# SPDX-License-Identifier: GPL-2.0
import gc
-from typing import NamedTuple, List, Dict, NoReturn
+from typing import NamedTuple, List, Dict, NoReturn, Optional
from sequential.backend import seq_to_pat as stp
from sequential.utils import Num, check_true, get_max_column_size, \
get_min_value, get_max_value, sort_pattern, item_map, \
string_to_int, int_to_string, check_sequence_feature_same_length, \
- validate_attribute_values, validate_sequences
+ validate_attribute_values, validate_sequences, validate_max_span
# IMPORTANT: Constant values should not be changed
@@ -345,11 +345,18 @@ Source code for sequential.seq2pat
sequences : List[list]
A list of sequences each with a list of events.
The event values can be all strings or all integers.
+ max_span: Optional[int]
+ The value for applying a built-in maximum span constraint to the length of items in mining, max_span=10 by
+ default (10 items). This is going to avoid regular users to run into a scaling issue when data contains long
+ sequences but no constraints are used to run the mining efficiently and practically.
+ Power users can choose to drop this constraint by setting it to be None or increase the maximum span
+ as the system has resources to support.
"""
- def __init__(self, sequences: List[list]):
- # Validate input sequences
+ def __init__(self, sequences: List[list], max_span: Optional[int] = 10):
+ # Validate input
validate_sequences(sequences)
+ validate_max_span(max_span)
# Input sequences
self._sequences: List[list] = sequences
@@ -373,6 +380,15 @@ Source code for sequential.seq2pat
# Cython implementor object
self._cython_imp = None
+ if max_span:
+ # Create index attribute
+ index_attr = Attribute([[i for i in range(len(seq))] for seq in sequences])
+
+ # Add built-in maximum span constraint on index.
+ # The minimum span is at least 1 between two indices. Here we add it explicitly.
+ # Given max_span items, the maximum difference on the index is (max_span - 1)
+ self.add_constraint(1 <= index_attr.span() <= (max_span - 1))
+
@property
def sequences(self) -> List[list]:
"""Sequence
diff --git a/docs/api.html b/docs/api.html
index 4e49568..23729ed 100644
--- a/docs/api.html
+++ b/docs/api.html
@@ -112,13 +112,19 @@
-
-class sequential.seq2pat.Seq2Pat(sequences: List[list])[source]
+class sequential.seq2pat.Seq2Pat(sequences: List[list], max_span: Optional[int] = 10)[source]
Bases: object
Seq2Pat: Sequence-to-Pattern Generation Library
- sequencesList[list]
A list of sequences each with a list of events.
The event values can be all strings or all integers.
- max_span: Optional[int]
The value for applying a built-in maximum span constraint to the length of items in mining, max_span=10 by
+default (10 items). This is going to avoid regular users to run into a scaling issue when data contains long
+sequences but no constraints are used to run the mining efficiently and practically.
+Power users can choose to drop this constraint by setting it to be None or increase the maximum span
+as the system has resources to support.
+
-
diff --git a/docs/searchindex.js b/docs/searchindex.js
index c249257..6aae812 100644
--- a/docs/searchindex.js
+++ b/docs/searchindex.js
@@ -1 +1 @@
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\ No newline at end of file
+Search.setIndex({docnames:["api","examples","index","installation","quick"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":4,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":3,"sphinx.domains.rst":2,"sphinx.domains.std":2,"sphinx.ext.intersphinx":1,"sphinx.ext.viewcode":1,sphinx:56},filenames:["api.rst","examples.rst","index.rst","installation.rst","quick.rst"],objects:{"sequential.seq2pat":[[0,1,1,"","Attribute"],[0,1,1,"","Seq2Pat"]],"sequential.seq2pat.Attribute":[[0,2,1,"","average"],[0,2,1,"","gap"],[0,2,1,"","median"],[0,2,1,"","span"],[0,3,1,"","values"]],"sequential.seq2pat.Seq2Pat":[[0,2,1,"","add_constraint"],[0,2,1,"","get_patterns"],[0,2,1,"","remove_constraint"],[0,3,1,"","sequences"]],sequential:[[0,0,0,"-","seq2pat"]]},objnames:{"0":["py","module","Python module"],"1":["py","class","Python class"],"2":["py","method","Python method"],"3":["py","property","Python property"]},objtypes:{"0":"py:module","1":"py:class","2":"py:method","3":"py:property"},terms:{"0":0,"1":[0,2,4],"10":0,"2":[2,4],"2019":2,"2022":1,"3":[2,3,4],"4":[2,4],"5":[2,4],"6":3,"8":[2,4],"class":0,"default":0,"float":0,"import":[2,3,4],"int":0,"long":0,"public":2,"return":0,A:[0,2,4],For:3,If:[0,3],It:2,On:3,The:[0,2,3],To:3,_baseconstraint:0,aaai:2,across:2,add:0,add_constraint:[0,2,4],advantag:2,aggreg:[2,4],aggregation_to_pattern:[2,4],al:2,algorithm:2,all:[0,2,3,4],alreadi:0,also:3,an:[0,1,2],analyz:1,ani:3,anoth:3,api:2,appli:0,approach:2,ar:0,art:2,artifact:3,attribut:[0,2,3,4],avail:1,averag:[0,2,4],avoid:0,b:[2,4],backend:2,base:[0,1,2,4],bdist_wheel:3,between:[0,1,2],bring:2,build:2,build_ext:3,built:0,busi:2,c:[2,3,4],cach:3,can:[0,1,3],cd:3,choos:0,clang:3,cmu:2,collabor:2,command:3,compat:3,compil:3,compli:3,confirm:3,consecut:[0,2],constraint:[0,1,4],contain:0,correl:1,correspond:[2,4],creat:[2,3,4],current:3,cython:[2,3],d:[2,4],data:0,databas:[2,4],decis:2,decreas:0,defin:0,depend:3,desir:2,develop:2,diagram:2,dichotom:[1,2,4],dichotomic_pattern_min:[2,4],dichotomicaggreg:[2,4],differ:[0,1,2],dir:3,directori:3,discov:[2,3],dist:3,doe:0,don:3,downstream:1,dpm:[1,2,4],dpm_pattern:[2,4],drop:0,drop_pattern_frequ:[2,4],e:[0,3],each:[0,2,4],effici:[0,2],element:0,embed:1,encod:[2,4],enforc:0,et:2,event:[0,2],event_1:0,event_2:0,event_3:0,event_n:0,everi:[0,2],exampl:[2,3,4],exist:0,express:2,extens:3,fals:[2,4],fidel:2,find:[2,4],first:0,folder:3,follow:3,forget:3,form:0,found:1,frequenc:0,frequent:[0,1,2,4],from:[0,2,4],gap:[0,2],gcc:3,gener:[0,1],get:[2,4],get_featur:[2,4],get_one_hot_encod:[],get_pattern:[0,2,4],git:3,github:2,given:[0,2,4],go:0,ha:0,handl:0,high:2,hosseininasab:2,host:2,how:[1,2,3,4],i:[0,3],implement:2,includ:3,increas:0,index:2,inner:0,inplac:3,instal:2,integ:0,integr:1,interfac:2,invest:2,issu:0,item:[0,2,4],joint:2,jupyt:[],kadioglu:1,keyerror:0,larg:2,last:0,latest:3,least:[2,4],length:0,level:2,librari:0,line:3,list:0,low:2,m:3,mac:3,make:3,master:3,max_span:0,maximum:[0,2],median:[0,2],min_frequ:[0,2,4],min_frequency_neg:[2,4],min_frequency_po:[2,4],mine:[0,1,2,4],minimum:[0,2],mismatch:0,model:[1,2,4],modul:2,more:3,most:0,ms:3,multi:2,neg:[2,4],none:[0,3],noreturn:0,notebook:[1,3],now:3,num:0,number:[0,3],object:0,occur:[0,2,4],oper:0,option:0,origin:3,outcom:[1,2,4],over:[2,4],packag:3,pass:3,pat2feat:[2,4],pattern:[0,1,4],percentag:0,perform:0,perspect:2,pip:3,plai:1,platform:3,pleas:3,posit:[2,4],power:0,practic:0,price:[2,4],project:3,properti:[0,2],propos:1,pull:3,py3:3,py:3,pypi:3,python:[2,3],reason:2,refer:3,regular:0,remov:0,remove_constraint:0,replac:3,repo:3,repres:0,requir:2,research:2,resourc:0,restrict:0,role:1,row:0,run:[0,1,2,3,4],s:1,same:3,scale:0,school:2,section:3,see:3,seq2pat:[1,3,4],seq2pat_neg:[2,4],seq2pat_po:[2,4],sequenc:[0,1,4],sequences_neg:[2,4],sequences_po:[2,4],sequenti:[0,1,2,3,4],set:0,set_valu:[],setup:2,setuptool:3,shell:3,should:[0,3],show:[2,4],sore:0,sourc:0,span:[0,2],specifi:2,state:2,store:0,string:0,studio:3,subject:[2,4],success:3,support:[0,1,2],sure:3,system:0,t:3,take:2,task:1,tepper:2,test:2,thi:[0,2,3],togeth:2,tool:3,twice:[2,4],two:[0,2,3],txt:3,typeerror:0,under:3,underli:3,union:[0,2,4],unittest:3,upgrad:2,us:[0,1,3],usag:[2,3],user:0,valu:[0,2,4],valueerror:0,version:3,visual:3,wa:3,wang:1,we:1,wheel:3,when:0,where:0,whl:3,window:3,written:2,x:[1,3],you:3,your:2},titles:["Seq2Pat Public API","Usage Examples","Seq2Pat: Sequence-to-Pattern Generation Library","Installation","Quick Start"],titleterms:{"public":0,api:0,avail:2,build:3,code:[2,3],constraint:2,content:2,exampl:1,from:3,gener:2,indic:2,instal:3,librari:[2,3],option:3,pattern:2,quick:[2,4],requir:3,seq2pat:[0,2],sequenc:2,setup:3,sourc:[2,3],start:[2,4],tabl:2,test:3,upgrad:3,usag:1,your:3}})
\ No newline at end of file
diff --git a/notebooks/dichotomic_pattern_mining.ipynb b/notebooks/dichotomic_pattern_mining.ipynb
index afe627b..651697f 100644
--- a/notebooks/dichotomic_pattern_mining.ipynb
+++ b/notebooks/dichotomic_pattern_mining.ipynb
@@ -56,7 +56,7 @@
"args['data'] = '../tests/data/sample_data.csv'\n",
"args['min_frequency_pos'] = 0.3\n",
"args['min_frequency_neg'] = 0.3\n",
- "args['rolling_window_size'] = 10"
+ "args['max_span'] = 10"
]
},
{
@@ -103,7 +103,6 @@
"
event_sequence \n",
" event_time \n",
- " event_order \n",
" label \n",
" \n",
" \n",
@@ -112,35 +111,30 @@
" 0 \n",
" [1, 1, 1, 2, 3, 1, 4, 1, 2, 3, 1, 4, 1, 2, 1, ... \n",
" [13118, 17085, 11839, 41749, 35195, 3348, 3309... \n",
- " [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... \n",
" 1 \n",
" \n",
" \n",
" 1 \n",
" [2, 1, 2, 1, 2, 1, 2, 1, 2, 3, 1, 2, 3, 1, 2, ... \n",
" [50205, 32403, 51377, 4256, 52139, 15020, 6999... \n",
- " [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... \n",
" 1 \n",
" \n",
" \n",
" 2 \n",
" [1, 1, 1, 2, 1, 2, 1, 1, 1, 1] \n",
" [49647, 45922, 26113, 422659, 9128, 82561, 709... \n",
- " [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] \n",
" 1 \n",
" \n",
" \n",
" 3 \n",
" [1, 1, 2, 1, 2, 1, 2, 3, 1, 1, 1, 1, 1, 1, 1, ... \n",
" [355031, 50126, 26262, 44512, 39795, 49730, 14... \n",
- " [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... \n",
" 1 \n",
" \n",
" \n",
" 4 \n",
" [1, 2, 1, 1, 1] \n",
" [19173, 159782, 12811, 88544, 53858] \n",
- " [0, 1, 2, 3, 4] \n",
" 1 \n",
" \n",
" \n",
@@ -155,19 +149,12 @@
"3 [1, 1, 2, 1, 2, 1, 2, 3, 1, 1, 1, 1, 1, 1, 1, ... \n",
"4 [1, 2, 1, 1, 1] \n",
"\n",
- " event_time \\\n",
- "0 [13118, 17085, 11839, 41749, 35195, 3348, 3309... \n",
- "1 [50205, 32403, 51377, 4256, 52139, 15020, 6999... \n",
- "2 [49647, 45922, 26113, 422659, 9128, 82561, 709... \n",
- "3 [355031, 50126, 26262, 44512, 39795, 49730, 14... \n",
- "4 [19173, 159782, 12811, 88544, 53858] \n",
- "\n",
- " event_order label \n",
- "0 [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 1 \n",
- "1 [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 1 \n",
- "2 [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] 1 \n",
- "3 [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 1 \n",
- "4 [0, 1, 2, 3, 4] 1 "
+ " event_time label \n",
+ "0 [13118, 17085, 11839, 41749, 35195, 3348, 3309... 1 \n",
+ "1 [50205, 32403, 51377, 4256, 52139, 15020, 6999... 1 \n",
+ "2 [49647, 45922, 26113, 422659, 9128, 82561, 709... 1 \n",
+ "3 [355031, 50126, 26262, 44512, 39795, 49730, 14... 1 \n",
+ "4 [19173, 159782, 12811, 88544, 53858] 1 "
]
},
"execution_count": 3,
@@ -201,15 +188,14 @@
},
"outputs": [],
"source": [
- "literal_columns = ['event_sequence', 'event_time', 'event_order']\n",
+ "literal_columns = ['event_sequence', 'event_time']\n",
"\n",
"for column in literal_columns:\n",
" sequence_df[column] = sequence_df[column].apply(literal_eval)\n",
"\n",
"# Input lists\n",
"sequences = sequence_df['event_sequence'].values.tolist()\n",
- "times = sequence_df['event_time'].values.tolist()\n",
- "orders = sequence_df['event_order'].values.tolist()"
+ "times = sequence_df['event_time'].values.tolist()"
]
},
{
@@ -265,9 +251,9 @@
},
"source": [
"## Seq2Pat for Positive Labels\n",
- "- There are two attributes: `event_time` and `event_order`\n",
- "- Constraint 1: to enforce the average event time greater than 20 sec\n",
- "- Constraint 2: to enforce the span of event order less than 9. This is to restrict the length of sequence to be <= 10."
+ "- There is one attribute for each event: `event_time`\n",
+ "- Constraint 1: This constraint is to enforce the average event time greater than 20 sec\n",
+ "- Constraint 2: The built-in constraint in Seq2Pat, which can be configured by max_span parameter. This is to enforce the pattern mining to be within a span of `max_span` items (max_span=10 by default). "
]
},
{
@@ -283,7 +269,6 @@
"# Get sequences having positive labels, and associated attributes.\n",
"sequences_pos = sequence_df[sequence_df['label']==1]['event_sequence'].values.tolist()\n",
"times_pos = sequence_df[sequence_df['label']==1]['event_time'].values.tolist()\n",
- "orders_pos = sequence_df[sequence_df['label']==1]['event_order'].values.tolist()\n",
"\n",
"seq2pat_pos = Seq2Pat(sequences_pos)\n",
"\n",
@@ -291,16 +276,8 @@
"time_attr_pos = Attribute(times_pos)\n",
"time_ct_pos = 20000 <= time_attr_pos.average()\n",
"\n",
- "# Define a constraint to restrict sequence length, span of sequence <= 10\n",
- "order_attr_pos = Attribute(orders_pos)\n",
- "order_ct_pos = order_attr_pos.span() <= 9\n",
- "\n",
- "# List of constraints \n",
- "constraints = [time_ct_pos, order_ct_pos]\n",
- "\n",
"# Add constraints to seq2pat\n",
- "for constraint in constraints:\n",
- " seq2pat_pos.add_constraint(constraint)"
+ "cs_pos = seq2pat_pos.add_constraint(time_ct_pos)"
]
},
{
@@ -312,9 +289,7 @@
},
"source": [
"## Seq2Pat for Negative Labels\n",
- "- There are two attributes: `event_time` and `event_order`\n",
- "- Constraint 1: to enforce the average event time greater than 20 sec\n",
- "- Constraint 2: to enforce the span of event order less than 9. This is to restrict the length of sequence to be <=10."
+ "- Here we apply the same constraint models to sequences with negative labels"
]
},
{
@@ -330,7 +305,6 @@
"# Get sequences having positive labels, and associated attributes.\n",
"sequences_neg = sequence_df[sequence_df['label']==0]['event_sequence'].values.tolist()\n",
"times_neg = sequence_df[sequence_df['label']==0]['event_time'].values.tolist()\n",
- "orders_neg = sequence_df[sequence_df['label']==0]['event_order'].values.tolist()\n",
"\n",
"seq2pat_neg = Seq2Pat(sequences_neg)\n",
"\n",
@@ -338,16 +312,8 @@
"time_attr_neg = Attribute(times_neg)\n",
"time_ct_neg = 20000 <= time_attr_neg.average()\n",
"\n",
- "# Define a constraint to restrict sequence length, span of sequence <= 10\n",
- "order_attr_neg = Attribute(orders_neg)\n",
- "order_ct_neg = order_attr_neg.span() <= 9 \n",
- "\n",
- "# List of constraints \n",
- "constraints = [time_ct_neg, order_ct_neg]\n",
- "\n",
"# Add constraints to seq2pat\n",
- "for constraint in constraints:\n",
- " seq2pat_neg.add_constraint(constraint)"
+ "cs_neg = seq2pat_neg.add_constraint(time_ct_neg)"
]
},
{
@@ -375,7 +341,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "DPM finished! Runtime: 14.1145 sec\n",
+ "DPM finished! Runtime: 7.4062 sec\n",
"Aggregation: intersection with number of patterns: 215\n",
"Aggregation: union with number of patterns: 498\n",
"Aggregation: unique_negative with number of patterns: 29\n",
@@ -422,7 +388,7 @@
"output_type": "stream",
"text": [
"Aggregation: intersection\n",
- "Encoding finished! Runtime: 214.1449 sec\n"
+ "Encoding finished! Runtime: 210.1841 sec\n"
]
},
{
@@ -642,7 +608,7 @@
"output_type": "stream",
"text": [
"Aggregation: union\n",
- "Encoding finished! Runtime: 413.5931 sec\n"
+ "Encoding finished! Runtime: 405.0462 sec\n"
]
},
{
@@ -862,7 +828,7 @@
"output_type": "stream",
"text": [
"Aggregation: unique_negative\n",
- "Encoding finished! Runtime: 18.3600 sec\n"
+ "Encoding finished! Runtime: 17.6183 sec\n"
]
},
{
@@ -1075,7 +1041,7 @@
"output_type": "stream",
"text": [
"Aggregation: unique_positive\n",
- "Encoding finished! Runtime: 190.5027 sec\n"
+ "Encoding finished! Runtime: 186.6030 sec\n"
]
},
{
@@ -1292,17 +1258,14 @@
}
],
"source": [
- "# Define constraints for all sequences in encoding process\n",
- "# Define a constraint on event time, average time >= 20 sec\n",
+ "# Notice that constraints are optional to the generation of encodings\n",
+ "# In the following, we define a constraint on event time for all sequences, average time >= 20 sec\n",
+ "# The Seq2Pat built-in span constraint can be enforced in encodings generation by setting `max_span=10`.\n",
"time_attr = Attribute(times)\n",
"time_ct = 20000 <= time_attr.average()\n",
"\n",
- "# Define a constraint to restrict sequence length, span of sequence <= 10\n",
- "order_attr = Attribute(orders)\n",
- "order_ct = order_attr.span() <= 9\n",
- "\n",
"# List of constraints \n",
- "constraints = [time_ct, order_ct]\n",
+ "constraints = [time_ct]\n",
"\n",
"for aggregation, patterns in aggregation_to_patterns.items():\n",
" print(\"Aggregation: \", aggregation)\n",
@@ -1310,7 +1273,7 @@
" t = time()\n",
" # find one hot encoding of each sequence for each pattern subject to constraints\n",
" pat2feat = Pat2Feat()\n",
- " encodings = pat2feat.get_features(sequences, patterns, constraints, args['rolling_window_size'],\n",
+ " encodings = pat2feat.get_features(sequences, patterns, constraints, args['max_span'],\n",
" drop_pattern_frequency=False)\n",
" \n",
" print(f'Encoding finished! Runtime: {time()-t:.4f} sec')\n",
diff --git a/notebooks/usage_example.ipynb b/notebooks/sequential_pattern_mining.ipynb
similarity index 89%
rename from notebooks/usage_example.ipynb
rename to notebooks/sequential_pattern_mining.ipynb
index 37e6a9a..59ce496 100644
--- a/notebooks/usage_example.ipynb
+++ b/notebooks/sequential_pattern_mining.ipynb
@@ -4,7 +4,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "# Usage Example\n"
+ "# Sequential Pattern Mining\n"
]
},
{
@@ -51,6 +51,19 @@
}
],
"source": [
+ "# A Seq2Pat instance can be initialized with two arguments: sequences and max_span. \n",
+ "#\n",
+ "# Seq2Pat Attributes\n",
+ "# ------------------\n",
+ "# sequences : list[list] \n",
+ "# A list of sequences each with a list of events. The event values can be all strings or all integers.\n",
+ "# max_span : Optional[int]\n",
+ "# The value for applying a built-in maximum span constraint to the length of items in mining, \n",
+ "# max_span=10 by default. This is going to avoid regular users to run into a scaling \n",
+ "# issue when data contains long sequences but no constraints are used to run the mining efficiently \n",
+ "# and practically. Power users can choose to drop this constraint by setting it to be None \n",
+ "# or increase the maximum span as the system has resources to support.\n",
+ "\n",
"# Seq2Pat over 3 sequences\n",
"seq2pat = Seq2Pat(sequences=[[\"A\", \"A\", \"B\", \"A\", \"D\"],\n",
" [\"C\", \"B\", \"A\"],\n",
diff --git a/sequential/_version.py b/sequential/_version.py
index 500dcfd..6e80dbc 100644
--- a/sequential/_version.py
+++ b/sequential/_version.py
@@ -2,4 +2,4 @@
# Copyright FMR LLC
# SPDX-License-Identifier: GPL-2.0
-__version__ = "1.3.2"
+__version__ = "1.3.3"
diff --git a/sequential/backend/build_mdd.cpp b/sequential/backend/build_mdd.cpp
index 15d8846..e747684 100644
--- a/sequential/backend/build_mdd.cpp
+++ b/sequential/backend/build_mdd.cpp
@@ -63,6 +63,7 @@ vector* num_minmax, vector* num_avr, vector* num_med, vector
int strp = endp - 1; //strp initialized to one to last event in sequence
while (strp > 0) {
while (antmon == 0) { //while antimonotone property of contraints is violated backtrack on endp
+ // Original MPP repo uses abs(att[i] - att[i-1]) as the gap value. Here we remove abs().
if (!(*ugap).empty() && (*ugapi)[0] == 0 && (*attrs)[0].at(i).at(endp - 1) - (*attrs)[0].at(i).at(strp - 1) > (*ugap)[0]) { //antimonotone contraints are upper gap
endp--;
if (strp == endp) {
@@ -77,6 +78,7 @@ vector* num_minmax, vector* num_avr, vector* num_med, vector
if (antmon == 1) { //while monotone property of constraints is staisfied add arc from strp to all nodes between strp and endp
int last_p = endp;
while (endp != strp) {
+ // Original MPP repo uses abs(att[i] - att[i-1]) as the gap value. Here we remove abs().
if (!(*lgap).empty() && (*lgapi)[0] == 0 && (*attrs)[0].at(i).at(endp - 1) - (*attrs)[0].at(i).at(strp - 1) < (*lgap)[0])
break;
if ((*tot_gap).empty() || ((*tot_gap)[0] == 0 && (*tot_gap).size() == 1) || Check_gap(i ,strp, endp, attrs, lgapi, ugapi, lgap, ugap))
@@ -98,16 +100,22 @@ bool Check_gap(int i, int strp, int endp, vector > >* attrs,
vector* lgap, vector* ugap){ //checks upper and lower gap constraints imposed on any attribute value
for (int att = 0; att < (*lgap).size(); att++){
- if ((*lgap)[att] == 0)
+ // Original MPP repo uses zero to indicate non-presence of constraints. When (*lgap)[att] == 0, we skip over the constraint.
+ // Here we enable the case when lower bound of gap constraint is 0. If lower bound is not a number, we skip over the constraint.
+ if (isnan((*lgap)[att]))
continue;
- if (abs((*attrs)[(*lgapi)[att]].at(i).at(endp - 1) - (*attrs)[(*lgapi)[att]].at(i).at(strp - 1)) < (*lgap)[att])
+ // Original MPP repo uses abs(att[i] - att[i-1]) as the gap value. Here we remove abs().
+ if ((*attrs)[(*lgapi)[att]].at(i).at(endp - 1) - (*attrs)[(*lgapi)[att]].at(i).at(strp - 1) < (*lgap)[att])
return 0;
}
for (int att = 0; att < (*ugap).size(); att++){
- if ((*ugap)[att] == 0)
+ // Original MPP repo uses zero to indicate non-presence of constraints. When (*ugap)[att] == 0, we skip over the constraint.
+ // Here we enable the case when upper bound of gap constraint is 0. If upper bound is not a number, we skip over the constraint.
+ if (isnan((*ugap)[att]))
continue;
- if (abs((*attrs)[(*ugapi)[att]].at(i).at(endp - 1) - (*attrs)[(*ugapi)[att]].at(i).at(strp - 1)) > (*ugap)[att])
+ // Original MPP repo uses abs(att[i] - att[i-1]) as the gap value. Here we remove abs().
+ if ((*attrs)[(*ugapi)[att]].at(i).at(endp - 1) - (*attrs)[(*ugapi)[att]].at(i).at(strp - 1) > (*ugap)[att])
return 0;
}
diff --git a/sequential/csp_local.py b/sequential/csp_local.py
index 0b6b399..c5ad10d 100644
--- a/sequential/csp_local.py
+++ b/sequential/csp_local.py
@@ -2,7 +2,7 @@
# SPDX-License-Identifier: GPL-2.0
import statistics
-from typing import Union, Tuple, List
+from typing import Optional, Tuple, List
from sequential.seq2pat import _Constraint
@@ -43,8 +43,8 @@ def _is_subsequence(list1: list, list2: list) -> bool:
return index_list1 == len_list1
-def _subsequence_identifier(sequence: list, pattern: list, seq_attr_ind: int, constraints: Union[list, None],
- rolling_window_size: int, seq_attr_start: int) -> bool:
+def _subsequence_identifier(sequence: list, pattern: list, seq_attr_ind: int, constraints: Optional[List[_Constraint]],
+ max_span: int, seq_attr_start: int) -> bool:
"""
Identify if a pattern is in a given sequence, subject to the optional seq2pat._Constraint type of constraints.
@@ -59,15 +59,15 @@ def _subsequence_identifier(sequence: list, pattern: list, seq_attr_ind: int, co
# if pattern is a subsequence and there is no constraint, return True
return True
else:
- res = _meet_constraints_in_rolling(sequence, pattern, seq_attr_ind, constraints, rolling_window_size,
+ res = _meet_constraints_in_rolling(sequence, pattern, seq_attr_ind, constraints, max_span,
seq_attr_start)
return res
def _meet_constraints_in_rolling(sequence: list, pattern: list, seq_attr_ind: int,
- constraints: Union[List[_Constraint], None],
- rolling_window_size: int, window_start_ind: int) -> bool:
+ constraints: Optional[List[_Constraint]],
+ max_span: int, window_start_ind: int) -> bool:
"""
Check if a pattern is in an individual sequence of items, subject to defined constraints.
@@ -79,9 +79,9 @@ def _meet_constraints_in_rolling(sequence: list, pattern: list, seq_attr_ind: in
A pattern that is going to be checked in the sequence.
seq_attr_ind: int
The index of this sequence in the list of sequences, and also the index of attributes.
- constraints: Union[list, None]
+ constraints: Optional[List[_Constraint]]
A list of constraints
- rolling_window_size: int
+ max_span: int
The rolling window along a sequence within which patterns are detected.
window_start_ind: int
The index where a rolling window starts.
@@ -103,7 +103,7 @@ def _meet_constraints_in_rolling(sequence: list, pattern: list, seq_attr_ind: in
for constraint in constraints:
# Get attributes
attrs = constraint.attribute.values[seq_attr_ind]
- attrs = attrs[window_start_ind:window_start_ind + rolling_window_size]
+ attrs = attrs[window_start_ind:window_start_ind + max_span]
# Get subsequences of attributes
attr_subsequence = [attrs[i] for i in s]
@@ -175,22 +175,22 @@ def get_subsequence(subsequence, output, ind_subsequence, ind_output):
def is_satisfiable_in_rolling(sequence: list, pattern: list, seq_attr_ind: int,
- constraints: Union[List[_Constraint], None],
- rolling_window_size: int) -> bool:
+ constraints: Optional[List[_Constraint]],
+ max_span: int) -> bool:
"""
Search the given pattern in a rolling_window of sequence
"""
res = False
- if len(sequence) <= rolling_window_size:
- res = _subsequence_identifier(sequence, pattern, seq_attr_ind, constraints, rolling_window_size, 0)
+ if len(sequence) <= max_span:
+ res = _subsequence_identifier(sequence, pattern, seq_attr_ind, constraints, max_span, 0)
else:
- num_iters = len(sequence) - rolling_window_size
+ num_iters = len(sequence) - max_span
for i in range(num_iters + 1):
- if _subsequence_identifier(sequence[i:i + rolling_window_size], pattern, seq_attr_ind, constraints,
- rolling_window_size, i):
+ if _subsequence_identifier(sequence[i:i + max_span], pattern, seq_attr_ind, constraints,
+ max_span, i):
res = True
break
return res
diff --git a/sequential/pat2feat.py b/sequential/pat2feat.py
index fdd9e4a..96d197a 100644
--- a/sequential/pat2feat.py
+++ b/sequential/pat2feat.py
@@ -1,7 +1,7 @@
# -*- coding: utf-8 -*-
# SPDX-License-Identifier: GPL-2.0
-from typing import List, Union
+from typing import List, Optional
import pandas as pd
from sequential.seq2pat import _Constraint
@@ -15,21 +15,21 @@ class _OneHotEncoding:
The implementer class of one-hot encodings generation.
"""
- def __init__(self, rolling_window_size: Union[int, None] = 10):
+ def __init__(self, max_span: Optional[int] = 10):
"""
Attributes
----------
- rolling_window_size: Union[int, None]
- The rolling window along a sequence within which patterns are detected locally. It controls the length of
- sequence subject to the pattern detection, to speed up the encodings generation.
- (rolling_window_size=10 by default). When rolling_window_size=None, patterns are detected globally.
+ max_span: Optional[int]
+ The size of a rolling window along a sequence, within which patterns are detected locally.
+ It controls the length of sequence subject to the pattern detection, thus to speeds up the encodings
+ generation (max_span=10 by default). When max_span=None, patterns are detected globally.
"""
- self.rolling_window_size = rolling_window_size
+ self.max_span = max_span
def transform(self, sequences: List[list], patterns: List[list],
- constraints: Union[List[_Constraint], None] = None):
+ constraints: Optional[List[_Constraint]] = None):
"""
Create one-hot encodings of sequences with the provided patterns and constraints
@@ -39,7 +39,7 @@ def transform(self, sequences: List[list], patterns: List[list],
A list of sequences of items.
patterns: List[list]
A list of interested patterns, which defines the encoding space.
- constraints: Union[list, None]
+ constraints: Optional[List[_Constraint]]
The constraints enforced in the creation of encoding. constraints=None by default.
Returns
@@ -75,10 +75,10 @@ def transform(self, sequences: List[list], patterns: List[list],
for i, pattern in enumerate(patterns):
# If window size is given, run the local/approximate model
- if self.rolling_window_size:
+ if self.max_span:
df['feature_' + str(i)] = df.apply(lambda row: is_satisfiable_in_rolling(row['sequence'], pattern,
row.name, constraints,
- self.rolling_window_size),
+ self.max_span),
axis=1)
# Otherwise, run the global model
@@ -108,8 +108,8 @@ def __init__(self):
self._imp = None
def get_features(self, sequences: List[list], patterns: List[list],
- constraints: Union[List[_Constraint], None] = None,
- rolling_window_size: Union[int, None] = 10,
+ constraints: Optional[List[_Constraint]] = None,
+ max_span: Optional[int] = 10,
drop_pattern_frequency: bool = True):
"""
Create a data frame having one-hot encoding of sequences.
@@ -120,12 +120,12 @@ def get_features(self, sequences: List[list], patterns: List[list],
A list of sequences of items.
patterns: List[list]
A list of interested patterns, which defines the encoding space.
- constraints: Union[list, None]
+ constraints: Optional[List[_Constraint]]
The constraints enforced in the creation of encoding. constraints=None by default.
- rolling_window_size: Union[int, None]
- The rolling window along a sequence within which patterns are detected locally. It controls the length of
- sequence subject to the pattern detection, to speed up the encodings generation.
- (rolling_window_size=10 by default). When rolling_window_size=None, patterns are detected globally.
+ max_span: Optional[int]
+ The size of a rolling window along a sequence, within which patterns are detected locally.
+ It controls the length of sequence subject to the pattern detection, thus to speeds up the encodings
+ generation (max_span=10 by default). When max_span=None, patterns are detected globally.
drop_pattern_frequency: bool
Drop the frequency appended in the end of each input pattern, drop_pattern_frequency=True by default.
@@ -143,6 +143,6 @@ def get_features(self, sequences: List[list], patterns: List[list],
if drop_pattern_frequency:
patterns = drop_frequency(patterns)
- self._imp = _OneHotEncoding(rolling_window_size=rolling_window_size)
+ self._imp = _OneHotEncoding(max_span=max_span)
return self._imp.transform(sequences, patterns, constraints=constraints)
diff --git a/sequential/seq2pat.py b/sequential/seq2pat.py
index 494c0db..7865a56 100644
--- a/sequential/seq2pat.py
+++ b/sequential/seq2pat.py
@@ -2,13 +2,13 @@
# SPDX-License-Identifier: GPL-2.0
import gc
-from typing import NamedTuple, List, Dict, NoReturn
+from typing import NamedTuple, List, Dict, NoReturn, Optional
from sequential.backend import seq_to_pat as stp
from sequential.utils import Num, check_true, get_max_column_size, \
get_min_value, get_max_value, sort_pattern, item_map, \
string_to_int, int_to_string, check_sequence_feature_same_length, \
- validate_attribute_values, validate_sequences
+ validate_attribute_values, validate_sequences, validate_max_span
# IMPORTANT: Constant values should not be changed
@@ -277,11 +277,18 @@ class Seq2Pat:
sequences : List[list]
A list of sequences each with a list of events.
The event values can be all strings or all integers.
+ max_span: Optional[int]
+ The value for applying a built-in maximum span constraint to the length of items in mining, max_span=10 by
+ default (10 items). This is going to avoid regular users to run into a scaling issue when data contains long
+ sequences but no constraints are used to run the mining efficiently and practically.
+ Power users can choose to drop this constraint by setting it to be None or increase the maximum span
+ as the system has resources to support.
"""
- def __init__(self, sequences: List[list]):
- # Validate input sequences
+ def __init__(self, sequences: List[list], max_span: Optional[int] = 10):
+ # Validate input
validate_sequences(sequences)
+ validate_max_span(max_span)
# Input sequences
self._sequences: List[list] = sequences
@@ -305,6 +312,15 @@ def __init__(self, sequences: List[list]):
# Cython implementor object
self._cython_imp = None
+ if max_span:
+ # Create index attribute
+ index_attr = Attribute([[i for i in range(len(seq))] for seq in sequences])
+
+ # Add built-in maximum span constraint on index.
+ # The minimum span is at least 1 between two indices. Here we add it explicitly.
+ # Given max_span items, the maximum difference on the index is (max_span - 1)
+ self.add_constraint(1 <= index_attr.span() <= (max_span - 1))
+
@property
def sequences(self) -> List[list]:
"""Sequence
diff --git a/sequential/utils.py b/sequential/utils.py
index e0fdb56..647b39f 100644
--- a/sequential/utils.py
+++ b/sequential/utils.py
@@ -232,3 +232,14 @@ def validate_sequences(sequences: List[list]):
check_true(len(not_list) == 0, ValueError("Sequences need to be a list of lists.", not_list))
is_empty_list = any([len(sequences[i]) == 0 for i in range(len(sequences))])
check_false(is_empty_list, ValueError("Sequences cannot contain any empty list."))
+
+
+def validate_max_span(max_span: Union[int, None]):
+ """
+ Validate max_span
+
+ """
+ if max_span:
+ check_true(isinstance(max_span, int), ValueError("Maximum span should be an integer."))
+ check_true(max_span > 1, ValueError("Maximum span should be greater than 1."))
+
diff --git a/tests/data/sample_data.csv b/tests/data/sample_data.csv
index 202e098..9ff2046 100644
--- a/tests/data/sample_data.csv
+++ b/tests/data/sample_data.csv
@@ -1,2001 +1,2001 @@
-event_sequence,event_time,event_order,label
-"[1, 1, 1, 2, 3, 1, 4, 1, 2, 3, 1, 4, 1, 2, 1, 1, 1]","[13118, 17085, 11839, 41749, 35195, 3348, 3309, 6887, 18651, 23227, 4715, 2619, 18064, 21235, 22369, 12256, 15101]","[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16]",1
-"[2, 1, 2, 1, 2, 1, 2, 1, 2, 3, 1, 2, 3, 1, 2, 1, 2, 2, 2, 1, 2, 3, 2, 1, 4, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 2, 3, 1, 2, 1, 2, 3, 3, 3, 1, 4, 1, 4, 1, 1, 1]","[50205, 32403, 51377, 4256, 52139, 15020, 69994, 104569, 16341, 4964, 10303, 10618, 4159, 90441, 8759, 7227, 76795, 19368, 4757, 2974, 2302, 34568, 38668, 7076, 2274, 300041, 22621, 5869, 38615, 72931, 9089, 5138, 6142, 152522, 31186, 60047, 15164, 40305, 15304, 49043, 12670, 99122, 35021, 105463, 12801, 185338, 43040, 20119, 8419, 10841, 30538, 67158, 28409, 1655, 606, 12873, 3431, 2833, 10095, 3327, 10310, 73391, 15822]","[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62]",1
-"[1, 1, 1, 2, 1, 2, 1, 1, 1, 1]","[49647, 45922, 26113, 422659, 9128, 82561, 7095, 44525, 23075, 44525]","[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]",1
-"[1, 1, 2, 1, 2, 1, 2, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1]","[355031, 50126, 26262, 44512, 39795, 49730, 14458, 22460, 13682, 29847, 96166, 71992, 43397, 41377, 175975, 38906, 42387]","[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16]",1
-"[1, 2, 1, 1, 1]","[19173, 159782, 12811, 88544, 53858]","[0, 1, 2, 3, 4]",1
-"[1, 1, 2, 3, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1]","[9877, 127091, 142525, 8916, 7610, 13433, 11700, 99327, 7475, 14541, 24155, 122980, 41383, 7760, 175894, 7544, 13735, 39429, 178279, 124583, 19348]","[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20]",1
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-"[1, 1, 2, 3, 1, 4, 1, 1, 1, 1, 1, 1, 1, 1]","[78178, 100496, 36424, 21658, 10324, 6186, 145419, 34850, 24985, 99876, 13361, 228418, 69972, 36424]","[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13]",1
-"[1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 1, 1, 2, 3, 1, 1, 1]","[14084, 12339, 61634, 20358, 11322, 13904, 3848, 2581, 19180, 4153, 417863, 56538, 19990, 25145, 19314, 18168, 18674]","[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16]",1
-"[1, 1, 1, 1, 1, 1, 1, 2, 3, 1, 1]","[5469, 22435, 13948, 5003, 4917, 72166, 15015, 21062, 6119, 14129, 14038]","[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10]",1
-"[2, 1, 2, 1, 1, 1, 2]","[43024, 29507, 39490, 31970, 36044, 21971, 34007]","[0, 1, 2, 3, 4, 5, 6]",1
-"[1, 1, 2, 1, 2, 1, 2, 2, 2, 1, 4, 1, 4, 4, 1, 1, 2, 3, 1, 2, 1, 2, 3, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1]","[20454, 24805, 29063, 9759, 3986, 19240, 44703, 18621, 8941, 4083, 4858, 5343, 11966, 13714, 16689, 19011, 23312, 10635, 40158, 9726, 14364, 83907, 8766, 29632, 27338, 25868, 9849, 8881, 16953, 39515, 23520, 18424, 13104, 108547, 25821, 81960, 10490, 18424]","[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37]",1
-"[1, 1, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 2, 2, 3, 1, 4, 1, 4, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]","[34305, 36343, 158532, 630954, 51374, 61997, 1432331, 45386, 62344, 6556, 91957, 50319, 2461, 7576, 190404, 7576, 2589, 2467, 1698, 1873, 55403, 4871, 56226, 41578, 45404, 51711, 49496, 161647, 29783, 25735, 38012, 45386]","[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31]",1
-"[1, 2, 1, 2, 1, 4, 4, 1, 1, 4, 1, 4, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]","[16934, 79617, 34445, 28268, 3396, 7367, 356, 5247, 1, 6616, 935, 7429, 24316, 74369, 32641, 154633, 4186, 9842, 184931, 26475, 64833, 5770, 59182, 21150, 56668, 53568, 35881, 24316]","[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27]",1
-"[3, 3, 1, 1, 1, 1, 1]","[17854, 15896, 33632, 36689, 11958, 56730, 25743]","[0, 1, 2, 3, 4, 5, 6]",1
-"[1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 3, 1, 1, 1, 1, 2, 2, 2, 3, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]","[15585, 7633, 5529, 7444, 19219, 181608, 85856, 16133, 88990, 13402, 11629, 33597, 9647, 44291, 9159, 20099, 68739, 61490, 5304, 41081, 4514, 141802, 21180, 878945, 83663, 45452, 5071, 5147, 8550, 5197, 15581, 25610, 23665, 7868, 11656, 7817, 8507, 368976, 18505, 7307, 120892, 34457, 4004, 30440, 14612, 14938, 46561, 14448, 35607, 16133]","[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49]",1
-"[1, 1, 4, 1, 4, 1, 1, 1]","[4467, 5145, 5920, 32, 1965, 8216, 25130, 5145]","[0, 1, 2, 3, 4, 5, 6, 7]",1
-"[1, 1, 1, 2, 6, 3, 1, 1, 1]","[722899, 11900, 6985, 364, 7503, 1738181, 5520, 11259, 9381]","[0, 1, 2, 3, 4, 5, 6, 7, 8]",1
-"[1, 1, 1, 1, 2, 3, 1, 2, 1, 2, 1, 1, 4, 1, 1, 1]","[431375, 21121, 8349, 34756, 14301, 12577, 5678, 80086, 30853, 11837, 33500, 1473, 3290, 41687, 21874, 21121]","[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15]",1
-"[1, 1, 2, 1, 1, 1]","[13454, 8320, 10148, 14688, 14471, 13454]","[0, 1, 2, 3, 4, 5]",1
-"[1, 1, 1, 2, 3, 1, 2, 3, 1, 1, 1, 1, 1]","[4661, 23021, 11780, 97924, 16253, 5824, 9278, 8416, 132576, 11158, 55390, 33523, 14016]","[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]",1
-"[4, 4, 1, 1, 1, 1, 4, 1, 4, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 4, 1, 1, 1, 1, 1]","[1046, 11312, 6502, 11851, 39508, 4686, 22195, 14195, 12329, 1705179, 13470, 55121, 11428, 129320, 21825, 28160, 23125, 6565, 6608, 23173, 3738, 16036, 64943, 44891, 15115]","[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24]",1
-"[1, 1, 1, 1, 1]","[29180, 155721, 14056, 16914, 23047]","[0, 1, 2, 3, 4]",1
-"[2, 2, 1, 2, 2, 3, 1, 1, 1, 1, 1]","[443206, 52227, 20717, 25052, 12941, 160669, 14492, 23570, 18219, 22625, 23097]","[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10]",1
-"[1, 1, 1, 2, 1, 1, 1, 1, 2, 3, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1]","[23384, 10359, 6552, 21940, 6536, 19705, 4670, 25451, 6499, 5971, 10462, 15786, 2873, 65239, 4328, 21975, 340020, 3156, 10823, 6198, 16939, 55283, 364726, 2422, 504640, 24208, 15282, 23570, 2615, 3504, 41738, 6690, 6512, 10823]","[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33]",1
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+"[2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1]","[120094, 34796, 12524, 31247, 71110, 17656, 34472, 115669, 6866, 12478, 4241, 54972, 5813, 3843, 36499, 30609, 30928]",0
+"[1, 2, 1, 2, 1, 2, 6, 1, 6, 2, 1, 2, 6, 2]","[59783, 11870, 17064, 47829, 8630, 5, 18023, 9508, 9, 52244, 7113, 10090, 306, 10090]",0
+"[1, 1, 6, 2, 1, 2, 6, 1, 6, 2, 3, 1, 2, 6, 3, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 3, 1, 2, 6, 1, 2, 6, 1, 2, 1, 2, 1, 2, 1, 2, 6, 3, 1, 1, 1, 1]","[61754, 176065, 9, 30881, 167000, 8, 31770, 120030, 349, 72169, 13010, 40954, 31, 25468, 18545, 711059, 30261, 8140, 26182, 13127, 3159, 5107, 26756, 4876, 50958, 10745, 56911, 25970, 10579, 14474, 57030, 41386, 8905, 10786, 9486, 80929, 32, 13034, 76293, 10, 33017, 93728, 4224, 60018, 19112, 170854, 923260, 14806, 16, 18048, 11452, 1104181, 31771, 80437, 25719]",0
+"[1, 1, 1, 1, 1, 1, 1, 1]","[28733, 22182, 228966, 34063, 43360, 41538, 1144720, 41538]",0
+"[1, 1, 2, 1, 1, 2, 1]","[333772, 90157, 47078, 1127436, 48003, 54843, 72500]",0
+"[2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 3, 1, 2, 3, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1]","[10305, 3702, 10857, 44398, 7298, 15643, 58762, 15050, 21963, 6702, 29182, 29049, 8946, 17798, 42812, 4125, 18846, 18569, 6447, 33715, 14305, 18052, 16634, 7609, 20985, 12363, 9251, 9644, 6620, 2831, 2471, 1648, 2014, 12363]",0
+"[1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 3, 1]","[111243, 28898, 40878, 8626, 10665, 51350, 13433, 12529, 73911, 70586, 17239, 8164, 23068]",0
+"[1, 1, 2, 6, 1, 1, 6, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1]","[3715, 5066, 8, 23659, 7947, 5444, 5, 14935, 27537, 6109, 18604, 30742, 5178, 27458, 15320, 9737, 9776, 10909, 6086, 6880, 34512, 11882, 6816, 9737]",0
+"[1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 3, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 2]","[46165, 25634, 21647, 66032, 171718, 21846, 23820, 20865, 60745, 11599, 15906, 12442, 25173, 35430, 24048, 8603, 3897, 13363, 44196, 18446, 19847, 17137, 18139, 29766, 39196, 19051, 52759, 5047, 50698, 47031, 22082, 20917, 42578, 15004, 50605, 18377, 69445, 8660, 36103, 16377, 1380940, 22082]",0
+"[1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1]","[18339, 3796, 81312, 13582, 126186, 32591, 77074, 15106, 31224, 13699, 319031, 29794, 37486, 196761, 48883, 20699, 250934, 17084, 70611, 24877, 47606, 27007, 29219, 43463, 79878, 21769, 16522, 81122, 40843, 17201, 31276, 44174, 9476, 11758, 13097, 27013, 13817, 44456, 24937, 28621, 36497, 27045, 15651, 68493, 64908, 66063, 14750, 93090, 16172, 160551, 21958, 60550, 64193, 25445, 21740, 86253, 51861, 10770, 136311, 4353, 14198, 36791, 30509]",0
+"[1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 2]","[5859, 2659, 63205, 17839, 17266, 21499, 19644, 11874, 60228, 20914, 31212, 27502, 62632, 14969, 33030, 31649, 36403, 20141, 102082, 916417, 17330, 42461, 24500]",0
+"[2, 1, 1, 2, 3, 1, 2, 2, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]","[23251, 6499, 10174, 9724, 22633, 25009, 56942, 21921, 27191, 16646, 505259, 11337, 11268, 17358, 40428, 6429, 248689, 11859, 1007827, 21921]",0
+"[1, 1, 1, 2, 1, 2, 3, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1]","[5723, 17934, 150177, 9207, 10652, 19136, 43577, 11730, 4584, 13415, 54074, 60605, 10057, 67554, 23342, 14472, 37884, 22072, 15182, 39002, 14879, 168738, 54610, 56574, 13122, 67516, 11863, 13259, 128512, 525200, 24209, 64327, 13341, 22072]",0
+"[2, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 2]","[38468, 14080, 27150, 46460, 64663, 6673, 45172, 46602, 91356, 90533, 22362, 7632, 61130, 69693, 86699, 16953, 57672, 10271, 203283, 46460]",0
+"[1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1]","[21422, 10285, 91066, 57249, 25372, 7710, 16775, 24945, 13994, 13925, 19098]",0
+"[1, 1, 4, 1, 4, 1, 4, 1, 4, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1]","[7683, 7711, 4550, 986, 3584, 3255, 5897, 4093, 3256, 5887, 59452, 10231, 40356, 8353, 53419, 138328, 5668, 204997, 15633, 11846, 70030, 8676, 10764, 9974, 21764, 7192, 12311, 1142, 6933, 18297, 8514]",0
+"[1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1]","[3782, 1468, 19710, 107912, 44161, 5604, 4059, 266023, 3980, 8260, 70849, 110837, 31161, 11430, 134054, 40631, 28499, 17907, 5682, 4757, 18808]",0
+"[1, 1, 2, 1, 2, 1, 1, 2, 1, 2, 3, 1, 2, 1, 2, 3, 1, 2, 3, 1, 2, 1, 2, 3, 1, 2, 1, 2, 1, 2, 3, 1, 1, 1, 1]","[25316, 54246, 9083, 64710, 29253, 57393, 16007, 19122, 86044, 35808, 8255, 37581, 47343, 79750, 21516, 8108, 21658, 40567, 9570, 41961, 14878, 16526, 11164, 10255, 82917, 32377, 122006, 54893, 9360, 4534, 13929, 29102, 20402, 14460, 23487]",0
+"[1, 2, 1, 2, 1, 2, 2, 2]","[29522, 36955, 47132, 124629, 35010, 19903, 22037, 35010]",0
+"[1, 1, 1, 1, 1, 1, 1]","[18053, 17540, 6999, 6004, 56559, 1440640, 17796]",0
+"[1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2]","[16711, 9527, 21253, 1567, 6417, 9163, 12591, 7135, 4051, 18180, 28204, 9478, 22764, 9527]",0
+"[1, 1, 1, 1, 1, 1, 2, 1, 2, 3, 1, 2]","[18141, 1933, 30027, 15791, 33430, 16199, 17101, 2738, 19807, 13894, 77268, 17101]",0
+"[1, 1, 2, 1, 2, 2, 1, 2, 1, 2, 2]","[22769, 25189, 3935, 80933, 3924, 37682, 31358, 11341, 33218, 37391, 28273]",0
+"[1, 1, 1, 1, 2, 6, 1, 1, 1]","[8384, 23444, 281807, 21076, 0, 21222, 29995, 8322, 21149]",0
+"[1, 1, 1, 1, 1, 1, 1, 1]","[15231, 6023, 18653, 5750, 12319, 19747, 3532, 12319]",0
+"[1, 1, 1, 1, 2, 1, 1, 2, 3, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1]","[21203, 17798, 20560, 45847, 11805, 65271, 18661, 16988, 19068, 39913, 20376, 47962, 13994, 83390, 96603, 13492, 79956, 77946, 10734, 20560]",0
+"[2, 3, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 3, 1, 2, 1, 4, 4, 4, 1, 4, 1]","[740, 32837, 81208, 23721, 82771, 13138, 6252, 6213, 6921, 98321, 23121, 10026, 638853, 32828, 63344, 3354, 961, 1328, 3427, 2505, 3018, 10026]",0
+"[1, 1, 1, 1, 2, 1, 1, 2, 6, 1, 6, 2, 1, 2, 6, 1, 6, 2, 1, 2, 6, 1]","[126618, 130222, 68077, 189420, 25336, 37857, 144806, 17, 65503, 63250, 8, 36750, 73716, 40, 31529, 19550, 35, 22223, 25924, 13, 56195, 36750]",0
+"[1, 1, 1, 2, 1, 1, 1, 1, 1]","[20651, 13982, 9622, 21491, 7713, 2985, 32506, 4291, 11802]",0
+"[2, 2, 2, 2, 2, 1]","[23782, 4231, 12977, 10656, 22309, 12977]",0
+"[1, 4, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1]","[15842, 3307, 30206, 11774, 38560, 6236, 20949, 14853, 9622, 4628, 26040, 12523, 38712, 22033, 24003, 11031, 6139, 10797, 29749, 6277, 13688]",0
+"[1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1]","[9082, 5222, 15968, 18638, 35289, 124205, 23509, 206897, 66514, 26108, 71413, 229826, 13826, 125306, 30698]",0
+"[1, 2, 2, 2, 2, 2]","[61007, 69404, 17624, 17337, 16449, 17624]",0
+"[1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1]","[17297, 35519, 24940, 51878, 37991, 28093, 27236, 26978, 85840, 12083, 25974, 32697, 247554, 63529, 22016, 28093]",0
+"[1, 1, 1, 1, 1, 1, 1, 2]","[25203, 67979, 122354, 126883, 6815, 27943, 131364, 67979]",0
+"[1, 1, 1, 2, 1, 1]","[7421, 49143, 21013, 35879, 11287, 21013]",0
+"[1, 2, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1]","[223635, 24544, 24136, 29392, 75592, 78748, 467704, 294997, 38821, 38430, 344426, 71985, 150257, 23892, 29051, 9086, 16068, 66858, 101268, 94769, 59462, 28201, 10512, 14995, 88435, 297978, 167422, 1373914, 159544, 22839, 88242, 251338, 65950, 317549, 285063, 341164, 89539, 381138, 182951, 62128, 47249, 51376, 137826, 69353, 49247, 230143, 83187, 99346, 191113, 137295, 77983, 83187]",0
+"[1, 1, 2, 1, 2, 3, 1, 2, 1, 2, 2, 2, 2, 2, 1, 2, 1, 1, 2, 1, 2, 1, 2, 2, 1, 1, 2, 1, 2, 3, 1, 2, 3, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1]","[23647, 29688, 11617, 1995, 18584, 7884, 34775, 9964, 4890, 41112, 4569, 46256, 32209, 5581, 65418, 29835, 16476, 48965, 6905, 49102, 8013, 47282, 19965, 15867, 4854, 7776, 4078, 19769, 13672, 2582, 27953, 18228, 2192, 67193, 13728, 27584, 21091, 34841, 13322, 23697, 9148, 60481, 10459, 18228]",0
+"[1, 1, 1, 1, 1]","[4189, 678011, 17200, 15272, 16236]",0
+"[1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1]","[21692, 184602, 64121, 87650, 21286, 74047, 24535, 26852, 19173, 53332, 64696, 70607, 121137, 14347, 58726]",0
+"[1, 1, 1, 1, 1, 1, 2, 1, 2]","[40308, 25789, 30015, 173936, 21168, 66069, 64981, 15069, 35161]",0
+"[1, 2, 1, 1, 2, 2, 2, 2, 2, 2, 1, 2, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2]","[1647185, 46076, 25155, 63315, 24901, 8462, 151567, 8750, 144964, 96933, 207758, 17408, 262805, 1097738, 81055, 12825, 169396, 48985, 86825, 24282, 12413, 21708, 3242, 48985]",0
+"[1, 1, 2, 6, 1, 1, 1, 6, 2, 1, 1, 1, 1, 1, 1, 1, 1, 6, 2, 1, 2, 1, 2, 1, 2, 1]","[20925, 3904, 1, 96798, 51858, 9133, 73430, 3, 14856, 119238, 8760, 3017, 3444, 2959, 42226, 2868, 23547, 1, 10442, 12746, 10165, 56122, 27673, 132865, 14264, 12746]",0
+"[1, 1, 2, 1, 2, 1, 2]","[477701, 103590, 57029, 173381, 33387, 43071, 80309]",0
+"[1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 2]","[19003, 16222, 1339, 167481, 28913, 86040, 26404, 134525, 48976, 17208, 19279, 60865, 21664, 37984, 52750, 10154, 156038, 28913]",0
+"[1, 2, 1, 2, 1, 2]","[32427, 12695, 5584, 22839, 44012, 22839]",0
+"[1, 1, 1, 2, 3, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 2, 3, 1, 2, 3, 1, 2, 1, 2, 1, 2, 3, 1, 2, 3, 1, 4, 4, 4, 4, 1, 1, 2, 3, 1, 2, 2, 2, 2, 1, 1, 2, 2, 2]","[155624, 265190, 40398, 105329, 8711, 59718, 49858, 63243, 12052, 127198, 51072, 130691, 125857, 14442, 112972, 12997, 109648, 93979, 10428, 78414, 63613, 14816, 141865, 29641, 116052, 16687, 41713, 51993, 15656, 97550, 27146, 233075, 75293, 3379, 3306, 19725, 0, 31071, 58812, 20116, 22954, 46332, 895479, 32721, 83269, 45696, 431648, 0, 125369, 131051, 51532]",0
+"[2, 2, 1, 2, 1, 1, 2]","[88800, 30034, 17443, 38996, 122523, 76565, 57780]",0
+"[1, 1, 2, 1, 1, 2, 1, 2, 2]","[4929, 75303, 4807, 24032, 12001, 1711, 40413, 84320, 18016]",0
+"[1, 2, 1, 2, 1]","[275033, 31901, 197626, 46593, 122109]",0
+"[2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1]","[76595, 42709, 58905, 5513, 25616, 26736, 13174, 29743, 20321, 89478, 19922, 22231, 30472, 29247, 80006, 29247]",0
+"[2, 2, 2, 2, 2]","[195220, 553, 82078, 29399, 55738]",0
+"[1, 1, 1, 1, 1, 2, 1]","[36541, 23300, 113784, 4280, 71777, 32901, 34721]",0
+"[1, 1, 2, 2, 2, 1, 1, 1, 1]","[38274, 13640, 76267, 85118, 42911, 114627, 46400, 221888, 61333]",0
+"[1, 1, 1, 2, 1, 1, 1, 4, 4, 1, 1, 1, 1, 1]","[24639, 8808, 76018, 23803, 3735, 63074, 9338, 3062, 4052, 5477, 2853, 39339, 244362, 9338]",0
+"[1, 1, 1, 1, 1, 2, 3, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1]","[7912, 1680, 65631, 21833, 89048, 5436, 11994, 4273, 2777, 70500, 24693, 2700, 11880, 42060, 23274, 34950, 16913]",0
+"[1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1]","[19464, 3674, 507785, 32135, 45340, 435492, 13143, 19944, 28736, 48898, 56821, 5616, 2285, 3808, 67827, 28736]",0
+"[1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1]","[16463, 16073, 17194, 14427, 129644, 10960, 19732, 24566, 4205, 5169, 156736, 23435, 59049, 10873, 34256, 1756422, 11079, 17194]",0
+"[1, 1, 2, 2, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 2, 3, 2, 2, 3, 1, 2, 1, 2, 1, 2, 2, 2]","[15007, 21377, 30046, 35893, 12731, 125205, 17632, 45752, 40305, 44526, 35353, 58418, 24297, 85418, 39495, 61943, 44682, 54563, 89229, 116883, 75379, 4997, 7047, 58428, 130650, 44110, 66818, 10075, 61255, 102556, 89020, 68557, 120491, 106324, 43120, 43260, 53083, 52765, 23886, 13796, 79698, 62222, 117530, 54004, 22764, 269068, 35040, 46458, 101348, 34693, 35855, 46458]",0
+"[2, 1, 1, 2, 1]","[2984, 15371, 114815, 10364, 12867]",0
+"[2, 1, 2, 1, 2, 1, 1]","[12499, 241167, 7325, 9520, 13793, 14638, 13146]",0
+"[2, 1, 2, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 6, 1, 2, 2, 1, 2, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 2, 1]","[32027, 32323, 103709, 18970, 417879, 38278, 18809, 48068, 15757, 106347, 11285, 23583, 1, 42257, 16845, 71562, 11826, 24566, 38758, 6788, 89029, 33501, 39188, 22056, 36513, 74733, 48931, 49119, 43375, 37425, 51630, 40015, 22909, 66771, 51190, 41868, 6625, 32625, 12302, 84204, 21939, 37425]",0
+"[1, 1, 2, 1, 6, 2, 1, 2, 6, 1, 6, 2, 3, 1, 2, 6, 3, 1, 1, 1, 2, 1]","[45305, 19769, 17176, 39908, 304, 42895, 11240, 88, 24138, 13978, 5, 38593, 19292, 12652, 308, 33676, 13306, 17256, 29963, 1432232, 33437, 19292]",0
+"[1, 1, 1, 1, 1, 1, 2, 1, 2, 3, 1, 2, 2, 2, 1, 1, 2, 1, 2, 3, 1, 1, 2, 1, 2, 1, 2, 1, 2]","[13258, 14085, 229026, 8390, 9028, 147736, 12834, 185723, 40126, 17399, 13429, 17971, 17073, 8631, 7480, 41487, 9500, 117545, 19218, 8926, 1782, 273975, 11578, 145253, 27226, 91836, 1279063, 52918, 17685]",0
+"[1, 1, 1, 2, 1, 1, 1, 2, 3, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1]","[21194, 66619, 109975, 64459, 1264669, 164930, 92500, 1593, 31598, 26473, 57715, 89342, 23960, 11782, 39028, 106099, 55080, 6506, 14800, 40293, 127597, 34831, 112869, 26781, 47686]",0
+"[2, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 2]","[24509, 22451, 23233, 20520, 33723, 54270, 25361, 22830, 12487, 20674, 13021, 95553, 31545, 151511, 23479, 37732, 40629, 90160, 49913, 219598, 10781, 73286, 96205, 266941, 36855, 25202, 41024, 91785, 192041, 30019, 112968, 120787, 41384, 142733, 10248, 56294, 107566, 188525, 40826]",0
+"[1, 1, 1, 2, 1, 1, 1, 2, 1, 1]","[1039, 1724, 2519, 11511, 4156, 8975, 36608, 2457, 129458, 4156]",0
diff --git a/tests/test_pat2feat.py b/tests/test_pat2feat.py
index c8faee3..5383f23 100644
--- a/tests/test_pat2feat.py
+++ b/tests/test_pat2feat.py
@@ -72,9 +72,9 @@ def test_one_hot_encoding_csp_global_with_constraints(self):
# Find sequences with min_frequency=2
patterns = seq2pat.get_patterns(min_frequency=2)
- # Create encoding with csp_global when rolling_window_size=None
+ # Create encoding with csp_global when max_span=None
pat2feat = Pat2Feat()
- encodings = pat2feat.get_features(sequences, patterns, constraints=[price_ct], rolling_window_size=None)
+ encodings = pat2feat.get_features(sequences, patterns, constraints=[price_ct], max_span=None)
# sequence feat0
# [A,A,B,A,D] 1
# [C, B, A] 0
@@ -117,7 +117,7 @@ def test_one_hot_encoding_csp_global_without_constraints(self):
# Create encoding
pat2feat = Pat2Feat()
- encodings = pat2feat.get_features(sequences, patterns, rolling_window_size=None,
+ encodings = pat2feat.get_features(sequences, patterns, max_span=None,
drop_pattern_frequency=True)
# encoding is a data frame
# sequence feat0 feat1 feat2
@@ -151,7 +151,7 @@ def test_one_hot_encoding_csp_global_random_patterns_without_constraints(self):
# Create encoding, do not need to drop frequency in the end of each pattern
pat2feat = Pat2Feat()
- encodings = pat2feat.get_features(sequences, patterns, rolling_window_size=None,
+ encodings = pat2feat.get_features(sequences, patterns, max_span=None,
drop_pattern_frequency=False)
self.assertListEqual([[1, 0], [0, 0], [0, 1]], encodings.values[:, 1:].tolist())
@@ -199,7 +199,7 @@ def test_one_hot_encoding_csp_global_random_patterns_with_constraints(self):
# Create encoding
pat2feat = Pat2Feat()
encodings = pat2feat.get_features(sequences, patterns, constraints=[price_ct],
- rolling_window_size=None, drop_pattern_frequency=False)
+ max_span=None, drop_pattern_frequency=False)
self.assertListEqual([[0, 0], [0, 0], [0, 1]], encodings.values[:, 1:].tolist())
diff --git a/tests/test_seq2pat.py b/tests/test_seq2pat.py
index c33135c..bcd9d91 100644
--- a/tests/test_seq2pat.py
+++ b/tests/test_seq2pat.py
@@ -297,7 +297,7 @@ def test_usage(self):
# print("Attribute_1: ", attribute_1[:5])
# Sequential pattern finder
- seq2pat = Seq2Pat(sequences)
+ seq2pat = Seq2Pat(sequences, max_span=None)
# Constraints on attribute 1
att1 = Attribute(attribute_1)
@@ -692,7 +692,7 @@ def test_seq2patfinder_default(self):
# Seq2Pat
patterns_file = self.DATA_DIR + "input.txt"
sequences = read_data(patterns_file)
- seq2pat = Seq2Pat(sequences)
+ seq2pat = Seq2Pat(sequences, max_span=None)
# Load Attributes
attribute_file = self.DATA_DIR + "input_att1.txt"
@@ -777,7 +777,7 @@ def test_input_one_constraint(self):
# Seq2Pat
patterns_file = self.DATA_DIR + "input.txt"
sequences = read_data(patterns_file)
- seq2pat = Seq2Pat(sequences)
+ seq2pat = Seq2Pat(sequences, max_span=None)
# Load Attributes
attribute_file = self.DATA_DIR + "input_att1.txt"
@@ -802,7 +802,7 @@ def test_input_no_constraint(self):
# Seq2Pat
patterns_file = self.DATA_DIR + "input.txt"
sequences = read_data(patterns_file)
- seq2pat = Seq2Pat(sequences)
+ seq2pat = Seq2Pat(sequences, max_span=None)
test_patterns = seq2pat.get_patterns(.01)
results_file = self.DATA_DIR + "no_constraints_results.txt"
@@ -821,7 +821,7 @@ def test_input_diff_constraint(self):
# Seq2Pat
patterns_file = self.DATA_DIR + "input.txt"
sequences = read_data(patterns_file)
- seq2pat = Seq2Pat(sequences)
+ seq2pat = Seq2Pat(sequences, max_span=None)
# Load Attributes
attribute_file = self.DATA_DIR + "input_att1.txt"
@@ -852,7 +852,7 @@ def test_input_no_lower_constraint(self):
# Seq2Pat
patterns_file = self.DATA_DIR + "input.txt"
sequences = read_data(patterns_file)
- seq2pat = Seq2Pat(sequences)
+ seq2pat = Seq2Pat(sequences, max_span=None)
# Load Attributes
attribute_file = self.DATA_DIR + "input_att1.txt"
@@ -883,7 +883,7 @@ def test_input_no_upper_constraint(self):
# Seq2Pat
patterns_file = self.DATA_DIR + "input.txt"
sequences = read_data(patterns_file)
- seq2pat = Seq2Pat(sequences)
+ seq2pat = Seq2Pat(sequences, max_span=None)
# Load Attributes
attribute_file = self.DATA_DIR + "input_att1.txt"
@@ -1016,6 +1016,7 @@ def test_span_inequality(self):
# Should be empty upper and lower bounds exceed span between any two events
span_constraint = seq2pat.add_constraint(11 <= att1.span() <= 19)
+
self.assertListEqual([], seq2pat.get_patterns(1))
seq2pat.remove_constraint(11 <= att1.span() <= 19)
@@ -1353,6 +1354,39 @@ def test_repeated_calls_seq2pat_add_remove_ct(self):
[11, 13, 1],
[12, 13, 1]], seq2pat.get_patterns(1))
+ def test_max_span(self):
+ # List of sequences
+ sequences = [[11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23]]
+
+ # Sequential pattern finder having the default maximum span constraint on item index
+ seq2pat = Seq2Pat(sequences)
+
+ default_result = seq2pat.get_patterns(1)
+ self.assertEqual(len(default_result), 2546)
+
+ def test_max_span_none(self):
+ # List of sequences
+ sequences = [[11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23]]
+
+ # Sequential pattern finder with no default maximum span constraint on item index
+ seq2pat = Seq2Pat(sequences, max_span=None)
+
+ unconstrained_result = seq2pat.get_patterns(1)
+ self.assertEqual(len(unconstrained_result), 8178)
+
+ def test_max_span_customize(self):
+ # List of sequences
+ sequences = [[11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30]]
+ # print(sequences)
+
+ # Sequential pattern finder having the default maximum span constraint on item index, 13 items
+ seq2pat = Seq2Pat(sequences, max_span=13)
+
+ result = seq2pat.get_patterns(1)
+ self.assertEqual(len(result), 36843)
+ # maximum length in result is 13 items plus the frequency
+ self.assertEqual(max(list(map(len, result))), 14)
+
if __name__ == '__main__':
unittest.main()