-family count; not deployment prevalence."
},
{
"name": "module_count",
"type": "int64",
"null_count": 0,
"description": "Original count of contributing module sites from capped model inspections."
},
{
"name": "instance_count",
"type": "int64",
"null_count": 0,
"description": "Number of contributing source evidence/workload rows, not unique dataset rows."
},
{
"name": "operation",
"type": "string",
"null_count": 0,
"description": "Operation; retained from the unique source list."
},
{
"name": "B",
"type": "int64",
"null_count": 0,
"description": "Selected batch size."
},
{
"name": "spatial_rank",
"type": "int64",
"null_count": 0,
"description": "Spatial rank; retained from the unique source list."
},
{
"name": "input_channels",
"type": "int64",
"null_count": 0,
"description": "Input channels; retained from the unique source list."
},
{
"name": "output_channels",
"type": "int64",
"null_count": 0,
"description": "Output channels; retained from the unique source list."
},
{
"name": "input_spatial",
"type": "string",
"null_count": 0,
"description": "Input spatial; retained from the unique source list."
},
{
"name": "output_spatial",
"type": "string",
"null_count": 0,
"description": "Output spatial; retained from the unique source list."
},
{
"name": "input_tensor_geometry",
"type": "string",
"null_count": 0,
"description": "Input tensor geometry; retained from the unique source list."
},
{
"name": "output_tensor_geometry",
"type": "string",
"null_count": 0,
"description": "Output tensor geometry; retained from the unique source list."
},
{
"name": "parameters_json",
"type": "string",
"null_count": 0,
"description": "Operation parameters serialized as a JSON object; retained as a string."
},
{
"name": "resampling_mode",
"type": "string",
"null_count": 0,
"description": "Resampling mode; retained from the unique source list."
},
{
"name": "geometry_rule",
"type": "string",
"null_count": 0,
"description": "Geometry rule; retained from the unique source list."
},
{
"name": "tensor_layout",
"type": "string",
"null_count": 0,
"description": "Tensor layout; retained from the unique source list."
},
{
"name": "configured_dtype",
"type": "string",
"null_count": 0,
"description": "Compute dtype pinned by config, or runtime_selected if unpinned."
},
{
"name": "input_elements",
"type": "int64",
"null_count": 0,
"description": "Input elements; element count, not bytes."
},
{
"name": "output_elements",
"type": "int64",
"null_count": 0,
"description": "Output elements; element count, not bytes."
},
{
"name": "example_checkpoints",
"type": "string",
"null_count": 0,
"description": "Semicolon-delimited source repository examples; may be truncated, not a complete membership list."
},
{
"name": "example_families",
"type": "string",
"null_count": 0,
"description": "Semicolon-delimited collection/family examples; may be truncated or contain unknown family markers."
},
{
"name": "example_modules",
"type": "string",
"null_count": 0,
"description": "Source module/tensor/expression examples; compacted and possibly truncated; not a complete membership list."
}
]
}
}