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Atomizer/studies/bracket_pareto_3obj/2_results/study.db

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feat: Add MLP surrogate with Turbo Mode for 100x faster optimization Neural Acceleration (MLP Surrogate): - Add run_nn_optimization.py with hybrid FEA/NN workflow - MLP architecture: 4-layer (64->128->128->64) with BatchNorm/Dropout - Three workflow modes: - --all: Sequential export->train->optimize->validate - --hybrid-loop: Iterative Train->NN->Validate->Retrain cycle - --turbo: Aggressive single-best validation (RECOMMENDED) - Turbo mode: 5000 NN trials + 50 FEA validations in ~12 minutes - Separate nn_study.db to avoid overloading dashboard Performance Results (bracket_pareto_3obj study): - NN prediction errors: mass 1-5%, stress 1-4%, stiffness 5-15% - Found minimum mass designs at boundary (angle~30deg, thick~30mm) - 100x speedup vs pure FEA exploration Protocol Operating System: - Add .claude/skills/ with Bootstrap, Cheatsheet, Context Loader - Add docs/protocols/ with operations (OP_01-06) and system (SYS_10-14) - Update SYS_14_NEURAL_ACCELERATION.md with MLP Turbo Mode docs NX Automation: - Add optimization_engine/hooks/ for NX CAD/CAE automation - Add study_wizard.py for guided study creation - Fix FEM mesh update: load idealized part before UpdateFemodel() New Study: - bracket_pareto_3obj: 3-objective Pareto (mass, stress, stiffness) - 167 FEA trials + 5000 NN trials completed - Demonstrates full hybrid workflow 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-06 20:01:59 -05:00
SQLite format 3@ <04>;<04>.<2E><><0F><0F> <0C> <0A>  E f
<EFBFBD>K<07>d<07><04>a<04><01>(<01><01>Qe?indexsqlite_autoindex_trial_intermediate_values_1trial_intermediate_values<16>E%%<01>Mtabletrial_valuestrial_valuesCREATE TABLE trial_values (
trial_value_id INTEGER NOT NULL,
trial_id INTEGER NOT NULL,
objective INTEGER NOT NULL,
value FLOAT,
value_type VARCHAR(7) NOT NULL,
PRIMARY KEY (trial_value_id),
UNIQUE (trial_id, objective),
FOREIGN KEY(trial_id) REFERENCES trials (trial_id)
)7K%indexsqlite_autoindex_trial_values_1trial_values<14>,%%<01>tabletrial_paramstrial_paramsCREATE TABLE trial_params (
param_id INTEGER NOT NULL,
trial_id INTEGER,
param_name VARCHAR(512),
param_value FLOAT,
distribution_json TEXT,
PRIMARY KEY (param_id),
UNIQUE (trial_id, param_name),
FOREIGN KEY(trial_id) REFERENCES trials (trial_id)
)7K%indexsqlite_autoindex_trial_params_1trial_params<12>I;;<01>)tabletrial_system_attributestrial_system_attributesCREATE TABLE trial_system_attributes (
trial_system_attribute_id INTEGER NOT NULL,
trial_id INTEGER,
"key" VARCHAR(512),
value_json TEXT,
PRIMARY KEY (trial_system_attribute_id),
UNIQUE (trial_id, "key"),
FOREIGN KEY(trial_id) REFERENCES trials (trial_id)
)Ma;indexsqlite_autoindex_trial_system_attributes_1trial_system_attributes<10>? 77<01>tabletrial_user_attributestrial_user_attributes CREATE TABLE trial_user_attributes (
trial_user_attribute_id INTEGER NOT NULL,
trial_id INTEGER,
"key" VARCHAR(512),
value_json TEXT,
PRIMARY KEY (trial_user_attribute_id),
UNIQUE (trial_id, "key"),
FOREIGN KEY(trial_id) REFERENCES trials (trial_id)
)I ]7indexsqlite_autoindex_trial_user_attributes_1trial_user_attributesX 1uindexix_trials_study_idtrials CREATE INDEX ix_trials_study_id ON trials (study_id)<29>
<01> tabletrialstrials CREATE TABLE trials (
trial_id INTEGER NOT NULL,
number INTEGER,
study_id INTEGER,
state VARCHAR(8) NOT NULL,
datetime_start DATETIME,
datetime_complete DATETIME,
PRIMARY KEY (trial_id),
FOREIGN KEY(study_id) REFERENCES studies (study_id)
)<29>J;;<01>+tablestudy_system_attributesstudy_system_attributes CREATE TABLE study_system_attributes (
study_system_attribute_id INTEGER NOT NULL,
study_id INTEGER,
"key" VARCHAR(512),
value_json TEXT,
PRIMARY KEY (study_system_attribute_id),
UNIQUE (study_id, "key"),
FOREIGN KEY(study_id) REFERENCES studies (study_id)
)M a;indexsqlite_autoindex_study_system_attributes_1study_system_attributes
<EFBFBD>@77<01>tablestudy_user_attributesstudy_user_attributesCREATE TABLE study_user_attributes (
study_user_attribute_id INTEGER NOT NULL,
study_id INTEGER,
"key" VARCHAR(512),
value_json TEXT,
PRIMARY KEY (study_user_attribute_id),
UNIQUE (study_id, "key"),
FOREIGN KEY(study_id) REFERENCES studies (study_id)
)I]7indexsqlite_autoindex_study_user_attributes_1study_user_attributes<08>J--<01>Gtablestudy_directionsstudy_directionsCREATE TABLE study_directions (
study_direction_id INTEGER NOT NULL,
direction VARCHAR(8) NOT NULL,
study_id INTEGER NOT NULL,
objective INTEGER NOT NULL,
PRIMARY KEY (study_direction_id),
UNIQUE (study_id, objective),
FOREIGN KEY(study_id) REFERENCES studies (study_id)
)?S-indexsqlite_autoindex_study_directions_1study_directions<00>\%%<01>{tableversion_infoversion_infoCREATE TABLE version_info (
version_info_id INTEGER NOT NULL,
schema_version INTEGER,
library_version VARCHAR(256),
PRIMARY KEY (version_info_id),
CHECK (version_info_id=1)
)j7<01>indexix_studies_study_namestudiesCREATE UNIQUE INDEX ix_studies_study_name ON studies (study_name)<29> <01>otablestudiesstudiesCREATE TABLE studies (
study_id INTEGER NOT NULL,
study_name VARCHAR(512) NOT NULL,
PRIMARY KEY (study_ <0F><0F>
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<EFBFBD>K<07>d<07><04>a<04><01>(<01><01>Qe?indexsqlite_autoindex_trial_intermediate_values_1trial_intermediate_values<16>E%%<01>Mtabletrial_valuestrial_valuesCREATE TABLE trial_values (
trial_value_id INTEGER NOT NULL,
trial_id INTEGER NOT NULL,
objective INTEGER NOT NULL,
value FLOAT,
value_type VARCHAR(7) NOT NULL,
PRIMARY KEY (trial_value_id),
UNIQUE (trial_id, objective),
FOREIGN KEY(trial_id) REFERENCES trials (trial_id)
)<04>K%indexsqlite_autoindex_trial_values_1trial_values<14>,%%<01>tabletrial_paramstrial_paramsCREATE TABLE trial_params (
param_id INTEGER NOT NULL,
trial_id INTEGER,
param_name VARCHAR(512),
param_value FLOAT,
distribution_json TEXT,
PRIMARY KEY (param_id),
UNIQUE (trial_id, param_name),
FOREIGN KEY(trial_id) REFERENCES trials (trial_id)
)aK%indexsqlite_autoindex_trial_params_1trial_params<12>I;;<01>)tabletrial_system_attributestrial_system_attributesCREATE TABLE trial_system_attributes (
trial_system_attribute_id INTEGER NOT NULL,
trial_id INTEGER,
"key" VARCHAR(512),
value_json TEXT,
PRIMARY KEY (trial_system_attribute_id),
UNIQUE (trial_id, "key"),
FOREIGN KEY(trial_id) REFERENCES trials (trial_id)
)<01>a;indexsqlite_autoindex_trial_system_attributes_1trial_system_attributes<10>? 77<01>tabletrial_user_attributestrial_user_attributes CREATE TABLE trial_user_attributes (
trial_user_attribute_id INTEGER NOT NULL,
trial_id INTEGER,
"key" VARCHAR(512),
value_json TEXT,
PRIMARY KEY (trial_user_attribute_id),
UNIQUE (trial_id, "key"),
FOREIGN KEY(trial_id) REFERENCES trials (trial_id)
)I ]7indexsqlite_autoindex_trial_user_attributes_1trial_user_attributesX 1uindexix_trials_study_idtrials CREATE INDEX ix_trials_study_id ON trials (study_id)<29>
<01> tabletrialstrials CREATE TABLE trials (
trial_id INTEGER NOT NULL,
number INTEGER,
study_id INTEGER,
state VARCHAR(8) NOT NULL,
datetime_start DATETIME,
datetime_complete DATETIME,
PRIMARY KEY (trial_id),
FOREIGN KEY(study_id) REFERENCES studies (study_id)
)<29>J;;<01>+tablestudy_system_attributesstudy_system_attributes CREATE TABLE study_system_attributes (
study_system_attribute_id INTEGER NOT NULL,
study_id INTEGER,
"key" VARCHAR(512),
value_json TEXT,
PRIMARY KEY (study_system_attribute_id),
UNIQUE (study_id, "key"),
FOREIGN KEY(study_id) REFERENCES studies (study_id)
)M a;indexsqlite_autoindex_study_system_attributes_1study_system_attributes
<EFBFBD>@77<01>tablestudy_user_attributesstudy_user_attributesCREATE TABLE study_user_attributes (
study_user_attribute_id INTEGER NOT NULL,
study_id INTEGER,
"key" VARCHAR(512),
value_json TEXT,
PRIMARY KEY (study_user_attribute_id),
UNIQUE (study_id, "key"),
FOREIGN KEY(study_id) REFERENCES studies (study_id)
)I]7indexsqlite_autoindex_study_user_attributes_1study_user_attributes<08>J--<01>Gtablestudy_directionsstudy_directionsCREATE TABLE study_directions (
study_direction_id INTEGER NOT NULL,
direction VARCHAR(8) NOT NULL,
study_id INTEGER NOT NULL,
objective INTEGER NOT NULL,
PRIMARY KEY (study_direction_id),
UNIQUE (study_id, objective),
FOREIGN KEY(study_id) REFERENCES studies (study_id)
)?S-indexsqlite_autoindex_study_directions_1study_directions<00>\%%<01>{tableversion_infoversion_infoCREATE TABLE version_info (
version_info_id INTEGER NOT NULL,
schema_version INTEGER,
library_version VARCHAR(256),
PRIMARY KEY (version_info_id),
CHECK (version_info_id=1)
)j7<01>indexix_studies_study_namestudiesCREATE UNIQUE INDEX ix_studies_study_name ON studies (study_name)<29> <01>otablestudiesstudiesCREATE TABLE studies (
study_id INTEGER NOT NULL,
study_name VARCHAR(512) NOT NULL,
PRIMARY KEY (study_id)
) <07><05><0E>s ' <0C> <0B> p
( <09>V<06><07><05>Z<00>)++<01> tablealembic_versionalembic_versionCREATE TABLE alembic_version (
version_num VARCHAR(32) NOT NULL,
CONSTRAINT alembic_version_pkc PRIMARY KEY (version_num)
)=Q+indexsqlite_autoindex_alembic_version_1alembic_version<1C>--<01>otabletrial_heartbeatstrial_heartbeatsCREATE TABLE trial_heartbeats (
trial_heartbeat_id INTEGER NOT NULL,
trial_id INTEGER NOT NULL,
heartbeat DATETIME NOT NULL,
PRIMARY KEY (trial_heartbeat_id),
UNIQUE (trial_id),
FOREIGN KEY(trial_id) REFERENCES trials (trial_id)
)?S-indexsqlite_autoindex_trial_heartbeats_1trial_heartbeatsQe?indexsqlite_autoindex_trial_intermediate_values_1trial_intermediate_values<16>??<01>;tabletrial_intermediate_valuestrial_intermediate_valuesCREATE TABLE trial_intermediate_values (
trial_intermediate_value_id INTEGER NOT NULL,
trial_id INTEGER NOT NULL,
step INTEGER NOT NULL,
intermediate_value FLOAT,
intermediate_value_type VARCHAR(7) NOT NULL,
PRIMARY KEY (trial_intermediate_value_id),
UNIQUE (trial_id, step),
FOREIGN KEY(trial_id) REFERENCES trials (trial_id)
)7K%indexsqlite_autoindex_trial_values_1trial_values<14>E%%<01>Mtabletrial_valuestrial_valuesCREATE TABLE trial_values (
trial_value_id INTEGER NOT NULL,
trial_id INTEGER NOT NULL,
objective INTEGER NOT NULL,
value FLOAT,
value_type VARCHAR(7) NOT NULL,
PRIMARY KEY (trial_value_id),
UNIQUE (trial_id, objective),
FOREIGN KEY(trial_id) REFERENCES trials (trial_id)
)7K%indexsqlite_autoindex_trial_params_1trial_params<12>,%%<01>tabletrial_paramstrial_paramsCREATE TABLE trial_params (
param_id INTEGER NOT NULL,
trial_id INTEGER,
param_name VARCHAR(512),
param_value FLOAT,
distribution_json TEXT,
PRIMARY KEY (param_id),
UNIQUE (trial_id, param_name),
FOREIGN KEY(trial_id) REFERENCES trials (trial_id)
)Ma;indexsqlite_autoindex_trial_system_attributes_1trial_system_attributes<10>I;;<01>)tabletrial_system_attributestrial_system_attributesCREATE TABLE trial_system_attributes (
trial_system_attribute_id INTEGER NOT NULL,
trial_id INTEGER,
"key" VARCHAR(512),
value_json TEXT,
PRIMARY KEY (trial_system_attribute_id),
UNIQUE (trial_id, "key"),
FOREIGN KEY(trial_id) REFERENCES trials (trial_id)
)I ]7indexsqlite_autoindex_trial_user_attributes_1trial_user_attributes<0E>? 77<01>tabletrial_user_attributestrial_user_attributes CREATE TABLE trial_user_attributes (
trial_user_attribute_id INTEGER NOT NULL,
trial_id INTEGER,
"key" VARCHAR(512),
value_json TEXT,
PRIMARY KEY (trial_user_attribute_id),
UNIQUE (trial_id, "key"),
FOREIGN KEY(trial_id) REFERENCES trials (trial_id)
) 

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