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mboehm7 pushed a commit to branch master
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The following commit(s) were added to refs/heads/master by this push:
new bd537bb [MINOR] Fix Python lineage tracing tests
bd537bb is described below
commit bd537bb39130484318216a91d27e8243f6166c54
Author: Sebastian <baunsga...@tugraz.at>
AuthorDate: Fri Apr 24 19:40:09 2020 +0200
[MINOR] Fix Python lineage tracing tests
Change to the way lineage trace tests are executed, such that instead of
having files to compare to, the python trace is compared to a trace made
from systemds directly.
Motivated by the fact that the previous tests were failing, because of
inconsistencies between new traces and old.
Furthermore this commit contains:
- A Badge for Federated Python tests
- A update to the Automated tests of Federated Python for new build
instruction
Closes #896.
---
.github/workflows/federatedPython.yml | 2 +-
.github/workflows/python.yml | 9 +
README.md | 1 +
src/main/python/tests/lineage/README.md | 40 +
src/main/python/tests/lineage/test_lineagetrace.py | 103 +
src/main/python/tests/lt.txt | 1 -
src/main/python/tests/lt2.txt | 4 -
src/main/python/tests/lt_l2svm.txt | 2035 --------------------
src/main/python/tests/test_l2svm_lineage.py | 88 -
src/main/python/tests/test_lineagetrace.py | 75 -
10 files changed, 154 insertions(+), 2204 deletions(-)
diff --git a/.github/workflows/federatedPython.yml
b/.github/workflows/federatedPython.yml
index 9ec7b20..c07cde9 100644
--- a/.github/workflows/federatedPython.yml
+++ b/.github/workflows/federatedPython.yml
@@ -51,7 +51,7 @@ jobs:
${{ runner.os }}-maven-
- name: Maven clean & package
- run: mvn clean package
+ run: mvn clean package -P distribution
- name: Setup Python
uses: actions/setup-python@v1
diff --git a/.github/workflows/python.yml b/.github/workflows/python.yml
index cc3e1cb..84933ac 100644
--- a/.github/workflows/python.yml
+++ b/.github/workflows/python.yml
@@ -88,3 +88,12 @@ jobs:
echo "Beginning tests"
python -m unittest tests/*.py
echo "Exit Status: " $?
+
+ - name: Run all lineage python tests
+ run: |
+ export SYSTEMDS_ROOT=$(pwd)
+ export PATH=$SYSTEMDS_ROOT/bin:$PATH
+ export SYSDS_QUIET=1
+ cd src/main/python
+ python -m unittest tests/lineage/*.py
+ echo "Exit Status: " $?
\ No newline at end of file
diff --git a/README.md b/README.md
index ce1d574..86803e8 100644
--- a/README.md
+++ b/README.md
@@ -36,3 +36,4 @@ limitations under the License.
+
diff --git a/src/main/python/tests/lineage/README.md
b/src/main/python/tests/lineage/README.md
new file mode 100644
index 0000000..eb2eb4c
--- /dev/null
+++ b/src/main/python/tests/lineage/README.md
@@ -0,0 +1,40 @@
+<!--
+{% comment %}
+Licensed to the Apache Software Foundation (ASF) under one or more
+contributor license agreements. See the NOTICE file distributed with
+this work for additional information regarding copyright ownership.
+The ASF licenses this file to you under the Apache License, Version 2.0
+(the "License"); you may not use this file except in compliance with
+the License. You may obtain a copy of the License at
+
+http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+{% end comment %}
+-->
+
+# Python Lineage Tests
+
+To enable testing the lineage you have to setup your path environment.
+
+## Linux/bash
+
+From the root of the repository call:
+
+```bash
+# Do once in terminal
+export SYSTEMDS_ROOT=$(pwd)
+export PATH=$SYSTEMDS_ROOT/bin:$PATH
+export SYSDS_QUIET=1
+```
+
+Once the environment is setup, you can begin testing with the following:
+
+```bash
+cd src/main/python/
+python tests/lineage/*.py
+```
diff --git a/src/main/python/tests/lineage/test_lineagetrace.py
b/src/main/python/tests/lineage/test_lineagetrace.py
new file mode 100644
index 0000000..e462c48
--- /dev/null
+++ b/src/main/python/tests/lineage/test_lineagetrace.py
@@ -0,0 +1,103 @@
+# -------------------------------------------------------------
+#
+# 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.
+#
+# -------------------------------------------------------------
+
+import warnings
+import unittest
+import os
+import shutil
+import sys
+import re
+
+path = os.path.join(os.path.dirname(os.path.realpath(__file__)), "../../")
+sys.path.insert(0, path)
+from systemds.context import SystemDSContext
+
+sds = SystemDSContext()
+
+test_dir = os.path.join("tests", "lineage")
+temp_dir = os.path.join(test_dir, "temp")
+
+class TestLineageTrace(unittest.TestCase):
+ def setUp(self):
+ warnings.filterwarnings(
+ action="ignore", message="unclosed", category=ResourceWarning
+ )
+
+ def tearDown(self):
+ warnings.filterwarnings(
+ action="ignore", message="unclosed", category=ResourceWarning
+ )
+
+ def test_compare_trace1(self): # test getLineageTrace() on an intermediate
+ m = sds.full((10, 10), 1)
+ m_res = m + m
+
+ python_trace = [x.strip().split("°") for x in
m_res.get_lineage_trace().split("\n")]
+
+ dml_script = (
+ "x = matrix(1, rows=10, cols=10);\n"
+ "y = x + x;\n"
+ "print(lineage(y));\n"
+ )
+
+ sysds_trace = create_execute_and_trace_dml(dml_script, "trace1")
+
+ # It is not garantied, that the two lists 100% align to be the same.
+ # Therefore for now, we only compare if the command is the same, in
same order.
+ python_trace_commands = [x[:1] for x in python_trace]
+ dml_script_commands = [x[:1] for x in sysds_trace]
+ self.assertListEqual(python_trace_commands, dml_script_commands)
+
+# TODO add more tests cases.
+
+def create_execute_and_trace_dml(script: str, name: str):
+ script_file_name = temp_dir + "/" + name + ".dml"
+
+ if not os.path.exists(temp_dir):
+ os.makedirs(temp_dir)
+
+ with open(script_file_name, "w") as dml_file:
+ dml_file.write(script)
+
+ # Call SYSDS!
+ result_file_name = temp_dir + "/" + name + ".txt"
+ os.system("systemds.sh " + script_file_name + " > " + result_file_name)
+
+ return parse_trace(result_file_name)
+
+def parse_trace(path: str):
+ pointer = 0
+ data = []
+ with open(path, "r") as log:
+ for line in log:
+ if pointer == 0:
+ print(line)
+ else:
+ data.append(line.strip().split("°"))
+ pointer += 1
+ # Remove the last 3 lines of the System output because they are after
lintrace.
+ return data[:-3]
+
+if __name__ == "__main__":
+ unittest.main(exit=False)
+ shutil.rmtree(temp_dir, ignore_errors=True)
+ print("Done")
+ # sds.close()
diff --git a/src/main/python/tests/lt.txt b/src/main/python/tests/lt.txt
deleted file mode 100644
index 7a3a6c1..0000000
--- a/src/main/python/tests/lt.txt
+++ /dev/null
@@ -1 +0,0 @@
-(0) (C)
CP°rand°5·SCALAR·INT64·true°10·SCALAR·INT64·true°1000°13.020000000000001°13.020000000000001°1.0°-1°uniform°1.0°1°_mVar0·MATRIX·FP64
diff --git a/src/main/python/tests/lt2.txt b/src/main/python/tests/lt2.txt
deleted file mode 100644
index 7085993..0000000
--- a/src/main/python/tests/lt2.txt
+++ /dev/null
@@ -1,4 +0,0 @@
-(2) (L) 3.1·SCALAR·FP64·true
-(0) (C)
CP°rand°5·SCALAR·INT64·true°10·SCALAR·INT64·true°1000°4.2°4.2°1.0°-1°uniform°1.0°1°_mVar0·MATRIX·FP64
-(1) (I) uak+ (0)
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diff --git a/src/main/python/tests/lt_l2svm.txt
b/src/main/python/tests/lt_l2svm.txt
deleted file mode 100644
index f21075a..0000000
--- a/src/main/python/tests/lt_l2svm.txt
+++ /dev/null
@@ -1,2035 +0,0 @@
-(46) (C)
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-(650) (L) X·MATRIX·FP64·false
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-(668) (I) + (609) (667)
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-(831) (I) * (782) (830)
-(832) (I) * (831) (782)
-(833) (I) uak+ (832)
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-(928) (I) + (892) (927)
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-(952) (I) + (892) (951)
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-(976) (I) + (892) (975)
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-(989) (I) + (895) (988)
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-(991) (I) - (967) (990)
-(999) (I) * (991) (879)
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-(1012) (L) X·MATRIX·FP64·false
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-(1131) (I) + (1000) (1130)
-(1143) (L) X·MATRIX·FP64·false
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-(1161) (I) ^2 (1016) (8)
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-(1205) (I) - (53) (1204)
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-(1214) (I) + (1178) (1213)
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-(1217) (I) 1-* (42) (1216)
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-(1238) (I) + (1131) (1237)
-(1250) (L) X·MATRIX·FP64·false
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-(1241) (I) 1-* (42) (1240)
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-(1281) (L) X·MATRIX·FP64·false
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-(1323) (I) + (1240) (1322)
-(1324) (I) 1-* (42) (1323)
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-(1344) (I) * (1336) (1272)
-(1345) (I) + (1238) (1344)
-(1357) (L) X·MATRIX·FP64·false
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-(1347) (I) + (1240) (1346)
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-(1434) (I) * (1433) (1389)
-(1435) (I) uak+ (1434)
-(1436) (I) - (1428) (1435)
-(1437) (I) > (1431) (53)
-(1438) (I) * (1389) (1437)
-(1439) (I) * (1438) (1389)
-(1440) (I) uak+ (1439)
-(1441) (I) + (1395) (1440)
-(1442) (I) / (1436) (1441)
-(1443) (I) - (1419) (1442)
-(1451) (I) * (1443) (1395)
-(1452) (I) + (1392) (1451)
-(1453) (I) * (1443) (1389)
-(1454) (I) + (1347) (1453)
-(1455) (I) 1-* (42) (1454)
-(1456) (I) max (1455) (53)
-(1457) (I) * (1456) (42)
-(1458) (I) * (1457) (1389)
-(1459) (I) uak+ (1458)
-(1460) (I) - (1452) (1459)
-(1461) (I) > (1455) (53)
-(1462) (I) * (1389) (1461)
-(1463) (I) * (1462) (1389)
-(1464) (I) uak+ (1463)
-(1465) (I) + (1395) (1464)
-(1466) (I) / (1460) (1465)
-(1467) (I) - (1443) (1466)
-(1475) (I) * (1467) (1379)
-(1476) (I) + (1345) (1475)
-(1488) (L) X·MATRIX·FP64·false
-(1489) (I) r' (1488)
-(1477) (I) * (1467) (1389)
-(1478) (I) + (1347) (1477)
-(1479) (I) 1-* (42) (1478)
-(1480) (I) max (1479) (53)
-(1490) (I) * (1480) (42)
-(1491) (I) ba+* (1489) (1490)
-(1492) (I) - (1491) (1476)
-(1504) (I) ^2 (1492) (8)
-(1505) (I) uak+ (1504)
-(1506) (I) ^2 (1361) (8)
-(1507) (I) uak+ (1506)
-(1508) (I) / (1505) (1507)
-(1509) (I) * (1508) (1379)
-(1510) (I) + (1509) (1492)
-(1521) (I) * (1476) (1510)
-(1522) (I) uak+ (1521)
-(1523) (I) * (32) (1522)
-(1524) (I) ^2 (1510) (8)
-(1525) (I) uak+ (1524)
-(1526) (I) * (32) (1525)
-(1534) (I) * (53) (1526)
-(1535) (I) + (1523) (1534)
-(1519) (L) X·MATRIX·FP64·false
-(1520) (I) ba+* (1519) (1510)
-(1536) (I) * (53) (1520)
-(1537) (I) + (1478) (1536)
-(1538) (I) 1-* (42) (1537)
-(1539) (I) max (1538) (53)
-(1540) (I) * (1539) (42)
-(1541) (I) * (1540) (1520)
-(1542) (I) uak+ (1541)
-(1543) (I) - (1535) (1542)
-(1544) (I) > (1538) (53)
-(1545) (I) * (1520) (1544)
-(1546) (I) * (1545) (1520)
-(1547) (I) uak+ (1546)
-(1548) (I) + (1526) (1547)
-(1549) (I) / (1543) (1548)
-(1550) (I) - (53) (1549)
-(1558) (I) * (1550) (1526)
-(1559) (I) + (1523) (1558)
-(1560) (I) * (1550) (1520)
-(1561) (I) + (1478) (1560)
-(1562) (I) 1-* (42) (1561)
-(1563) (I) max (1562) (53)
-(1564) (I) * (1563) (42)
-(1565) (I) * (1564) (1520)
-(1566) (I) uak+ (1565)
-(1567) (I) - (1559) (1566)
-(1568) (I) > (1562) (53)
-(1569) (I) * (1520) (1568)
-(1570) (I) * (1569) (1520)
-(1571) (I) uak+ (1570)
-(1572) (I) + (1526) (1571)
-(1573) (I) / (1567) (1572)
-(1574) (I) - (1550) (1573)
-(1582) (I) * (1574) (1510)
-(1583) (I) + (1476) (1582)
-(1595) (L) X·MATRIX·FP64·false
-(1596) (I) r' (1595)
-(1584) (I) * (1574) (1520)
-(1585) (I) + (1478) (1584)
-(1586) (I) 1-* (42) (1585)
-(1587) (I) max (1586) (53)
-(1597) (I) * (1587) (42)
-(1598) (I) ba+* (1596) (1597)
-(1599) (I) - (1598) (1583)
-(1611) (I) ^2 (1599) (8)
-(1612) (I) uak+ (1611)
-(1613) (I) ^2 (1492) (8)
-(1614) (I) uak+ (1613)
-(1615) (I) / (1612) (1614)
-(1616) (I) * (1615) (1510)
-(1617) (I) + (1616) (1599)
-(1628) (I) * (1583) (1617)
-(1629) (I) uak+ (1628)
-(1630) (I) * (32) (1629)
-(1631) (I) ^2 (1617) (8)
-(1632) (I) uak+ (1631)
-(1633) (I) * (32) (1632)
-(1641) (I) * (53) (1633)
-(1642) (I) + (1630) (1641)
-(1626) (L) X·MATRIX·FP64·false
-(1627) (I) ba+* (1626) (1617)
-(1643) (I) * (53) (1627)
-(1644) (I) + (1585) (1643)
-(1645) (I) 1-* (42) (1644)
-(1646) (I) max (1645) (53)
-(1647) (I) * (1646) (42)
-(1648) (I) * (1647) (1627)
-(1649) (I) uak+ (1648)
-(1650) (I) - (1642) (1649)
-(1651) (I) > (1645) (53)
-(1652) (I) * (1627) (1651)
-(1653) (I) * (1652) (1627)
-(1654) (I) uak+ (1653)
-(1655) (I) + (1633) (1654)
-(1656) (I) / (1650) (1655)
-(1657) (I) - (53) (1656)
-(1665) (I) * (1657) (1633)
-(1666) (I) + (1630) (1665)
-(1667) (I) * (1657) (1627)
-(1668) (I) + (1585) (1667)
-(1669) (I) 1-* (42) (1668)
-(1670) (I) max (1669) (53)
-(1671) (I) * (1670) (42)
-(1672) (I) * (1671) (1627)
-(1673) (I) uak+ (1672)
-(1674) (I) - (1666) (1673)
-(1675) (I) > (1669) (53)
-(1676) (I) * (1627) (1675)
-(1677) (I) * (1676) (1627)
-(1678) (I) uak+ (1677)
-(1679) (I) + (1633) (1678)
-(1680) (I) / (1674) (1679)
-(1681) (I) - (1657) (1680)
-(1689) (I) * (1681) (1617)
-(1690) (I) + (1583) (1689)
-(1702) (L) X·MATRIX·FP64·false
-(1703) (I) r' (1702)
-(1691) (I) * (1681) (1627)
-(1692) (I) + (1585) (1691)
-(1693) (I) 1-* (42) (1692)
-(1694) (I) max (1693) (53)
-(1704) (I) * (1694) (42)
-(1705) (I) ba+* (1703) (1704)
-(1706) (I) - (1705) (1690)
-(1718) (I) ^2 (1706) (8)
-(1719) (I) uak+ (1718)
-(1720) (I) ^2 (1599) (8)
-(1721) (I) uak+ (1720)
-(1722) (I) / (1719) (1721)
-(1723) (I) * (1722) (1617)
-(1724) (I) + (1723) (1706)
-(1735) (I) * (1690) (1724)
-(1736) (I) uak+ (1735)
-(1737) (I) * (32) (1736)
-(1738) (I) ^2 (1724) (8)
-(1739) (I) uak+ (1738)
-(1740) (I) * (32) (1739)
-(1748) (I) * (53) (1740)
-(1749) (I) + (1737) (1748)
-(1733) (L) X·MATRIX·FP64·false
-(1734) (I) ba+* (1733) (1724)
-(1750) (I) * (53) (1734)
-(1751) (I) + (1692) (1750)
-(1752) (I) 1-* (42) (1751)
-(1753) (I) max (1752) (53)
-(1754) (I) * (1753) (42)
-(1755) (I) * (1754) (1734)
-(1756) (I) uak+ (1755)
-(1757) (I) - (1749) (1756)
-(1758) (I) > (1752) (53)
-(1759) (I) * (1734) (1758)
-(1760) (I) * (1759) (1734)
-(1761) (I) uak+ (1760)
-(1762) (I) + (1740) (1761)
-(1763) (I) / (1757) (1762)
-(1764) (I) - (53) (1763)
-(1772) (I) * (1764) (1740)
-(1773) (I) + (1737) (1772)
-(1774) (I) * (1764) (1734)
-(1775) (I) + (1692) (1774)
-(1776) (I) 1-* (42) (1775)
-(1777) (I) max (1776) (53)
-(1778) (I) * (1777) (42)
-(1779) (I) * (1778) (1734)
-(1780) (I) uak+ (1779)
-(1781) (I) - (1773) (1780)
-(1782) (I) > (1776) (53)
-(1783) (I) * (1734) (1782)
-(1784) (I) * (1783) (1734)
-(1785) (I) uak+ (1784)
-(1786) (I) + (1740) (1785)
-(1787) (I) / (1781) (1786)
-(1788) (I) - (1764) (1787)
-(1796) (I) * (1788) (1724)
-(1797) (I) + (1690) (1796)
-(1809) (L) X·MATRIX·FP64·false
-(1810) (I) r' (1809)
-(1798) (I) * (1788) (1734)
-(1799) (I) + (1692) (1798)
-(1800) (I) 1-* (42) (1799)
-(1801) (I) max (1800) (53)
-(1811) (I) * (1801) (42)
-(1812) (I) ba+* (1810) (1811)
-(1813) (I) - (1812) (1797)
-(1825) (I) ^2 (1813) (8)
-(1826) (I) uak+ (1825)
-(1827) (I) ^2 (1706) (8)
-(1828) (I) uak+ (1827)
-(1829) (I) / (1826) (1828)
-(1830) (I) * (1829) (1724)
-(1831) (I) + (1830) (1813)
-(1842) (I) * (1797) (1831)
-(1843) (I) uak+ (1842)
-(1844) (I) * (32) (1843)
-(1845) (I) ^2 (1831) (8)
-(1846) (I) uak+ (1845)
-(1847) (I) * (32) (1846)
-(1855) (I) * (53) (1847)
-(1856) (I) + (1844) (1855)
-(1840) (L) X·MATRIX·FP64·false
-(1841) (I) ba+* (1840) (1831)
-(1857) (I) * (53) (1841)
-(1858) (I) + (1799) (1857)
-(1859) (I) 1-* (42) (1858)
-(1860) (I) max (1859) (53)
-(1861) (I) * (1860) (42)
-(1862) (I) * (1861) (1841)
-(1863) (I) uak+ (1862)
-(1864) (I) - (1856) (1863)
-(1865) (I) > (1859) (53)
-(1866) (I) * (1841) (1865)
-(1867) (I) * (1866) (1841)
-(1868) (I) uak+ (1867)
-(1869) (I) + (1847) (1868)
-(1870) (I) / (1864) (1869)
-(1871) (I) - (53) (1870)
-(1879) (I) * (1871) (1847)
-(1880) (I) + (1844) (1879)
-(1881) (I) * (1871) (1841)
-(1882) (I) + (1799) (1881)
-(1883) (I) 1-* (42) (1882)
-(1884) (I) max (1883) (53)
-(1885) (I) * (1884) (42)
-(1886) (I) * (1885) (1841)
-(1887) (I) uak+ (1886)
-(1888) (I) - (1880) (1887)
-(1889) (I) > (1883) (53)
-(1890) (I) * (1841) (1889)
-(1891) (I) * (1890) (1841)
-(1892) (I) uak+ (1891)
-(1893) (I) + (1847) (1892)
-(1894) (I) / (1888) (1893)
-(1895) (I) - (1871) (1894)
-(1903) (I) * (1895) (1831)
-(1904) (I) + (1797) (1903)
-(1916) (L) X·MATRIX·FP64·false
-(1917) (I) r' (1916)
-(1905) (I) * (1895) (1841)
-(1906) (I) + (1799) (1905)
-(1907) (I) 1-* (42) (1906)
-(1908) (I) max (1907) (53)
-(1918) (I) * (1908) (42)
-(1919) (I) ba+* (1917) (1918)
-(1920) (I) - (1919) (1904)
-(1932) (I) ^2 (1920) (8)
-(1933) (I) uak+ (1932)
-(1934) (I) ^2 (1813) (8)
-(1935) (I) uak+ (1934)
-(1936) (I) / (1933) (1935)
-(1937) (I) * (1936) (1831)
-(1938) (I) + (1937) (1920)
-(1949) (I) * (1904) (1938)
-(1950) (I) uak+ (1949)
-(1951) (I) * (32) (1950)
-(1952) (I) ^2 (1938) (8)
-(1953) (I) uak+ (1952)
-(1954) (I) * (32) (1953)
-(1962) (I) * (53) (1954)
-(1963) (I) + (1951) (1962)
-(1947) (L) X·MATRIX·FP64·false
-(1948) (I) ba+* (1947) (1938)
-(1964) (I) * (53) (1948)
-(1965) (I) + (1906) (1964)
-(1966) (I) 1-* (42) (1965)
-(1967) (I) max (1966) (53)
-(1968) (I) * (1967) (42)
-(1969) (I) * (1968) (1948)
-(1970) (I) uak+ (1969)
-(1971) (I) - (1963) (1970)
-(1972) (I) > (1966) (53)
-(1973) (I) * (1948) (1972)
-(1974) (I) * (1973) (1948)
-(1975) (I) uak+ (1974)
-(1976) (I) + (1954) (1975)
-(1977) (I) / (1971) (1976)
-(1978) (I) - (53) (1977)
-(1986) (I) * (1978) (1954)
-(1987) (I) + (1951) (1986)
-(1988) (I) * (1978) (1948)
-(1989) (I) + (1906) (1988)
-(1990) (I) 1-* (42) (1989)
-(1991) (I) max (1990) (53)
-(1992) (I) * (1991) (42)
-(1993) (I) * (1992) (1948)
-(1994) (I) uak+ (1993)
-(1995) (I) - (1987) (1994)
-(1996) (I) > (1990) (53)
-(1997) (I) * (1948) (1996)
-(1998) (I) * (1997) (1948)
-(1999) (I) uak+ (1998)
-(2000) (I) + (1954) (1999)
-(2001) (I) / (1995) (2000)
-(2002) (I) - (1978) (2001)
-(2010) (I) * (2002) (1938)
-(2011) (I) + (1904) (2010)
-(2023) (L) X·MATRIX·FP64·false
-(2024) (I) r' (2023)
-(2012) (I) * (2002) (1948)
-(2013) (I) + (1906) (2012)
-(2014) (I) 1-* (42) (2013)
-(2015) (I) max (2014) (53)
-(2025) (I) * (2015) (42)
-(2026) (I) ba+* (2024) (2025)
-(2027) (I) - (2026) (2011)
-(2039) (I) ^2 (2027) (8)
-(2040) (I) uak+ (2039)
-(2041) (I) ^2 (1920) (8)
-(2042) (I) uak+ (2041)
-(2043) (I) / (2040) (2042)
-(2044) (I) * (2043) (1938)
-(2045) (I) + (2044) (2027)
-(2056) (I) * (2011) (2045)
-(2057) (I) uak+ (2056)
-(2058) (I) * (32) (2057)
-(2059) (I) ^2 (2045) (8)
-(2060) (I) uak+ (2059)
-(2061) (I) * (32) (2060)
-(2069) (I) * (53) (2061)
-(2070) (I) + (2058) (2069)
-(2054) (L) X·MATRIX·FP64·false
-(2055) (I) ba+* (2054) (2045)
-(2071) (I) * (53) (2055)
-(2072) (I) + (2013) (2071)
-(2073) (I) 1-* (42) (2072)
-(2074) (I) max (2073) (53)
-(2075) (I) * (2074) (42)
-(2076) (I) * (2075) (2055)
-(2077) (I) uak+ (2076)
-(2078) (I) - (2070) (2077)
-(2079) (I) > (2073) (53)
-(2080) (I) * (2055) (2079)
-(2081) (I) * (2080) (2055)
-(2082) (I) uak+ (2081)
-(2083) (I) + (2061) (2082)
-(2084) (I) / (2078) (2083)
-(2085) (I) - (53) (2084)
-(2093) (I) * (2085) (2061)
-(2094) (I) + (2058) (2093)
-(2095) (I) * (2085) (2055)
-(2096) (I) + (2013) (2095)
-(2097) (I) 1-* (42) (2096)
-(2098) (I) max (2097) (53)
-(2099) (I) * (2098) (42)
-(2100) (I) * (2099) (2055)
-(2101) (I) uak+ (2100)
-(2102) (I) - (2094) (2101)
-(2103) (I) > (2097) (53)
-(2104) (I) * (2055) (2103)
-(2105) (I) * (2104) (2055)
-(2106) (I) uak+ (2105)
-(2107) (I) + (2061) (2106)
-(2108) (I) / (2102) (2107)
-(2109) (I) - (2085) (2108)
-(2117) (I) * (2109) (2045)
-(2118) (I) + (2011) (2117)
-(2130) (L) X·MATRIX·FP64·false
-(2131) (I) r' (2130)
-(2119) (I) * (2109) (2055)
-(2120) (I) + (2013) (2119)
-(2121) (I) 1-* (42) (2120)
-(2122) (I) max (2121) (53)
-(2132) (I) * (2122) (42)
-(2133) (I) ba+* (2131) (2132)
-(2134) (I) - (2133) (2118)
-(2146) (I) ^2 (2134) (8)
-(2147) (I) uak+ (2146)
-(2148) (I) ^2 (2027) (8)
-(2149) (I) uak+ (2148)
-(2150) (I) / (2147) (2149)
-(2151) (I) * (2150) (2045)
-(2152) (I) + (2151) (2134)
-(2163) (I) * (2118) (2152)
-(2164) (I) uak+ (2163)
-(2165) (I) * (32) (2164)
-(2166) (I) ^2 (2152) (8)
-(2167) (I) uak+ (2166)
-(2168) (I) * (32) (2167)
-(2176) (I) * (53) (2168)
-(2177) (I) + (2165) (2176)
-(2161) (L) X·MATRIX·FP64·false
-(2162) (I) ba+* (2161) (2152)
-(2178) (I) * (53) (2162)
-(2179) (I) + (2120) (2178)
-(2180) (I) 1-* (42) (2179)
-(2181) (I) max (2180) (53)
-(2182) (I) * (2181) (42)
-(2183) (I) * (2182) (2162)
-(2184) (I) uak+ (2183)
-(2185) (I) - (2177) (2184)
-(2186) (I) > (2180) (53)
-(2187) (I) * (2162) (2186)
-(2188) (I) * (2187) (2162)
-(2189) (I) uak+ (2188)
-(2190) (I) + (2168) (2189)
-(2191) (I) / (2185) (2190)
-(2192) (I) - (53) (2191)
-(2200) (I) * (2192) (2168)
-(2201) (I) + (2165) (2200)
-(2202) (I) * (2192) (2162)
-(2203) (I) + (2120) (2202)
-(2204) (I) 1-* (42) (2203)
-(2205) (I) max (2204) (53)
-(2206) (I) * (2205) (42)
-(2207) (I) * (2206) (2162)
-(2208) (I) uak+ (2207)
-(2209) (I) - (2201) (2208)
-(2210) (I) > (2204) (53)
-(2211) (I) * (2162) (2210)
-(2212) (I) * (2211) (2162)
-(2213) (I) uak+ (2212)
-(2214) (I) + (2168) (2213)
-(2215) (I) / (2209) (2214)
-(2216) (I) - (2192) (2215)
-(2224) (I) * (2216) (2152)
-(2225) (I) + (2118) (2224)
-(2237) (L) X·MATRIX·FP64·false
-(2238) (I) r' (2237)
-(2226) (I) * (2216) (2162)
-(2227) (I) + (2120) (2226)
-(2228) (I) 1-* (42) (2227)
-(2229) (I) max (2228) (53)
-(2239) (I) * (2229) (42)
-(2240) (I) ba+* (2238) (2239)
-(2241) (I) - (2240) (2225)
-(2253) (I) ^2 (2241) (8)
-(2254) (I) uak+ (2253)
-(2255) (I) ^2 (2134) (8)
-(2256) (I) uak+ (2255)
-(2257) (I) / (2254) (2256)
-(2258) (I) * (2257) (2152)
-(2259) (I) + (2258) (2241)
-(2270) (I) * (2225) (2259)
-(2271) (I) uak+ (2270)
-(2272) (I) * (32) (2271)
-(2273) (I) ^2 (2259) (8)
-(2274) (I) uak+ (2273)
-(2275) (I) * (32) (2274)
-(2283) (I) * (53) (2275)
-(2284) (I) + (2272) (2283)
-(2268) (L) X·MATRIX·FP64·false
-(2269) (I) ba+* (2268) (2259)
-(2285) (I) * (53) (2269)
-(2286) (I) + (2227) (2285)
-(2287) (I) 1-* (42) (2286)
-(2288) (I) max (2287) (53)
-(2289) (I) * (2288) (42)
-(2290) (I) * (2289) (2269)
-(2291) (I) uak+ (2290)
-(2292) (I) - (2284) (2291)
-(2293) (I) > (2287) (53)
-(2294) (I) * (2269) (2293)
-(2295) (I) * (2294) (2269)
-(2296) (I) uak+ (2295)
-(2297) (I) + (2275) (2296)
-(2298) (I) / (2292) (2297)
-(2299) (I) - (53) (2298)
-(2307) (I) * (2299) (2275)
-(2308) (I) + (2272) (2307)
-(2309) (I) * (2299) (2269)
-(2310) (I) + (2227) (2309)
-(2311) (I) 1-* (42) (2310)
-(2312) (I) max (2311) (53)
-(2313) (I) * (2312) (42)
-(2314) (I) * (2313) (2269)
-(2315) (I) uak+ (2314)
-(2316) (I) - (2308) (2315)
-(2317) (I) > (2311) (53)
-(2318) (I) * (2269) (2317)
-(2319) (I) * (2318) (2269)
-(2320) (I) uak+ (2319)
-(2321) (I) + (2275) (2320)
-(2322) (I) / (2316) (2321)
-(2323) (I) - (2299) (2322)
-(2331) (I) * (2323) (2259)
-(2332) (I) + (2225) (2331)
-(2344) (L) X·MATRIX·FP64·false
-(2345) (I) r' (2344)
-(2333) (I) * (2323) (2269)
-(2334) (I) + (2227) (2333)
-(2335) (I) 1-* (42) (2334)
-(2336) (I) max (2335) (53)
-(2346) (I) * (2336) (42)
-(2347) (I) ba+* (2345) (2346)
-(2348) (I) - (2347) (2332)
-(2360) (I) ^2 (2348) (8)
-(2361) (I) uak+ (2360)
-(2362) (I) ^2 (2241) (8)
-(2363) (I) uak+ (2362)
-(2364) (I) / (2361) (2363)
-(2365) (I) * (2364) (2259)
-(2366) (I) + (2365) (2348)
-(2377) (I) * (2332) (2366)
-(2378) (I) uak+ (2377)
-(2379) (I) * (32) (2378)
-(2380) (I) ^2 (2366) (8)
-(2381) (I) uak+ (2380)
-(2382) (I) * (32) (2381)
-(2390) (I) * (53) (2382)
-(2391) (I) + (2379) (2390)
-(2375) (L) X·MATRIX·FP64·false
-(2376) (I) ba+* (2375) (2366)
-(2392) (I) * (53) (2376)
-(2393) (I) + (2334) (2392)
-(2394) (I) 1-* (42) (2393)
-(2395) (I) max (2394) (53)
-(2396) (I) * (2395) (42)
-(2397) (I) * (2396) (2376)
-(2398) (I) uak+ (2397)
-(2399) (I) - (2391) (2398)
-(2400) (I) > (2394) (53)
-(2401) (I) * (2376) (2400)
-(2402) (I) * (2401) (2376)
-(2403) (I) uak+ (2402)
-(2404) (I) + (2382) (2403)
-(2405) (I) / (2399) (2404)
-(2406) (I) - (53) (2405)
-(2414) (I) * (2406) (2382)
-(2415) (I) + (2379) (2414)
-(2416) (I) * (2406) (2376)
-(2417) (I) + (2334) (2416)
-(2418) (I) 1-* (42) (2417)
-(2419) (I) max (2418) (53)
-(2420) (I) * (2419) (42)
-(2421) (I) * (2420) (2376)
-(2422) (I) uak+ (2421)
-(2423) (I) - (2415) (2422)
-(2424) (I) > (2418) (53)
-(2425) (I) * (2376) (2424)
-(2426) (I) * (2425) (2376)
-(2427) (I) uak+ (2426)
-(2428) (I) + (2382) (2427)
-(2429) (I) / (2423) (2428)
-(2430) (I) - (2406) (2429)
-(2438) (I) * (2430) (2366)
-(2439) (I) + (2332) (2438)
-(2451) (L) X·MATRIX·FP64·false
-(2452) (I) r' (2451)
-(2440) (I) * (2430) (2376)
-(2441) (I) + (2334) (2440)
-(2442) (I) 1-* (42) (2441)
-(2443) (I) max (2442) (53)
-(2453) (I) * (2443) (42)
-(2454) (I) ba+* (2452) (2453)
-(2455) (I) - (2454) (2439)
-(2467) (I) ^2 (2455) (8)
-(2468) (I) uak+ (2467)
-(2469) (I) ^2 (2348) (8)
-(2470) (I) uak+ (2469)
-(2471) (I) / (2468) (2470)
-(2472) (I) * (2471) (2366)
-(2473) (I) + (2472) (2455)
-(2484) (I) * (2439) (2473)
-(2485) (I) uak+ (2484)
-(2486) (I) * (32) (2485)
-(2487) (I) ^2 (2473) (8)
-(2488) (I) uak+ (2487)
-(2489) (I) * (32) (2488)
-(2497) (I) * (53) (2489)
-(2498) (I) + (2486) (2497)
-(2482) (L) X·MATRIX·FP64·false
-(2483) (I) ba+* (2482) (2473)
-(2499) (I) * (53) (2483)
-(2500) (I) + (2441) (2499)
-(2501) (I) 1-* (42) (2500)
-(2502) (I) max (2501) (53)
-(2503) (I) * (2502) (42)
-(2504) (I) * (2503) (2483)
-(2505) (I) uak+ (2504)
-(2506) (I) - (2498) (2505)
-(2507) (I) > (2501) (53)
-(2508) (I) * (2483) (2507)
-(2509) (I) * (2508) (2483)
-(2510) (I) uak+ (2509)
-(2511) (I) + (2489) (2510)
-(2512) (I) / (2506) (2511)
-(2513) (I) - (53) (2512)
-(2521) (I) * (2513) (2489)
-(2522) (I) + (2486) (2521)
-(2523) (I) * (2513) (2483)
-(2524) (I) + (2441) (2523)
-(2525) (I) 1-* (42) (2524)
-(2526) (I) max (2525) (53)
-(2527) (I) * (2526) (42)
-(2528) (I) * (2527) (2483)
-(2529) (I) uak+ (2528)
-(2530) (I) - (2522) (2529)
-(2531) (I) > (2525) (53)
-(2532) (I) * (2483) (2531)
-(2533) (I) * (2532) (2483)
-(2534) (I) uak+ (2533)
-(2535) (I) + (2489) (2534)
-(2536) (I) / (2530) (2535)
-(2537) (I) - (2513) (2536)
-(2545) (I) * (2537) (2473)
-(2546) (I) + (2439) (2545)
-(2558) (L) X·MATRIX·FP64·false
-(2559) (I) r' (2558)
-(2547) (I) * (2537) (2483)
-(2548) (I) + (2441) (2547)
-(2549) (I) 1-* (42) (2548)
-(2550) (I) max (2549) (53)
-(2560) (I) * (2550) (42)
-(2561) (I) ba+* (2559) (2560)
-(2562) (I) - (2561) (2546)
-(2574) (I) ^2 (2562) (8)
-(2575) (I) uak+ (2574)
-(2576) (I) ^2 (2455) (8)
-(2577) (I) uak+ (2576)
-(2578) (I) / (2575) (2577)
-(2579) (I) * (2578) (2473)
-(2580) (I) + (2579) (2562)
-(2591) (I) * (2546) (2580)
-(2592) (I) uak+ (2591)
-(2593) (I) * (32) (2592)
-(2594) (I) ^2 (2580) (8)
-(2595) (I) uak+ (2594)
-(2596) (I) * (32) (2595)
-(2604) (I) * (53) (2596)
-(2605) (I) + (2593) (2604)
-(2589) (L) X·MATRIX·FP64·false
-(2590) (I) ba+* (2589) (2580)
-(2606) (I) * (53) (2590)
-(2607) (I) + (2548) (2606)
-(2608) (I) 1-* (42) (2607)
-(2609) (I) max (2608) (53)
-(2610) (I) * (2609) (42)
-(2611) (I) * (2610) (2590)
-(2612) (I) uak+ (2611)
-(2613) (I) - (2605) (2612)
-(2614) (I) > (2608) (53)
-(2615) (I) * (2590) (2614)
-(2616) (I) * (2615) (2590)
-(2617) (I) uak+ (2616)
-(2618) (I) + (2596) (2617)
-(2619) (I) / (2613) (2618)
-(2620) (I) - (53) (2619)
-(2628) (I) * (2620) (2596)
-(2629) (I) + (2593) (2628)
-(2630) (I) * (2620) (2590)
-(2631) (I) + (2548) (2630)
-(2632) (I) 1-* (42) (2631)
-(2633) (I) max (2632) (53)
-(2634) (I) * (2633) (42)
-(2635) (I) * (2634) (2590)
-(2636) (I) uak+ (2635)
-(2637) (I) - (2629) (2636)
-(2638) (I) > (2632) (53)
-(2639) (I) * (2590) (2638)
-(2640) (I) * (2639) (2590)
-(2641) (I) uak+ (2640)
-(2642) (I) + (2596) (2641)
-(2643) (I) / (2637) (2642)
-(2644) (I) - (2620) (2643)
-(2652) (I) * (2644) (2580)
-(2653) (I) + (2546) (2652)
-(2665) (L) X·MATRIX·FP64·false
-(2666) (I) r' (2665)
-(2654) (I) * (2644) (2590)
-(2655) (I) + (2548) (2654)
-(2656) (I) 1-* (42) (2655)
-(2657) (I) max (2656) (53)
-(2667) (I) * (2657) (42)
-(2668) (I) ba+* (2666) (2667)
-(2669) (I) - (2668) (2653)
-(2681) (I) ^2 (2669) (8)
-(2682) (I) uak+ (2681)
-(2683) (I) ^2 (2562) (8)
-(2684) (I) uak+ (2683)
-(2685) (I) / (2682) (2684)
-(2686) (I) * (2685) (2580)
-(2687) (I) + (2686) (2669)
-(2698) (I) * (2653) (2687)
-(2699) (I) uak+ (2698)
-(2700) (I) * (32) (2699)
-(2701) (I) ^2 (2687) (8)
-(2702) (I) uak+ (2701)
-(2703) (I) * (32) (2702)
-(2711) (I) * (53) (2703)
-(2712) (I) + (2700) (2711)
-(2696) (L) X·MATRIX·FP64·false
-(2697) (I) ba+* (2696) (2687)
-(2713) (I) * (53) (2697)
-(2714) (I) + (2655) (2713)
-(2715) (I) 1-* (42) (2714)
-(2716) (I) max (2715) (53)
-(2717) (I) * (2716) (42)
-(2718) (I) * (2717) (2697)
-(2719) (I) uak+ (2718)
-(2720) (I) - (2712) (2719)
-(2721) (I) > (2715) (53)
-(2722) (I) * (2697) (2721)
-(2723) (I) * (2722) (2697)
-(2724) (I) uak+ (2723)
-(2725) (I) + (2703) (2724)
-(2726) (I) / (2720) (2725)
-(2727) (I) - (53) (2726)
-(2735) (I) * (2727) (2703)
-(2736) (I) + (2700) (2735)
-(2737) (I) * (2727) (2697)
-(2738) (I) + (2655) (2737)
-(2739) (I) 1-* (42) (2738)
-(2740) (I) max (2739) (53)
-(2741) (I) * (2740) (42)
-(2742) (I) * (2741) (2697)
-(2743) (I) uak+ (2742)
-(2744) (I) - (2736) (2743)
-(2745) (I) > (2739) (53)
-(2746) (I) * (2697) (2745)
-(2747) (I) * (2746) (2697)
-(2748) (I) uak+ (2747)
-(2749) (I) + (2703) (2748)
-(2750) (I) / (2744) (2749)
-(2751) (I) - (2727) (2750)
-(2759) (I) * (2751) (2687)
-(2760) (I) + (2653) (2759)
-(2772) (L) X·MATRIX·FP64·false
-(2773) (I) r' (2772)
-(2761) (I) * (2751) (2697)
-(2762) (I) + (2655) (2761)
-(2763) (I) 1-* (42) (2762)
-(2764) (I) max (2763) (53)
-(2774) (I) * (2764) (42)
-(2775) (I) ba+* (2773) (2774)
-(2776) (I) - (2775) (2760)
-(2788) (I) ^2 (2776) (8)
-(2789) (I) uak+ (2788)
-(2790) (I) ^2 (2669) (8)
-(2791) (I) uak+ (2790)
-(2792) (I) / (2789) (2791)
-(2793) (I) * (2792) (2687)
-(2794) (I) + (2793) (2776)
-(2805) (I) * (2760) (2794)
-(2806) (I) uak+ (2805)
-(2807) (I) * (32) (2806)
-(2808) (I) ^2 (2794) (8)
-(2809) (I) uak+ (2808)
-(2810) (I) * (32) (2809)
-(2818) (I) * (53) (2810)
-(2819) (I) + (2807) (2818)
-(2803) (L) X·MATRIX·FP64·false
-(2804) (I) ba+* (2803) (2794)
-(2820) (I) * (53) (2804)
-(2821) (I) + (2762) (2820)
-(2822) (I) 1-* (42) (2821)
-(2823) (I) max (2822) (53)
-(2824) (I) * (2823) (42)
-(2825) (I) * (2824) (2804)
-(2826) (I) uak+ (2825)
-(2827) (I) - (2819) (2826)
-(2828) (I) > (2822) (53)
-(2829) (I) * (2804) (2828)
-(2830) (I) * (2829) (2804)
-(2831) (I) uak+ (2830)
-(2832) (I) + (2810) (2831)
-(2833) (I) / (2827) (2832)
-(2834) (I) - (53) (2833)
-(2842) (I) * (2834) (2794)
-(2843) (I) + (2760) (2842)
-(2855) (L) X·MATRIX·FP64·false
-(2856) (I) r' (2855)
-(2844) (I) * (2834) (2804)
-(2845) (I) + (2762) (2844)
-(2846) (I) 1-* (42) (2845)
-(2847) (I) max (2846) (53)
-(2857) (I) * (2847) (42)
-(2858) (I) ba+* (2856) (2857)
-(2859) (I) - (2858) (2843)
-(2871) (I) ^2 (2859) (8)
-(2872) (I) uak+ (2871)
-(2873) (I) ^2 (2776) (8)
-(2874) (I) uak+ (2873)
-(2875) (I) / (2872) (2874)
-(2876) (I) * (2875) (2794)
-(2877) (I) + (2876) (2859)
-(2888) (I) * (2843) (2877)
-(2889) (I) uak+ (2888)
-(2890) (I) * (32) (2889)
-(2891) (I) ^2 (2877) (8)
-(2892) (I) uak+ (2891)
-(2893) (I) * (32) (2892)
-(2901) (I) * (53) (2893)
-(2902) (I) + (2890) (2901)
-(2886) (L) X·MATRIX·FP64·false
-(2887) (I) ba+* (2886) (2877)
-(2903) (I) * (53) (2887)
-(2904) (I) + (2845) (2903)
-(2905) (I) 1-* (42) (2904)
-(2906) (I) max (2905) (53)
-(2907) (I) * (2906) (42)
-(2908) (I) * (2907) (2887)
-(2909) (I) uak+ (2908)
-(2910) (I) - (2902) (2909)
-(2911) (I) > (2905) (53)
-(2912) (I) * (2887) (2911)
-(2913) (I) * (2912) (2887)
-(2914) (I) uak+ (2913)
-(2915) (I) + (2893) (2914)
-(2916) (I) / (2910) (2915)
-(2917) (I) - (53) (2916)
-(2925) (I) * (2917) (2877)
-(2926) (I) + (2843) (2925)
-(2938) (L) X·MATRIX·FP64·false
-(2939) (I) r' (2938)
-(2927) (I) * (2917) (2887)
-(2928) (I) + (2845) (2927)
-(2929) (I) 1-* (42) (2928)
-(2930) (I) max (2929) (53)
-(2940) (I) * (2930) (42)
-(2941) (I) ba+* (2939) (2940)
-(2942) (I) - (2941) (2926)
-(2954) (I) ^2 (2942) (8)
-(2955) (I) uak+ (2954)
-(2956) (I) ^2 (2859) (8)
-(2957) (I) uak+ (2956)
-(2958) (I) / (2955) (2957)
-(2959) (I) * (2958) (2877)
-(2960) (I) + (2959) (2942)
-(2971) (I) * (2926) (2960)
-(2972) (I) uak+ (2971)
-(2973) (I) * (32) (2972)
-(2974) (I) ^2 (2960) (8)
-(2975) (I) uak+ (2974)
-(2976) (I) * (32) (2975)
-(2984) (I) * (53) (2976)
-(2985) (I) + (2973) (2984)
-(2969) (L) X·MATRIX·FP64·false
-(2970) (I) ba+* (2969) (2960)
-(2986) (I) * (53) (2970)
-(2987) (I) + (2928) (2986)
-(2988) (I) 1-* (42) (2987)
-(2989) (I) max (2988) (53)
-(2990) (I) * (2989) (42)
-(2991) (I) * (2990) (2970)
-(2992) (I) uak+ (2991)
-(2993) (I) - (2985) (2992)
-(2994) (I) > (2988) (53)
-(2995) (I) * (2970) (2994)
-(2996) (I) * (2995) (2970)
-(2997) (I) uak+ (2996)
-(2998) (I) + (2976) (2997)
-(2999) (I) / (2993) (2998)
-(3000) (I) - (53) (2999)
-(3008) (I) * (3000) (2960)
-(3009) (I) + (2926) (3008)
-(3021) (L) X·MATRIX·FP64·false
-(3022) (I) r' (3021)
-(3010) (I) * (3000) (2970)
-(3011) (I) + (2928) (3010)
-(3012) (I) 1-* (42) (3011)
-(3013) (I) max (3012) (53)
-(3023) (I) * (3013) (42)
-(3024) (I) ba+* (3022) (3023)
-(3025) (I) - (3024) (3009)
-(3037) (I) ^2 (3025) (8)
-(3038) (I) uak+ (3037)
-(3039) (I) ^2 (2942) (8)
-(3040) (I) uak+ (3039)
-(3041) (I) / (3038) (3040)
-(3042) (I) * (3041) (2960)
-(3043) (I) + (3042) (3025)
-(3054) (I) * (3009) (3043)
-(3055) (I) uak+ (3054)
-(3056) (I) * (32) (3055)
-(3057) (I) ^2 (3043) (8)
-(3058) (I) uak+ (3057)
-(3059) (I) * (32) (3058)
-(3067) (I) * (53) (3059)
-(3068) (I) + (3056) (3067)
-(3052) (L) X·MATRIX·FP64·false
-(3053) (I) ba+* (3052) (3043)
-(3069) (I) * (53) (3053)
-(3070) (I) + (3011) (3069)
-(3071) (I) 1-* (42) (3070)
-(3072) (I) max (3071) (53)
-(3073) (I) * (3072) (42)
-(3074) (I) * (3073) (3053)
-(3075) (I) uak+ (3074)
-(3076) (I) - (3068) (3075)
-(3077) (I) > (3071) (53)
-(3078) (I) * (3053) (3077)
-(3079) (I) * (3078) (3053)
-(3080) (I) uak+ (3079)
-(3081) (I) + (3059) (3080)
-(3082) (I) / (3076) (3081)
-(3083) (I) - (53) (3082)
-(3091) (I) * (3083) (3043)
-(3092) (I) + (3009) (3091)
-(3104) (L) X·MATRIX·FP64·false
-(3105) (I) r' (3104)
-(3093) (I) * (3083) (3053)
-(3094) (I) + (3011) (3093)
-(3095) (I) 1-* (42) (3094)
-(3096) (I) max (3095) (53)
-(3106) (I) * (3096) (42)
-(3107) (I) ba+* (3105) (3106)
-(3108) (I) - (3107) (3092)
-(3120) (I) ^2 (3108) (8)
-(3121) (I) uak+ (3120)
-(3122) (I) ^2 (3025) (8)
-(3123) (I) uak+ (3122)
-(3124) (I) / (3121) (3123)
-(3125) (I) * (3124) (3043)
-(3126) (I) + (3125) (3108)
-(3137) (I) * (3092) (3126)
-(3138) (I) uak+ (3137)
-(3139) (I) * (32) (3138)
-(3140) (I) ^2 (3126) (8)
-(3141) (I) uak+ (3140)
-(3142) (I) * (32) (3141)
-(3150) (I) * (53) (3142)
-(3151) (I) + (3139) (3150)
-(3135) (L) X·MATRIX·FP64·false
-(3136) (I) ba+* (3135) (3126)
-(3152) (I) * (53) (3136)
-(3153) (I) + (3094) (3152)
-(3154) (I) 1-* (42) (3153)
-(3155) (I) max (3154) (53)
-(3156) (I) * (3155) (42)
-(3157) (I) * (3156) (3136)
-(3158) (I) uak+ (3157)
-(3159) (I) - (3151) (3158)
-(3160) (I) > (3154) (53)
-(3161) (I) * (3136) (3160)
-(3162) (I) * (3161) (3136)
-(3163) (I) uak+ (3162)
-(3164) (I) + (3142) (3163)
-(3165) (I) / (3159) (3164)
-(3166) (I) - (53) (3165)
-(3174) (I) * (3166) (3126)
-(3175) (I) + (3092) (3174)
-(3187) (L) X·MATRIX·FP64·false
-(3188) (I) r' (3187)
-(3176) (I) * (3166) (3136)
-(3177) (I) + (3094) (3176)
-(3178) (I) 1-* (42) (3177)
-(3179) (I) max (3178) (53)
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-(3191) (I) - (3190) (3175)
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-(3204) (I) uak+ (3203)
-(3205) (I) ^2 (3108) (8)
-(3206) (I) uak+ (3205)
-(3207) (I) / (3204) (3206)
-(3208) (I) * (3207) (3126)
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-(3224) (I) uak+ (3223)
-(3225) (I) * (32) (3224)
-(3233) (I) * (53) (3225)
-(3234) (I) + (3222) (3233)
-(3218) (L) X·MATRIX·FP64·false
-(3219) (I) ba+* (3218) (3209)
-(3235) (I) * (53) (3219)
-(3236) (I) + (3177) (3235)
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-(3241) (I) uak+ (3240)
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-(3246) (I) uak+ (3245)
-(3247) (I) + (3225) (3246)
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-(3249) (I) - (53) (3248)
-(3257) (I) * (3249) (3209)
-(3258) (I) + (3175) (3257)
-(3270) (L) X·MATRIX·FP64·false
-(3271) (I) r' (3270)
-(3259) (I) * (3249) (3219)
-(3260) (I) + (3177) (3259)
-(3261) (I) 1-* (42) (3260)
-(3262) (I) max (3261) (53)
-(3272) (I) * (3262) (42)
-(3273) (I) ba+* (3271) (3272)
-(3274) (I) - (3273) (3258)
-(3286) (I) ^2 (3274) (8)
-(3287) (I) uak+ (3286)
-(3288) (I) ^2 (3191) (8)
-(3289) (I) uak+ (3288)
-(3290) (I) / (3287) (3289)
-(3291) (I) * (3290) (3209)
-(3292) (I) + (3291) (3274)
-(3303) (I) * (3258) (3292)
-(3304) (I) uak+ (3303)
-(3305) (I) * (32) (3304)
-(3306) (I) ^2 (3292) (8)
-(3307) (I) uak+ (3306)
-(3308) (I) * (32) (3307)
-(3316) (I) * (53) (3308)
-(3317) (I) + (3305) (3316)
-(3301) (L) X·MATRIX·FP64·false
-(3302) (I) ba+* (3301) (3292)
-(3318) (I) * (53) (3302)
-(3319) (I) + (3260) (3318)
-(3320) (I) 1-* (42) (3319)
-(3321) (I) max (3320) (53)
-(3322) (I) * (3321) (42)
-(3323) (I) * (3322) (3302)
-(3324) (I) uak+ (3323)
-(3325) (I) - (3317) (3324)
-(3326) (I) > (3320) (53)
-(3327) (I) * (3302) (3326)
-(3328) (I) * (3327) (3302)
-(3329) (I) uak+ (3328)
-(3330) (I) + (3308) (3329)
-(3331) (I) / (3325) (3330)
-(3332) (I) - (53) (3331)
-(3340) (I) * (3332) (3292)
-(3341) (I) + (3258) (3340)
-(3353) (L) X·MATRIX·FP64·false
-(3354) (I) r' (3353)
-(3342) (I) * (3332) (3302)
-(3343) (I) + (3260) (3342)
-(3344) (I) 1-* (42) (3343)
-(3345) (I) max (3344) (53)
-(3355) (I) * (3345) (42)
-(3356) (I) ba+* (3354) (3355)
-(3357) (I) - (3356) (3341)
-(3369) (I) ^2 (3357) (8)
-(3370) (I) uak+ (3369)
-(3371) (I) ^2 (3274) (8)
-(3372) (I) uak+ (3371)
-(3373) (I) / (3370) (3372)
-(3374) (I) * (3373) (3292)
-(3375) (I) + (3374) (3357)
-(3386) (I) * (3341) (3375)
-(3387) (I) uak+ (3386)
-(3388) (I) * (32) (3387)
-(3389) (I) ^2 (3375) (8)
-(3390) (I) uak+ (3389)
-(3391) (I) * (32) (3390)
-(3399) (I) * (53) (3391)
-(3400) (I) + (3388) (3399)
-(3384) (L) X·MATRIX·FP64·false
-(3385) (I) ba+* (3384) (3375)
-(3401) (I) * (53) (3385)
-(3402) (I) + (3343) (3401)
-(3403) (I) 1-* (42) (3402)
-(3404) (I) max (3403) (53)
-(3405) (I) * (3404) (42)
-(3406) (I) * (3405) (3385)
-(3407) (I) uak+ (3406)
-(3408) (I) - (3400) (3407)
-(3409) (I) > (3403) (53)
-(3410) (I) * (3385) (3409)
-(3411) (I) * (3410) (3385)
-(3412) (I) uak+ (3411)
-(3413) (I) + (3391) (3412)
-(3414) (I) / (3408) (3413)
-(3415) (I) - (53) (3414)
-(3423) (I) * (3415) (3375)
-(3424) (I) + (3341) (3423)
-(3436) (L) X·MATRIX·FP64·false
-(3437) (I) r' (3436)
-(3425) (I) * (3415) (3385)
-(3426) (I) + (3343) (3425)
-(3427) (I) 1-* (42) (3426)
-(3428) (I) max (3427) (53)
-(3438) (I) * (3428) (42)
-(3439) (I) ba+* (3437) (3438)
-(3440) (I) - (3439) (3424)
-(3452) (I) ^2 (3440) (8)
-(3453) (I) uak+ (3452)
-(3454) (I) ^2 (3357) (8)
-(3455) (I) uak+ (3454)
-(3456) (I) / (3453) (3455)
-(3457) (I) * (3456) (3375)
-(3458) (I) + (3457) (3440)
-(3469) (I) * (3424) (3458)
-(3470) (I) uak+ (3469)
-(3471) (I) * (32) (3470)
-(3472) (I) ^2 (3458) (8)
-(3473) (I) uak+ (3472)
-(3474) (I) * (32) (3473)
-(3482) (I) * (53) (3474)
-(3483) (I) + (3471) (3482)
-(3467) (L) X·MATRIX·FP64·false
-(3468) (I) ba+* (3467) (3458)
-(3484) (I) * (53) (3468)
-(3485) (I) + (3426) (3484)
-(3486) (I) 1-* (42) (3485)
-(3487) (I) max (3486) (53)
-(3488) (I) * (3487) (42)
-(3489) (I) * (3488) (3468)
-(3490) (I) uak+ (3489)
-(3491) (I) - (3483) (3490)
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-(3496) (I) + (3474) (3495)
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-(3498) (I) - (53) (3497)
-(3506) (I) * (3498) (3458)
-(3507) (I) + (3424) (3506)
-(3519) (L) X·MATRIX·FP64·false
-(3520) (I) r' (3519)
-(3508) (I) * (3498) (3468)
-(3509) (I) + (3426) (3508)
-(3510) (I) 1-* (42) (3509)
-(3511) (I) max (3510) (53)
-(3521) (I) * (3511) (42)
-(3522) (I) ba+* (3520) (3521)
-(3523) (I) - (3522) (3507)
-(3535) (I) ^2 (3523) (8)
-(3536) (I) uak+ (3535)
-(3537) (I) ^2 (3440) (8)
-(3538) (I) uak+ (3537)
-(3539) (I) / (3536) (3538)
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-(3541) (I) + (3540) (3523)
-(3552) (I) * (3507) (3541)
-(3553) (I) uak+ (3552)
-(3554) (I) * (32) (3553)
-(3555) (I) ^2 (3541) (8)
-(3556) (I) uak+ (3555)
-(3557) (I) * (32) (3556)
-(3565) (I) * (53) (3557)
-(3566) (I) + (3554) (3565)
-(3550) (L) X·MATRIX·FP64·false
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-(3567) (I) * (53) (3551)
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-(3659) (I) * (3634) (3658)
-(3660) (I) * (3659) (3634)
-(3661) (I) uak+ (3660)
-(3662) (I) + (3640) (3661)
-(3663) (I) / (3657) (3662)
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diff --git a/src/main/python/tests/test_l2svm_lineage.py
b/src/main/python/tests/test_l2svm_lineage.py
deleted file mode 100644
index 9bd535e..0000000
--- a/src/main/python/tests/test_l2svm_lineage.py
+++ /dev/null
@@ -1,88 +0,0 @@
-#-------------------------------------------------------------
-#
-# 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.
-#
-#-------------------------------------------------------------
-
-import warnings
-import unittest
-import re
-import os
-import sys
-from typing import Tuple
-import numpy as np
-
-path = os.path.join(os.path.dirname(os.path.realpath(__file__)), "../")
-sys.path.insert(0, path)
-from systemds.matrix import Matrix
-from systemds.context import SystemDSContext
-
-sds = SystemDSContext()
-
-
-class TestAPI(unittest.TestCase):
-
- def setUp(self):
- warnings.filterwarnings(action="ignore",
- message="unclosed",
- category=ResourceWarning)
-
- def tearDown(self):
- warnings.filterwarnings(action="ignore",
- message="unclosed",
- category=ResourceWarning)
-
- def test_getl2svm_lineage(self):
- features, labels = generate_matrices_for_l2svm(10, seed=1304)
- # get the lineage trace
- lt = features.l2svm(labels).get_lineage_trace()
- with open(os.path.join("tests", "lt_l2svm.txt"), "r") as file:
- data = file.read()
- file.close()
- self.assertEqual(reVars(lt), reVars(data))
-
- def test_getl2svm_lineage2(self):
- features, labels = generate_matrices_for_l2svm(10, seed=1304)
- # get the lineage trace
- model, lt = features.l2svm(labels).compute(lineage=True)
- with open(os.path.join("tests", "lt_l2svm.txt"), "r") as file:
- data = file.read()
- file.close()
- self.assertEqual(reVars(lt), reVars(data))
-
-
-def generate_matrices_for_l2svm(dims: int, seed: int = 1234) -> Tuple[Matrix,
Matrix]:
- np.random.seed(seed)
- m1 = np.array(np.random.randint(100, size=dims * dims) + 1.01,
dtype=np.double)
- m1.shape = (dims, dims)
- m2 = np.zeros((dims, 1))
- for i in range(dims):
- if np.random.random() > 0.5:
- m2[i][0] = 1
- return sds.matrix(m1), sds.matrix(m2)
-
-
-def reVars(s: str) -> str:
- s = re.sub(r'\b_mVar\d*\b', '', s)
- s = re.sub(r'\b_Var\d*\b', '', s)
- return s
-
-
-if __name__ == "__main__":
- unittest.main(exit=False)
- sds.close()
diff --git a/src/main/python/tests/test_lineagetrace.py
b/src/main/python/tests/test_lineagetrace.py
deleted file mode 100644
index d2064bd..0000000
--- a/src/main/python/tests/test_lineagetrace.py
+++ /dev/null
@@ -1,75 +0,0 @@
-#-------------------------------------------------------------
-#
-# 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.
-#
-#-------------------------------------------------------------
-
-import warnings
-import unittest
-import os
-import sys
-import re
-
-path = os.path.join(os.path.dirname(os.path.realpath(__file__)), "../")
-sys.path.insert(0, path)
-from systemds.context import SystemDSContext
-
-sds = SystemDSContext()
-
-
-class TestLineageTrace(unittest.TestCase):
-
- def setUp(self):
- warnings.filterwarnings(action="ignore",
- message="unclosed",
- category=ResourceWarning)
-
- def tearDown(self):
- warnings.filterwarnings(action="ignore",
- message="unclosed",
- category=ResourceWarning)
-
- def test_compare_trace1(self): # test getLineageTrace() on an intermediate
- m = sds.full((5, 10), 4.20)
- m_res = m * 3.1
- m_sum = m_res.sum()
- with open(os.path.join("tests", "lt.txt"), "r") as file:
- data = file.read()
- file.close()
- self.assertEqual(reVars(m_res.get_lineage_trace()), reVars(data))
-
- def test_compare_trace2(self): # test (lineage=True) as an argument to
compute
- m = sds.full((5, 10), 4.20)
- m_res = m * 3.1
- sum, lt = m_res.sum().compute(lineage=True)
- lt = re.sub(r'\b_mVar\d*\b', '', lt)
- with open(os.path.join("tests", "lt2.txt"), "r") as file:
- data = file.read()
- file.close()
- self.assertEqual(reVars(lt), reVars(data))
-
-
-def reVars(s: str) -> str:
- s = re.sub(r'\b_mVar\d*\b', '', s)
- s = re.sub(r'\b_Var\d*\b', '', s)
- return s
-
-
-if __name__ == "__main__":
- unittest.main(exit=False)
- sds.close()
