Fit, evaluate and predict for one model. More...
Functions | |
void | madlib_keras_fit (varchar source_table, varchar model, varchar model_arch_table, integer model_id, varchar compile_params, varchar fit_params, integer num_iterations, boolean use_gpus=false, varchar validation_table=NULL, integer metrics_compute_frequency=NULL, boolean warm_start=NULL, varchar name=NULL, varchar description=NULL, varchar object_table=NULL) |
bytea | fit_transition (bytea state, bytea[] dependent_var, bytea[] independent_var, integer[] dependent_var_shape, integer[] independent_var_shape, text model_architecture, text compile_params, text fit_params, integer dist_key, integer[] dist_key_mapping, integer current_seg_id, integer[] segments_per_host, integer[] images_per_seg, integer[] accessible_gpus_for_seg, bytea prev_serialized_weights, bytea custom_function_map) |
bytea | fit_transition_wide (bytea state, bytea dependent_var1, bytea dependent_var2, bytea dependent_var3, bytea dependent_var4, bytea dependent_var5, bytea independent_var1, bytea independent_var2, bytea independent_var3, bytea independent_var4, bytea independent_var5, integer[] dependent_var_shape, integer[] independent_var_shape, text model_architecture, text compile_params, text fit_params, integer dist_key, integer[] dist_key_mapping, integer current_seg_id, integer[] segments_per_host, integer[] images_per_seg, integer[] accessible_gpus_for_seg, bytea prev_serialized_weights, bytea custom_function_map) |
bytea | fit_merge (bytea state1, bytea state2) |
bytea | fit_final (bytea state) |
aggregate bytea | fit_step (bytea, bytea, bytea, bytea, bytea, bytea, bytea, bytea, bytea, bytea, integer[], integer[], text, text, text, integer, integer[], integer, integer[], integer[], integer[], bytea, bytea) |
aggregate bytea | fit_step (bytea[], bytea[], integer[], integer[], text, text, text, integer, integer[], integer, integer[], integer[], integer[], bytea, bytea) |
void | madlib_keras_predict (varchar model_table, varchar test_table, varchar id_col, varchar independent_varname, varchar output_table, varchar pred_type="prob", boolean use_gpus=false, integer mst_key=NULL) |
void | madlib_keras_predict (varchar model_table, varchar test_table, varchar id_col, varchar independent_varname, varchar output_table, integer pred_type, boolean use_gpus=false, integer mst_key=NULL) |
void | madlib_keras_predict (varchar model_table, varchar test_table, varchar id_col, varchar independent_varname, varchar output_table, float8 pred_type, boolean use_gpus=false, integer mst_key=NULL) |
float8 [] | internal_keras_predict (real[] independent_var, real[] independent_var2, real[] independent_var3, real[] independent_var4, real[] independent_var5, text model_architecture, bytea model_weights, float8 normalizing_const, integer current_seg_id, integer[] seg_ids, integer[] images_per_seg, integer gpus_per_host, integer[] segments_per_host) |
void | madlib_keras_predict_byom (varchar model_arch_table, integer model_id, varchar test_table, varchar id_col, varchar independent_varname, varchar output_table, varchar pred_type="prob", boolean use_gpus=NULL, text[] class_values=NULL, float8 normalizing_const=NULL, integer dependent_count=1) |
void | madlib_keras_predict_byom (varchar model_arch_table, integer model_id, varchar test_table, varchar id_col, varchar independent_varname, varchar output_table, integer pred_type, boolean use_gpus=NULL, text[] class_values=NULL, float8 normalizing_const=NULL) |
void | madlib_keras_predict_byom (varchar model_arch_table, integer model_id, varchar test_table, varchar id_col, varchar independent_varname, varchar output_table, float8 pred_type, boolean use_gpus=NULL, text[] class_values=NULL, float8 normalizing_const=NULL) |
void | madlib_keras_evaluate (varchar model_table, varchar test_table, varchar output_table, boolean use_gpus, integer mst_key) |
void | madlib_keras_evaluate (varchar model_table, varchar test_table, varchar output_table, boolean use_gpus) |
void | madlib_keras_evaluate (varchar model_table, varchar test_table, varchar output_table) |
real [] | internal_keras_eval_transition (real[] state, bytea[] dependent_var, bytea[] independent_var, integer[] dependent_var_shape, integer[] independent_var_shape, text model_architecture, bytea serialized_weights, text compile_params, integer dist_key, integer[] dist_key_mapping, integer current_seg_id, integer[] segments_per_host, integer[] images_per_seg, integer[] accessible_gpus_for_seg, boolean should_clear_session, bytea custom_function_map) |
real [] | internal_keras_eval_merge (real[] state1, real[] state2) |
real [2] | internal_keras_eval_final (real[] state) |
aggregate real [2] | internal_keras_evaluate (bytea[], bytea[], integer[], integer[], text, bytea, text, integer, integer[], integer, integer[], integer[], integer[], boolean, bytea) |
varchar | madlib_keras_fit (varchar message) |
varchar | madlib_keras_fit () |
varchar | madlib_keras_evaluate (varchar message) |
varchar | madlib_keras_evaluate () |
varchar | madlib_keras_predict (varchar message) |
varchar | madlib_keras_predict () |
varchar | madlib_keras_predict_byom (varchar message) |
varchar | madlib_keras_predict_byom () |
Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ownership. The ASF licenses this file to you under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.
bytea fit_final | ( | bytea | state | ) |
bytea fit_merge | ( | bytea | state1, |
bytea | state2 | ||
) |
aggregate bytea fit_step | ( | bytea | , |
bytea | , | ||
bytea | , | ||
bytea | , | ||
bytea | , | ||
bytea | , | ||
bytea | , | ||
bytea | , | ||
bytea | , | ||
bytea | , | ||
integer | [], | ||
integer | [], | ||
text | , | ||
text | , | ||
text | , | ||
integer | , | ||
integer | [], | ||
integer | , | ||
integer | [], | ||
integer | [], | ||
integer | [], | ||
bytea | , | ||
bytea | |||
) |
aggregate bytea fit_step | ( | bytea | [], |
bytea | [], | ||
integer | [], | ||
integer | [], | ||
text | , | ||
text | , | ||
text | , | ||
integer | , | ||
integer | [], | ||
integer | , | ||
integer | [], | ||
integer | [], | ||
integer | [], | ||
bytea | , | ||
bytea | |||
) |
bytea fit_transition | ( | bytea | state, |
bytea [] | dependent_var, | ||
bytea [] | independent_var, | ||
integer [] | dependent_var_shape, | ||
integer [] | independent_var_shape, | ||
text | model_architecture, | ||
text | compile_params, | ||
text | fit_params, | ||
integer | dist_key, | ||
integer [] | dist_key_mapping, | ||
integer | current_seg_id, | ||
integer [] | segments_per_host, | ||
integer [] | images_per_seg, | ||
integer [] | accessible_gpus_for_seg, | ||
bytea | prev_serialized_weights, | ||
bytea | custom_function_map | ||
) |
bytea fit_transition_wide | ( | bytea | state, |
bytea | dependent_var1, | ||
bytea | dependent_var2, | ||
bytea | dependent_var3, | ||
bytea | dependent_var4, | ||
bytea | dependent_var5, | ||
bytea | independent_var1, | ||
bytea | independent_var2, | ||
bytea | independent_var3, | ||
bytea | independent_var4, | ||
bytea | independent_var5, | ||
integer [] | dependent_var_shape, | ||
integer [] | independent_var_shape, | ||
text | model_architecture, | ||
text | compile_params, | ||
text | fit_params, | ||
integer | dist_key, | ||
integer [] | dist_key_mapping, | ||
integer | current_seg_id, | ||
integer [] | segments_per_host, | ||
integer [] | images_per_seg, | ||
integer [] | accessible_gpus_for_seg, | ||
bytea | prev_serialized_weights, | ||
bytea | custom_function_map | ||
) |
real [2] internal_keras_eval_final | ( | real [] | state | ) |
real [] internal_keras_eval_merge | ( | real [] | state1, |
real [] | state2 | ||
) |
real [] internal_keras_eval_transition | ( | real [] | state, |
bytea [] | dependent_var, | ||
bytea [] | independent_var, | ||
integer [] | dependent_var_shape, | ||
integer [] | independent_var_shape, | ||
text | model_architecture, | ||
bytea | serialized_weights, | ||
text | compile_params, | ||
integer | dist_key, | ||
integer [] | dist_key_mapping, | ||
integer | current_seg_id, | ||
integer [] | segments_per_host, | ||
integer [] | images_per_seg, | ||
integer [] | accessible_gpus_for_seg, | ||
boolean | should_clear_session, | ||
bytea | custom_function_map | ||
) |
aggregate real [2] internal_keras_evaluate | ( | bytea | [], |
bytea | [], | ||
integer | [], | ||
integer | [], | ||
text | , | ||
bytea | , | ||
text | , | ||
integer | , | ||
integer | [], | ||
integer | , | ||
integer | [], | ||
integer | [], | ||
integer | [], | ||
boolean | , | ||
bytea | |||
) |
float8 [] internal_keras_predict | ( | real [] | independent_var, |
real [] | independent_var2, | ||
real [] | independent_var3, | ||
real [] | independent_var4, | ||
real [] | independent_var5, | ||
text | model_architecture, | ||
bytea | model_weights, | ||
float8 | normalizing_const, | ||
integer | current_seg_id, | ||
integer [] | seg_ids, | ||
integer [] | images_per_seg, | ||
integer | gpus_per_host, | ||
integer [] | segments_per_host | ||
) |
void madlib_keras_evaluate | ( | varchar | model_table, |
varchar | test_table, | ||
varchar | output_table, | ||
boolean | use_gpus, | ||
integer | mst_key | ||
) |
void madlib_keras_evaluate | ( | varchar | model_table, |
varchar | test_table, | ||
varchar | output_table, | ||
boolean | use_gpus | ||
) |
void madlib_keras_evaluate | ( | varchar | model_table, |
varchar | test_table, | ||
varchar | output_table | ||
) |
varchar madlib_keras_evaluate | ( | varchar | message | ) |
varchar madlib_keras_evaluate | ( | ) |
void madlib_keras_fit | ( | varchar | source_table, |
varchar | model, | ||
varchar | model_arch_table, | ||
integer | model_id, | ||
varchar | compile_params, | ||
varchar | fit_params, | ||
integer | num_iterations, | ||
boolean | use_gpus = false , |
||
varchar | validation_table = NULL , |
||
integer | metrics_compute_frequency = NULL , |
||
boolean | warm_start = NULL , |
||
varchar | name = NULL , |
||
varchar | description = NULL , |
||
varchar | object_table = NULL |
||
) |
varchar madlib_keras_fit | ( | varchar | message | ) |
varchar madlib_keras_fit | ( | ) |
void madlib_keras_predict | ( | varchar | model_table, |
varchar | test_table, | ||
varchar | id_col, | ||
varchar | independent_varname, | ||
varchar | output_table, | ||
varchar | pred_type = "prob" , |
||
boolean | use_gpus = false , |
||
integer | mst_key = NULL |
||
) |
void madlib_keras_predict | ( | varchar | model_table, |
varchar | test_table, | ||
varchar | id_col, | ||
varchar | independent_varname, | ||
varchar | output_table, | ||
integer | pred_type, | ||
boolean | use_gpus = false , |
||
integer | mst_key = NULL |
||
) |
void madlib_keras_predict | ( | varchar | model_table, |
varchar | test_table, | ||
varchar | id_col, | ||
varchar | independent_varname, | ||
varchar | output_table, | ||
float8 | pred_type, | ||
boolean | use_gpus = false , |
||
integer | mst_key = NULL |
||
) |
varchar madlib_keras_predict | ( | varchar | message | ) |
varchar madlib_keras_predict | ( | ) |
void madlib_keras_predict_byom | ( | varchar | model_arch_table, |
integer | model_id, | ||
varchar | test_table, | ||
varchar | id_col, | ||
varchar | independent_varname, | ||
varchar | output_table, | ||
varchar | pred_type = "prob" , |
||
boolean | use_gpus = NULL , |
||
text [] | class_values = NULL , |
||
float8 | normalizing_const = NULL , |
||
integer | dependent_count = 1 |
||
) |
void madlib_keras_predict_byom | ( | varchar | model_arch_table, |
integer | model_id, | ||
varchar | test_table, | ||
varchar | id_col, | ||
varchar | independent_varname, | ||
varchar | output_table, | ||
integer | pred_type, | ||
boolean | use_gpus = NULL , |
||
text [] | class_values = NULL , |
||
float8 | normalizing_const = NULL |
||
) |
void madlib_keras_predict_byom | ( | varchar | model_arch_table, |
integer | model_id, | ||
varchar | test_table, | ||
varchar | id_col, | ||
varchar | independent_varname, | ||
varchar | output_table, | ||
float8 | pred_type, | ||
boolean | use_gpus = NULL , |
||
text [] | class_values = NULL , |
||
float8 | normalizing_const = NULL |
||
) |
varchar madlib_keras_predict_byom | ( | varchar | message | ) |
varchar madlib_keras_predict_byom | ( | ) |