Datasets:
Download schema.json from hlky/model-operator-workloads: direct link, hf CLI and curl.
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- Download file 51.1 kB
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https://huggingface.co/datasets/hlky/model-operator-workloads/resolve/main/schema.json
- Command line
-
hf download hf://datasets/hlky/model-operator-workloads/schema.json
-
curl -L -o schema.json https://huggingface.co/datasets/hlky/model-operator-workloads/resolve/main/schema.json
51.1 kB
| { | |
| "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." | |
| } | |
| ] | |
| } | |
| } | |