cmaron / cs-7641-assignments Goto Github PK

View Code? Open in Web Editor NEW

153.0 11.0 125.0 3.28 MB

CS 7641 - All the code

License: MIT License

Python 32.25% Shell 0.15% Java 67.60%

georgia-tech omscs cs7641 ml machine-learning sklearn python hacktoberfest

cs-7641-assignments's People

Contributors

Stargazers

Watchers

Forkers

ace0fsp8z yuriyvl bnisly prestononeal manishmalik cipherrat mrpsonglao pmullapudi mhob jasneetbhatti nickolyamba farazdagi jsasplun hiive rraiff3 dlepkofker omerlevran qwang1124 deeptianand immortaldevs felipelodur jdlee23 jonhilgart22 maximus12793 csnider31 ben-var piyushchaudhari04 rmortimer kyang0607 namit081 kai-wei-626 stefviolet mcgarrah priyankp87 twang423 domfrecent jennyr999 redscare373 jillzhang zhuyuwei1111 rupalgupta15 h8rry vivekiyer songxianjin obdrpi amitmankikar francopiccolo farga83 joey-huang2 jgaul3-zz gibrane elissahuang bellameng jmeyers35 nilufarmakhmudova lejohndary efeelaiho thejasonlee ghanley phuongdh victoryang1 pshrishi dimvrco lamah314 sacrrie anmolkapoor franckess slawrence93 laylthe dfd fakemonk1 engineermar sashaqanderson codergem tsagadai watermelongeek yxiang45 alicedudu nickcica parkerm drawar alelee senramakri pohh wuchaowei2012 jing-tian-2019 ccycyyy7 aconstandinou alangulo saeranv wangzilongri bilalshaikh42 zhuangyingxu randorz swagluke uhq1 shahdivyam xsun1102 90lantran yousraled

cs-7641-assignments's Issues

error/unable to run - assignment4

when i try to run --all or any other experiments, i get a statement that "File "mtrand.pyx", line991, in mtrand.RandomState.randint
ValueError:high is out of bounts for int32"

and I find no output as well, though folders are created. I think i m missing something grossly. can anyone help.

thanks

knn training stuck at 'Building model complexity curve'

Hi Chad, thank you so much for your work!

When I'm running the knn model on the default of credit card clients dataset, the program always stuck at the 'Building model complexity curve' step.. I can't figure out why : (

Would really appreciate if you could take a look!

tsp.py and other algorithms exits with No Attribute Error (Maybe it is ABAGAIL)

This is the screenshot:

Traceback (most recent call last):
File "tsp.py", line 72, in
fevals = ef.fevals
AttributeError: 'opt.example.TravelingSalesmanRouteEvaluationFuncti' object has no attribute 'fevals'

Assignment 2 : Neural network bits fail with java.lang.IndexOutOfBoundsException

Running the following files with Jython throws an Index out of bounds error (when using CreditApprovalData or PenDigitsData).

NN-Backprop.py
NN-GA.py
NN-RHC.py
NN-SA.py

$ jython NN-Backprop.py

Using seed 653091685

Error results for Backprop

Traceback (most recent call last):
File "NN-Backprop.py", line 48, in
main()
File "NN-Backprop.py", line 38, in main
train(BatchBackPropagationTrainer(data_set, classification_network, measure, rule), classification_network,
File "/CS-7641-assignments/assignment2/base.py", line 132, in train
oa.train()
at java.base/jdk.internal.util.Preconditions.outOfBounds(Preconditions.java:64)
at java.base/jdk.internal.util.Preconditions.outOfBoundsCheckIndex(Preconditions.java:70)
at java.base/jdk.internal.util.Preconditions.checkIndex(Preconditions.java:248)
at java.base/java.util.Objects.checkIndex(Objects.java:372)
at java.base/java.util.ArrayList.get(ArrayList.java:440)
at func.nn.Layer.getNode(Layer.java:43)
at func.nn.Layer.setActivations(Layer.java:60)
at func.nn.LayeredNetwork.setInputValues(LayeredNetwork.java:53)
at func.nn.backprop.BatchBackPropagationTrainer.train(BatchBackPropagationTrainer.java:46)
at java.base/jdk.internal.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
at java.base/jdk.internal.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)
at java.base/jdk.internal.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
at java.base/java.lang.reflect.Method.invoke(Method.java:564)

java.lang.IndexOutOfBoundsException: java.lang.IndexOutOfBoundsException: Index 8 out-of-bounds for length 8
`

Connection Refused

I keep getting this error, please advise:

"client_console": "ERROR connecting: Connection refused\n"

Assignment 3: "numpy.ufunc has the wrong size, try recompiling. Expected 192, got 216" numpy version issues

probably too late for us but a few of us are getting this cryptic error:

Traceback (most recent call last):
  File "run_experiment.py", line 234, in <module>
    timings,
  File "run_experiment.py", line 41, in run_experiment
    exp.perform_cluster(dim)
  File "/Users/swyx/Desktop/OMSCS/ML/ASSIGNMENT3/swyx-a3/experiments/RF.py", line 85, in perform_cluster
    hdf_path = self.dump_for_clustering(lambda x: filtr.fit_transform(x.get_details().ds.training_x,
  File "/Users/swyx/Desktop/OMSCS/ML/ASSIGNMENT3/swyx-a3/experiments/base.py", line 105, in dump_for_clustering
    ds_2.to_hdf(hdf_path, self._details.ds_name, complib='blosc', complevel=9)
  File "/Users/swyx/Desktop/OMSCS/ML/ASSIGNMENT3/swyx-a3/py3/lib/python3.7/site-packages/pandas/core/generic.py", line 1996, in to_hdf
    return pytables.to_hdf(path_or_buf, key, self, **kwargs)
  File "/Users/swyx/Desktop/OMSCS/ML/ASSIGNMENT3/swyx-a3/py3/lib/python3.7/site-packages/pandas/io/pytables.py", line 278, in to_hdf
    complib=complib) as store:
  File "/Users/swyx/Desktop/OMSCS/ML/ASSIGNMENT3/swyx-a3/py3/lib/python3.7/site-packages/pandas/io/pytables.py", line 469, in __init__
    import tables  # noqa
  File "/Users/swyx/Desktop/OMSCS/ML/ASSIGNMENT3/swyx-a3/py3/lib/python3.7/site-packages/tables/__init__.py", line 93, in <module>
    from .utilsextension import (
  File "__init__.pxd", line 872, in init tables.utilsextension
ValueError: numpy.ufunc has the wrong size, try recompiling. Expected 192, got 216
/Users/swyx/Desktop/OMSCS/ML/ASSIGNMENT3/swyx-a3/py3/lib/python3.7/site-packages/sklearn/externals/joblib/externals/cloudpickle/cloudpickle.py:47: DeprecationWarning: the imp module is deprecated in favour of importlib; see the module's documentation for alternative uses
  import imp

this sounds like a situation where tables dont work? or is there a way to resolve this?

Add Support for Self Driving Vehicles

I would like to have a self-driving car.

Assignment 4 generates empty output

after running $python run_experiment.py --plot
only output/report directory has params.csv,
other subdirectories - output/images, output/PI, output/Q, output/VI are empty...

python totally crashes when i run assignment 2

i totally dont expect you to fix this but just reporting what i ran into. just cloned the repo and had latest java and ant installed, running python 3.7 in a virtualenv. i ran python run_experiment.py and got this output:

/Users/swyx/Desktop/OMSCS/ML/CHADSCODE/CS-7641-assignments/assignment2/py3/lib/python3.7/site-packages/sklearn/externals/joblib/externals/cloudpickle/cloudpickle.py:47: DeprecationWarning: the imp module is deprecated in favour of importlib; see the module's documentation for alternative uses
  import imp
2019-03-02 01:11:35,712 - __main__ - INFO - Using seed 4254525879
2019-03-02 01:11:35,713 - __main__ - INFO - Loading data
2019-03-02 01:11:35,716 - __main__ - INFO - ----------
/Users/swyx/Desktop/OMSCS/ML/CHADSCODE/CS-7641-assignments/assignment2/py3/lib/python3.7/site-packages/sklearn/preprocessing/_encoders.py:363: FutureWarning: The handling of integer data will change in version 0.22. Currently, the categories are determined based on the range [0, max(values)], while in the future they will be determined based on the unique values.
If you want the future behaviour and silence this warning, you can specify "categories='auto'".
In case you used a LabelEncoder before this OneHotEncoder to convert the categories to integers, then you can now use theOneHotEncoder directly.
  warnings.warn(msg, FutureWarning)

and then the process terminates immediately, it looks like its not executing any of the training at all.

Then a few seconds later i get a system popup saying Python crashed unexpectedly:

click to expand full crash report... its long

``` Process: Python [81567] Path: /Library/Frameworks/Python.framework/Versions/3.7/Resources/Python.app/Contents/MacOS/Python Identifier: Python Version: 3.7.2 (3.7.2) Code Type: X86-64 (Native) Parent Process: Microsoft.Python.LanguageServer [81164] Responsible: Electron [13177] User ID: 501

Date/Time: 2019-03-02 01:07:42.510 -0800
OS Version: Mac OS X 10.13.4 (17E199)
Report Version: 12
Anonymous UUID: B4BC0DBF-1C12-3D41-53ED-269A0F5B9712

Sleep/Wake UUID: 573608CA-3F1F-4B7C-BC57-32E909E29D0D

Time Awake Since Boot: 1200000 seconds
Time Since Wake: 4900 seconds

System Integrity Protection: enabled

Crashed Thread: 0 Dispatch queue: com.apple.main-thread

Exception Type: EXC_BAD_ACCESS (SIGSEGV)
Exception Codes: KERN_INVALID_ADDRESS at 0x0000000000000008

VM Regions Near 0x8:
-->
__TEXT 000000010fb13000-000000010fb14000 [ 4K] r-x/rwx SM=COW /Library/Frameworks/Python.framework/Versions/3.7/Resources/Python.app/Contents/MacOS/Python

Thread 0 Crashed:: Dispatch queue: com.apple.main-thread
0 _k_means_elkan.cpython-37m-darwin.so 0x00000001201ae2bf pyx_pf_7sklearn_7cluster_14_k_means_elkan_12__defaults + 47
1 sparsefuncs_fast.cpython-37m-darwin.so 0x000000011f7ce410 __Pyx_CyFunction_get_kwdefaults + 48
2 org.python.python 0x000000010fb7322a _PyObject_GenericGetAttrWithDict + 154
3 org.python.python 0x000000010fb730fe _PyObject_LookupAttr + 126
4 org.python.python 0x000000010fbecb83 builtin_getattr + 115
5 org.python.python 0x000000010fb3a75e _PyMethodDef_RawFastCallKeywords + 430
6 org.python.python 0x000000010fb39cca _PyCFunction_FastCallKeywords + 42
7 org.python.python 0x000000010fbf8804 call_function + 724
8 org.python.python 0x000000010fbf5877 _PyEval_EvalFrameDefault + 25351
9 org.python.python 0x000000010fb3a100 function_code_fastcall + 128
10 org.python.python 0x000000010fbf8812 call_function + 738
11 org.python.python 0x000000010fbf5877 _PyEval_EvalFrameDefault + 25351
12 org.python.python 0x000000010fbf9336 _PyEval_EvalCodeWithName + 2422
13 org.python.python 0x000000010fb39c91 _PyFunction_FastCallKeywords + 257
14 org.python.python 0x000000010fbf8812 call_function + 738
15 org.python.python 0x000000010fbf591d _PyEval_EvalFrameDefault + 25517
16 org.python.python 0x000000010fb3a100 function_code_fastcall + 128
17 org.python.python 0x000000010fbf8812 call_function + 738
18 org.python.python 0x000000010fbf5877 _PyEval_EvalFrameDefault + 25351
19 org.python.python 0x000000010fbf9336 _PyEval_EvalCodeWithName + 2422
20 org.python.python 0x000000010fb39c91 _PyFunction_FastCallKeywords + 257
21 org.python.python 0x000000010fbf8812 call_function + 738
22 org.python.python 0x000000010fbf57bc _PyEval_EvalFrameDefault + 25164
23 org.python.python 0x000000010fbf9336 _PyEval_EvalCodeWithName + 2422
24 org.python.python 0x000000010fb3986b _PyFunction_FastCallDict + 523
25 org.python.python 0x000000010fb3ab3f _PyObject_Call_Prepend + 143
26 org.python.python 0x000000010fb89001 slot_tp_init + 145
27 org.python.python 0x000000010fb84959 type_call + 297
28 org.python.python 0x000000010fb39ae1 _PyObject_FastCallKeywords + 433
29 org.python.python 0x000000010fbf86d4 call_function + 420
30 org.python.python 0x000000010fbf591d _PyEval_EvalFrameDefault + 25517
31 org.python.python 0x000000010fbf9336 _PyEval_EvalCodeWithName + 2422
32 org.python.python 0x000000010fb3986b _PyFunction_FastCallDict + 523
33 org.python.python 0x000000010fb3ab3f _PyObject_Call_Prepend + 143
34 org.python.python 0x000000010fb89001 slot_tp_init + 145
35 org.python.python 0x000000010fb84959 type_call + 297
36 org.python.python 0x000000010fb39ae1 _PyObject_FastCallKeywords + 433
37 org.python.python 0x000000010fbf86d4 call_function + 420
38 org.python.python 0x000000010fbf591d _PyEval_EvalFrameDefault + 25517
39 org.python.python 0x000000010fb3a100 function_code_fastcall + 128
40 org.python.python 0x000000010fbf8812 call_function + 738
41 org.python.python 0x000000010fbf57bc _PyEval_EvalFrameDefault + 25164
42 org.python.python 0x000000010fb3a100 function_code_fastcall + 128
43 org.python.python 0x000000010fbf8812 call_function + 738
44 org.python.python 0x000000010fbf57bc _PyEval_EvalFrameDefault + 25164
45 org.python.python 0x000000010fbf9336 _PyEval_EvalCodeWithName + 2422
46 org.python.python 0x000000010fbef494 PyEval_EvalCode + 100
47 org.python.python 0x000000010fc2cb51 PyRun_FileExFlags + 209
48 org.python.python 0x000000010fc2c3ca PyRun_SimpleFileExFlags + 890
49 org.python.python 0x000000010fc4bbeb pymain_main + 6827
50 org.python.python 0x000000010fc4c13a _Py_UnixMain + 58
51 libdyld.dylib 0x00007fff7f670015 start + 1

Thread 1:
0 libsystem_kernel.dylib 0x00007fff7f7c0a1e __psynch_cvwait + 10
1 libsystem_pthread.dylib 0x00007fff7f989589 _pthread_cond_wait + 732
2 libopenblasp-r0.3.0.dev.dylib 0x0000000117e9e72b blas_thread_server + 187
3 libsystem_pthread.dylib 0x00007fff7f988661 _pthread_body + 340
4 libsystem_pthread.dylib 0x00007fff7f98850d _pthread_start + 377
5 libsystem_pthread.dylib 0x00007fff7f987bf9 thread_start + 13

Thread 0 crashed with X86 Thread State (64-bit):
rax: 0x0000000000000000 rbx: 0x000000012010d798 rcx: 0x000000011f7d7da0 rdx: 0x000000011f7d7e18
rdi: 0x000000012010d798 rsi: 0x0000000000000000 rbp: 0x00007ffee00e9fe0 rsp: 0x00007ffee00e9fb0
r8: 0x0000000000000000 r9: 0x00007ffee00ea050 r10: 0x0000000000000002 r11: 0x00000003f5bf55c7
r12: 0x000000010fe73fb0 r13: 0x000000012010d798 r14: 0x0000000000000000 r15: 0x000000012010d798
rip: 0x00000001201ae2bf rfl: 0x0000000000010246 cr2: 0x0000000000000008

Logical CPU: 3
Error Code: 0x00000004
Trap Number: 14

Binary Images:
0x10fb13000 - 0x10fb13fff +org.python.python (3.7.2 - 3.7.2) <122E5A60-3D65-3759-AD3F-54658AA10863> /Library/Frameworks/Python.framework/Versions/3.7/Resources/Python.app/Contents/MacOS/Python
0x10fb18000 - 0x10fcf1ff7 +org.python.python (3.7.2, [c] 2001-2018 Python Software Foundation. - 3.7.2) <779A7040-54B9-3956-85A6-C3CFE0C5A52A> /Library/Frameworks/Python.framework/Versions/3.7/Python
0x11025c000 - 0x11025dfff +_heapq.cpython-37m-darwin.so (0) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/lib-dynload/_heapq.cpython-37m-darwin.so
0x110261000 - 0x110261ff7 +_opcode.cpython-37m-darwin.so (0) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/lib-dynload/_opcode.cpython-37m-darwin.so
0x110265000 - 0x110266ff3 +_check_build.cpython-37m-darwin.so (0) <0DF8F863-3E9F-32CB-A765-D898EE814637> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/__check_build/_check_build.cpython-37m-darwin.so
0x1102b3000 - 0x1104fcfff +_multiarray_umath.cpython-37m-darwin.so (0) <5BFF279B-DA0E-3B66-B2C9-C08E0436CF1F> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/numpy/core/_multiarray_umath.cpython-37m-darwin.so
0x11060b000 - 0x11407a50f +libopenblasp-r0.3.5.dev.dylib (0) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/numpy/.dylibs/libopenblasp-r0.3.5.dev.dylib
0x1142b9000 - 0x1143d0ff7 +libgfortran.3.dylib (0) <9ABE5EDE-AD43-391A-9E54-866711FAC32A> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/numpy/.dylibs/libgfortran.3.dylib
0x114434000 - 0x11446afff +libquadmath.0.dylib (0) <7FFA409F-FB04-3B64-BE9A-3E3A494C975E> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/numpy/.dylibs/libquadmath.0.dylib
0x114479000 - 0x11448eff7 +libgcc_s.1.dylib (0) <7C6D7CB7-82DB-3290-8181-07646FEA1F80> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/numpy/.dylibs/libgcc_s.1.dylib
0x116499000 - 0x11649dfff +math.cpython-37m-darwin.so (0) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/lib-dynload/math.cpython-37m-darwin.so
0x1164a4000 - 0x1164b2ff7 +_datetime.cpython-37m-darwin.so (0) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/lib-dynload/_datetime.cpython-37m-darwin.so
0x11653e000 - 0x11654efff +_ctypes.cpython-37m-darwin.so (0) <2AA88C48-9BCD-3219-8A61-260ECCA63145> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/lib-dynload/_ctypes.cpython-37m-darwin.so
0x11655f000 - 0x116563fff +_struct.cpython-37m-darwin.so (0) <7A69E147-7BEE-3F5D-840C-B603F7197A6E> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/lib-dynload/_struct.cpython-37m-darwin.so
0x1165ad000 - 0x1165c0ff7 +_pickle.cpython-37m-darwin.so (0) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/lib-dynload/_pickle.cpython-37m-darwin.so
0x11667a000 - 0x116687ff7 +_multiarray_tests.cpython-37m-darwin.so (0) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/numpy/core/_multiarray_tests.cpython-37m-darwin.so
0x1166d6000 - 0x1166d7ff7 +lapack_lite.cpython-37m-darwin.so (0) <02B5EDB3-0501-3B8C-AA95-BE1A95DCB335> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/numpy/linalg/lapack_lite.cpython-37m-darwin.so
0x1166db000 - 0x1166f4fff +_umath_linalg.cpython-37m-darwin.so (0) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/numpy/linalg/_umath_linalg.cpython-37m-darwin.so
0x116782000 - 0x116785ff7 +zlib.cpython-37m-darwin.so (0) <603DB8A7-FB64-311E-9125-E25CA6EBE320> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/lib-dynload/zlib.cpython-37m-darwin.so
0x11678b000 - 0x11678cff7 +_bz2.cpython-37m-darwin.so (0) <55AC9D39-515D-3CB3-B8BF-7E8601488D36> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/lib-dynload/_bz2.cpython-37m-darwin.so
0x116790000 - 0x1167c0ff7 +_lzma.cpython-37m-darwin.so (0) <777A54C0-0D5B-319F-A92D-5D7B91F9816F> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/lib-dynload/_lzma.cpython-37m-darwin.so
0x1167ca000 - 0x1167cafff +grp.cpython-37m-darwin.so (0) <7AA3D858-0EAD-3DD7-9180-8FA352940E35> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/lib-dynload/grp.cpython-37m-darwin.so
0x11680d000 - 0x116851ff7 +_decimal.cpython-37m-darwin.so (0) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/lib-dynload/_decimal.cpython-37m-darwin.so
0x116870000 - 0x116879fff +fftpack_lite.cpython-37m-darwin.so (0) <055401C0-788C-39AE-8DF6-6323AE59FA3C> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/numpy/fft/fftpack_lite.cpython-37m-darwin.so
0x1168bd000 - 0x11696dfff +mtrand.cpython-37m-darwin.so (0) <4123AC81-9ADC-329E-80F4-CC070F39ABEA> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/numpy/random/mtrand.cpython-37m-darwin.so
0x116bd0000 - 0x116bd2ff7 +_hashlib.cpython-37m-darwin.so (0) <47DA83A7-191A-345E-92E9-0E1F271E6831> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/lib-dynload/_hashlib.cpython-37m-darwin.so
0x116bd7000 - 0x116c18ff7 +libssl.1.1.dylib (0) <5FDFACD7-2D76-323C-9B56-69A023D6177F> /Library/Frameworks/Python.framework/Versions/3.7/lib/libssl.1.1.dylib
0x116c38000 - 0x116e1724f +libcrypto.1.1.dylib (0) /Library/Frameworks/Python.framework/Versions/3.7/lib/libcrypto.1.1.dylib
0x116e98000 - 0x116e9dff7 +_blake2.cpython-37m-darwin.so (0) <70CAB140-4C26-31B8-88A9-B699DA1F1A55> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/lib-dynload/_blake2.cpython-37m-darwin.so
0x116ea2000 - 0x116eb2ff7 +_sha3.cpython-37m-darwin.so (0) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/lib-dynload/_sha3.cpython-37m-darwin.so
0x116eb8000 - 0x116eb8ff7 +_bisect.cpython-37m-darwin.so (0) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/lib-dynload/_bisect.cpython-37m-darwin.so
0x116ebb000 - 0x116ebcff7 +_random.cpython-37m-darwin.so (0) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/lib-dynload/_random.cpython-37m-darwin.so
0x116ec0000 - 0x116ec3fff +select.cpython-37m-darwin.so (0) <6809D733-A565-3FEF-B944-D861F85DCBF5> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/lib-dynload/select.cpython-37m-darwin.so
0x116ec9000 - 0x116ecaff7 +_posixsubprocess.cpython-37m-darwin.so (0) <163F7453-3D6B-3294-93EC-AB3888AC2EB8> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/lib-dynload/_posixsubprocess.cpython-37m-darwin.so
0x116ece000 - 0x116ecfff7 +_multiprocessing.cpython-37m-darwin.so (0) <74B079D6-F3A0-36B1-8E01-12103876A3EA> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/lib-dynload/_multiprocessing.cpython-37m-darwin.so
0x116ed4000 - 0x116f1e9df dyld (551.3) /usr/lib/dyld
0x116fb2000 - 0x116fbefff +_ccallback_c.cpython-37m-darwin.so (???) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/_lib/_ccallback_c.cpython-37m-darwin.so
0x116fca000 - 0x1173d0fff +_sparsetools.cpython-37m-darwin.so (???) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/sparse/_sparsetools.cpython-37m-darwin.so
0x1174eb000 - 0x1174f4ff7 +_socket.cpython-37m-darwin.so (0) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/lib-dynload/_socket.cpython-37m-darwin.so
0x117541000 - 0x117546ff7 +array.cpython-37m-darwin.so (0) <9BC5D01A-335F-3586-977B-D9297F000E6F> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/lib-dynload/array.cpython-37m-darwin.so
0x117550000 - 0x1175b6ff7 +_csparsetools.cpython-37m-darwin.so (???) <4BD803AA-7FF1-3811-A0B8-031522AE1417> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/sparse/_csparsetools.cpython-37m-darwin.so
0x117621000 - 0x117653ff7 +_shortest_path.cpython-37m-darwin.so (???) <23F11155-4292-3ED3-95EB-57453466AC68> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/sparse/csgraph/_shortest_path.cpython-37m-darwin.so
0x117670000 - 0x11768bfff +_tools.cpython-37m-darwin.so (???) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/sparse/csgraph/_tools.cpython-37m-darwin.so
0x1176a0000 - 0x1176bafff +_traversal.cpython-37m-darwin.so (???) <9FA82250-B1FA-3350-A266-4B1986535820> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/sparse/csgraph/_traversal.cpython-37m-darwin.so
0x1176ca000 - 0x1176e8ff7 +_min_spanning_tree.cpython-37m-darwin.so (???) <552F745B-45EC-322C-A7BA-FB80FFC2EECE> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/sparse/csgraph/_min_spanning_tree.cpython-37m-darwin.so
0x1176fd000 - 0x117734ff7 +_reordering.cpython-37m-darwin.so (???) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/sparse/csgraph/_reordering.cpython-37m-darwin.so
0x117795000 - 0x1177a1ff7 +murmurhash.cpython-37m-darwin.so (0) <3688D5A3-BA63-304E-8BA5-E9D696983D99> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/utils/murmurhash.cpython-37m-darwin.so
0x11782b000 - 0x117830fff +_json.cpython-37m-darwin.so (0) <6DC88496-BF5A-3DB6-A12B-E7B6E52D66D1> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/lib-dynload/_json.cpython-37m-darwin.so
0x1178b5000 - 0x1178b7ff7 +mmap.cpython-37m-darwin.so (0) <47910122-1597-339D-ABDC-06F404C1D151> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/lib-dynload/mmap.cpython-37m-darwin.so
0x1178bb000 - 0x1178bbfff +_uuid.cpython-37m-darwin.so (0) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/lib-dynload/_uuid.cpython-37m-darwin.so
0x117900000 - 0x117901ff7 +_queue.cpython-37m-darwin.so (0) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/lib-dynload/_queue.cpython-37m-darwin.so
0x117985000 - 0x117afbfc7 +_ufuncs.cpython-37m-darwin.so (???) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/special/_ufuncs.cpython-37m-darwin.so
0x117b71000 - 0x11bcf45a7 +libopenblasp-r0.3.0.dev.dylib (0) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/.dylibs/libopenblasp-r0.3.0.dev.dylib
0x11c067000 - 0x11c17eff7 +libgfortran.3.dylib (0) <9ABE5EDE-AD43-391A-9E54-866711FAC32A> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/.dylibs/libgfortran.3.dylib
0x11c1e2000 - 0x11c1f7ff7 +libgcc_s.1.dylib (0) <7C6D7CB7-82DB-3290-8181-07646FEA1F80> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/.dylibs/libgcc_s.1.dylib
0x11c202000 - 0x11c238fff +libquadmath.0.dylib (0) <7FFA409F-FB04-3B64-BE9A-3E3A494C975E> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/.dylibs/libquadmath.0.dylib
0x11e247000 - 0x11e25dfff +_ufuncs_cxx.cpython-37m-darwin.so (???) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/special/_ufuncs_cxx.cpython-37m-darwin.so
0x11e26b000 - 0x11e328fe7 +specfun.cpython-37m-darwin.so (???) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/special/specfun.cpython-37m-darwin.so
0x11e37b000 - 0x11e3d6ff7 +_fblas.cpython-37m-darwin.so (???) <28641D1D-DFEE-3241-A595-7AC716816725> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/linalg/_fblas.cpython-37m-darwin.so
0x11e40e000 - 0x11e4e3ff7 +_flapack.cpython-37m-darwin.so (???) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/linalg/_flapack.cpython-37m-darwin.so
0x11e5b1000 - 0x11e5bdff7 +_flinalg.cpython-37m-darwin.so (???) <8E678912-034D-3873-872D-928E2B959150> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/linalg/_flinalg.cpython-37m-darwin.so
0x11e5c5000 - 0x11e5eaff7 +_solve_toeplitz.cpython-37m-darwin.so (???) <8CC33420-4FBE-3868-9865-8F1A45B91E9E> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/linalg/_solve_toeplitz.cpython-37m-darwin.so
0x11e603000 - 0x11e638ff7 +_decomp_update.cpython-37m-darwin.so (???) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/linalg/_decomp_update.cpython-37m-darwin.so
0x11e64e000 - 0x11e675ff7 +cython_blas.cpython-37m-darwin.so (???) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/linalg/cython_blas.cpython-37m-darwin.so
0x11e692000 - 0x11e70dfff +cython_lapack.cpython-37m-darwin.so (???) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/linalg/cython_lapack.cpython-37m-darwin.so
0x11e7ab000 - 0x11e7aefff +_comb.cpython-37m-darwin.so (???) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/special/_comb.cpython-37m-darwin.so
0x11e7b3000 - 0x11e7c0ff7 +_ellip_harm_2.cpython-37m-darwin.so (???) <6A8249D9-69F2-3B40-A3F8-88C37155F45D> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/special/_ellip_harm_2.cpython-37m-darwin.so
0x11e7cb000 - 0x11e7f8ff7 +_iterative.cpython-37m-darwin.so (???) <9A8686D2-5965-317D-9044-A89771ED3B35> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/sparse/linalg/isolve/_iterative.cpython-37m-darwin.so
0x11e850000 - 0x11e8a1ff7 +_superlu.cpython-37m-darwin.so (???) <78A5A2FC-7A1A-3D8D-8333-CF08906169EF> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/sparse/linalg/dsolve/_superlu.cpython-37m-darwin.so
0x11e8b8000 - 0x11e93dfff +_arpack.cpython-37m-darwin.so (???) <0F62912F-4A43-3EC4-90EB-88062F278529> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/sparse/linalg/eigen/arpack/_arpack.cpython-37m-darwin.so
0x11ea1d000 - 0x11ea51fff +_fitpack.cpython-37m-darwin.so (???) <3BF4D202-778E-3C62-B6E3-2158FF70DD2D> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/interpolate/_fitpack.cpython-37m-darwin.so
0x11ea58000 - 0x11eab5fff +dfitpack.cpython-37m-darwin.so (???) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/interpolate/dfitpack.cpython-37m-darwin.so
0x11eac6000 - 0x11eaf2ff7 +_bspl.cpython-37m-darwin.so (???) <8A232B11-0B8E-3216-AFDA-DB015732034D> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/interpolate/_bspl.cpython-37m-darwin.so
0x11eb4d000 - 0x11eb8afff +_ppoly.cpython-37m-darwin.so (???) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/interpolate/_ppoly.cpython-37m-darwin.so
0x11eba7000 - 0x11ebe5ff7 +interpnd.cpython-37m-darwin.so (???) <6C0671B4-BCF2-3FE4-90E5-F8AF374BB500> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/interpolate/interpnd.cpython-37m-darwin.so
0x11ec07000 - 0x11ec73ff7 +ckdtree.cpython-37m-darwin.so (???) <74A3EAF8-2AA1-3316-AF78-05B014571731> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/spatial/ckdtree.cpython-37m-darwin.so
0x11eca6000 - 0x11ed6dff7 +qhull.cpython-37m-darwin.so (???) <4313F167-CB06-3C03-A66E-079421AF39F4> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/spatial/qhull.cpython-37m-darwin.so
0x11edb1000 - 0x11edb6ff7 +messagestream.cpython-37m-darwin.so (???) <292CBE1A-5CB6-3E84-93D7-A8F3189239EA> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/_lib/messagestream.cpython-37m-darwin.so
0x11edbd000 - 0x11edd8fff +_voronoi.cpython-37m-darwin.so (???) <2E110C95-499D-3FB8-AA4F-AE05F52F57E6> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/spatial/_voronoi.cpython-37m-darwin.so
0x11ef6c000 - 0x11ef7bff7 +_distance_wrap.cpython-37m-darwin.so (???) <62F7389C-2763-3B83-84CC-7325D92AEC08> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/spatial/_distance_wrap.cpython-37m-darwin.so
0x11ef85000 - 0x11efa1ff7 +_hausdorff.cpython-37m-darwin.so (???) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/spatial/_hausdorff.cpython-37m-darwin.so
0x11eff4000 - 0x11effbfff +minpack2.cpython-37m-darwin.so (???) <05FC7531-F70B-325C-80CA-A313F2D815FE> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/optimize/minpack2.cpython-37m-darwin.so
0x11f000000 - 0x11f035ff7 +_trlib.cpython-37m-darwin.so (???) <6DB2FC38-5E6B-342B-8A82-69AAFBDE6A20> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/optimize/_trlib/_trlib.cpython-37m-darwin.so
0x11f091000 - 0x11f0aefff +_group_columns.cpython-37m-darwin.so (???) <0F2225F2-1D99-366B-896B-C5F29F2C5B2C> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/optimize/_group_columns.cpython-37m-darwin.so
0x11f0c1000 - 0x11f0ddff7 +_lbfgsb.cpython-37m-darwin.so (???) <20208C83-409E-3F96-B39C-D64BD3DB705D> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/optimize/_lbfgsb.cpython-37m-darwin.so
0x11f0e3000 - 0x11f0ecfff +moduleTNC.cpython-37m-darwin.so (???) <60252ACA-1A73-3931-9797-9691B9FFD2F3> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/optimize/moduleTNC.cpython-37m-darwin.so
0x11f12f000 - 0x11f14bfff +_cobyla.cpython-37m-darwin.so (???) <0CFE33B2-43AA-3ADD-A001-7B02422486DA> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/optimize/_cobyla.cpython-37m-darwin.so
0x11f150000 - 0x11f16dff7 +_slsqp.cpython-37m-darwin.so (???) <3357F94A-8F1A-3E8C-86F9-659A7C7AB456> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/optimize/_slsqp.cpython-37m-darwin.so
0x11f172000 - 0x11f18ffff +_minpack.cpython-37m-darwin.so (???) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/optimize/_minpack.cpython-37m-darwin.so
0x11f194000 - 0x11f1aefff +givens_elimination.cpython-37m-darwin.so (???) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/optimize/_lsq/givens_elimination.cpython-37m-darwin.so
0x11f1ff000 - 0x11f200fff +_zeros.cpython-37m-darwin.so (???) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/optimize/_zeros.cpython-37m-darwin.so
0x11f203000 - 0x11f20bff7 +_nnls.cpython-37m-darwin.so (???) <734358DC-31CE-3DB3-AD23-59B41D1E9698> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/optimize/_nnls.cpython-37m-darwin.so
0x11f250000 - 0x11f265fff +_odepack.cpython-37m-darwin.so (???) <61413F00-274E-3589-A9E6-6588F08BF3D8> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/integrate/_odepack.cpython-37m-darwin.so
0x11f26a000 - 0x11f282fdf +_quadpack.cpython-37m-darwin.so (???) <70F98445-945D-3106-859C-2C9B57BD3069> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/integrate/_quadpack.cpython-37m-darwin.so
0x11f2c8000 - 0x11f2feff7 +vode.cpython-37m-darwin.so (???) <2A1ECB14-FF2C-3BAD-9D79-CB6815A72E08> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/integrate/vode.cpython-37m-darwin.so
0x11f306000 - 0x11f31efff +_dop.cpython-37m-darwin.so (???) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/integrate/_dop.cpython-37m-darwin.so
0x11f325000 - 0x11f33cfef +lsoda.cpython-37m-darwin.so (???) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/integrate/lsoda.cpython-37m-darwin.so
0x11f43f000 - 0x11f485ff7 +_stats.cpython-37m-darwin.so (???) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/stats/_stats.cpython-37m-darwin.so
0x11f5ea000 - 0x11f5f6fff +statlib.cpython-37m-darwin.so (???) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/stats/statlib.cpython-37m-darwin.so
0x11f5fb000 - 0x11f60dfdf +mvn.cpython-37m-darwin.so (???) <23B2D40E-FAD9-3525-B2EE-CAC2FB8F562F> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/stats/mvn.cpython-37m-darwin.so
0x11f74b000 - 0x11f750ff3 +_logistic_sigmoid.cpython-37m-darwin.so (0) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/utils/_logistic_sigmoid.cpython-37m-darwin.so
0x11f756000 - 0x11f7d2ff3 +sparsefuncs_fast.cpython-37m-darwin.so (0) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/utils/sparsefuncs_fast.cpython-37m-darwin.so
0x11f832000 - 0x11f837ff7 +mio_utils.cpython-37m-darwin.so (???) <40F7B8E8-9A77-39DE-BB14-B38DDD148685> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/io/matlab/mio_utils.cpython-37m-darwin.so
0x11f83e000 - 0x11f85fff7 +mio5_utils.cpython-37m-darwin.so (???) <3DBA9A6F-689E-3A3C-80D8-6938ECB235AC> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/io/matlab/mio5_utils.cpython-37m-darwin.so
0x11f877000 - 0x11f889fff +streams.cpython-37m-darwin.so (???) <13C53072-7E25-376D-B047-7AA95365C460> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/scipy/io/matlab/streams.cpython-37m-darwin.so
0x11f91a000 - 0x11f91dff7 +binascii.cpython-37m-darwin.so (0) <991B4F09-5B4B-33BB-82D4-B9081CD9CC70> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/lib-dynload/binascii.cpython-37m-darwin.so
0x11f9e1000 - 0x11f9eefff +_ssl.cpython-37m-darwin.so (0) <852E8F83-D7F3-3661-BF42-B318A875E83D> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/lib-dynload/_ssl.cpython-37m-darwin.so
0x11fa3f000 - 0x11fa3fff7 +_scproxy.cpython-37m-darwin.so (0) <9520405E-4460-3BC6-8036-97D82D89E6F5> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/lib-dynload/_scproxy.cpython-37m-darwin.so
0x11fa90000 - 0x11faa4ff7 +expected_mutual_info_fast.cpython-37m-darwin.so (0) <8836865C-B8A2-30FD-BA2E-F799973FCB4E> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/metrics/cluster/expected_mutual_info_fast.cpython-37m-darwin.so
0x11faae000 - 0x11fab0fff +lgamma.cpython-37m-darwin.so (0) <9B071EA8-D821-3A8A-9FE1-0C7045AD2050> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/utils/lgamma.cpython-37m-darwin.so
0x11fab4000 - 0x11fad7ff7 +pairwise_fast.cpython-37m-darwin.so (0) <8AC9CA40-2BCD-33FC-B383-CC2AAB12458B> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/metrics/pairwise_fast.cpython-37m-darwin.so
0x11faed000 - 0x11fb45ff3 +ball_tree.cpython-37m-darwin.so (0) <21BFC271-52B3-3230-A0FC-12DC538E4CF9> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/neighbors/ball_tree.cpython-37m-darwin.so
0x11fb69000 - 0x11fb99ff3 +dist_metrics.cpython-37m-darwin.so (0) <43F77705-E183-3BBE-A59C-6FFB7130539D> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/neighbors/dist_metrics.cpython-37m-darwin.so
0x11fbbc000 - 0x11fbbefff +typedefs.cpython-37m-darwin.so (0) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/neighbors/typedefs.cpython-37m-darwin.so
0x11fbc3000 - 0x11fc19ff3 +kd_tree.cpython-37m-darwin.so (0) <2169AD30-2372-383E-8A40-FC5C13A5F8F1> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/neighbors/kd_tree.cpython-37m-darwin.so
0x11fc7c000 - 0x11fc88ffb +_random.cpython-37m-darwin.so (0) <8F4A6E11-1060-30FC-AB08-42D67B371025> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/utils/_random.cpython-37m-darwin.so
0x11fc92000 - 0x11fca0ffb +graph_shortest_path.cpython-37m-darwin.so (0) <65D460EF-419C-349D-A518-82ACAE7B8FE6> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/utils/graph_shortest_path.cpython-37m-darwin.so
0x11fca9000 - 0x11fcc1fff +cdnmf_fast.cpython-37m-darwin.so (0) <44537696-23D3-392E-A01C-77D69161066A> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/decomposition/cdnmf_fast.cpython-37m-darwin.so
0x11fd11000 - 0x11fd1efff +seq_dataset.cpython-37m-darwin.so (0) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/utils/seq_dataset.cpython-37m-darwin.so
0x11fd29000 - 0x11fd2eff7 +arrayfuncs.cpython-37m-darwin.so (0) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/utils/arrayfuncs.cpython-37m-darwin.so
0x11fd75000 - 0x11fdbdffb +cd_fast.cpython-37m-darwin.so (0) <0844B05D-DA1E-357F-B560-172323B06DCE> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/linear_model/cd_fast.cpython-37m-darwin.so
0x11fdda000 - 0x11fe0aff7 +sgd_fast.cpython-37m-darwin.so (0) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/linear_model/sgd_fast.cpython-37m-darwin.so
0x11fe29000 - 0x11fe30ffb +weight_vector.cpython-37m-darwin.so (0) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/utils/weight_vector.cpython-37m-darwin.so
0x11fe77000 - 0x11fe87ffb +sag_fast.cpython-37m-darwin.so (0) <094AA13A-AE76-3DAE-B970-ECE05F4F3E69> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/linear_model/sag_fast.cpython-37m-darwin.so
0x11fe94000 - 0x11fed0ff7 +libsvm.cpython-37m-darwin.so (0) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/svm/libsvm.cpython-37m-darwin.so
0x11ff26000 - 0x11ff3bff7 +liblinear.cpython-37m-darwin.so (0) <260057FE-0FE1-3AC2-B25C-5772D5FF0C49> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/svm/liblinear.cpython-37m-darwin.so
0x11ff48000 - 0x11ff7eff7 +libsvm_sparse.cpython-37m-darwin.so (0) <7A7B13AB-D360-3975-8BE0-6221A1EE91F9> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/svm/libsvm_sparse.cpython-37m-darwin.so
0x11ffd2000 - 0x11ffd9ffb +_online_lda.cpython-37m-darwin.so (0) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/decomposition/_online_lda.cpython-37m-darwin.so
0x11ffe1000 - 0x11fffcff7 +_isotonic.cpython-37m-darwin.so (0) <949BEE8E-6A90-37C3-80E2-84882FBDF83B> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/_isotonic.cpython-37m-darwin.so
0x12000f000 - 0x120016ff3 +_utils.cpython-37m-darwin.so (0) <7ECE9773-38DC-3970-8373-591A0B5706E4> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/manifold/_utils.cpython-37m-darwin.so
0x12001c000 - 0x120039ffb +_barnes_hut_tsne.cpython-37m-darwin.so (0) <33E00D43-922B-3CE9-9C5F-0BD8135BA9A0> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/manifold/_barnes_hut_tsne.cpython-37m-darwin.so
0x12004b000 - 0x12005ffff +quad_tree.cpython-37m-darwin.so (0) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/neighbors/quad_tree.cpython-37m-darwin.so
0x12006e000 - 0x12007dff3 +_criterion.cpython-37m-darwin.so (0) <5A5F8852-C9C7-3750-A3F9-DE4E5E43948B> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/tree/_criterion.cpython-37m-darwin.so
0x12008a000 - 0x12009bfff +_splitter.cpython-37m-darwin.so (0) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/tree/_splitter.cpython-37m-darwin.so
0x1200aa000 - 0x1200d1ff7 +_tree.cpython-37m-darwin.so (0) /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/tree/_tree.cpython-37m-darwin.so
0x1200e5000 - 0x1200f0ff3 +_utils.cpython-37m-darwin.so (0) <489CE06C-6908-30D1-B81E-EB9D65494D26> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/tree/_utils.cpython-37m-darwin.so
0x12013c000 - 0x12018bfff +_k_means.cpython-37m-darwin.so (0) <1C50AD6C-AD47-3BFF-81B3-82A830AD9510> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/cluster/_k_means.cpython-37m-darwin.so
0x1201aa000 - 0x1201e1ff3 +_k_means_elkan.cpython-37m-darwin.so (0) <65DB011C-687E-36B6-B146-AA8510237757> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/cluster/_k_means_elkan.cpython-37m-darwin.so
0x1201fd000 - 0x120227fff +_hierarchical.cpython-37m-darwin.so (0) <8954A1C6-0848-38BC-9034-1DB4E00A5E24> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/cluster/_hierarchical.cpython-37m-darwin.so
0x120246000 - 0x120268fff +fast_dict.cpython-37m-darwin.so (0) <4EF8D84D-7506-3CDD-94F1-2979DF691433> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/utils/fast_dict.cpython-37m-darwin.so
0x120281000 - 0x120287fff +_dbscan_inner.cpython-37m-darwin.so (0) <19645CD8-248C-3081-8413-E8DA417C99FD> /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/cluster/_dbscan_inner.cpython-37m-darwin.so
0x7fff53863000 - 0x7fff53863fff com.apple.Accelerate (1.11 - Accelerate 1.11) <8632A9C5-19EA-3FD7-A44D-80765CC9C540> /System/Library/Frameworks/Accelerate.framework/Versions/A/Accelerate
0x7fff5387b000 - 0x7fff53d79fc3 com.apple.vImage (8.1 - ???) /System/Library/Frameworks/Accelerate.framework/Versions/A/Frameworks/vImage.framework/Versions/A/vImage
0x7fff53d7a000 - 0x7fff53ed4fe3 libBLAS.dylib (1211.50.2) <62C659EB-3E32-3B5F-83BF-79F5DF30D5CE> /System/Library/Frameworks/Accelerate.framework/Versions/A/Frameworks/vecLib.framework/Versions/A/libBLAS.dylib
0x7fff53ed5000 - 0x7fff53f03fef libBNNS.dylib (38.1) <7BAEFDCA-3227-3E07-80D8-59B6370B89C6> /System/Library/Frameworks/Accelerate.framework/Versions/A/Frameworks/vecLib.framework/Versions/A/libBNNS.dylib
0x7fff53f04000 - 0x7fff542c3ff7 libLAPACK.dylib (1211.50.2) <40ADBA5F-8B2D-30AC-A7AD-7B17C37EE52D> /System/Library/Frameworks/Accelerate.framework/Versions/A/Frameworks/vecLib.framework/Versions/A/libLAPACK.dylib
0x7fff542c4000 - 0x7fff542d9ff7 libLinearAlgebra.dylib (1211.50.2) /System/Library/Frameworks/Accelerate.framework/Versions/A/Frameworks/vecLib.framework/Versions/A/libLinearAlgebra.dylib
0x7fff542da000 - 0x7fff542dfff3 libQuadrature.dylib (3) <3D6BF66A-55B2-3692-BAC7-DEB0C676ED29> /System/Library/Frameworks/Accelerate.framework/Versions/A/Frameworks/vecLib.framework/Versions/A/libQuadrature.dylib
0x7fff542e0000 - 0x7fff54360fff libSparse.dylib (79.50.2) <0DC25CDD-F8C1-3D6E-B472-8B060708424F> /System/Library/Frameworks/Accelerate.framework/Versions/A/Frameworks/vecLib.framework/Versions/A/libSparse.dylib
0x7fff54361000 - 0x7fff54374fff libSparseBLAS.dylib (1211.50.2) <722573CC-31CC-34B2-9032-E4F652A9CCFE> /System/Library/Frameworks/Accelerate.framework/Versions/A/Frameworks/vecLib.framework/Versions/A/libSparseBLAS.dylib
0x7fff54375000 - 0x7fff54522fc3 libvDSP.dylib (622.50.5) <40690941-CF89-3F90-A0AC-A4D200744A5D> /System/Library/Frameworks/Accelerate.framework/Versions/A/Frameworks/vecLib.framework/Versions/A/libvDSP.dylib
0x7fff54523000 - 0x7fff545d4fff libvMisc.dylib (622.50.5) /System/Library/Frameworks/Accelerate.framework/Versions/A/Frameworks/vecLib.framework/Versions/A/libvMisc.dylib
0x7fff545d5000 - 0x7fff545d5fff com.apple.Accelerate.vecLib (3.11 - vecLib 3.11) <54FF3B43-E66C-3F36-B34B-A2B3B0A36502> /System/Library/Frameworks/Accelerate.framework/Versions/A/Frameworks/vecLib.framework/Versions/A/vecLib
0x7fff55778000 - 0x7fff55778fff com.apple.ApplicationServices (48 - 50) <8DA47D38-B07B-3AE2-B343-4579864430C6> /System/Library/Frameworks/ApplicationServices.framework/Versions/A/ApplicationServices
0x7fff55779000 - 0x7fff557dffff com.apple.ApplicationServices.ATS (377 - 445.3) <000C4E9F-E0D9-371D-B304-83BA37460724> /System/Library/Frameworks/ApplicationServices.framework/Versions/A/Frameworks/ATS.framework/Versions/A/ATS
0x7fff55878000 - 0x7fff5599afff libFontParser.dylib (222.1.4) /System/Library/Frameworks/ApplicationServices.framework/Versions/A/Frameworks/ATS.framework/Versions/A/Resources/libFontParser.dylib
0x7fff5599b000 - 0x7fff559e5ff7 libFontRegistry.dylib (221.3) /System/Library/Frameworks/ApplicationServices.framework/Versions/A/Frameworks/ATS.framework/Versions/A/Resources/libFontRegistry.dylib
0x7fff55b27000 - 0x7fff55b2bff3 com.apple.ColorSyncLegacy (4.13.0 - 1) /System/Library/Frameworks/ApplicationServices.framework/Versions/A/Frameworks/ColorSyncLegacy.framework/Versions/A/ColorSyncLegacy
0x7fff55bcb000 - 0x7fff55c1dffb com.apple.HIServices (1.22 - 624) <828E189A-62F9-3961-8A89-22F508870CC5> /System/Library/Frameworks/ApplicationServices.framework/Versions/A/Frameworks/HIServices.framework/Versions/A/HIServices
0x7fff55c1e000 - 0x7fff55c2cfff com.apple.LangAnalysis (1.7.0 - 1.7.0) /System/Library/Frameworks/ApplicationServices.framework/Versions/A/Frameworks/LangAnalysis.framework/Versions/A/LangAnalysis
0x7fff55c2d000 - 0x7fff55c79fff com.apple.print.framework.PrintCore (13.4 - 503.2) /System/Library/Frameworks/ApplicationServices.framework/Versions/A/Frameworks/PrintCore.framework/Versions/A/PrintCore
0x7fff55c7a000 - 0x7fff55cb4fff com.apple.QD (3.12 - 404.2) <38B20AFF-9D54-3B52-A6DC-C0D71380AA5F> /System/Library/Frameworks/ApplicationServices.framework/Versions/A/Frameworks/QD.framework/Versions/A/QD
0x7fff55cb5000 - 0x7fff55cc1fff com.apple.speech.synthesis.framework (7.5.1 - 7.5.1) <84ADDF38-36F1-3D3B-B28D-8865FA10FCD7> /System/Library/Frameworks/ApplicationServices.framework/Versions/A/Frameworks/SpeechSynthesis.framework/Versions/A/SpeechSynthesis
0x7fff55cc2000 - 0x7fff55f4fff7 com.apple.audio.toolbox.AudioToolbox (1.14 - 1.14) <87D81714-F167-39F5-B5E7-A7A432EDAB5B> /System/Library/Frameworks/AudioToolbox.framework/Versions/A/AudioToolbox
0x7fff56273000 - 0x7fff5660dff7 com.apple.CFNetwork (897.15 - 897.15) <0C03AF39-3527-3E0D-8413-8E1B2A962F0D> /System/Library/Frameworks/CFNetwork.framework/Versions/A/CFNetwork
0x7fff56b42000 - 0x7fff56bfbfff com.apple.ColorSync (4.13.0 - 3325) /System/Library/Frameworks/ColorSync.framework/Versions/A/ColorSync
0x7fff56d88000 - 0x7fff56e1bff7 com.apple.audio.CoreAudio (4.3.0 - 4.3.0) <6E3F958D-79BB-3658-99AD-59F16BF756F1> /System/Library/Frameworks/CoreAudio.framework/Versions/A/CoreAudio
0x7fff56eac000 - 0x7fff57202fef com.apple.CoreData (120 - 851) /System/Library/Frameworks/CoreData.framework/Versions/A/CoreData
0x7fff57203000 - 0x7fff572e8ff7 com.apple.CoreDisplay (1.0 - 97.16) /System/Library/Frameworks/CoreDisplay.framework/Versions/A/CoreDisplay
0x7fff572e9000 - 0x7fff5778afef com.apple.CoreFoundation (6.9 - 1452.23) <945E5C0A-86C5-336E-A64F-5BF06E78985A> /System/Library/Frameworks/CoreFoundation.framework/Versions/A/CoreFoundation
0x7fff5778c000 - 0x7fff57d9cfef com.apple.CoreGraphics (2.0 - 1161.10) <31C36FA0-4026-3347-93FD-71CD7287A6F0> /System/Library/Frameworks/CoreGraphics.framework/Versions/A/CoreGraphics
0x7fff57d9e000 - 0x7fff5808dfff com.apple.CoreImage (13.0.0 - 579.4.11) <702F8035-26FE-3C78-8587-4C9563E03CC4> /System/Library/Frameworks/CoreImage.framework/Versions/A/CoreImage
0x7fff58455000 - 0x7fff58455fff com.apple.CoreServices (822.31 - 822.31) <615919A2-AE11-3F27-9A37-FB0CFF8D36B6> /System/Library/Frameworks/CoreServices.framework/Versions/A/CoreServices
0x7fff58456000 - 0x7fff584caffb com.apple.AE (735.1 - 735.1) <08EBA184-20F7-3725-AEA6-C314448161C6> /System/Library/Frameworks/CoreServices.framework/Versions/A/Frameworks/AE.framework/Versions/A/AE
0x7fff584cb000 - 0x7fff587a2fff com.apple.CoreServices.CarbonCore (1178.4 - 1178.4) <0D5E19BF-18CB-3FA4-8A5F-F6C787C5EE08> /System/Library/Frameworks/CoreServices.framework/Versions/A/Frameworks/CarbonCore.framework/Versions/A/CarbonCore
0x7fff587a3000 - 0x7fff587d7fff com.apple.DictionaryServices (1.2 - 284.2) <6505B075-41C3-3C62-A4C3-85CE3F6825CD> /System/Library/Frameworks/CoreServices.framework/Versions/A/Frameworks/DictionaryServices.framework/Versions/A/DictionaryServices
0x7fff587d8000 - 0x7fff587e0ffb com.apple.CoreServices.FSEvents (1239.50.1 - 1239.50.1) <3637CEC7-DF0E-320E-9634-44A442925C65> /System/Library/Frameworks/CoreServices.framework/Versions/A/Frameworks/FSEvents.framework/Versions/A/FSEvents
0x7fff587e1000 - 0x7fff5899eff7 com.apple.LaunchServices (822.31 - 822.31) /System/Library/Frameworks/CoreServices.framework/Versions/A/Frameworks/LaunchServices.framework/Versions/A/LaunchServices
0x7fff5899f000 - 0x7fff58a4fff7 com.apple.Metadata (10.7.0 - 1191.4.13) /System/Library/Frameworks/CoreServices.framework/Versions/A/Frameworks/Metadata.framework/Versions/A/Metadata
0x7fff58a50000 - 0x7fff58ab0fff com.apple.CoreServices.OSServices (822.31 - 822.31) <690E3C93-8799-39FF-8663-190A49B002E3> /System/Library/Frameworks/CoreServices.framework/Versions/A/Frameworks/OSServices.framework/Versions/A/OSServices
0x7fff58ab1000 - 0x7fff58b1ffff com.apple.SearchKit (1.4.0 - 1.4.0) <3662545A-B1CF-3079-BDCD-C83855CEFEEE> /System/Library/Frameworks/CoreServices.framework/Versions/A/Frameworks/SearchKit.framework/Versions/A/SearchKit
0x7fff58b20000 - 0x7fff58b44ffb com.apple.coreservices.SharedFileList (71.21 - 71.21) <7DB79D78-9925-33F8-96BA-35AB7AEB326A> /System/Library/Frameworks/CoreServices.framework/Versions/A/Frameworks/SharedFileList.framework/Versions/A/SharedFileList
0x7fff58de5000 - 0x7fff58f35fff com.apple.CoreText (352.0 - 578.18) /System/Library/Frameworks/CoreText.framework/Versions/A/CoreText
0x7fff58f36000 - 0x7fff58f70fff com.apple.CoreVideo (1.8 - 0.0) <86CCC036-51BB-3DD1-9601-D93798BCCD0F> /System/Library/Frameworks/CoreVideo.framework/Versions/A/CoreVideo
0x7fff59277000 - 0x7fff5927cfff com.apple.DiskArbitration (2.7 - 2.7) /System/Library/Frameworks/DiskArbitration.framework/Versions/A/DiskArbitration
0x7fff5943d000 - 0x7fff59803fff com.apple.Foundation (6.9 - 1452.23) /System/Library/Frameworks/Foundation.framework/Versions/C/Foundation
0x7fff59873000 - 0x7fff598a3fff com.apple.GSS (4.0 - 2.0) <41087278-74AE-3FA5-8C0E-9C78EB696299> /System/Library/Frameworks/GSS.framework/Versions/A/GSS
0x7fff59b19000 - 0x7fff59bb4ff7 com.apple.framework.IOKit (2.0.2 - 1445.50.26) /System/Library/Frameworks/IOKit.framework/Versions/A/IOKit
0x7fff59bb6000 - 0x7fff59bbdffb com.apple.IOSurface (211.12 - 211.12) <392CA7DE-B365-364E-AF4A-33EC2CC48E6F> /System/Library/Frameworks/IOSurface.framework/Versions/A/IOSurface
0x7fff59c14000 - 0x7fff59d8dfe7 com.apple.ImageIO.framework (3.3.0 - 1739.1) /System/Library/Frameworks/ImageIO.framework/Versions/A/ImageIO
0x7fff59d8e000 - 0x7fff59d92ffb libGIF.dylib (1739.1) /System/Library/Frameworks/ImageIO.framework/Versions/A/Resources/libGIF.dylib
0x7fff59d93000 - 0x7fff59e7afef libJP2.dylib (1739.1) <053925CD-59DB-372F-98A8-C2372FF0B899> /System/Library/Frameworks/ImageIO.framework/Versions/A/Resources/libJP2.dylib
0x7fff59e7b000 - 0x7fff59e9eff7 libJPEG.dylib (1739.1) /System/Library/Frameworks/ImageIO.framework/Versions/A/Resources/libJPEG.dylib
0x7fff5a17a000 - 0x7fff5a1a0feb libPng.dylib (1739.1) <48633B0C-BE01-3D94-9D9D-A95D50466AF9> /System/Library/Frameworks/ImageIO.framework/Versions/A/Resources/libPng.dylib
0x7fff5a1a1000 - 0x7fff5a1a3ffb libRadiance.dylib (1739.1) /System/Library/Frameworks/ImageIO.framework/Versions/A/Resources/libRadiance.dylib
0x7fff5a1a4000 - 0x7fff5a1f2fef libTIFF.dylib (1739.1) /System/Library/Frameworks/ImageIO.framework/Versions/A/Resources/libTIFF.dylib
0x7fff5b08e000 - 0x7fff5b0a7ff7 com.apple.Kerberos (3.0 - 1) /System/Library/Frameworks/Kerberos.framework/Versions/A/Kerberos
0x7fff5ba81000 - 0x7fff5bb02ff7 com.apple.Metal (125.25 - 125.25) /System/Library/Frameworks/Metal.framework/Versions/A/Metal
0x7fff5bb1f000 - 0x7fff5bb3afff com.apple.MetalPerformanceShaders.MPSCore (1.0 - 1) <0B4455FE-5C97-345C-B416-325EC6D88A2A> /System/Library/Frameworks/MetalPerformanceShaders.framework/Frameworks/MPSCore.framework/Versions/A/MPSCore
0x7fff5bb3b000 - 0x7fff5bbaafef com.apple.MetalPerformanceShaders.MPSImage (1.0 - 1) <87F14199-C445-34C2-90F8-57C29212483E> /System/Library/Frameworks/MetalPerformanceShaders.framework/Frameworks/MPSImage.framework/Versions/A/MPSImage
0x7fff5bbab000 - 0x7fff5bbcffff com.apple.MetalPerformanceShaders.MPSMatrix (1.0 - 1) /System/Library/Frameworks/MetalPerformanceShaders.framework/Frameworks/MPSMatrix.framework/Versions/A/MPSMatrix
0x7fff5bbd0000 - 0x7fff5bcb7ff7 com.apple.MetalPerformanceShaders.MPSNeuralNetwork (1.0 - 1) /System/Library/Frameworks/MetalPerformanceShaders.framework/Frameworks/MPSNeuralNetwork.framework/Versions/A/MPSNeuralNetwork
0x7fff5bcb8000 - 0x7fff5bcb8ff7 com.apple.MetalPerformanceShaders.MetalPerformanceShaders (1.0 - 1) <20ECB52B-B5C2-39EA-88E3-DFEC0C3CC9FF> /System/Library/Frameworks/MetalPerformanceShaders.framework/Versions/A/MetalPerformanceShaders
0x7fff5ccb7000 - 0x7fff5ccc3ffb com.apple.NetFS (6.0 - 4.0) <471DD96F-FA2E-3FE9-9746-2519A6780D1A> /System/Library/Frameworks/NetFS.framework/Versions/A/NetFS
0x7fff5fab5000 - 0x7fff5fb03fff com.apple.opencl (2.8.15 - 2.8.15) <83ED39D0-1D39-3593-BA25-70A8A911DE71> /System/Library/Frameworks/OpenCL.framework/Versions/A/OpenCL
0x7fff5fb04000 - 0x7fff5fb20ffb com.apple.CFOpenDirectory (10.13 - 207.50.1) /System/Library/Frameworks/OpenDirectory.framework/Versions/A/Frameworks/CFOpenDirectory.framework/Versions/A/CFOpenDirectory
0x7fff5fb21000 - 0x7fff5fb2cfff com.apple.OpenDirectory (10.13 - 207.50.1) <220FB6F2-4892-3A66-8838-C134CF657D3A> /System/Library/Frameworks/OpenDirectory.framework/Versions/A/OpenDirectory
0x7fff60cab000 - 0x7fff60cadfff libCVMSPluginSupport.dylib (16.5.10) /System/Library/Frameworks/OpenGL.framework/Versions/A/Libraries/libCVMSPluginSupport.dylib
0x7fff60cae000 - 0x7fff60cb3ffb libCoreFSCache.dylib (162.6.1) <879B2738-2E8A-3596-AFF8-9C3FB1B6828B> /System/Library/Frameworks/OpenGL.framework/Versions/A/Libraries/libCoreFSCache.dylib
0x7fff60cb4000 - 0x7fff60cb8fff libCoreVMClient.dylib (162.6.1) <64ED0A84-225F-39BC-BE0D-C896ACF5B50A> /System/Library/Frameworks/OpenGL.framework/Versions/A/Libraries/libCoreVMClient.dylib
0x7fff60cb9000 - 0x7fff60cc2ff7 libGFXShared.dylib (16.5.10) <6024B1FE-ACD7-3314-B390-85972CB9B778> /System/Library/Frameworks/OpenGL.framework/Versions/A/Libraries/libGFXShared.dylib
0x7fff60cc3000 - 0x7fff60ccefff libGL.dylib (16.5.10) /System/Library/Frameworks/OpenGL.framework/Versions/A/Libraries/libGL.dylib
0x7fff60ccf000 - 0x7fff60d0afe7 libGLImage.dylib (16.5.10) <5B41D074-3132-3587-91B6-E441BA8C9F13> /System/Library/Frameworks/OpenGL.framework/Versions/A/Libraries/libGLImage.dylib
0x7fff60e78000 - 0x7fff60eb6ffb libGLU.dylib (16.5.10) /System/Library/Frameworks/OpenGL.framework/Versions/A/Libraries/libGLU.dylib
0x7fff6182e000 - 0x7fff6183dfff com.apple.opengl (16.5.10 - 16.5.10) /System/Library/Frameworks/OpenGL.framework/Versions/A/OpenGL
0x7fff6268c000 - 0x7fff628d7ff7 com.apple.QuartzCore (1.11 - 584.40) /System/Library/Frameworks/QuartzCore.framework/Versions/A/QuartzCore
0x7fff6310b000 - 0x7fff63433fff com.apple.security (7.0 - 58286.51.6) <7212D257-5324-3DBA-8C26-504D6B8F632A> /System/Library/Frameworks/Security.framework/Versions/A/Security
0x7fff63434000 - 0x7fff634c0ff7 com.apple.securityfoundation (6.0 - 55185.50.5) <087D601E-7813-3F9E-97EE-BC7081F520BD> /System/Library/Frameworks/SecurityFoundation.framework/Versions/A/SecurityFoundation
0x7fff634f2000 - 0x7fff634f6ffb com.apple.xpc.ServiceManagement (1.0 - 1) <5BFDB3ED-73A7-3035-A5BC-ADA6E4F74BFD> /System/Library/Frameworks/ServiceManagement.framework/Versions/A/ServiceManagement
0x7fff6389b000 - 0x7fff6390bff3 com.apple.SystemConfiguration (1.17 - 1.17) <8532B8E9-7E30-35A3-BC4A-DDE8E0614FDA> /System/Library/Frameworks/SystemConfiguration.framework/Versions/A/SystemConfiguration
0x7fff667fc000 - 0x7fff6688fff7 com.apple.APFS (1.0 - 1) /System/Library/PrivateFrameworks/APFS.framework/Versions/A/APFS
0x7fff67625000 - 0x7fff6766dff3 com.apple.AppleJPEG (1.0 - 1) <8DD410CB-76A1-3F22-9A9F-0491FA0CEB4A> /System/Library/PrivateFrameworks/AppleJPEG.framework/Versions/A/AppleJPEG
0x7fff676a8000 - 0x7fff676d0fff com.apple.applesauce (1.0 - ???) /System/Library/PrivateFrameworks/AppleSauce.framework/Versions/A/AppleSauce
0x7fff67ef0000 - 0x7fff67ef7ff7 com.apple.coreservices.BackgroundTaskManagement (1.0 - 57.1) <51A41CA3-DB1D-3380-993E-99C54AEE518E> /System/Library/PrivateFrameworks/BackgroundTaskManagement.framework/Versions/A/BackgroundTaskManagement
0x7fff69935000 - 0x7fff6993eff3 com.apple.CommonAuth (4.0 - 2.0) <4D237B25-27E5-3577-948B-073659F6D3C0> /System/Library/PrivateFrameworks/CommonAuth.framework/Versions/A/CommonAuth
0x7fff6a441000 - 0x7fff6a451ff7 com.apple.CoreEmoji (1.0 - 69.3) /System/Library/PrivateFrameworks/CoreEmoji.framework/Versions/A/CoreEmoji
0x7fff6bb6f000 - 0x7fff6bb73ffb com.apple.DSExternalDisplay (3.1 - 380) <8D03D346-887A-3CE7-9483-4AD7804D1FBB> /System/Library/PrivateFrameworks/DSExternalDisplay.framework/Versions/A/DSExternalDisplay
0x7fff6cc40000 - 0x7fff6d06efff com.apple.vision.FaceCore (3.3.2 - 3.3.2) /System/Library/PrivateFrameworks/FaceCore.framework/Versions/A/FaceCore
0x7fff70336000 - 0x7fff7033bff7 com.apple.GPUWrangler (3.18.48 - 3.18.48) /System/Library/PrivateFrameworks/GPUWrangler.framework/Versions/A/GPUWrangler
0x7fff710b1000 - 0x7fff710c0fff com.apple.GraphVisualizer (1.0 - 5) /System/Library/PrivateFrameworks/GraphVisualizer.framework/Versions/A/GraphVisualizer
0x7fff71143000 - 0x7fff711b7fff com.apple.Heimdal (4.0 - 2.0) <18607D75-DB78-3CC7-947E-AC769195164C> /System/Library/PrivateFrameworks/Heimdal.framework/Versions/A/Heimdal
0x7fff71ab3000 - 0x7fff71abaff7 com.apple.IOAccelerator (378.18.1 - 378.18.1) /System/Library/PrivateFrameworks/IOAccelerator.framework/Versions/A/IOAccelerator
0x7fff71abe000 - 0x7fff71ad6fff com.apple.IOPresentment (1.0 - 35.1) <214AD582-466F-3844-A0A4-DE0742A8B899> /System/Library/PrivateFrameworks/IOPresentment.framework/Versions/A/IOPresentment
0x7fff7215f000 - 0x7fff72254ff7 com.apple.LanguageModeling (1.0 - 159.5.3) <7F0AC200-E3DD-39FB-8A95-00DD70B66A9F> /System/Library/PrivateFrameworks/LanguageModeling.framework/Versions/A/LanguageModeling
0x7fff72255000 - 0x7fff72297fff com.apple.Lexicon-framework (1.0 - 33.5) /System/Library/PrivateFrameworks/Lexicon.framework/Versions/A/Lexicon
0x7fff7229b000 - 0x7fff722a2ff7 com.apple.LinguisticData (1.0 - 238.3) <49A54649-1021-3DBD-99B8-1B2EDFFA5378> /System/Library/PrivateFrameworks/LinguisticData.framework/Versions/A/LinguisticData
0x7fff72f81000 - 0x7fff72feaff7 com.apple.gpusw.MetalTools (1.0 - 1) /System/Library/PrivateFrameworks/MetalTools.framework/Versions/A/MetalTools
0x7fff73207000 - 0x7fff73231ffb com.apple.MultitouchSupport.framework (1404.4 - 1404.4) <45374A2A-C0BC-3A70-8183-37295205CDFA> /System/Library/PrivateFrameworks/MultitouchSupport.framework/Versions/A/MultitouchSupport
0x7fff73498000 - 0x7fff734a3fff com.apple.NetAuth (6.2 - 6.2) /System/Library/PrivateFrameworks/NetAuth.framework/Versions/A/NetAuth
0x7fff794bd000 - 0x7fff79759fff com.apple.SkyLight (1.600.0 - 312.50) <0CF4C608-8748-32BF-9586-A1601945F82C> /System/Library/PrivateFrameworks/SkyLight.framework/Versions/A/SkyLight
0x7fff7b0c9000 - 0x7fff7b0d1ff7 com.apple.TCC (1.0 - 1) /System/Library/PrivateFrameworks/TCC.framework/Versions/A/TCC
0x7fff7ccf0000 - 0x7fff7ccf2ffb com.apple.loginsupport (1.0 - 1) /System/Library/PrivateFrameworks/login.framework/Versions/A/Frameworks/loginsupport.framework/Versions/A/loginsupport
0x7fff7ce59000 - 0x7fff7ce8cff7 libclosured.dylib (551.3) /usr/lib/closure/libclosured.dylib
0x7fff7cf46000 - 0x7fff7cf7fff7 libCRFSuite.dylib (41) /usr/lib/libCRFSuite.dylib
0x7fff7cf80000 - 0x7fff7cf8bfff libChineseTokenizer.dylib (28) <53633C9B-A3A8-36F7-A53C-432D802F4BB8> /usr/lib/libChineseTokenizer.dylib
0x7fff7d01d000 - 0x7fff7d01eff3 libDiagnosticMessagesClient.dylib (104) <9712E980-76EE-3A89-AEA6-DF4BAF5C0574> /usr/lib/libDiagnosticMessagesClient.dylib
0x7fff7d055000 - 0x7fff7d21fff3 libFosl_dynamic.dylib (17.8) /usr/lib/libFosl_dynamic.dylib
0x7fff7d257000 - 0x7fff7d257fff libOpenScriptingUtil.dylib (174) <610F0242-7CE5-3C86-951B-B646562694AF> /usr/lib/libOpenScriptingUtil.dylib
0x7fff7d393000 - 0x7fff7d394ffb libSystem.B.dylib (1252.50.4) /usr/lib/libSystem.B.dylib
0x7fff7d427000 - 0x7fff7d427fff libapple_crypto.dylib (109.50.14) <48BA2E76-BF2F-3522-A54E-D7FB7EAF7A57> /usr/lib/libapple_crypto.dylib
0x7fff7d428000 - 0x7fff7d43eff7 libapple_nghttp2.dylib (1.24) <01402BC4-4822-3676-9C80-50D83F816424> /usr/lib/libapple_nghttp2.dylib
0x7fff7d43f000 - 0x7fff7d469ff3 libarchive.2.dylib (54) <8FC28DD8-E315-3C3E-95FE-D1D2CBE49888> /usr/lib/libarchive.2.dylib
0x7fff7d4ef000 - 0x7fff7d4efff3 libauto.dylib (187) /usr/lib/libauto.dylib
0x7fff7d4f0000 - 0x7fff7d5a8ff3 libboringssl.dylib (109.50.14) /usr/lib/libboringssl.dylib
0x7fff7d5a9000 - 0x7fff7d5b9ff3 libbsm.0.dylib (39) <6BC96A72-AFBE-34FD-91B1-748A530D8AE6> /usr/lib/libbsm.0.dylib
0x7fff7d5ba000 - 0x7fff7d5c7ffb libbz2.1.0.dylib (38) <0A5086BB-4724-3C14-979D-5AD4F26B5B45> /usr/lib/libbz2.1.0.dylib
0x7fff7d5c8000 - 0x7fff7d61efff libc++.1.dylib (400.9) <7D3DACCC-3804-393C-ABC1-1A580FD00CB6> /usr/lib/libc++.1.dylib
0x7fff7d61f000 - 0x7fff7d643ff7 libc++abi.dylib (400.8.2) /usr/lib/libc++abi.dylib
0x7fff7d645000 - 0x7fff7d655fff libcmph.dylib (6) /usr/lib/libcmph.dylib
0x7fff7d656000 - 0x7fff7d66cfff libcompression.dylib (47.50.1) <491784AE-CB90-3E27-9081-95C3A1211760> /usr/lib/libcompression.dylib
0x7fff7d917000 - 0x7fff7d92fff7 libcoretls.dylib (155.50.1) /usr/lib/libcoretls.dylib
0x7fff7d930000 - 0x7fff7d931ff3 libcoretls_cfhelpers.dylib (155.50.1) /usr/lib/libcoretls_cfhelpers.dylib
0x7fff7de02000 - 0x7fff7de58ff3 libcups.2.dylib (462.2) <64864CBE-03A3-34C7-9DBB-C93601F183FD> /usr/lib/libcups.2.dylib
0x7fff7df98000 - 0x7fff7df98fff libenergytrace.dylib (16) /usr/lib/libenergytrace.dylib
0x7fff7dfcf000 - 0x7fff7dfd4ff3 libheimdal-asn1.dylib (520.50.6) /usr/lib/libheimdal-asn1.dylib
0x7fff7e000000 - 0x7fff7e0f1ff7 libiconv.2.dylib (51.50.1) <2FEC9707-3FAF-3828-A50D-8605086D060F> /usr/lib/libiconv.2.dylib
0x7fff7e0f2000 - 0x7fff7e319ffb libicucore.A.dylib (59173.0.1) /usr/lib/libicucore.A.dylib
0x7fff7e366000 - 0x7fff7e367fff liblangid.dylib (128) <39C39393-0D05-301D-93B2-F224FC4949AA> /usr/lib/liblangid.dylib
0x7fff7e368000 - 0x7fff7e381ffb liblzma.5.dylib (10) <3D419A50-961F-37D2-8A01-3DC7AB7B8D18> /usr/lib/liblzma.5.dylib
0x7fff7e382000 - 0x7fff7e398ff7 libmarisa.dylib (9) /usr/lib/libmarisa.dylib
0x7fff7e449000 - 0x7fff7e671ff7 libmecabra.dylib (779.7.6) /usr/lib/libmecabra.dylib
0x7fff7e849000 - 0x7fff7e9c3fff libnetwork.dylib (1229.51.2) /usr/lib/libnetwork.dylib
0x7fff7ea42000 - 0x7fff7ee307e7 libobjc.A.dylib (723) /usr/lib/libobjc.A.dylib
0x7fff7ee43000 - 0x7fff7ee47fff libpam.2.dylib (22) <7B4D2CE2-1438-387A-9802-5CEEFBF26F86> /usr/lib/libpam.2.dylib
0x7fff7ee4a000 - 0x7fff7ee7efff libpcap.A.dylib (79.20.1) /usr/lib/libpcap.A.dylib
0x7fff7eefd000 - 0x7fff7ef19ffb libresolv.9.dylib (65) /usr/lib/libresolv.9.dylib
0x7fff7ef6a000 - 0x7fff7f0fdff7 libsqlite3.dylib (274.8.1) /usr/lib/libsqlite3.dylib
0x7fff7f1ff000 - 0x7fff7f24dfff libstdc++.6.0.9.dylib (104.1) <0EA35E7E-B536-3628-B462-A4098805CEAC> /usr/lib/libstdc++.6.0.9.dylib
0x7fff7f2d1000 - 0x7fff7f331ff3 libusrtcp.dylib (1229.51.2) <3D8806D9-4BA9-35EE-BC44-F58BC2A0962D> /usr/lib/libusrtcp.dylib
0x7fff7f332000 - 0x7fff7f335ffb libutil.dylib (51.20.1) <216D18E5-0BAF-3EAF-A38E-F6AC37CBABD9> /usr/lib/libutil.dylib
0x7fff7f336000 - 0x7fff7f343fff libxar.1.dylib (400) <0316128D-3B47-3052-995D-97B4FE5491DC> /usr/lib/libxar.1.dylib
0x7fff7f347000 - 0x7fff7f42efff libxml2.2.dylib (31.10) <503721DB-0D8D-379E-B743-18CE59304155> /usr/lib/libxml2.2.dylib
0x7fff7f42f000 - 0x7fff7f457fff libxslt.1.dylib (15.12) <4A5E011D-8B29-3135-A52B-9A9070ABD752> /usr/lib/libxslt.1.dylib
0x7fff7f458000 - 0x7fff7f46affb libz.1.dylib (70) <48C67CFC-940D-3857-8DAD-857774605352> /usr/lib/libz.1.dylib
0x7fff7f506000 - 0x7fff7f50aff7 libcache.dylib (80) <092479CB-1008-3A83-BECF-E115F24D13C1> /usr/lib/system/libcache.dylib
0x7fff7f50b000 - 0x7fff7f515ff3 libcommonCrypto.dylib (60118.50.1) <029F5985-9B6E-3DCB-9B96-FD007678C6A7> /usr/lib/system/libcommonCrypto.dylib
0x7fff7f516000 - 0x7fff7f51dfff libcompiler_rt.dylib (62) <968B8E3F-3681-3230-9D78-BB8732024F6E> /usr/lib/system/libcompiler_rt.dylib
0x7fff7f51e000 - 0x7fff7f527ffb libcopyfile.dylib (146.50.5) <3885083D-50D8-3EEC-B481-B2E605180D7F> /usr/lib/system/libcopyfile.dylib
0x7fff7f528000 - 0x7fff7f5adfff libcorecrypto.dylib (562.50.17) <67007279-24E1-3F30-802D-A55CD5C27946> /usr/lib/system/libcorecrypto.dylib
0x7fff7f635000 - 0x7fff7f66eff7 libdispatch.dylib (913.50.12) <848EEE57-4235-3A61-9A52-C0097DD2AB5E> /usr/lib/system/libdispatch.dylib
0x7fff7f66f000 - 0x7fff7f68cff7 libdyld.dylib (551.3) /usr/lib/system/libdyld.dylib
0x7fff7f68d000 - 0x7fff7f68dffb libkeymgr.dylib (28) /usr/lib/system/libkeymgr.dylib
0x7fff7f68e000 - 0x7fff7f69aff3 libkxld.dylib (4570.51.1) /usr/lib/system/libkxld.dylib
0x7fff7f69b000 - 0x7fff7f69bff7 liblaunch.dylib (1205.50.76) <4D52BB64-C568-3A36-8935-2480427EE2A2> /usr/lib/system/liblaunch.dylib
0x7fff7f69c000 - 0x7fff7f6a0ffb libmacho.dylib (906) <1902A611-081A-3452-B11E-EBD1B166E831> /usr/lib/system/libmacho.dylib
0x7fff7f6a1000 - 0x7fff7f6a3ff3 libquarantine.dylib (86) <26C0BA22-8F93-3A07-9A4E-C8D53D2CE42E> /usr/lib/system/libquarantine.dylib
0x7fff7f6a4000 - 0x7fff7f6a5ff3 libremovefile.dylib (45) <711E18B2-5BBE-3211-A916-56740C27D17A> /usr/lib/system/libremovefile.dylib
0x7fff7f6a6000 - 0x7fff7f6bdfff libsystem_asl.dylib (356.50.1) <3B24F2D1-B578-359D-ADB2-0ED19A364C38> /usr/lib/system/libsystem_asl.dylib
0x7fff7f6be000 - 0x7fff7f6befff libsystem_blocks.dylib (67) <17303FDF-0D2D-3963-B05E-B4DF63052D47> /usr/lib/system/libsystem_blocks.dylib
0x7fff7f6bf000 - 0x7fff7f748ff7 libsystem_c.dylib (1244.50.9) <1187BFE8-4576-3247-8177-481554E1F9E7> /usr/lib/system/libsystem_c.dylib
0x7fff7f749000 - 0x7fff7f74cffb libsystem_configuration.dylib (963.50.8) /usr/lib/system/libsystem_configuration.dylib
0x7fff7f74d000 - 0x7fff7f750ffb libsystem_coreservices.dylib (51) <486000D3-D8CB-3BE7-8EE5-8BF380DE6DF7> /usr/lib/system/libsystem_coreservices.dylib
0x7fff7f751000 - 0x7fff7f752fff libsystem_darwin.dylib (1244.50.9) <09C21A4A-9EE0-388B-A9D9-DFF8F6758791> /usr/lib/system/libsystem_darwin.dylib
0x7fff7f753000 - 0x7fff7f759ff7 libsystem_dnssd.dylib (878.50.17) <9033B909-BCF7-37EB-A040-ADE8081611D6> /usr/lib/system/libsystem_dnssd.dylib
0x7fff7f75a000 - 0x7fff7f7a3ff7 libsystem_info.dylib (517.30.1) /usr/lib/system/libsystem_info.dylib
0x7fff7f7a4000 - 0x7fff7f7caff7 libsystem_kernel.dylib (4570.51.1) <5CAAB092-02CC-3A37-9D5F-C4AD1083AB96> /usr/lib/system/libsystem_kernel.dylib
0x7fff7f7cb000 - 0x7fff7f816fcb libsystem_m.dylib (3147.50.1) /usr/lib/system/libsystem_m.dylib
0x7fff7f817000 - 0x7fff7f836fff libsystem_malloc.dylib (140.50.6) <7FD43735-9DDD-300E-8C4A-F909A74BDF49> /usr/lib/system/libsystem_malloc.dylib
0x7fff7f837000 - 0x7fff7f967ff3 libsystem_network.dylib (1229.51.2) /usr/lib/system/libsystem_network.dylib
0x7fff7f968000 - 0x7fff7f972ffb libsystem_networkextension.dylib (767.50.25) <758F1414-796D-3422-83C9-92D2915A06CE> /usr/lib/system/libsystem_networkextension.dylib
0x7fff7f973000 - 0x7fff7f97cff3 libsystem_notify.dylib (172) <08012EC0-2CD2-34BE-BF93-E7F56491299A> /usr/lib/system/libsystem_notify.dylib
0x7fff7f97d000 - 0x7fff7f984ff7 libsystem_platform.dylib (161.50.1) <6355EE2D-5456-3CA8-A227-B96E8F1E2AF8> /usr/lib/system/libsystem_platform.dylib
0x7fff7f985000 - 0x7fff7f990fff libsystem_pthread.dylib (301.50.1) <0E51CCBA-91F2-34E1-BF2A-FEEFD3D321E4> /usr/lib/system/libsystem_pthread.dylib
0x7fff7f991000 - 0x7fff7f994fff libsystem_sandbox.dylib (765.50.51) /usr/lib/system/libsystem_sandbox.dylib
0x7fff7f995000 - 0x7fff7f996ff3 libsystem_secinit.dylib (30) /usr/lib/system/libsystem_secinit.dylib
0x7fff7f997000 - 0x7fff7f99eff7 libsystem_symptoms.dylib (820.50.37) /usr/lib/system/libsystem_symptoms.dylib
0x7fff7f99f000 - 0x7fff7f9b2fff libsystem_trace.dylib (829.50.17) <6568D68B-1D4C-38EE-90A9-54821D6403C0> /usr/lib/system/libsystem_trace.dylib
0x7fff7f9b4000 - 0x7fff7f9b9ff7 libunwind.dylib (35.3) /usr/lib/system/libunwind.dylib
0x7fff7f9ba000 - 0x7fff7f9e7fff libxpc.dylib (1205.50.76) <25DB244E-217D-3CE0-A8F2-0C4255783B42> /usr/lib/system/libxpc.dylib

External Modification Summary:
Calls made by other processes targeting this process:
task_for_pid: 70
thread_create: 0
thread_set_state: 0
Calls made by this process:
task_for_pid: 0
thread_create: 0
thread_set_state: 0
Calls made by all processes on this machine:
task_for_pid: 45838657
thread_create: 0
thread_set_state: 0

VM Region Summary:
ReadOnly portion of Libraries: Total=464.8M resident=0K(0%) swapped_out_or_unallocated=464.8M(100%)
Writable regions: Total=144.1M written=0K(0%) resident=0K(0%) swapped_out=0K(0%) unallocated=144.1M(100%)

                            VIRTUAL   REGION

REGION TYPE SIZE COUNT (non-coalesced)
=========== ======= =======
Kernel Alloc Once 8K 2
MALLOC 61.2M 68
MALLOC guard page 32K 9
MALLOC_LARGE (reserved) 128K 2 reserved VM address space (unallocated)
STACK GUARD 8K 3
Stack 16.5M 5
VM_ALLOCATE 4K 2
VM_ALLOCATE (reserved) 64.0M 3 reserved VM address space (unallocated)
__DATA 19.1M 358
__FONT_DATA 4K 2
__LINKEDIT 207.4M 143
__TEXT 257.5M 320
__UNICODE 560K 2
shared memory 12K 4
=========== ======= =======
TOTAL 626.4M 909
TOTAL, minus reserved VM space 562.3M 909

Model: MacBookPro14,1, BootROM MBP141.0173.B00, 2 processors, Intel Core i7, 2.5 GHz, 16 GB, SMC 2.43f6
Graphics: Intel Iris Plus Graphics 640, Intel Iris Plus Graphics 640, Built-In
Memory Module: BANK 0/DIMM0, 8 GB, LPDDR3, 2133 MHz, 0x802C, 0x4D5435324C31473332443450472D30393320
Memory Module: BANK 1/DIMM0, 8 GB, LPDDR3, 2133 MHz, 0x802C, 0x4D5435324C31473332443450472D30393320
AirPort: spairport_wireless_card_type_airport_extreme (0x14E4, 0x170), Broadcom BCM43xx 1.0 (7.77.37.29.1a7)
Bluetooth: Version 6.0.5f3, 3 services, 27 devices, 1 incoming serial ports
Network Service: Wi-Fi, AirPort, en0
USB Device: USB 3.0 Bus
Thunderbolt Bus: MacBook Pro, Apple Inc., 33.1

</details>

Invalid format string

I am getting this error in Windows, but not in OSX.

Run with these params --seed 55 --threads 4 --dt

Traceback (most recent call last):
  File ".\run_experiment.py", line 89, in <module>
    run_experiment(experiment_details, experiments.DTExperiment, 'DT', verbose, timings)
  File ".\run_experiment.py", line 20, in run_experiment
    exp.perform()
  File "D:\gatech\7641\all\assignment1\experiments\DT.py", line 38, in perform
    verbose=self._verbose)
  File "D:\gatech\7641\all\assignment1\experiments\__init__.py", line 279, in perform_experiment
    best_params=best_params, threads=threads, seed=seed)
  File "D:\gatech\7641\all\assignment1\experiments\__init__.py", line 106, in basic_results
    ts = datetime.datetime.now().strftime('%Y-%m-%d %H:%M:%S.%s')
ValueError: Invalid format string

Solved

solved

assignment 3: clarify if any charts are overwritten at any point in time, and disconnect NN part from part 1

hey chad, love the work as usual!

just wanted to comment from my experience having used this for a3. combining the neural network code with the clustering code made for very slow first runs and made it hard to iterate on just the clustering section. i'd think about breaking it up.

here is another student's usage plan:

If you are having trouble understanding Chad's code like me, here is a strategy I am planning to use. 

For each part in assignment 3, below are the options I think need to be used to generate appropriate results. My plan is to run each part and then rename the output folder to res_part_#. This way I can group(cluster ;)) output plots and CSVs based on assignment parts

 

 

* Run the clustering algorithms on the datasets and describe what you see.
run_experiment.py --benchmark --threads -1 --plot


* Apply the dimensionality reduction algorithms to the two datasets and describe what you see.

run_experiment.py --ica --pca --rf --rp --threads -1 --plot

 

* Reproduce your clustering experiments, but on the data after you’ve run dimensionality reduction on it.

Duplicate the output folder with new name but don't delete the original. This part will need to use it. 

run_experiment.py --skiprerun --dim X --ica  --threads -1 --plot

run_experiment.py --skiprerun --dim X --pca --threads -1 --plot

run_experiment.py --skiprerun --dim X --rf    --threads -1 --plot

run_experiment.py --skiprerun --dim X --rp   --threads -1 --plot

 

* Apply the dimensionality reduction algorithms to one of your datasets from assignment #1 (if you’ve reused the datasets from assignment #1 to do experiments 1-3 above then you’ve already done this) and rerun your neural network learner on the newly projected data.

Duplicate the output folder with new name but don't delete the original. This part will need to use it. 

run_experiment.py --dataset1--skiprerun --dim X --ica  --threads -1 --plot

run_experiment.py --dataset1 --skiprerun --dim X --pca --threads -1 --plot

run_experiment.py --dataset1 --skiprerun --dim X --rf    --threads -1 --plot

run_experiment.py --dataset1 --skiprerun --dim X --rp   --threads -1 --plot

 

* Apply the clustering algorithms to the same dataset to which you just applied the dimensionality reduction algorithms (you’ve probably already done this), treating the clusters as if they were new features. In other words, treat the clustering algorithms as if they were dimensionality reduction algorithms. Again, rerun your neural network learner on the newly projected data.
run_experiment.py --dataset1 --benchmark --threads -1 --plot

 

dim X needs to be determined from previous parts. I assume Dataset1 is your dataset from assignment 1. I know there are many overlaps but my runtimes are not too bad so I'll go with this.

i didnt have any sense that there might be overwriting of results until i read this, which is a fairly important detail to note in the readme if it is true. :( https://github.com/cmaron/CS-7641-assignments/tree/master/assignment3#overall-flow

ChadCode Framework® breaks the class

isbell [6:04 PM]
We have a problem.

Apparently chad has broken the class.

Or maybe Jontay.

Update 2019-08-25:

You are allowed to steal ML code from libraries but are not allowed to steal code written explicitly for this course, particularly those parts of code that automate exploration. You will be tempted to just run said code that has already been overfit to the specific datasets used by that code and will therefore learn very little. That would make me sad... and angry.

Chad and Jonathan did yeoman’s work. Sadly many students would just run the code as is, yielding literally identical results and graphs (some actually copied said graphs).

ChedCode is no longer permitted for cs7641. Don't use it!

No module named 'data

I get the following when I try to run assignment 3:

File "run_experiment.py", line 12, in
from data import loader
ModuleNotFoundError: No module named 'data'

I'm sure I'm missing something simple, but any info would be appriciated.

Assignment 3: invalid syntax for clustering script

Getting the following syntaxerror:

File "run_clustering.sh", line 6
python run_experiment.py --ica --dataset1 --dim 4 --skiprerun --verbose --threads -1 > ica-dataset1-clustering.log 2>&1
^

Convergence test in q_learning solver

Sorry, this should be a PR but I don't have a clean forked version handy to work from and its a really simple issue so...

In the test for convergence of q_learning, I think this line:

CS-7641-assignments/assignment4/solvers/q_learning.py

Line 69 in 5a4c511

self._last_delta = max(self._last_delta, td_delta)

should be:
self._last_delta = max(self._last_delta, abs(td_delta))

Without abs(), all negative deltas look like convergence. I have a case that approaches true Q from above, so all td_delta's are negative, and it thinks things are converged from iteration 0 even though delta Q's are in the 10's or 100's.

Thanks for the great code to work with!

Why number of fitness function evaluation of MIMIC is more than the other three algorithms on a same problem?

I run the experiment on flip flop, continuous peak and traveling sales man, but all the plots of function evaluations indicate that MIMIC has much more function evaluation, which seems to be counter-intuitive. Why is this case?

Recommend Projects

React

A declarative, efficient, and flexible JavaScript library for building user interfaces.
Vue.js

🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
Typescript

TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
TensorFlow

An Open Source Machine Learning Framework for Everyone
Django

The Web framework for perfectionists with deadlines.
Laravel

A PHP framework for web artisans
D3

Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

javascript

JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
web

Some thing interesting about web. New door for the world.
server

A server is a program made to process requests and deliver data to clients.
Machine learning

Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Visualization

Some thing interesting about visualization, use data art
Game

Some thing interesting about game, make everyone happy.

Recommend Org

Facebook

We are working to build community through open source technology. NB: members must have two-factor auth.
Microsoft

Open source projects and samples from Microsoft.
Google

Google ❤️ Open Source for everyone.
Alibaba

Alibaba Open Source for everyone
D3

Data-Driven Documents codes.
Tencent

China tencent open source team.