Mercurial > repos > bgruening > sklearn_sample_generator
comparison main_macros.xml @ 10:badf6af0a182 draft
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 97c4f22cdcfa6cddeeffc7b102c418a7ff12a888
author | bgruening |
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date | Tue, 05 Jun 2018 06:44:55 -0400 |
parents | 049c8e817869 |
children | 0ba38603a0d6 |
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9:049c8e817869 | 10:badf6af0a182 |
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1 <macros> | 1 <macros> |
2 <token name="@VERSION@">0.9</token> | 2 <token name="@VERSION@">0.9</token> |
3 | 3 |
4 <token name="@COLUMNS_FUNCTION@"> | 4 <token name="@COLUMNS_FUNCTION@"> |
5 def read_columns(f, c, return_df=False, **args): | 5 def read_columns(f, c=None, c_option='by_index_number', return_df=False, **args): |
6 data = pandas.read_csv(f, **args) | 6 data = pandas.read_csv(f, **args) |
7 cols = c.split (',') | 7 if c_option == 'by_index_number': |
8 cols = map(int, cols) | 8 cols = list(map(lambda x: x - 1, c)) |
9 cols = list(map(lambda x: x - 1, cols)) | 9 data = data.iloc[:,cols] |
10 data = data.iloc[:,cols] | |
11 y = data.values | 10 y = data.values |
12 if return_df: | 11 if return_df: |
13 return y, data | 12 return y, data |
14 else: | 13 else: |
15 return y | 14 return y |
16 return y | 15 return y |
17 </token> | 16 </token> |
18 | 17 |
19 ## generate an instance for one of sklearn.feature_selection classes | 18 ## generate an instance for one of sklearn.feature_selection classes |
20 ## must call "@COLUMNS_FUNCTION@" | |
21 <token name="@FEATURE_SELECTOR_FUNCTION@"> | 19 <token name="@FEATURE_SELECTOR_FUNCTION@"> |
22 def feature_selector(inputs): | 20 def feature_selector(inputs): |
23 selector = inputs["selected_algorithm"] | 21 selector = inputs["selected_algorithm"] |
24 selector = getattr(sklearn.feature_selection, selector) | 22 selector = getattr(sklearn.feature_selection, selector) |
25 options = inputs["options"] | 23 options = inputs["options"] |
426 <param name="infile2" type="data" format="@FORMAT2@" label="@LABEL2@" help="@HELP2@"/> | 424 <param name="infile2" type="data" format="@FORMAT2@" label="@LABEL2@" help="@HELP2@"/> |
427 <param name="col2" multiple="@MULTIPLE2@" type="data_column" data_ref="infile2" label="Select target column(s):"/> | 425 <param name="col2" multiple="@MULTIPLE2@" type="data_column" data_ref="infile2" label="Select target column(s):"/> |
428 <yield/> | 426 <yield/> |
429 </xml> | 427 </xml> |
430 | 428 |
431 <xml name="samples_tabular" token_multiple1="False" token_multiple2="False"> | 429 <xml name="samples_tabular" token_multiple1="false" token_multiple2="false"> |
432 <param name="infile1" type="data" format="tabular" label="Training samples dataset:"/> | 430 <param name="infile1" type="data" format="tabular" label="Training samples dataset:"/> |
433 <param name="header1" type="boolean" optional="True" truevalue="booltrue" falsevalue="boolfalse" checked="False" label="Does the dataset contain header:" /> | 431 <param name="header1" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="False" label="Does the dataset contain header:" /> |
434 <param name="col1" multiple="@MULTIPLE1@" type="data_column" data_ref="infile1" label="Select target column(s):"/> | 432 <conditional name="column_selector_options_1"> |
433 <expand macro="samples_column_selector_options" multiple="@MULTIPLE1@"/> | |
434 </conditional> | |
435 <param name="infile2" type="data" format="tabular" label="Dataset containing class labels:"/> | 435 <param name="infile2" type="data" format="tabular" label="Dataset containing class labels:"/> |
436 <param name="header2" type="boolean" optional="True" truevalue="booltrue" falsevalue="boolfalse" checked="False" label="Does the dataset contain header:" /> | 436 <param name="header2" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="False" label="Does the dataset contain header:" /> |
437 <param name="col2" multiple="@MULTIPLE2@" type="data_column" data_ref="infile2" label="Select target column(s):"/> | 437 <conditional name="column_selector_options_2"> |
438 <expand macro="samples_column_selector_options" column_option="selected_column_selector_option2" col_name="col2" multiple="@MULTIPLE2@" infile="infile2"/> | |
439 </conditional> | |
438 <yield/> | 440 <yield/> |
441 </xml> | |
442 | |
443 <xml name="samples_column_selector_options" token_column_option="selected_column_selector_option" token_col_name="col1" token_multiple="False" token_infile="infile1"> | |
444 <param name="@COLUMN_OPTION@" type="select" label="Choose how to select data by column:"> | |
445 <option value="by_index_number" selected="true">Select columns by column index number(s)</option> | |
446 <!-- | |
447 <option value="by_header_name">Select columns by column header name(s)</option> | |
448 <option value="all_but_by_index_number">All columns but by column index number(s)</option> | |
449 <option value="all_but_by_header_name">All columns but by column header name(s)</option> | |
450 --> | |
451 <option value="all_columns">All columns</option> | |
452 </param> | |
453 <when value="by_index_number"> | |
454 <param name="@COL_NAME@" multiple="@MULTIPLE@" type="data_column" data_ref="@INFILE@" label="Select target column(s):"/> | |
455 </when> | |
456 <when value="all_columns"> | |
457 </when> | |
439 </xml> | 458 </xml> |
440 | 459 |
441 <xml name="clf_inputs_extended" token_label1=" " token_label2=" " token_multiple="False"> | 460 <xml name="clf_inputs_extended" token_label1=" " token_label2=" " token_multiple="False"> |
442 <conditional name="true_columns"> | 461 <conditional name="true_columns"> |
443 <param name="selected_input1" type="select" label="Select the input type of true labels dataset:"> | 462 <param name="selected_input1" type="select" label="Select the input type of true labels dataset:"> |
468 </xml> | 487 </xml> |
469 | 488 |
470 <xml name="clf_inputs" token_label1="Dataset containing true labels (tabular):" token_label2="Dataset containing predicted values (tabular):" token_multiple1="False" token_multiple="False"> | 489 <xml name="clf_inputs" token_label1="Dataset containing true labels (tabular):" token_label2="Dataset containing predicted values (tabular):" token_multiple1="False" token_multiple="False"> |
471 <param name="infile1" type="data" format="tabular" label="@LABEL1@"/> | 490 <param name="infile1" type="data" format="tabular" label="@LABEL1@"/> |
472 <param name="header1" type="boolean" optional="True" truevalue="booltrue" falsevalue="boolfalse" checked="False" label="Does the dataset contain header:" /> | 491 <param name="header1" type="boolean" optional="True" truevalue="booltrue" falsevalue="boolfalse" checked="False" label="Does the dataset contain header:" /> |
473 <param name="col1" multiple="@MULTIPLE1@" type="data_column" data_ref="infile1" label="Select the target column:"/> | 492 <conditional name="column_selector_options_1"> |
493 <expand macro="samples_column_selector_options" multiple="@MULTIPLE1@"/> | |
494 </conditional> | |
474 <param name="infile2" type="data" format="tabular" label="@LABEL2@"/> | 495 <param name="infile2" type="data" format="tabular" label="@LABEL2@"/> |
475 <param name="header2" type="boolean" optional="True" truevalue="booltrue" falsevalue="boolfalse" checked="False" label="Does the dataset contain header:" /> | 496 <param name="header2" type="boolean" optional="True" truevalue="booltrue" falsevalue="boolfalse" checked="False" label="Does the dataset contain header:" /> |
476 <param name="col2" multiple="@MULTIPLE@" type="data_column" data_ref="infile2" label="Select target column(s):"/> | 497 <conditional name="column_selector_options_2"> |
498 <expand macro="samples_column_selector_options" column_option="selected_column_selector_option2" col_name="col2" multiple="@MULTIPLE@" infile="infile2"/> | |
499 </conditional> | |
477 </xml> | 500 </xml> |
478 | 501 |
479 <xml name="multiple_input" token_name="input_files" token_max_num="10" token_format="txt" token_label="Sparse matrix file (.mtx, .txt)" token_help_text="Specify a sparse matrix file in .txt format."> | 502 <xml name="multiple_input" token_name="input_files" token_max_num="10" token_format="txt" token_label="Sparse matrix file (.mtx, .txt)" token_help_text="Specify a sparse matrix file in .txt format."> |
480 <repeat name="@NAME@" min="1" max="@MAX_NUM@" title="Select input file(s):"> | 503 <repeat name="@NAME@" min="1" max="@MAX_NUM@" title="Select input file(s):"> |
481 <param name="input" type="data" format="@FORMAT@" label="@LABEL@" help="@HELP_TEXT@"/> | 504 <param name="input" type="data" format="@FORMAT@" label="@LABEL@" help="@HELP_TEXT@"/> |