Audit tuning cost and core challenges
This commit is contained in:
736
runs/tuning-cost/metrics.json
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736
runs/tuning-cost/metrics.json
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{
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"comparison_scope": {
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"dash0_methods_vs_dash1_simulator": "indicative only: matched model/engine/workload/GPU type, different host and campaign",
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"pure_llm_vs_guided_harness": "direct: same dash0 fixed task context",
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"simulator_vs_surface": "direct: simulator predictions and exact dash1 12-cell real surface"
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},
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"cost_definition": {
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"formula": "parallel_size * (last_engine_log_timestamp - first_engine_log_timestamp) / 3600",
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"future_all_in_metric": "allocation_start_to_GPU_idle * allocated_GPU_count, including failures",
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"included": [
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"engine startup after first timestamp",
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"warm-up/probes until last timestamp"
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],
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"not_reconstructable": [
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"GPU allocation before first engine timestamp",
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"controller/LLM latency",
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"cleanup after last engine timestamp",
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"one-time simulator operator profiling GPU-hours"
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],
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"reported_metric": "engine H20-hours lower bound"
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},
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"data_sanity": {
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"invariants": {
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"all_costs_non_negative": true,
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"all_regrets_in_0_1": true,
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"dash0_task_contexts_equal_except_method_and_port": true,
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"engine_log_timestamps_monotonic": true,
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"sequential_scores_not_all_identical": true,
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"sequential_trial_counts_match_manifest": true,
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"simulator_scores_not_all_identical": true,
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"simulator_suite_has_no_failed_runs": true,
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"surface_has_expected_cell_count": true,
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"surface_matches_simulator_real_scores": true,
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"surface_scores_not_all_identical": true
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},
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"regret_summary": {
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"distinct_n": 6,
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"max": 0.34328358208955223,
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"min": 0.0,
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"n": 16
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},
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"sequential_score_summary": {
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"distinct_n": 7,
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"max": 3.35,
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"min": 1.1041666666666667,
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"n": 9
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},
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"simulator_throughput_score_summary": {
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"distinct_n": 10,
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"max": 4.356763578770651,
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"min": 1.5449814460277083,
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"n": 12
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},
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"surface_score_summary": {
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"distinct_n": 8,
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"max": 3.283333333333333,
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"min": 1.2833333333333334,
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"n": 12
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},
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"trial_cost_summary": {
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"distinct_n": 26,
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"max": 0.49777777777777776,
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"min": 0.0,
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"n": 32
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}
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},
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"direct_dash0_comparison": {
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"regret_le_0.02": {
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"pure_llm_h20_hours_lower_bound": 1.1458333333333333
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},
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"regret_le_0.05": {
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"guided_harness_h20_hours_lower_bound": 0.26805555555555555,
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"guided_saving_vs_pure_llm": 0.0585365853658536,
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"pure_llm_h20_hours_lower_bound": 0.2847222222222222
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}
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},
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"empirical_reference": {
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"meaning": "best observed across the two dash0 sequential runs; not a global oracle",
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"score_req_s_per_gpu": 3.35
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},
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"provisional_development_targets": {
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"five_percent_regret": {
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"development_target_h20_hours_lower_bound": 0.21444444444444444,
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"thirty_percent_below_posthoc_sim_slo_real_final": 0.36088888888888887,
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"twenty_percent_below_current_guided": 0.21444444444444444
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},
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"status": "lower-bound, single-task targets; require same-host prospective validation",
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"two_percent_regret": {
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"development_target_h20_hours_lower_bound": 0.3566666666666667,
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"thirty_percent_below_posthoc_sim_slo_real_final": 0.36088888888888887,
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"twenty_percent_below_current_guided": 0.3566666666666667
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}
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},
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"real_surface": {
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"cells": {
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"tp1_mns16": {
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"engine_h20_hours_lower_bound": 0.14083333333333334,
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"score_req_s_per_gpu": 2.35
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},
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"tp1_mns32": {
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},
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"tp1_mns64": {
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"score_req_s_per_gpu": 2.283333333333333
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},
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"tp1_mns8": {
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"engine_h20_hours_lower_bound": 0.13333333333333333,
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"score_req_s_per_gpu": 2.1
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},
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"tp2_mns16": {
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"score_req_s_per_gpu": 2.275
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},
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"tp2_mns32": {
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},
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"tp2_mns64": {
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"score_req_s_per_gpu": 3.2583333333333333
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},
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"tp2_mns8": {
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"score_req_s_per_gpu": 2.275
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},
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"tp4_mns16": {
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"engine_h20_hours_lower_bound": 0.4866666666666667,
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"score_req_s_per_gpu": 2.441666666666667
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},
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"tp4_mns32": {
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"score_req_s_per_gpu": 2.441666666666667
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},
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"tp4_mns64": {
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"engine_h20_hours_lower_bound": 0.49666666666666665,
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"score_req_s_per_gpu": 2.441666666666667
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},
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"tp4_mns8": {
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"engine_h20_hours_lower_bound": 0.48,
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"score_req_s_per_gpu": 1.2833333333333334
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}
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},
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"completed_annotation_engine_h20_hours_lower_bound": 3.5952777777777776,
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"failed_primary_attempt_engine_h20_hours_lower_bound": 0.0,
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"failed_primary_attempt_n": 4,
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"oracle_cells": [
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"tp2_mns32"
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],
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"oracle_score_req_s_per_gpu": 3.283333333333333,
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"primary_state_sha256": "790bf6df9045e22c46a8abdc022390bf842d884ef13ade4b627936722b9c3366",
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"tp4_companion_state_sha256": "1fc4f584a69a90fb0ff1d64f6a07a8383c368f4e306a0b7a3c19d2304042fd73"
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},
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"schema": "aituner-tuning-cost-analysis-v1",
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"sequential_runs": {
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"guided_harness": {
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"curve": {
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"cost_to_threshold": {
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"regret_le_0": null,
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"regret_le_0.01": null,
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"regret_le_0.02": {
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"regret": 0.01990049751243783,
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"trial_id": "trial-0003"
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},
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"regret_le_0.05": {
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"trial_id": "trial-0002"
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}
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},
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"points": [
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{
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"regret": 0.2885572139303483,
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"trial_id": "trial-0001"
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},
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{
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},
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{
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"best_score_req_s_per_gpu": 3.283333333333333,
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"regret": 0.01990049751243783,
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"trial_id": "trial-0003"
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},
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{
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"best_score_req_s_per_gpu": 3.3,
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"regret": 0.014925373134328401,
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"trial_id": "trial-0004"
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}
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],
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"reference_score_req_s_per_gpu": 3.35,
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"total_engine_h20_hours_lower_bound": 0.6230555555555555
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},
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"root": "ssh://dash0/home/admin/cpfs/wjh/aituner/aituner/.aituner-community-vllm020/dash0-qwen30b-a3b-community-vllm020-chat-0-8k-out128-scale01-high1-harness-guided-v2",
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"state_sha256": "76e439d1f20e0f9af54785005258cbe39f205ae107fc2398955e360e263c7718",
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"trials": [
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{
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"config_patch": {
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"env_patch": {},
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"flag_patch": {}
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},
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"duration_note": "",
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"duration_s": 335.0,
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"failure_stage": "",
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"parallel_size": 1,
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"status": "completed",
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{
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{
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"config_patch": {
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"flag_patch": {
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"gpu-memory-utilization": 0.95,
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
{
|
||||
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|
||||
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|
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|
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|
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|
||||
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|
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|
||||
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|
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
}
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]
|
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},
|
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|
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|
||||
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|
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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||||
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|
||||
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|
||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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}
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||||
Reference in New Issue
Block a user