Download COMPARISON.json from snchimata/tokenfold-select-v3: direct link, hf CLI and curl.
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- Command line
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hf download hf://snchimata/tokenfold-select-v3/COMPARISON.json
-
curl -L -o COMPARISON.json https://huggingface.co/snchimata/tokenfold-select-v3/resolve/main/COMPARISON.json
102 kB
| { | |
| "kind": "Select-v3-native-Kompress-v2-comparison-evidence-v1", | |
| "user_date": "2026-11-04", | |
| "general_superiority_established": false, | |
| "qualification": false, | |
| "historical_comparison": { | |
| "status": "REUSED_HISTORICAL_DEV_OBSERVATIONS_NOT_QUALIFICATION", | |
| "new_benchmark_runs": 0, | |
| "model_revision": "fd8231d3cdc1efc46f7a6d7d83ca88b336a953591d63ea431407c8b13b990309", | |
| "hardware": "NVIDIA GeForce RTX 5080", | |
| "kompress_scope_sha256": "8c13f887177adcf31fdfba03c6b5894598bfd6b33b74f086b757ec2eddb66332", | |
| "v3_scope_sha256": "711c176b58492358dc0d4c7de4d79f7b1b20112d468ed8a5501d3f34d35ec3b3", | |
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| "kompress_export_manifest_sha256": "2774d37b3832201e59990182bc264fe15ca6383f3577264d94f9699e7816ddac", | |
| "headroom_source_version": "source-1cf496612e781ef8d67ff87ee4f78037492f0bc7", | |
| "parameter_counts": { | |
| "v3": 149606401, | |
| "kompress": 149999875 | |
| }, | |
| "precision": { | |
| "live_parameter_dtype": "float32", | |
| "CUDA_autocast": "bfloat16", | |
| "cache_enabled": false, | |
| "TF32": false, | |
| "torch_threads": 1, | |
| "GPU": 0, | |
| "v3_attention": "admitted-SDPA", | |
| "kompress_attention": "native-EAGER" | |
| }, | |
| "software": { | |
| "huggingface_hub": "1.33.0", | |
| "numpy": "2.5.3", | |
| "peft": "0.21.2", | |
| "safetensors": "0.8.0", | |
| "tokenizers": "0.23.2", | |
| "torch": "2.11.0+cu128", | |
| "transformers": "5.19.0" | |
| }, | |
| "clock": "WARM only: start before fresh source JSON/span grouping, exact o200k count and .25/.5 target derivation; include request serialization/IPC, actual model tokenization/forward, API budget adaptation OR native allocation/recount, native child/relay/guardian wait, delivery and caller output recount. Fixed process/tokenizer/model startup+one case0 warmup disclosed separately, NOT cold cost. No result/source/score cache.", | |
| "data": "One exposed DEV source per workload at two budgets; JSON/logs share source population; no independent complete-support truth or representative qualification set.", | |
| "runtime": "Historical serialized research runners, not latency certification for the included raw-checkpoint quickstart. Kompress native-EAGER export was limited to batch1..8 and sequence5..512; native API guards on, CCR off; not CPU/INT8.", | |
| "eligible_cells": 4, | |
| "six_refusals_counted_as_wins": false, | |
| "more_than_ten_percent_lower_recorded_times": 3, | |
| "earlier_screens": { | |
| "8c13f887": "0/4", | |
| "a8948ec8": "0/4", | |
| "ca18f5cd": "1/4", | |
| "711c176b": "3/4" | |
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| "quality_p50_p95_cold_or90percent_claim": false, | |
| "qualified_superiority": false, | |
| "source_receipts": [ | |
| { | |
| "path": "tmp/select-v3-native-guardian-cost-audit-v1/result.json", | |
| "sha256": "3ee330fa203951ff2e9be59e05230d9c033bde253da11c8c80284d5acf147a7c" | |
| }, | |
| { | |
| "path": "tmp/select-v3-native-guardian-cost-v1/result.json", | |
| "sha256": "402dec4660ce4c756c76af1af5b09f65700c8f193957a82c605ea60ab8a55e95" | |
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| { | |
| "path": "tmp/select-v3-native-guardian-cost-v1/scope.json", | |
| "sha256": "711c176b58492358dc0d4c7de4d79f7b1b20112d468ed8a5501d3f34d35ec3b3" | |
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| { | |
| "path": "tmp/select-v3-native-guardian-cost-v1/cases.json", | |
| "sha256": "abc70207fdf4774c2a9d0f8ad6d9090c3dad5a51ab7896ca827f6081aa53ba37" | |
| }, | |
| { | |
| "path": "tmp/select-v3-kompress-resident-cost-audit-v1/result.json", | |
| "sha256": "dd279335902db0e1cf57af20781b95d71b19f0ca84864cbd71dda6411aec45d4" | |
| }, | |
| { | |
| "path": "tmp/select-v3-kompress-resident-cost-v1/result.json", | |
| "sha256": "ffbec64a9fb7afc057e5bf97667ff376845c2c9c1f542e14385937c670d47745" | |
| }, | |
| { | |
| "path": "tmp/select-v3-kompress-resident-cost-v1/scope.json", | |
| "sha256": "8c13f887177adcf31fdfba03c6b5894598bfd6b33b74f086b757ec2eddb66332" | |
| }, | |
| { | |
| "path": "tmp/select-v3-kompress-resident-cost-v1/cases.json", | |
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| { | |
| "path": "tmp/select-v3-kompress-budget-review-v1/result.json", | |
| "sha256": "5ff4b373715ed3891f6cfdd7905ebee67f1b9d137ac84b5311dc5c4b93aa17fb" | |
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| "kompress_returned_tokens": 4411, | |
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| 2032, | |
| 1747, | |
| 1642, | |
| 1607 | |
| ], | |
| "v3_vs_kompress_time_change_percent": null, | |
| "comparison": "Inconclusive", | |
| "semantic_health_or_quality_established": false, | |
| "v3_tokens_saved_percent": 75.53842666062117 | |
| }, | |
| { | |
| "case_index": 1, | |
| "workload": "code", | |
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| 2215, | |
| 2149 | |
| ], | |
| "v3_vs_kompress_time_change_percent": "-27.06686776070209176737593751", | |
| "comparison": "27.1% lower time", | |
| "semantic_health_or_quality_established": false, | |
| "v3_tokens_saved_percent": 50.01133529811834 | |
| }, | |
| { | |
| "case_index": 2, | |
| "workload": "json", | |
| "retention_budget": "0.25", | |
| "input_tokens": 1303, | |
| "target_tokens": 325, | |
| "v3_output_tokens": 308, | |
| "v3_tokens_removed": 995, | |
| "v3_request_seconds": "0.0628606", | |
| "kompress_recorded_seconds": "0.0804463", | |
| "kompress_budget_eligible": false, | |
| "kompress_recorded_seconds_are_refusal_cost": true, | |
| "kompress_returned_tokens": 1303, | |
| "kompress_native_attempt_tokens": [ | |
| 984, | |
| 984, | |
| 984, | |
| 984 | |
| ], | |
| "v3_vs_kompress_time_change_percent": null, | |
| "comparison": "Inconclusive", | |
| "semantic_health_or_quality_established": false, | |
| "v3_tokens_saved_percent": 76.36224098234842 | |
| }, | |
| { | |
| "case_index": 3, | |
| "workload": "json", | |
| "retention_budget": "0.5", | |
| "input_tokens": 1303, | |
| "target_tokens": 651, | |
| "v3_output_tokens": 651, | |
| "v3_tokens_removed": 652, | |
| "v3_request_seconds": "0.0658957", | |
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| "kompress_budget_eligible": false, | |
| "kompress_recorded_seconds_are_refusal_cost": true, | |
| "kompress_returned_tokens": 1303, | |
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| 1020, | |
| 984, | |
| 984, | |
| 984 | |
| ], | |
| "v3_vs_kompress_time_change_percent": null, | |
| "comparison": "Inconclusive", | |
| "semantic_health_or_quality_established": false, | |
| "v3_tokens_saved_percent": 50.03837298541826 | |
| }, | |
| { | |
| "case_index": 4, | |
| "workload": "logs", | |
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| 895, | |
| 895, | |
| 895 | |
| ], | |
| "v3_vs_kompress_time_change_percent": null, | |
| "comparison": "Inconclusive", | |
| "semantic_health_or_quality_established": false, | |
| "v3_tokens_saved_percent": 75.06799637352674 | |
| }, | |
| { | |
| "case_index": 5, | |
| "workload": "logs", | |
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| "v3_request_seconds": "0.0579552", | |
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| "kompress_returned_tokens": 1103, | |
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| 895, | |
| 895, | |
| 895 | |
| ], | |
| "v3_vs_kompress_time_change_percent": null, | |
| "comparison": "Inconclusive", | |
| "semantic_health_or_quality_established": false, | |
| "v3_tokens_saved_percent": 54.39709882139619 | |
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| { | |
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| "v3_tokens_saved_percent": 93.35604770017036 | |
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| { | |
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| "v3_vs_kompress_time_change_percent": "7.686623009256240432475400000", | |
| "comparison": "7.7% higher time", | |
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| "v3_tokens_saved_percent": 59.96592844974446 | |
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| { | |
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| 1347 | |
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| "v3_vs_kompress_time_change_percent": null, | |
| "comparison": "Inconclusive", | |
| "semantic_health_or_quality_established": false, | |
| "v3_tokens_saved_percent": 75.21120497999111 | |
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| { | |
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| "v3_vs_kompress_time_change_percent": "-30.89490186739695580560020639", | |
| "comparison": "30.9% lower time", | |
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| "v3_tokens_saved_percent": 50.711427301022674 | |
| } | |
| ] | |
| }, | |
| "historical_50percent_summary": { | |
| "eligible_rows": 3, | |
| "V3_lower_recorded_time_rows": [ | |
| "code", | |
| "retrieval" | |
| ], | |
| "V3_higher_recorded_time_rows": [ | |
| "multi-turn" | |
| ], | |
| "comparator_budget_refusal_rows": [ | |
| "json", | |
| "logs" | |
| ], | |
| "causal_paired_trial": false, | |
| "quality_compared": false | |
| }, | |
| "publisher_data_review": { | |
| "status": "PUBLIC_SHARED_PILOT_FOUND_NOT_LABELED_F1_TEST", | |
| "model_repository": "chopratejas/kompress-v2-base", | |
| "model_card_revision": "e00cc5e60ff73b01674ef8fa6da6c5acf6d54181", | |
| "public_published_metrics": { | |
| "threshold": 0.5, | |
| "token_precision": 0.94, | |
| "token_recall": 0.901, | |
| "token_f1": 0.92, | |
| "must_keep_recall": 0.989, | |
| "keep_rate": 0.866, | |
| "test_rows": 12697, | |
| "scored_subwords": 16827490, | |
| "dataset_name": "dataset_v2_v2.1-f00", | |
| "hardware": "H100", | |
| "compute": "PyTorch BF16", | |
| "source": "https://huggingface.co/chopratejas/kompress-v2-base/blob/e00cc5e60ff73b01674ef8fa6da6c5acf6d54181/README.md", | |
| "third_party_reported_not_reproduced": true | |
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| "installed_kompress_merged_sha256": "04acb33493b84767f93767784249d2cbdf01e30bdde353b94105984f0617c30b", | |
| "installed_weights_match_public_model": true, | |
| "exact_labeled_test_split_publicly_located": false, | |
| "checked_locations": [ | |
| "publisher model file inventory", | |
| "publisher-owned HF dataset listing", | |
| "public Headroom recursive tree", | |
| "Kompress training GitHub repository: unauthenticated404" | |
| ], | |
| "absence_limit": "No public copy found in these checked locations; not a proof the data cannot be obtained.", | |
| "shared_pilot": { | |
| "repository": "chopratejas/headroom-datasets", | |
| "revision": "2fd099f9f565f1af59e22a6a51671faff6a227f9", | |
| "rows": 30, | |
| "split": "train", | |
| "license": "CC-BY-4.0", | |
| "source": "synthetic", | |
| "downloaded_bytes": 5950123, | |
| "sha256": "ef485e1918b0df66976238e72adb3300196378de244caf9032547a545e6f65f8", | |
| "permission": "Explicit USER evaluation-only exception, no training.", | |
| "attribution": "Headroom Pilot by chopratejas; https://huggingface.co/datasets/chopratejas/headroom-datasets; CC-BY-4.0 https://creativecommons.org/licenses/by/4.0/" | |
| }, | |
| "adaptation": "5 first-id category cases; flatten three recorded tool outputs in order. Not the full Anthropic/proxy/cache benchmark, not token keep/drop labels.", | |
| "new_f1_superiority_claim": false, | |
| "prior_failed_attempt": "pilot-terminal.json", | |
| "corrected_attempt": "tmp/select-v3-kompress-shared-pilot-v2; awaiting explicit fresh approval" | |
| }, | |
| "shared_pilot": { | |
| "status": "PARTIAL_V3_COMPLETE_COMPARATOR_SETUP_FAILED_NO_QA", | |
| "dataset": { | |
| "repository": "chopratejas/headroom-datasets", | |
| "revision": "2fd099f9f565f1af59e22a6a51671faff6a227f9", | |
| "rows": 30, | |
| "split": "train", | |
| "license": "CC-BY-4.0", | |
| "source": "synthetic", | |
| "downloaded_bytes": 5950123, | |
| "sha256": "ef485e1918b0df66976238e72adb3300196378de244caf9032547a545e6f65f8", | |
| "permission": "Explicit USER evaluation-only exception, no training.", | |
| "attribution": "Headroom Pilot by chopratejas; https://huggingface.co/datasets/chopratejas/headroom-datasets; CC-BY-4.0 https://creativecommons.org/licenses/by/4.0/" | |
| }, | |
| "selection": { | |
| "dataset": "chopratejas/headroom-datasets", | |
| "revision": "2fd099f9f565f1af59e22a6a51671faff6a227f9", | |
| "license": "CC-BY-4.0", | |
| "permission": "explicit user exception for evaluation only; no training", | |
| "selection": "lexicographically smallest id in each of the five categories, frozen before model outcomes", | |
| "ids": [ | |
| "agentic_loop_001", | |
| "code_agent_001", | |
| "json_data_001", | |
| "logs_001", | |
| "rag_search_001" | |
| ], | |
| "dataset_sha256": "ef485e1918b0df66976238e72adb3300196378de244caf9032547a545e6f65f8", | |
| "qualification": false | |
| }, | |
| "scope_sha256": "835ecd96375ba53d5f88ff8d4d3818815e20d3d2d34942eae3fe288163608594", | |
| "approval_sha256": "b9b0907856a05b39834f62e6179890a38e6c9b444debb462d7be6cb3cdd049fd", | |
| "scope_path": "tmp\\select-v3-kompress-shared-pilot-v2", | |
| "compression_cells": [ | |
| { | |
| "id": "agentic_loop_001", | |
| "arm": "v3", | |
| "input_tokens": 41097, | |
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| "valid_budget": true, | |
| "status": "compressed", | |
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| "payload_sha256": "cd26abe9a678bbac2380e92d2937ae9c3faf7b621ac84172aef722c406a8407b", | |
| "receipt": { | |
| "schema_version": "1.0", | |
| "kind": "context_selection", | |
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| "fallback_reason": "scorer unavailable", | |
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| "budget_met": true, | |
| "kept_group_count": 115, | |
| "estimator": { | |
| "backend": "tiktoken", | |
| "model": "o200k_base", | |
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| "kept_group_ids": [ | |
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| "root_cause": "Current pilot copied an older failed smoke helper, which incorrectly checked model.config.batch_size; batch_size is a compress_batch parameter, not a config field.", | |
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| "next_valid_measurement": "Fresh separately approved Kompress-plus-answerer-only scope may reuse the five completed immutable V3 outputs; never rescore V3 just to complete the comparator." | |
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| "reason": "Results and inputs must remain auditable. Genuine advantages may be highlighted; any later curated illustration must be labeled separately, not treated as representative benchmark superiority.", | |
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| "geometry_limit": "Four of five cases use expanded group/window geometry; no general quality claim.", | |
| "next_execution": "No further model work approved. A new comparator-plus-answerer scope could reuse these V3 outputs without rescoring them.", | |
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| "metric_warning": "V3 met 50% context caps on5 fixed pilot cases and all12 requested literal substrings remain somewhere in selected context. Literal presence is not correct answers, semantic binding, P/R/F1 or proof of superiority. Kompress setup failed in our copied stale harness before model load; not a comparator loss. Do not compare older V3 lookup answer F1=1.00 to published token-label Kompress F1=.920.", | |
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| { | |
| "id": "rag_search_001", | |
| "category": "rag_search", | |
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| "inferred_completed_V3_windows": 6, | |
| "inference_basis": "Frozen packing plan has six windows for case0; persisted traceback reaches subprocess.run after successful score() return. No score tensor/vector output was retained.", | |
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| "error": { | |
| "status": "TERMINAL_NO_RETRY", | |
| "error_type": "TypeError", | |
| "error": "argument should be a str or an os.PathLike object where __fspath__ returns a str, not 'NoneType'" | |
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| "no_model_self_check": "PASS" | |
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| "status": "FIXED_FIVE_REPEAT_BENCHMARK_COMPLETE_DESCRIPTIVE_ONLY", | |
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| "limitations": [ | |
| "Single exposed conversation repeated5 times, not5 independent conversations.", | |
| "Serial profile blocks, not interleaved randomized pairs; timing samples are not causal or statistically qualified superiority.", | |
| "Only the GPU-busy admission condition was waived by explicit user instruction. Background GPU activity may affect observations; not a controlled-idle comparison.", | |
| "The same293-token cap does not imply the same output length or quality: V3 returns235 tokens, Kompress284.", | |
| "Process/model startup and fixed conditioning are excluded; setup durations are not cold-request latency.", | |
| "No raw dataset text or score vectors are included in this public summary." | |
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| "required_ids": [] | |
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| "selection": "Exact single multi-turn50percent source from requested historical row, repeated5 times; no new easier cases or outcome-dependent replacement.", | |
| "new_clock": "Same complete guarded resident request boundary as the latest historical V3 block and retained Kompress block; fresh grouping/count/target through delivery and recount, including applicable relay/guardian wait." | |
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| "statistic": "Median of all5 scheduled measured complete-request observations per arm; primary comparison only when all ten measured cells are valid/budget-met. Do not select minimums or favorable repeats; no adaptive stopping, case replacement, source padding or outcome-based filtering.", | |
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