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38 files changed, 3080 insertions, 704 deletions
diff --git a/INSTALL.md b/INSTALL.md new file mode 100644 index 00000000..9f28ac28 --- /dev/null +++ b/INSTALL.md @@ -0,0 +1,77 @@ +# INSTALL Genenetwork2 (GN2) + +## Use a Docker image + +A Docker image can be generated from +[here](https://github.com/lomereiter/gn2-docker). + +## Fetch GN2 from github + +Clone the repository (currently ~800Mb) to local + + git clone git@github.com:genenetwork2/genenetwork2.git + +## Dependencies + +GN2 requires + +* python +* redis-server +* mysql-server + +## Required python modules + +Install the following python modules (it is probably wise to use a local +Python with environment for this) + +* Flask +* pyyaml +* redis +* qtlreaper +* numarray +* pp +* Flask-SQLAlchemy + +## Set up local file settings.py + +```python +LOGFILE = """/tmp/flask_gn_log""" + +#This is needed because Flask turns key errors into a +#400 bad request response with no exception/log +TRAP_BAD_REQUEST_ERRORS = True + +DB_URI = """mysql://gn2:password@localhost/db_webqtl""" +SQLALCHEMY_DATABASE_URI = 'mysql://gn2:password@localhost/db_webqtl' + +# http://pythonhosted.org/Flask-Security/configuration.html +SECURITY_CONFIRMABLE = True +SECURITY_TRACKABLE = True +SECURITY_REGISTERABLE = True +SECURITY_RECOVERABLE = True + +SECURITY_EMAIL_SENDER = "no-reply@genenetwork.org" +SECURITY_POST_LOGIN_VIEW = "/thank_you" +SQLALCHEMY_POOL_RECYCLE = 3600 + +SERVER_PORT = 5051 + +SECRET_HMAC_CODE = '*' +``` + +```sh +# Use a working copy of python +export python=$HOME/ve27/bin/python +export WQFLASK_SETTINGS=$HOME/settings.py +source /home/pjotr/ve27/bin/activate +cd genenetwork2/wqflask +$python ./runserver.py + +or + +$python ./secure_server.py +``` + +## Other information + +Check also the ./misc/ directory for settings
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-0.007806109226 -0.005472702078 0.001513120441 0.04395922529 -0.003036971924 -0.005536325962 0.0003610198141 -0.003873451406 -0.002789229354 -0.002818027604 -0.002506618923 -0.004690360343 -0.002061300556 -0.005528704177 -0.004271896056 -0.0005709574189 -0.0003243427092 -0.004086847191 -0.003291286741 -0.002004439851 0.0271472963 8.766227016e-05 -0.002904668486 0.3780396377 diff --git a/genotype_files/genotypes/B6D2F2.geno b/genotype_files/genotypes/B6D2F2.geno index a6bbeae4..4bad6686 100755 --- a/genotype_files/genotypes/B6D2F2.geno +++ b/genotype_files/genotypes/B6D2F2.geno @@ -1,324 +1,3 @@ -#this is B6D2F2 genotype file, it should be tab-delimited -#the first three/four columns should be "Chr, Locus, cM, [Mb]" (case sensitive) -#please save as Unix format text file. -#comment line always start with a '#' -#type riset or intercross -@type:intercross -@name:B6D2F2 -#abbreviation of maternal or paternal parents -@mat:B -@pat:D -#heterozygous , optional, default is "H" -@het:H -#Unknown , optional, default is "U" -@unk:U -Chr Locus cM Mb CASE001 CASE002 CASE003 CASE004 CASE005 CASE006 CASE007 CASE008 CASE009 CASE010 CASE011 CASE012 CASE013 CASE014 CASE015 CASE016 CASE019 CASE020 CASE021 CASE022 CASE023 CASE024 CASE025 CASE027 CASE028 CASE030 CASE031 CASE032 CASE033 CASE034 CASE035 CASE036 CASE037 CASE038 CASE039 CASE040 CASE041 CASE042 CASE043 CASE044 CASE046 CASE047 CASE048 CASE050 CASE051 CASE052 CASE053 CASE054 CASE055 CASE056 CASE057 CASE058 CASE059 CASE060 CASE062 CASE063 -#Y DYCTC3.3411 1 0.891414 B F B F F F B F B F F B D B F B F F F B F B D B D B F B D D F B F B F F F F B F B B F B B F F B D B B B B B F F -#Y DYCTC8.8315 3 3.360446 B F B F F F B F B F F B D B F B F F F B F B D B D B F B D D F B F B F F F F B F B B F B B F F B D B B B B B F F -#M UT-M-9461 0 0.009462 B B B B B B B D B B D B D B B B D B D B B B D B D B B B D D B B D B B D D B B D B B B B B B B B D B B B B B B B -1 D1Mit430 10 14.271355 B H H H H H B B H B H H H B D D H H H H B B B D H H D D H H H H D B H B D H B H H H B H D D D H B D B H H H H H -1 D1Mit118 8.3 3.959096 B H H H H H B B H B B H H B D D H H H H B B B D H H D D H H H H H B H B D B B B H B H H D D D H B D B H H H H H -1 D1Mit373 17 26.535325 B H H D H H B B H B H H H H D D H H H H B B H D H D H D H H H H D H H H D H B H H H B H D D D H B D B H H H H H -1 D1Mit171 20.2 36.800666 B H H D H D H H H B H H H H D D B H H H B B H D H D H D D H H H D H H H D H B H H H B H D D D H B D B H H H H H -1 D1Mit236 25.7 45.435457 B H H D H D H H D B H B H H D D B H H H B H H D H D H D D H H H D H H H H H H H H H H H D D D H B B B H H H H H -1 D1Mit214 32.1 58.290808 B D H D D H H H D B H B H H H D B H H H B H H D H D H D D H H H D H H H H H H H H H H H D D D H B B H H H H H H -1 D1Mit300 32.8 63.927416 B D H D D H H H D B H B H H H D B H H H B H B D H D H D D H H H D H H H H H H H H H H H D D D H B B H H H H H H -1 D1Mit282 36.7 73.273628 B D H D D H H H D B H B H H H D B H H H B H H D H D H D D H H H D H D H H H H H H H H H H D D H B B H H D H H H -1 D1Mit80 53 88.274502 B D H H D H H H D H D B H H H D B B H H B H H D H D B D H H H B D H D H H D H H H H H H H D D H H B H H D H H H -1 D1Mit48 54 90.464814 B D H H D H H H D H D B H H H D B B H H B H H D H D B D H H H B D H D H H D H H H H H H H D D H H B H H D H H H -1 D1Mit45 58.5 94.909763 H D H H H H H H D H D B H H H D B B H H B H H D H D B D B H H B D H D H H D H H H H H H H D D H H B H H D H H H -1 D1Mit135 61 107.206162 H D H H H H H H D H D B H H H D B B H H B H H D H D B D B H H B D H D H B D H H H H H H H D D H H B H B D H H H -1 D1Mit387 62 117.229212 H D H H H H H H D H D B H H H D B B H H B H H D H H B D B H H B D H D H B D H H H H H H H D D H H B H B D H H H -1 D1Mit91 64 128.355209 H D H H H H H H D H D B H H B D B B H H B H H D H H B D B H H B D H D H B D H H H H H H H D H H H B H B D H H H -1 D1Mit103 73 137.882255 H D H H H H H H H H D B H H B D B B H H B H H D H H B D B D H B D H D H B D H H H H H H H D H H H B H B D H H H -1 D1Mit265 74.3 150.686863 H D H H H H H H H D D B H H B D B B H H B H D D B H B H B D H B D H D H B D H H H H H H H D H H H B H B D H H H -1 D1Mit14 74.5 158.704597 H D H H H H H H H D D B H H B D B B D H B H D D B H B B B D H B D H D H B D H H H H H H H D H H H B H B D H H H -1 D1Mit57 87.8 168.634127 H D H H H H H H H D D B H H B D B B D H H H D D B H B B B D H H D H D H B D H H H H H H H D H H H B H B D H H H -1 D1Mit113 93.2 173.73461 H D H H B H H H H D D B H H B H B B D H H H D D B B B B H D H D D H H H B D B H H H H H H D H H H B H B D H H H -1 D1Mit206 95.8 174.934328 H D H H B D H H H D D B H H B H B B D H H H D D B B B B H D H D D H H H B D B H H H H H H D H H H B H B D H H H -1 D1Mit426 101 182.341751 H D H H B D H D H D D B H H B H B B H H H H D D B B B B H D H D H H H H B D B D H D H H H D H H D B H B D H H H -1 D1Mit155 112 196.255162 H D B H B D H D H D H D H H B B H B H H H H D D B B B B H D H D H D H H H D B D H H H D H H H H D B H H D B B H -2 D2Mit1 1 3.80336 B D H H B H B H B H H H D H B H H B B H H H D H H H D B H B H H D H H H B B D H H H H H D B H D D D H B D H H B -2 D2Mit464 10.9 18.517336 B D H H B H H H B H B H D H H H B B B H H H D H H H D B H B H H D D H H B B D D D H H H D H H H D H H B D H H H -2 D2Mit6 12 20.814593 B D H H B H H H B H B H D H H H B B B H H H D H H H D B H B H H D D H H B B D D D H H H D H H H D H H B D H H H -2 D2Mit80 12 20.928231 B D H H B H H H B H B H D H H H B B B H H H D H H H D B H B H H D D H H B B D D D H H H D H H H D H H B D H H H -2 D2Mit235 22.5 32.753979 B D H D B H H D B H B D D D H H B B B H H H D H H D D B H B H H D D H H B B D D D H H H D H H H D H H B D H H D -2 D2Mit238 28 33.976569 B D H D B H H D B H B D D D H H B B B H H H D H H D D B H B H H D D H H B B D D D H H H D H H H D H H B D H H D -2 D2Mit237 30 40.851 B D H D B H H D B H B D H D D H B B B H H H D H H D D B H B H H D D H H B B D D D H H H D H H H D H H B D H H D -2 D2Mit458 31.7 50.709674 B D H D B H H D H H B D H D D H B B B H H H D D H D D B H B H H D D H H B B D D D H H H D D D B D H H B D H H D -2 D2Mit61 36 60.528324 B D H D B H H H H H B D H D D B B B B D H H H D H D H B H H H H D D H H B H D D D H H B D D D B D B B B D B H D -2 D2MIt37 45 74.531829 B D H D B H H H D H B D H D D D H B H D H H B D H H B B H H H H H D H B B H D H H H H B D D D B D B B B D B H H -2 D2Mit66 47.5 84.657699 H D H D B H D H D H B H H D D D H B H D H H B D H H B B H H H H B D H B H H D H H H H B D D D B D B B B D H H H -2 D2Mit45 53 91.783197 H D H D B H D H D H B H H H D H H B H D H H B D H H B B H H D H B D H B H H D H H H H B D D D B D B B B D H H H -2 D2Mit12 53 102.941478 H D H D B H D H D D H H H H D H H B H D H H B D H H B B H H D H B D H B H H D B H H B B D D D B D B B B D H H H -2 D2Mit58 53.4 108.099785 H D H D B H D H D D H H H H D H H B H D D H B D H H B B H H D H B D H B H H D B H H B B D D D B D B B B D H H H -2 D2Mit484 55 118.399165 H D H D B H D H D D H H H H D H H B H D D B B D B H B B H D D H B D H B H H H B H H B B D D D B H B B H D H D H -2 D2Mit164 69.5 123.215788 H D H D B H D H D D H H H H D H H B H D D B B D B H B B H D D H B D H B H H H B H H B B D D D B H B B H D H D H -2 D2Mit223 71 134.813146 H D H H B B D H D D H H H H D H H B H D D B B D H H B B H D D H B H H B H H H B H D B B D D D B H B B H D H H B -2 D2Mit403 72 144.499676 H D H H B B D H D H H H H H D H H B H D D B B D H H B B H D D H B H H B H H H B H D B B D D D B B B B H D H H H -2 D2Mit286 74 154.338344 H H H B B B H H D H H H H H D H H B H D D B B D H H B B H D D H B H H B H H H B H D B B D D D B B B B H D H H H -2 D2Mit50 80 162.50259 H H H B B B H H D H H H H H D H H B H D D B B D H H B B H D D D B B H B D H B B H H B B D D D B B H H H H H H B -2 D2Mit311 83.1 165.648472 H H H B B B H H D H H H H H D H H B H D D B B D H H B B H D H D B H H B D H B B D D B B D D D B B D H H H H H B -2 D2Mit148 105 178.535249 H H B B B B H B H H H B H H D H H H H D H B B D H D H B H D H D H H H B H H B H D D H B D D H B B D H H H H H B -3 D3Mit221 2.4 7.891492 H H H H B D H H B D H D H H H D H D D H D H B B H H H B H B H H H D H B H H H D H D B B B H D H B H B B H H D H -3 D3Mit62 4.6 17.467422 D H H D B D H H B D H D H H H D H H D H D H B B H H H B H B H H H D B B H B H D H D B B B H D B B H B H H H H H -3 D3Mit305 11.2 27.097878 D H H D B H H H B D B D H H H D H H D H D H B B H H H B H B H H H D H B H B H D H D B B B H D B H H B H H H H H -3 D3Mit151 18.5 31.137264 D H H D B H H H B D B D H H H D H H D H D H B B H H H B H B H H H D H B H B H D H D B B B H D B H H B H H H H H -3 D3Mit63 21.5 40.846321 D H H D B H H H B H B D H H H H H H D H D H B H H H H B H B H H H H H B H B H H H D B B H H D B H H B D H B H H -3 D3Mit65 23.3 50.488799 D H H D B H H H B H B D H H H H H H D H D H B H H H H B H B H H D H H B B B H H H D B B H H D B H H B D H B H H -3 D3Mit185 29.5 57.246564 D H H D B H H D B H B D H H B H H H D H D H H H B D H B H B D H D H H H B B H H H D B B D H D B H H H D H B H H -3 D3Mit154 33 68.61339 D H H D B H H D B H B H H B B H H H D H D H D H B D B B H B H H D H D H B H H H H D B B D H D B H H H D B B H H -3 D3Mit51 35.2 76.80336 D H H D B H H D H H B H H B B H H D D H D H D H B D B B H B H H D H D H B H H H H D B B D H D B H H H D B B H H -3 D3Mit187 42.4 87.067071 D H H D B H H D H H B H H B B H H D D H D H D H B D B B H B H H D H D H B H H H H D B B D H D B H H H D B B H D -3 D3Mit156 45.2 92.359916 D H H D B H H H H H B H H B B H H D D H D D D H B D B B H B H H D H D H B H H H H D B B D H D B H H H D B B H D -3 D3Mit76 45.2 94.832825 D H H D B H H H H H B H H B B H H D D H D D D H B D B B H B H H D H D H B H H H H D B B D H D B H H H D B B H D -3 D3Mit189 50 100.779518 D H H D B H H H H H B H H B B H D D D H D D D H B D B B H B H H D H D H B H H H H D B B D H D B H H H D B B D D -3 D3Mit78 55 111.166674 D H H D B B H H H H B H H B B H D D D B D D D H B D B B H B H H H B D H B H H H H D B B H H D B H H H D B B D D -3 D3Mit43 58.8 121.164708 D H H H B B H H H H H H H B B H D D D H H D D H B D B B H B H H H B D H B H H H H D B H H H D H H D H D B B D D -3 D3Mit14 65 131.693819 D H H H B B H H H H H H H B B H D D D H H D D H B D B B D B H H H B D H B H H H H D B H H D D B H D H D B B D D -3 D3Mit17 71.8 143.310188 D H H H B B H B H D H H H B B H H D D H H D D H B D B B D B H H H B D H H H H H H H H H H D D B D D H D B B H D -3 D3Mit147 79.4 148.408372 D H H H H B H B H D H H H B B H H D D H B D D H B D H B D B H H H B D H H H D H H H H H H D D B D D H D B B H D -3 D3Mit89 87.7 156.500068 D H D H H B D B B D H H H B B H H D H H B D D H H D H B D B H H H B D H H H D H H H H H H D H B D D H H B B H D -3 D3Mit19 87.7 157.646003 D H H H H B D B B D H H H B B H H D H H B D D H H D H B D B H H B B D H H H D H H H H H H D H B D D H H B B H D -4 D4Mit149 0 3.58427 H H B H D B H B B B D B H D B B B D H H B B B H H H B H H H H B H H H B B H H H B D H H H H D B D H H D H B B B -4 D4Mit101 3.2 9.629759 H H B H D B H B B B D B H D B B B D H H B B B H H H B H H H B H H H H B B D H H B D H H H H D B D H H D D B B B -4 D4Mit171 6 22.41343 H B H H D B H B B B D B H D B B B H H H B B B H H H B H H H B H H H H B B H H H B D H H H H H B D H H D D B B B -4 D4Mit192 6.3 31.064208 H B H H D B H B B B D B H D B B B H H H B H B H H H B H H H B H H B H B B H H H B D H H H H H B D H H D D B B B -4 D4Mit172 10 34.342408 H B H H H B H B B B D B H D B B B H H H B H D H H H B H H H B H H B H B B H D H B D H H H H H B D H H D D B B B -4 D4Mit214 17.9 45.671313 H B H H H H H H B B D B H D B B B H H H H H D H D H H D H H B H H B H B B H D H B D D H H H H B D H H D D B B B -4 D4Mit111 21.9 53.56371 H B H H H H H H B B D B H D B B B H H H H H D B D D H D H H B H H B H B B H D H B D D H H H H B D D H D D B B B -4 D4Mit178 35.5 66.843058 D B H H H H D H D B D B H D B B B H B H H H D B D H H D D D B H H B H B B H D H H D D H H H H B D D H D D B B B -4 D4Mit142 37.5 73.86524 D B H H H H D D D B D B H D B B B H B H H H D B D H H D D D B H D B H B B H D H H D D H H D H B D D B D D B B H -4 D4Mit297 38 80.923505 D B H H H H D D D B D B H D B B B H B H H D D B D H H D D D B H D B H B B H D H H D D D B D B B D D B D D B B H -4 D4Mit186 44 90.81234 D B H H H H D D D B D H D D B B B H B H H D D B D H H D D D B H D B H B B H D H D D D D B D B B D D B D H B B H -4 D4Mit255 48.5 98.887399 H H H H H H D D D B H H D D B B B B B H H D D B D H H D D D B H D B B B B H D H D H D D B D B B D D B D H H B H -4 D4Mit146 53.6 109.473539 H H H H H H D D D H H H D H B B B B B H H D D B D H H D D D B H D B B B B H D H D H D D B D B B D D B D H H D H -4 D4Mit332 53.6 114.164598 H H H H H H D D D H H H D H B B B B B H H D D B D H H D D D B H D B B B B H D H D H D H B D B B D D B D H H D H -4 D4Mit37 56.5 116.887378 H H H H H H D D D H H H D H B B B B B D H D H B H H H D D D B H D B B B B H D H D H D H B D B B D D B D H H D H -4 D4Mit334 57 119.383705 H H H H H H D D D H H H D H B B B B B D H D H B H H H D D D B H D B B B B H D H D H D H B D B B D D B D H H D H -4 D4Mit203 60 129.249261 H H H H H H D D D H H H D H B B B B B D H D H H H H H D D H B H D H B B B D D H D H D H B D B H D D B D H H D H -4 D3Mit54 4.6 135.130158 H H H D B D H H B D H D H H H D H H D H D H B B H H H B H B H H H D B B H B H D H D B B B H D H B H B H H H D H -4 D4Mit312 69.8 141.449884 H D H H H H H D D H H H D H D B B B B D H D B H H H H D D H B H D H H B B D H H D H D H B D B H D D B H H H D D -4 D4Mit42 81 150.944102 H D H H H H H D H H H H D H D B B B B D B D B H H H H D D H H B D H H H B D H H D B D H H D B H D D H H H H D D -5 D5Mit346 0.5 4.879512 H H D B D D D H H B D B H H H H H B B H H D B D D D H H H B H H D H H H D D D H B D D D H D H H D H D H B H B H -5 D5Mit294 8 20.863134 H H D B D D D B H B D B H H H H D B B D H D B D H D H H H B H H H H B H H D D H B D D D H D H H D H D H B B B D -5 D5Mit348 8 24.424936 H H D H D D D B H B H B H H H H D B B D H D B D H D H H B B H H H H B H H D D H B D D D H D H H D H D H B B B D -5 D5Mit352 20 35.957615 H H D H D D D B B B H B H H H H D B B D H D B D H D H H B H H H H H B H H D D H H H D D H D H H D H D H H B B D -5 D5Mit267 23 40.977741 H H D H D D D B B H H B H H H H D B B D D D B D H D H H B H H H H H B H H D D H H H D D H D H H D H D H H B B D -5 D5Mit255 30 55.345577 H H D H D D D B B H H B H H H H H H B D D D D D H D H H B H B H H H B H H D D H H H D D H D H H H H D H H B B D -5 D5Mit197 36 65.040326 H H D H D D D B B H H B H H H H H H B D D D D D H H H H B H B H H H B H H D D H H H D D H D H H H H H H H B B D -5 D5Mit356 41 73.587246 D H H H D D D B H H H B H H H H H H H D D H D D B H H H B H B H H H B H H H D D H H D D H D H H H H H H H B B D -5 D5Mit309 44 79.931745 D H H H D D D H H H H B H H H H H H H D D H D D B H H H B H B H H H B H H H D D H H D D H D H H H H H H H B B D -5 D5Mit18 50 93.726234 D H H H D D D H H H H B H H H H H H H D D H D D B H H H B H B H H H B H H H D D H H D D H D H H H H H H H B B D -5 D5Mit403 57 106.233589 D H H H D H H H D H H B H H H H H H D D D H D D B D H H B H B H H H B H H H D D H H D D H D H B B H H B H B B H -5 D5Mit25 59.8 114.3337 D H H H D H H H D H H B H H H H H H D D D H D D B D H H B H B H H H B H H H H D H H H D B D H B B H H B H B B H -5 D5Mit95 68.5 125.309604 D H H H D H H D D H H B B H H B H D D H D H D D B D H D B D B H H H H H H H H D D H H D B D H B B H H B H H B B -5 D5Mit139 69 125.93169 D H H H D H H D D H H B B H H B H D D H D H D D B D H D B D B H H H H H H H H D D H H D B D H B B H H B H H B B -5 D5Mit372 73 132.603108 D D H H D H H D D H H B B H H B H D D H D H D D B D H D B D B D H B H D H H H D D H H B B D H B B H D B H H B B -5 D5Mit222 85 142.979299 D D H H D B H D D H D B B H H B H D D H D H D D H D H D H D B D H B H D H H H D D H H B H D D H B H D H H H B H -5 D5Mit223 89 147.662596 D D H H D B H D D H D B B B H B H D D H D H H D H D H D H D B D H B H D H H H D D H H B H D D H B H D H H H B H -6 D6Mit86 0.5 4.414883 D H H D D B B B H B D H H H H H D H D H B H D D D H H D D B D H H D B D H B D H D H H H H B H D D B B H H H H H -6 D6Mit264 3.2 16.618913 D H H D D B B H H B D H H H H H D H D H H H D D D H H D D B D H H D B H H B D H D H H H H B H D D B B H H H H H -6 D6Mit159 7 29.701221 D H D D D B H H B B H H H H H H D D D H H H D D D H H H D B D H H D B H H B D H H H H H H B H D D H B H H H H H -6 D6Mit268 15.5 34.684662 D H D D D B H H B H H H H H H H D B D H B H D D D H H H D B D H H D B H H B D H H H H H H B H D H H B H H H H H -6 D6Mit207 19 44.415869 H H D D D B H D H H H H H H H H D B D H B H D D D B H H D B D H H H B H H B D H H H H B H B H D H H B D H H H B -6 D6Mit74 20.5 48.676554 H H D D D B H D H H H H H H H H D B D H B H D D D B H H D B D H H H B H H B D H H H H B H B H D H H B D H H H B -6 D6Mit93 26.3 52.111711 H H H H D B H D H H H H H H H H D B D H B H D D H B H H H H D H H H B H H B H H H D H B H B H D H H B H H H H B -6 D6Mit316 28.9 55.505942 H H D D D B H D H H H H H H D H D B D H B H D D D B H H H B D D H H B H H B H H H D H B H B H D H H B H H H H B -6 D6Mit175 29.9 64.944267 H H D D D B H D H H H B H H D H D B D H B H D D D B H H H B D D H H B H H B H H H D H B H B H D H H B H H H H B -6 D6Mit188 32.5 75.397576 H H D D D B H D H H H B H H D H D B D H B H H D D B H H H B D D H H B H H B H H H D H B D B H D H H B H H H B B -6 D6Mit69 35 83.5957 H H H D D H H D H H H B H H D H H B D H B H H D D B B H H B D D H H B H H B H H H D H B D B H D H H H H H D B B -6 D6Mit102 38.5 93.413942 H H H H H H H D H H H B H H D H H B D H B H H D D B B H H B D D D H B H H B H H H D H B D B H D H D H H H D B B -6 D6Mit39 45.5 106.519219 H H H H H H H D H H H H H H D H H B D B B H H D D B B H H H D D D H H H H B H D H D H B D H H D H D H H B D B B -6 D6Mit150 51 116.105145 H H H B H H D D H H H H H H D H H B D B B H H H D B B H H H D D D H H H H B H D H B H B D H H D H D H H B D B B -6 D6Mit135 62.3 128.784911 H B B B H H D D H D H H H H H H H B D B B H B H D B B D H H H D H H H H H B H D B B H H D H H D H D B H B D B B -6 D6Mit374 63.7 134.069467 H B B B H H D D H D H H H H H H H B D B B H B H D B B D H H H D D H H H H B H D B B H H D H H D H D H H B D B B -6 D6Mit339 65 136.372096 H B B B H H D D H D H D H H H H H B D B B H B H D B B D H H H D D H H H H B H D B B H H D H H D H D B H B D B B -6 D6Mit201 74.1 146.582002 H B B B B H D D B H H D H H H H H B D B H H B H D B B D H H H D D H H H H B H D H B H H H H H D H D H H B H B B -7 D7Mit178 0 3.463879 H B B H H H D H H D B H D H H B H B B D H B D B H H H D H B H H D D H B D H H H B D D D B H D H H B H B D H H H -7 D7Mit190 2.9 17.644355 H B B H H D D D H D B H D H H B H B B D H H D B H H H H H B H H D D D B D H H H B D D D B H D H H H H H D H H H -7 D7Mit114 8.1 27.523162 H B B H H D D D H D B H D D H H H B B D H H D B H H H H B B B H D D H B D H B H H D D D B H D D H H H H H H H H -7 D7Mit80 18 47.494517 H B B H H H H H H D B H D D D H B H B D H H D B H B H H B B B D D D H B D D B H H D D D B H D D H H H H H H B D -7 D7Mit230 24.5 56.764848 B B B B H H H H B D B H D D D H B H B D H H D B H B H H B B B D D H H B D D B H H D D D H H D D H H H H H H B D -7 D7Mit84 28.4 66.454555 B B H B H H H H B D B H D D D H B H B D H H D B H B H H B B B D D H H B H D B H H D D D H H D D H H H H H H B D -7 D7Mit195 28.5 72.726203 B B H B H H H H B D B H D D D H B H B D H H D B H B H H B B B D D H H B H D B H H D D D H H D D H H H H H H B D -7 D7Mit202 37 83.020513 H B H B H H H H B D B H D H D H B H B H H H D H H B H H B B B H D H H B B H B H H D D D H H D D D H B H H H B H -7 D7Mit350 41 90.734598 H B H B H H H H B D B H D H D H B D B H H H D B H H H H B B B D D H H B B H B H H D D D H H D D D H B H H H B H -7 D7Mit301 46.5 98.73242 H B H B H H H H B D B H D H D H B D B H H H D B H H H H B B B D D H H B B H B B H H D D H H D D D H B H H H B H -7 D7Mit323 50 108.024449 H H H B H H H H B D B H D H D B B D B H H H D B H H H H H B B D D H H B B H B B H H D D H H D D D H B D H H B H -7 D7Mit281 52.4 119.355843 H H H B B H H H B D B H D H D B B D B H H H D B H H H H H B B D D H H B B H B B H H D D H H D D D H B H H D B H -7 D7Mit40 53 123.960955 H H H B B H H B B D B H D H D B B D B H H H D B H H H H H B B D D H H B B H B B H H D D H H D D D H B H H H B H -7 D7Mit66 57.5 127.029509 H H H B B H H B B D B H D H D B B D B H H H D B H H H H H B B D D H H B B H B B H H D D H H D D D H B H H H B H -7 D7Mit12 65.9 143.722526 H H H B B H H B H D B H D H D B H D B B H H D B H H H H D B B D D H H B B H H B H D B D H H H H H D B H D H H B -7 D7Mit334 69 145.481454 H H H B B H H B H H B H D H D B H D B B H H D B H H H H D B B D D H H B B H H B H D B D H H H H H D B H D H H B -7 D7Mit259 72 151.943408 H H H B B D H B H H H H D B D H H D B H H H D H H H H D D B D D D B H B B H H B H D B D H H H H D H B H D H D B -8 D8Mit124 6 14.723159 H H H D H H B H H H B B B D D H H H B H B H B D H B H D H H B D D H B D H D B H H H B H H B H D H H D B B H H D -8 D8Mit335 7 19.165365 H H H D H H B H H H B B B D H H H H B H H H H D H B H D H H B D D H B D H D B H H H B H H B H H H H D B B H H D -8 D8Mit95 8 25.604644 H H H D H H B H H H B B B D H H H H B H H H H D H B H D H H B D D H B D H H B H H H B H H B H H H H D B B H H D -8 D8Mit94 13 32.452129 H H H D H H B H H H B B B D H H H H B H H H H D H B H D H H B D D H B D D H B H H H H H H B H H H H D B B H H D -8 D8Mit294 22.5 40.490764 D H H D B H B H H H B B B H H H H H B B H H H D H B H D H H B D D H B D D H B H H H H H H B H H H H D B B H H D -8 D8Mit100 31 59.139595 D H H H B H H H B H H B H H H H H H B B H H H D H H H D H H B D D H B D D H B H H H H H H B H H H H D B B H H D -8 D8Mit25 32 67.115826 D H H H B H H H B H H B H H H H H H B B H H H H H H H D H H B D D H B D D H B H H H H H H B H H H H D B B H H D -8 D8Mit145 33.7 74.271358 D H H H B H H H B H H B H H H H H H B B H H H H H H H D H H H D D H B D D H B H H H H H H B H H H H D B B H H D -8 D8Mit263 37 83.834763 D D H H B H H H B H H H H B H H H H B B H H H H H D H D H H H D D D B D D H B H H H H H H B H H B H H B B H H D -8 D8Mit236 38.1 86.35109 D D H H B H H H B H H H H B H H H H B B H H H H H D H D H H H D D D B D D H B H H H H H H B H H B H H B B H H D -8 D8Mit266 44.5 92.726393 D D H H B H H H B H H H H B H H D H B B H H D H H D H D H B H D D D B D D H B D H H H H H B H H B B H B B H H D -8 D8Mit242 47.9 104.283476 D D H H B H H D B H H H H B H H D H B H H H D H H D H D H B H D D D B D D H B D H H H H H B H H B B H B B H B D -8 D8Mit113 52 111.364945 D D H H H H H D B H H H H B H H H H B H H H D H B D H D H B H D D D B H D B B D H D H H H B H H B B H B B B B D -8 D8Mit360 59 119.245087 D D H H H D H D H H H H H B H H H H B H H H H H B D H D H B H D D D B H D B B D H D H H H B H H B B B B B B H D -8 D8Mit156 74.3 131.419403 D D H H D D H H H H D H H B H H H H B H B D H H B D H D H B H D D D B H D H D D H D H D H H H B B B H D B B H D -9 D9Msw3 2 3 B D H H B D B H D B B H H B D H H D H H H H D D H H H B D B H H H H D H H D H H H B B H D D H H H H H D H H H H -9 D9Mit90 9 32.308039 B D H H H D B H H B B H H H H B H D H H D H H H H D B B D H B H H B D H H D H H H B B B D H D H B H H D H H H B -9 D9Mit227 23 41.298948 H D H H H D B H B B B H H D H B H D H H D H H H H D B B D H B H H B D H H D H H H B B B D B D H B H B D H H H B -9 D9Mit4 29 51.931282 H D H H H D H H B B B H H D H B H D D H D H H H H D B B D H B H H H D H H D H H H B B B D B D H B H B D H H H B -9 D9Mit336 35 65.42567 H D H H H D H H B B H H H D B B H D D H D H H H H H B B D H B H H H D B H H D H H B B B D B D H B H B B D H H B -9 D9Mit263 42 75.487998 H D D H D D H H B H H H H D B B H D D D D H H H D H B B D H B H H H H B H H D H D B H B D B D H B H B B D H H H -9 D9Mit236 43 79.938717 H D D H D D H H B H H H H D B B B D D D D H H H D H B H D H B H H H H B H H D H D B H B D B D H B H B B D H H H -9 D9Mit11 47 86.133451 H D D H D D H H B H H H B D B B B D D D D H H H D H B H H H H H H H H B H H D H D B H B D B D H B H B B D H H H -9 D9Mit274 49 96.298228 H D D H D H H H B H H H H H B H B D D D D H H H D H B H H H H H H H H B H H D H D B H B D B H H B H B B D H H H -9 D9Mit53 57 104.684611 D D D H D H H H B H H H H H B H B D D D D H H H D H B H H D D H H H H H H H D H D B H H D B H H B H B B D H H H -9 D9Mit243 61.8 113.283204 D D D H D H H H B H H H H H B H B D H D D H H H D H B H H D D B H H H H H H H H D B H D D B B H B H B B D H H H -9 D9Mit19 71 120.271886 D D D H D B H H H D H H H H B B B D B D D H D H D B B H B D D B H H H H H H H H D B H D H H B H H H B B D B H H -10 D10Mit28 4 9.133172 H H B H H D H H H B B H B H H H B H B B H D H D B D H B H B H B B H D H D H H B D H H D D B B B H H D D B D B D -10 D10Mit247 7 15.477118 H H B H H D H H H B B H B H H H B H B B H D H D B D H B H B H B B H D H D H H B D H H D D B B B H H D D B D B D -10 D10Msw20 12 20.063835 H H B H H D H H H B B H B H H H B H B B H D H D B D H B H B D B B H D H D H H B D H H D D B B B H H D D B D H D -10 D10Mit3 21 28.871991 H H B H H D H H H B B H B H H H B B H B H D H D H D B B H H D B B D D B D H B B D H B D D B B B H H D D B D H D -10 D10Mit194 29 46.564112 H H B H H D H H H B B H B H H H B B H B H H H D H D H H H H D B B D D B H H D B D H B D D B B H H H D D B D H D -10 D10Mit15 33 66.47519 H H B H H D H H H B B B H H H H B B H B H H H D D D H B H H D H H D D B H H D B D H B D H H H H H D D D B H H D -10 D10Mit186 40 75.143879 H H B H H H D H B B B B H H H H B B D B H H H D D D H B H H D H H D D B H H D B D H B D H H H H B D D D B H H D -10 D10Mit261 47 85.081862 H H B H B H D H B B B B H H H H B B D B H H H D D H H B H H D H H D D B H H D B D H B D H H H H B D D D B H H D -10 D10Mit11 50 91.885359 H H B H B H D H B B B B H H H H H H D B H H H D D H H B H H H H D D D B H H D B D B B D H H H H B D D D B H D D -10 D10Mit70 60 103.53585 H H B B B H D D B B B B H H H H H H D B H D H D D H H B H H H H D D D B H B D B D B B D H H H H B D H D B H H H -10 D10Mit233 62 113.818251 H H H B H H D H B B B B H H B H D H D B H D H D D H H B H H H H D D D B H B D H H B B D H H H H B D H H B H H H -10 D10Mit14 65 118.098314 H H H B H H D H B B B B H H B H D H D B H D H D H H H B H B B H D D D B H B H H H B B D H H H H B D H H B B H H -10 D10Mit297 70 124.484225 H H D B H H D H B B B B H H H H D H D B D D D D H H D B H B B H D H D B H B H H H B B D H H H H B D H B B B H H -11 D11Mit226 1 8.804957 H D B H D H H B B H H D D B H H D H H B H H H B D H H H B B H H D B B H D H B H H H H H H H D D H H B D H B B D -11 D11Mit78 3 17.844333 B D H H D H H H B H H D D B H H D H H B H H H B D H H H B B H H D H H H D H H H H H H H H H D D H H B D D B B D -11 D11Mit82 11 25.961779 B H H H D H H H B B H D D B H H D H H B H H H B H H H H B B H H D H H H D H H H H H H H H H D D H H B D D B B H -11 D11Mit51 18 36.205251 B H H H D H H H B H B D D B H H D H H B H H H B H H H H B B H H D D H H D H D B H D H H H H D D H H B D D H B H -11 D11Mit20 20 44.552712 B H H H D H H D B H B D D B H H H H D B H H H B H D H H B B H H D D H H D H D B H D H H H H D D H H B D D H B H -11 D11Mit86 28 54.003616 B H H H D H H D B H B H D B H H H H D B H H H B H D H H B B H H D D H H D H D B H D H H B H D D H H B D D H B H -11 D11Mit177 36 65.026386 B H H H D H B D B H B H H H H H B H D B H H B B B H H H B D H H H D H H H H D B H D H H B H D D H H H D D H H H -11 D11Mit30 40 69.607574 B H H H D H B D B H B H H H H H B H D B H H B B B H H H B D H H H D H H B H D B H D H H B H D D H H H D D H H H -11 D11Mit90 42 70.313263 B H H H D H B D B H B H H H H H B H D B H H B B B H H H B D H H H D H H B H D B H D H H B H D D H H H D D H H H -11 D11Mit195 47 84.653999 B H H H D H B D B H B H H H H H H H D B H H B B H H H H B D H H H D H H B H D B H D H H B H D H H H H D D H H H -11 D11Mit179 52 89.696612 B H D H D H B D B H B H H H H H B H D B H H B B H H H H B D B H H D H H B H D B H D D H B B D H H H H D D H H H -11 D11Mit263 55 95.602952 B H D H D D B D B H B H H H H H B B D B H H B B H H H H B D B H H D H H B H D B H D D H B B D H H D H D D B H H -11 D11Mit67 56 96.86818 B H D H D D B D B H B H H H H H B B D H H H B B H H H H B D B H H D H H B H D B H D D H B B D H H D H D D H H H -11 D11Mit199 62 101.749081 B H D H D D B D B D B H H H H H B B D H H H B B H H H H B D B H H D H H B H D B H D D H B B D H H D H D D H H H -11 D11Mit58 65 104.43775 B H D H D D B D B D B H H H H H B B D H H H B B H H H H B D B D H D H H B H D B H D D H B B D H H D H D D B H H -11 D11Mit181 66.5 109.189663 B H D H D D B D H D B H H H H H B B D H H B B B H H H H B D B D H D H H B H D B B D D H B B D H H D H D D B H H -11 D11Mit338 74.5 115.323096 H H D H D D B D H D H H H D D D B B D D H H H B H H H H H D B H H D H D B H D B B D D H B B D B H D H D D B H H -11 D11Mit48 77 117.993077 H H D H D D B D H D H H H D D D B B D D H H H B H H H H H D B H H D H D B H D B B D D H B B D B H D H D H B H H -12 D12Mit182 2 10.877408 H B H B H H H D H H B B H H H H H H H H H H B D H H H H H H D H H H B H B B H D H H D H H H B D H H B H B D D H -12 D12Mit219 7 27.125818 B B H B H H H D D H B B H H H D H H H H H H B D H H H H H H D H H H B H B B H D H H D H D H B D H H B H B D D H -12 D12Mit153 15 35.920168 H B H B H H H H D H B B H H H D H H H H H H B D H H H H H H D H H D B H B B H D H H D H D H B D H H B H B D D H -12 D12Mit2 19 42.747378 H B H H H H H H D H B B H H H D H H H H H H B D H H H H H H D H H D B H B B H D H H D H D H B D H H B B B D D D -12 D12Mit285 23 55.750111 B H H H B H H H D H B B H H H D H H H H H H B D H H H H H H D H H H B H B B H D H H D H D H B D H H B B B D B D -12 D12Mit36 23.5 61.756235 B H H H B H H H D H B B H H H D H H H H H H B D H H H H H H D H H H B H B B H D H H D H D H B D H H B B B H B D -12 D12Mit114 24.5 71.186214 B H H H B H D H D H H H H H H D H H H H H H B D H H H H H H D H H H B H B B H D H H D H D H B D B H B B B H B D -12 D12Mit158 38 83.720002 B H H H B H D H D H H H H H H D H H H B H H B D H H H H H H B H H H H H B B H D D H H H D H B H B H B B B H B D -12 D12Mit239 44 89.807378 B H H H B H D H D H H H H H H D H H H H H H B D H H H H H H B H H H H H B B H D D H H H D H B H B H B B B H B D -12 D12Mit259 45 93.085023 B H H H B H D H D H H D H H H D H H B H H H B D H H H H H H B B B H H H B B H D D H H H D H B H B H B B B H B D -12 D12Mit231 48 101.804025 B H H H B B D H D H H D H H D D H B B H H H B D H H D H H H B B B H H H B B H D D D H H D H B H B H B B B H B D -12 D12Mit133 56 111.536236 B H H H B B H H D H H D H H H D H B B H B H B H H D D H B H B H B H H B B B H D D D H H D H B B B H B B B H B D -12 D12Mit280 55 112.417854 B H H H B B H H D H H D H H H D H B B H B H B H H D D H B H B H B H H B B B H D D D H H D H B B B H B B B H B D -13 D13Mit57 9 17.085793 D B B B H B D B H D H B B D H B B H B H D H D H H D D D H H H B H H B B D D D H H H H B D H H H H H D H D H H H -13 D13Mit17 10 21.385134 D B B B H B D B H D H B B D H B B H B H D B D H H D D D H H H B H D B B D D D H H H H B D H H H H H D H D H H H -13 D13Mit60 16.1 35.968793 D B B B H B D B H D H B B D H B B H B H D B D H H D D D D H B B H H H B H D D H B H H H D H H H H H D H D H H D -13 D13Mit91 30 46.91822 D B H B H B D B H D H B H D H B B H B H D B D H H H D D D D B B H H H B D D D H B H H H D H H H D H D H D H H D -13 D13Mit13 35 56.582796 D B H B H B H H H D H B D D H B B H B H D B D D B H D D D D B B H H H B D H D H B H H H D H H H D H D H D H H D -13 D13Mit253 37 64.10121 D B H B H B H H H D H B D D H B B H B H D B D D H H H D D D B H H H H B H H D H B H H H D H H H D H D H D H H D -13 D13Mit254 40 76.121928 H B H B H B H H H D H B D D H B B H B H D B H D H H H D D D B B H H H B H H D H B H H H D H D H D D D H D H H D -13 D13Mit126 41 85.473356 H B H B H B H H H D H H D D H B B H B H D B H D H H H D D D B B H H H B H H D H B H B H D H D H D D D H D B B D -13 D13Mit193 43 91.92066 H B H B H B H H H D H H D H H B B H B H D B H D H H H D D D B B H H H B H H D H B H B H D H D H D D D H D B B D -13 D13MIt30 52 102.222838 H B H B H B H H H D H H D H H B B H B H D B H D H B H D D D B B H H H B H H D B B H B H D H D H D D H H D H B D -13 D13Mit148 59.5 109.618962 H B H B D B B H H D H H D H H B B H H H D B H D H B H D D H B B H H D H H H D B B H B D H H D H D D B H D H H D -13 D13Mit262 68 113.604437 H B H B D B B H H D H H D H H B B D H H D B H D H B H D D H H B H H D H H H D B B H B D B H D H D D B H D H H D -13 D13Mit35 75 120.12845 H H H B D B B H H D H H D H H B B D H H H B H D B B H D D H D B H H D H H H D B B H B D B H D H D D B H D H H D -14 D14Mit110 4 8.991951 H H H D B B H H H B D B H H H D B H D H H H B D B H H B B B H H D H H H H B D D H D D B H D B B B B B H D H D B -14 D14Mit98 4 17.356224 H B H D B B H H H B D B H H H D B H D H H H B D B H H B B B H H D H H H H B D D H D D B H D B B B B B H D H D B -14 D14Mit206 5 21.523025 H D H D B B H H H B D B H H H D B H D H H H B H B H H B B B H H D H H H H B D D H D D B H H B B B B B H D H D B -14 D14Mit54 12.5 36.137025 D D H D B H B H H B H B H H H D B H B H H H B H H B H B B B H H H H B H D B D D H D D B H H H B B B H H D H D B -14 D14Mit212 13 40.817103 D D H D B H B H D B H B B H H D B H B H H H B H H H H B B B H H H H B H D B D D H D D B H H H B B B H H D H D B -14 D14Mit142 19.4 54.812402 D D H D B H B H D B H B B H H D B H B H B D B H H H H B B B H H H H B H H B D H H H D B H H H H B H H H H H D B -14 D14Mit234 22.5 60.262795 D D H D B H H H D B H B B H H D B H B H B D B H H H H B B B H H H H H H H B D H H H D B H H H H B H H H H H D B -14 D14Mit262 28.5 67.704456 D D H D B H H H D B H B H H H D B H B H B D B H H H H B B B H H H H H H H B D H D H D B H H H H B H H H H H D B -14 D14Mit115 40 73.244747 H D H D B H H H D B H B H H B D B H B D B D B H H H B B B B H H H H H H H H D H D H D B H H H H B H H H H H D B -14 D14MIt35 43 79.559826 H D H D B H H H D B H B H H B D B H B D B D B H H H B B B B H H D H H H H H D H D H D B H H H H B H D H H H D B -14 D14Mit263 44 89.3607 H D H D B H H H D H H B H H B D B H B D B H B H H H B B B B H B D H B H H H D H D H D B H H H H B H D H H H D B -14 D14Mit228 46.7 99.784302 H D H D B H H B D H H B H H B D B H B D B H B H D H B B B B H B D H B H D H D H D H D B H H H H B H D H H H H B -14 D14Mit165 52.5 106.982673 H D H D B H H B D H B B H B B D B H B D B H B H D H B B B H H B D H B H D D D H D H H B H H H H B H D H H H H B -14 D14Mit185 54 117.296055 H D H H B B H B D H B B H B B D B H B D B H B H D H H H B H H B D H B H D D D H D H H B H H H H H H D B H H H B -14 D14Mit266 59 121.431466 H H H H B B H B D H B B H H B D H H H D B H H H D H H H B H H B D H B H D D D H D H H B D B H D H H D B H H H B -15 D15Mit12 6.4 3.160684 B H B B H H H H H D B H H H B D B B B B B D B B H D H D H H B H D D B D D B H D D H H D B B B B H H D H D H B B -15 D15Mit53 9.2 13.210209 H H B B H H H H H D B H H H B D B B B B H D B B H D H D H H B H H D B D D B H D H H H H B B B B H H D H D H B B -15 D15Mit252 13.2 22.550162 H H B B H H H H H D B H H H B D B B B B H H B B H D B D H H B H H D H D D H H D H H H H B B B B H H D H D H B B -15 D15Mit7 14.5 32.946234 H H B B H H H H H D B H H H B D B B B B H H B B H D B D H H B H H H H D D H H H H H H H B B B B H H D H D D B B -15 D15Mit8 14.6 33.392974 H H B B H H H H H D B H H H B D B B B B H H B B H D B D H H B H H H H D D H H H H H H H B B B B H H D H D D B B -15 D15Mit5 22.2 43.279929 H H B B H H H H H D B B H D B D B B B H H H B H H D B D H H B H H H H D D H H H H H H H B B B B H H D H D D B B -15 D15Mit232 24 52.944064 H H B B H H H H H H B B H D B D B B B H H H B H H D B D H H B H H H H D D H H H H H H H H B B H H H D H D D H B -15 D15Mit270 29 63.349351 H H H B H H H H H H B B H D B D B B B H H H B H H D B D H H B H H H H D D H B H B H H H H B B H H H D H H D H B -15 D15Mit90 36 68.969215 H B H H B H H H H H H B H D B D B B B H H H B H H D B D H H B H H H H D D H B H B H H H H B B H B H D B B D H H -15 D15Mit239 45 78.407334 H B H H H H H H H H H B H D B D B H B D H H H H H D B D H H B H H H H D D H B H B B H H H B B H B H D H B D H D -15 D15Mit72 51.1 84.545798 H B H H B H H H H H H B H D B D B H B D H H H H H D B D H H B D H H H D D H B H B B H H H B B H H H D H B D H D -15 D15Mit34 52.5 90.583805 H B H H B H H H H H D B H D B D B H B D H H H H D D B D H H B D B H H D D H B H B B H H H B H H H H D H B D H D -15 D15Mit272 57.5 94.239432 H B H D B H H H B H D B H D H H B H B D H H H H D D B D H H B D B H H D D H B H B B H H H H H H H H D H B D D D -15 D15Mit42 59.2 98.887015 H B D D B H H H H H D B H D D H D H B D H H H H D D B D H H B D B H H D D H B H B B B H D H H H H D D H B D D D -15 D15Mit15 62 102.823544 H B D D B H H H H H D B H D D H D H B D H H H H D D B D H H B D B H H D H H B H B B B H D H H H H D D H B D D D -15 D15Mit35 62 103.347763 H B D D B H H H H H D B H D D H D H B D H H H H D D B D H H B D B H H D H H B H B B B H D H H H H D D H B D D D -16 D16Mit182 3.1 5.682588 H H H B H H H B H H D H H H B H B H H H D B D D B B B H H H H B B B H H D H B D B H B H D D B B H B H H B H H H -16 D16Mit100 8.5 12.095264 D H H B H H H B H H D H H H B H B H H H D B H D B B B H H H H H B B H H D H B D H H B D D D B B H B H H B H H H -16 D16Mit88 9.7 13.249056 D H H B H H D B H H D H H H B H B H H H D B H D B B B H H H H H B B H H D H B D H H B D D D B B H H H H B H H H -16 D16Mit101 17 23.737061 D B H B H H D B H H D H H H B H B H H B D B H D B B B H H H H H B B H D D H B D H H B D H D B B H H H H B H H H -16 D16Mit58 23.3 32.312107 D B H H H H D B H H H H B H B H B H H B D B H D B H B H H H H H B B H D D H H D H H B D H D B B H H H H D H H H -16 D16Mit84 34.2 45.39781 D B H H H H D B B H H H B D B H H H H H D B B D B H B H H H H H B B H D D H H D H B B D H H H B H H D H D H H H -16 D16Mit5 38 57.773676 D B H H H H D B B H H H B D B H H H H H D B B D B H B D H H H H H B H D D H H D H B B D H H H B D H D H D H H H -16 D16Mit139 43 65.669761 D B H H H H H H B H H H B D B H H H H H H B B D B H B D H D H H D B H D D H H D H B B D H H H B D H D H D H H H -16 D16Mit217 45.5 77.361452 D B H H H H H H B H H H B D B H H H H H H H B D B H B D H D H H D H H D D D D D H B H D H H H B D H D H D H D H -16 D16Mit152 57 85.804078 D B H H H H H H B H H H H D B H H H H H H H B D B H B D H D H H D H H D D D D D H B H D H H H B D H D H D H D H -16 D16Mit106 68 98.051756 H B D H H H H H H D H D H D B B H D D H B B B H H H H D H D D H D H H D H D D D H B H D H H D B D H D H D D D H -17 D17Mit267 2 3.354861 B D D H D D B D H H D H B H B H H H H D D D B D H B D D H B B H D H H B H D B B D B H H D H B H H H H D D D D H -17 D17Mit213 9.33 16.752156 B D D H D D B D H D D H B H H H H H H D D D H D H B D D H B B H D H H B H D B B D H H H D H B B H H H D D D D H -17 D17Mit100 11.8 26.318982 B D D H D D B D H D D H B H H H H H H D D D H D H B D D H B B H D H H B H D B B D H H H D H B B H H H D D D D H -17 D17Mit175 17.7 31.979622 H D D D D D B D H D H D H H H H H H H D D D H D H H H D D B B H D H H B H D B H D H H H D H B B H H H D H D H H -17 D17Mit21 18.6 34.380178 H D D D D D B D H D H D H H H H H H H D D D H D H H H D D B B H D H H B H D B H D H H H D H B B H H H D H D H H -17 D17Mit24 20.4 37.619108 H D D D D D B D H D H D H H H H H H H D D D H D H H H D D B B H D H H B H D B H D H H H D H B B H H H D H D H H -17 D17Mit10 24 47.672121 H D D D D D B D B D H D H H H H H H H D D D H H H H H D D H B H H H H B H D B B D H H H D B B B H H H D H D B H -17 D17Mit20 34.3 57.366869 H D D D D H B H B D H D H H H H H H H D D H H B H H H D D H B B H H H B H D B B D H H D D B B B H H H H H H B H -17 D17Mit89 36 63.988383 H D D D D H B H B D H D H H H H H H H D D H H B H H H D D H B B H H H B H D B B D H H D D B B B H H H H H H B H -17 D17Mit152 37.7 65.689823 H D D D D H B H B D H D H H H H H H H D D H H B H H H D D H B B H H H B H D B B D H H D D B B B H H H H H H B H -17 D17Mit39 45 74.681455 H H D D H H B H B D H D D H H H H H H D D H H B H H B B D H B B H H B B H D H B D H D D D H H H H H H H H H B H -17 D17Mit41 53 84.734942 H H D D H H B H B D H D D H D H D H H D D H D B D H B B D H H H H H B B H H H B H H D D D H H H D H H H H H B H -17 D17Mit221 56.7 90.487044 H H D H H H B H H D H D D H D H D H H D D B D B D H B B D H H H B H B B H H H B H H D D H H H H D H H B D H B H -17 D17Mit244 55.7 91.253863 H H D H B H B H B D H D D H D H D H H D H B D B D H B B D H H H B H B B H B H B H H D D H H H H D B H B D H B H -18 D18Mit19 1 5.041116 B B B B H B H H B H B D D D B H H H B D D H B D H B H H D B H B D B B D B D H D H H H D H D H H D B H H H H B H -18 D18Msw9 3 9.164794 B B B B H B H H B H B D D D B H H H B D D H B D H B H H D B H B D B B D H D H D H H H D H D H H D B H H H H H H -18 D18Msw17 10 17.128182 B B B B H B H H H B B D D D B H H H H D H H B D H B H H D B H B D B B D B D H D H B H D H H H H D B H H H H B H -18 D18Mit68 11 21.594125 B B B B H B H H H B B D D D B H H H H D H H B D H B H H D H H B D B B D B D H D H B H D H H H H D B H H H H B D -18 D18Mit111 11 21.671805 B B B B H B H H H B B D D D B H H H H D H H B D H B H H D H H B D B B D B D H D H B H D H H H H D B H H H H B D -18 D18Mit225 16 30.775424 H B H B H H H H H H B H D D B H H H H H H H B D H B H H D H H B H B B D B D H D H B H D H H H H D B B H H H B D -18 D18Mit17 22 39.646514 H B H B H H H H H H B H D D B H H H H H H H B H H B H H D D H B H B B D B D H D H B H D B H H H D B B H H H B D -18 D18Mit53 27 52.992737 H B H B H H H H H H B B D D B H H H H H H H B H H H H H D D H B H B H D B D D D H B H H B H H H D B B H H H B D -18 D18Mit55 25 53.317603 H B H B H H H H H H B B D D B H H H H H H H B H H H H H D D H B H B H D B D D D H B H H B H H H D B B H H H B D -18 D18Mit184 41 66.978896 H B H B H H B H H H B B D D H H B B H H H H B B H H H H D D H B H B H D B D D D H B H H H H H H D B H B H H B D -18 D18Mit79 47 75.969567 H B H B H H B H H H B B D D H H B H B H B H B B H D D H D D B B H B H D B D D D D B H H H H H D D B H B H H B D -18 D18Mit7 49 77.086364 H B D B H H B H H H B B D D H H B H B H B H B B H D D H D D H B H B H H B D D H D B H H H H H D D B H B H H B D -18 D18Mit213 55 84.78992 H B D B H H B H H H H B D H H H B H B H B H B B H D D B D D H B B B D B B D D H D B H H H H H H D B H B D B B D -19 D19Mit109 3 6.207606 H H B H H H H H H H H D D B B D B H B H B H D B H H H H H H H D D H H D B B H D H H H H H H H H H H H H D B H B -19 D19Mit42 5 10.157494 H H B H H H H H H H H D D B B D B H B H B H D B H H H H H H H D D H H D B H H D H H H H H H H H H H H H D B H H -19 D19Mit85 12 18.60417 D H B H H B H H H H H D D B B D B B B H B H D B H H D H H H H D D H H H B H B D D D B H H H D H H B H H H B H D -19 D19Mit16 15 20.420341 D H B H H B H H H H H D D B B D B B B H B H D B H H D H H H H D D H H H B H B D D D B H H H D H H B H H H B H D -19 D19Mit13 20 32.713512 D H B B H B H B H H H H D B B D B B B H B H D B B H D D H B H D D H D B B H B D D D B H H H D D H B H H H D H D -19 D19Mit89 41 42.573794 D H B B H B H B B H H H H B H D B B B H B H D B H H D D H B H D D H D B B H B D D D B H H H D D H H H H H D H D -19 D19Mit38 47 47.260672 D H B B H B H H B H H H H B H D B B B H B H D B H H D H H B H D D H D B B H B D D D B H H H D D H H H H H D H D -19 D19Mit103 52 53.838655 D D H B H B H H H H H H H H H D B B B H B H D B H H D H H B H H D H D B B H B D D D B H H H D D H H H H D D H D -19 D19Mit55 52.8 55.379504 D D D B H B H H H H H H H H D D B B B H B H D B H D D H H B H H D H D B B H B D D D B H H H D D H H H H D D H D -19 D19Mit137 54 59.209811 D D D B H B D H H H H H H H D D B B B H H B D B H D H H H H H H D H D B B H B D D D B H H H D D H H H H D D H D -X DXMit89 3 9.977111 D H B D H D D B D D B D D B D B H D H B D B B D D B D B D D D D H B D B H H B B D B H B B D H B B B B B D D D D -X DXMit166 15.5 49.036674 D H B D H D D H D D B D D B D B H H H D D B B D D B D D D D D D H B D B H H B B D D H B B D H B B D B B D B D D -X DXMit143 26 69.642046 D H B D H D D D D D B D D B D D H H H D D B B D D B D D B D D D B B H B H D B B D D H B B D H B B D B B D B H D -X DXMit1 29 70.273782 D H B D H D D H D D B D D B D D H H H D D B B D D D D D B D D D B B H B H D B B D D H B B D H B B D B B D B H D -X DXMit117 50.8 127.822561 D H B H D D D H D D B D D B D D H H H D D B B D B D D B B D H D B B H B H D B B D D D D B D H B B D D B B B H D -X DXMsw125 52 140.351087 D H D H D D D H D D B D D B D D H H H D D B D D B D D B B D D D B B H B B D B B D D D D B H H B D D D B B B H H -X DXMit186 69 161.804093 D H D H D D D H D D B D D B D D H H H D D B D D B D D B B D D D B B H B B H B B D D D D B H H B D D D B B B D H
\ No newline at end of file +version https://git-lfs.github.com/spec/v1 +oid sha256:bfbb19f8d5f6a3e702779ffd3e98dab2deb5a44da7af81e8bdce8979d22fc93c +size 44102 diff --git a/wqflask/runserver.py b/wqflask/runserver.py index 9d5686a9..5a76d1e2 100755 --- a/wqflask/runserver.py +++ b/wqflask/runserver.py @@ -18,9 +18,10 @@ from wqflask import app #_ch = logging.StreamHandler() #_log.addHandler(_ch) +print app.config + import logging -#from themodule import TheHandlerYouWant -file_handler = logging.FileHandler("/tmp/flask_gn_log_danny_unsecure") +file_handler = logging.FileHandler(app.config['LOGFILE']) file_handler.setLevel(logging.DEBUG) app.logger.addHandler(file_handler) @@ -28,7 +29,7 @@ import logging_tree logging_tree.printout() app.run(host='0.0.0.0', - port=5003, + port=app.config['SERVER_PORT'], use_debugger=False, threaded=True, use_reloader=True) diff --git a/wqflask/wqflask/interval_mapping/interval_mapping.py b/wqflask/wqflask/interval_mapping/interval_mapping.py index 5eb901f7..5511826a 100755 --- a/wqflask/wqflask/interval_mapping/interval_mapping.py +++ b/wqflask/wqflask/interval_mapping/interval_mapping.py @@ -57,13 +57,8 @@ class IntervalMapping(object): self.set_options(start_vars) self.json_data = {} - - #if self.method == "qtl_reaper": self.json_data['lodnames'] = ['lod.hk'] self.gen_reaper_results(tempdata) - #else: - # self.gen_pylmm_results(tempdata) - #self.gen_qtl_results(tempdata) #Get chromosome lengths for drawing the interval map plot chromosome_mb_lengths = {} @@ -93,13 +88,7 @@ class IntervalMapping(object): def set_options(self, start_vars): """Sets various options (physical/genetic mapping, # permutations, which chromosome""" - #self.plot_scale = start_vars['scale'] - #if self.plotScale == 'physic' and not fd.genotype.Mbmap: - # self.plotScale = 'morgan' - #self.method = start_vars['mapping_method'] self.num_permutations = int(start_vars['num_perm']) - #self.do_bootstrap = start_vars['do_bootstrap'] - #self.selected_chr = start_vars['chromosome'] if start_vars['manhattan_plot'] == "true": self.manhattan_plot = True else: @@ -112,9 +101,6 @@ class IntervalMapping(object): self.control_locus = start_vars['control_locus'] else: self.control_locus = None - #self.weighted_regression = start_vars['weighted'] - #self.lrs_lod = start_vars['lrs_lod'] - def gen_qtl_results(self, tempdata): """Generates qtl results for plotting interval map""" @@ -134,7 +120,7 @@ class IntervalMapping(object): #if self.weighted_regression: # self.lrs_array = self.genotype.permutation(strains = trimmed_samples, # trait = trimmed_values, - # variance = _vars, + # variance = variances, # nperm=self.num_permutations) #else: self.lrs_array = genotype.permutation(strains = trimmed_samples, @@ -175,12 +161,6 @@ class IntervalMapping(object): self.json_data['markernames'] = [] for qtl in reaper_results: reaper_locus = qtl.locus - #if reaper_locus.chr == "20": - # print("changing to X") - # self.json_data['chr'].append("X") - #else: - # self.json_data['chr'].append(reaper_locus.chr) - ##self.json_data['chr'].append(reaper_locus.chr) self.json_data['pos'].append(reaper_locus.Mb) self.json_data['lod.hk'].append(qtl.lrs) self.json_data['markernames'].append(reaper_locus.name) diff --git a/wqflask/wqflask/marker_regression/gemma_mapping.py b/wqflask/wqflask/marker_regression/gemma_mapping.py new file mode 100644 index 00000000..b1ab780c --- /dev/null +++ b/wqflask/wqflask/marker_regression/gemma_mapping.py @@ -0,0 +1,44 @@ +import os + +from base import webqtlConfig + +def run_gemma(this_dataset, samples, vals): + """Generates p-values for each marker using GEMMA""" + + print("INSIDE GEMMA_MAPPING") + + gen_pheno_txt_file(this_dataset, samples, vals) + + os.chdir("{}gemma".format(webqtlConfig.HTMLPATH)) + + gemma_command = './gemma -bfile %s -k output_%s.cXX.txt -lmm 1 -o output/%s_output' % (this_dataset.group.name, + this_dataset.group.name, + this_dataset.group.name) + print("gemma_command:" + gemma_command) + + os.system(gemma_command) + + included_markers, p_values = parse_gemma_output(this_dataset) + + return included_markers, p_values + +def gen_pheno_txt_file(this_dataset, samples, vals): + """Generates phenotype file for GEMMA""" + + with open("{}gemma/{}.fam".format(webqtlConfig.HTMLPATH, this_dataset.group.name), "w") as outfile: + for i, sample in enumerate(samples): + outfile.write(str(sample) + " " + str(sample) + " 0 0 0 " + str(vals[i]) + "\n") + +def parse_gemma_output(this_dataset): + included_markers = [] + p_values = [] + with open("{}gemma/output/{}_output.assoc.txt".format(webqtlConfig.HTMLPATH, this_dataset.group.name)) as output_file: + for line in output_file: + if line.startswith("chr"): + continue + else: + included_markers.append(line.split("\t")[1]) + p_values.append(float(line.split("\t")[10])) + + print("p_values: ", p_values) + return included_markers, p_values
\ No newline at end of file diff --git a/wqflask/wqflask/marker_regression/marker_regression.py b/wqflask/wqflask/marker_regression/marker_regression.py index 7708356b..bed316d7 100755 --- a/wqflask/wqflask/marker_regression/marker_regression.py +++ b/wqflask/wqflask/marker_regression/marker_regression.py @@ -25,12 +25,17 @@ from redis import Redis Redis = Redis() from flask import Flask, g +from wqflask import app from base.trait import GeneralTrait from base import data_set from base import species from base import webqtlConfig from utility import webqtlUtil +from wqflask.marker_regression import qtl_reaper_mapping +from wqflask.marker_regression import plink_mapping +from wqflask.marker_regression import gemma_mapping +from wqflask.marker_regression import rqtl_mapping from wqflask.my_pylmm.data import prep_data from wqflask.my_pylmm.pyLMM import lmm from wqflask.my_pylmm.pyLMM import input @@ -40,6 +45,14 @@ from utility import temp_data from utility.benchmark import Bench +import os +if os.environ.get('PYLMM_PATH') is None: + PYLMM_PATH=app.config.get('PYLMM_PATH') + if PYLMM_PATH is None: + PYLMM_PATH=os.environ['HOME']+'/gene/wqflask/wqflask/my_pylmm/pyLMM' +if not os.path.isfile(PYLMM_PATH+'/lmm.py'): + raise 'PYLMM_PATH unknown or faulty' +PYLMM_COMMAND= 'python '+PYLMM_PATH+'/lmm.py' class MarkerRegression(object): @@ -73,7 +86,10 @@ class MarkerRegression(object): self.dataset.group.get_markers() if self.mapping_method == "gemma": - qtl_results = self.run_gemma() + included_markers, p_values = gemma_mapping.run_gemma(self.dataset, self.samples, self.vals) + self.dataset.group.get_specified_markers(markers = included_markers) + self.dataset.group.markers.add_pvalues(p_values) + qtl_results = self.dataset.group.markers.markers elif self.mapping_method == "rqtl_plink": qtl_results = self.run_rqtl_plink() elif self.mapping_method == "rqtl_geno": @@ -88,9 +104,7 @@ class MarkerRegression(object): if start_vars['pair_scan'] == "true": self.pair_scan = True - print("pair scan:", self.pair_scan) - print("DOING RQTL GENO") qtl_results = self.run_rqtl_geno() print("qtl_results:", qtl_results) elif self.mapping_method == "plink": @@ -126,8 +140,9 @@ class MarkerRegression(object): #Need to convert the QTL objects that qtl reaper returns into a json serializable dictionary self.qtl_results = [] - for qtl in self.filtered_markers: - print("lod score is:", qtl['lod_score']) + for index,qtl in enumerate(self.filtered_markers): + if index<40: + print("lod score is:", qtl['lod_score']) if qtl['chr'] == highest_chr and highest_chr != "X" and highest_chr != "X/Y": print("changing to X") self.json_data['chr'].append("X") @@ -144,7 +159,7 @@ class MarkerRegression(object): self.json_data['chrnames'].append([self.species.chromosomes.chromosomes[key].name, self.species.chromosomes.chromosomes[key].mb_length]) chromosome_mb_lengths[key] = self.species.chromosomes.chromosomes[key].mb_length - print("json_data:", self.json_data) + # print("json_data:", self.json_data) self.js_data = dict( @@ -156,11 +171,11 @@ class MarkerRegression(object): chromosomes = chromosome_mb_lengths, qtl_results = self.filtered_markers, ) + def run_gemma(self): """Generates p-values for each marker using GEMMA""" - #filename = webqtlUtil.genRandStr("{}_{}_".format(self.dataset.group.name, self.this_trait.name)) self.gen_pheno_txt_file() os.chdir("/home/zas1024/gene/web/gemma") @@ -272,7 +287,7 @@ class MarkerRegression(object): """) def run_rqtl_geno(self): - print("Calling R/qtl from python") + print("Calling R/qtl") self.geno_to_rqtl_function() @@ -381,9 +396,23 @@ class MarkerRegression(object): return pheno_as_string def process_pair_scan_results(self, result): - results = [] + pair_scan_results = [] + + result = result[1] + output = [tuple([result[j][i] for j in range(result.ncol)]) for i in range(result.nrow)] + print("R/qtl scantwo output:", output) + + for i, line in enumerate(result.iter_row()): + marker = {} + marker['name'] = result.rownames[i] + marker['chr1'] = output[i][0] + marker['Mb'] = output[i][1] + marker['chr2'] = int(output[i][2]) + pair_scan_results.append(marker) + + print("pair_scan_results:", pair_scan_results) - return results + return pair_scan_results def process_rqtl_results(self, result): # TODO: how to make this a one liner and not copy the stuff in a loop qtl_results = [] @@ -655,8 +684,7 @@ class MarkerRegression(object): Redis.set(key, json_params) Redis.expire(key, 60*60) - command = 'python /home/zas1024/gene/wqflask/wqflask/my_pylmm/pyLMM/lmm.py --key {} --species {}'.format(key, - "other") + command = PYLMM_COMMAND+' --key {} --species {}'.format(key,"other") os.system(command) @@ -713,8 +741,8 @@ class MarkerRegression(object): # "refit": False, # "temp_data": tempdata} - print("genotype_matrix:", str(genotype_matrix.tolist())) - print("pheno_vector:", str(pheno_vector.tolist())) + # print("genotype_matrix:", str(genotype_matrix.tolist())) + # print("pheno_vector:", str(pheno_vector.tolist())) params = dict(pheno_vector = pheno_vector.tolist(), genotype_matrix = genotype_matrix.tolist(), @@ -732,7 +760,7 @@ class MarkerRegression(object): Redis.expire(key, 60*60) print("before printing command") - command = 'python /home/zas1024/gene/wqflask/wqflask/my_pylmm/pyLMM/lmm.py --key {} --species {}'.format(key, + command = PYLMM_COMMAND + ' --key {} --species {}'.format(key, "other") print("command is:", command) print("after printing command") @@ -745,7 +773,7 @@ class MarkerRegression(object): json_results = Redis.blpop("pylmm:results:" + temp_uuid, 45*60) results = json.loads(json_results[1]) p_values = [float(result) for result in results['p_values']] - print("p_values:", p_values) + print("p_values:", p_values[:10]) #p_values = self.trim_results(p_values) t_stats = results['t_stats'] @@ -806,7 +834,7 @@ class MarkerRegression(object): print("Before creating the command") - command = 'python /home/zas1024/gene/wqflask/wqflask/my_pylmm/pyLMM/lmm.py --key {} --species {}'.format(key, + command = PYLMM_COMMAND+' --key {} --species {}'.format(key, "human") print("command is:", command) diff --git a/wqflask/wqflask/model.py b/wqflask/wqflask/model.py index fa8c1aab..042cb8df 100755 --- a/wqflask/wqflask/model.py +++ b/wqflask/wqflask/model.py @@ -194,4 +194,4 @@ def display_collapsible(number): def user_uuid(): """Unique cookie for a user""" user_uuid = request.cookies.get('user_uuid') -
\ No newline at end of file + diff --git a/wqflask/wqflask/my_pylmm/README.md b/wqflask/wqflask/my_pylmm/README.md index f6b0e72d..b844c845 100644 --- a/wqflask/wqflask/my_pylmm/README.md +++ b/wqflask/wqflask/my_pylmm/README.md @@ -1,21 +1,37 @@ -# RELEASE NOTES - -## 0.50-gn2-pre1 release - -This is the first test release of multi-core pylmm into GN2. Both -kinship calculation and GWAS have been made multi-threaded by -introducing the Python multiprocessing module. Note that only -run_other has been updated to use the new routines (so human is still -handled the old way). I have taken care that we can still run both -old-style and new-style LMM (through passing the 'new_code' -boolean). This could be an option in the web server for users to -select and test for any unexpected differences (of which there should -be none, naturally ;). - -The current version can handle missing phenotypes, but as they are -removed there is no way for GN2 to know what SNPs the P-values belong -to. A future version will pass a SNP index to allow for missing -phenotypes. +# Genenetwork2/pylmm RELEASE NOTES + +## 0.51-gn2 (April 19, 2015) + +- Improved GN2 integration +- Less matrix transposes +- Able to run pylmm standalone without Redis again (still requires + the modules) + +## 0.50-gn2 (April 2nd, 2015) + +- Replaced the GN2 genotype normalization + +## 0.50-gn2-pre2 (March 18, 2015) + +- Added abstractions for progress meter and info/debug statements; + Redis perc_complete is now updated through a lambda + +## 0.50-gn2-pre1 (release, March 17, 2015) + +- This is the first test release of multi-core pylmm into GN2. Both + kinship calculation and GWAS have been made multi-threaded by + introducing the Python multiprocessing module. Note that only + run_other has been updated to use the new routines (so human is + still handled the old way). I have taken care that we can still run + both old-style and new-style LMM (through passing the 'new_code' + boolean). This could be an option in the web server for users to + select and test for any unexpected differences (of which there + should be none, naturally ;). + +- The current version can handle missing phenotypes, but as they are + removed there is no way for GN2 to know what SNPs the P-values + belong to. A future version will pass a SNP index to allow for + missing phenotypes.
\ No newline at end of file diff --git a/wqflask/wqflask/my_pylmm/pyLMM/__init__.py b/wqflask/wqflask/my_pylmm/pyLMM/__init__.py index c40c3221..f33c4e74 100644 --- a/wqflask/wqflask/my_pylmm/pyLMM/__init__.py +++ b/wqflask/wqflask/my_pylmm/pyLMM/__init__.py @@ -1 +1 @@ -PYLMM_VERSION="0.50-gn2-pre1" +PYLMM_VERSION="0.51-gn2" diff --git a/wqflask/wqflask/my_pylmm/pyLMM/benchmark.py b/wqflask/wqflask/my_pylmm/pyLMM/benchmark.py new file mode 100644 index 00000000..6c6c9f88 --- /dev/null +++ b/wqflask/wqflask/my_pylmm/pyLMM/benchmark.py @@ -0,0 +1,44 @@ +from __future__ import print_function, division, absolute_import + +import collections +import inspect +import time + +class Bench(object): + entries = collections.OrderedDict() + + def __init__(self, name=None): + self.name = name + + def __enter__(self): + if self.name: + print("Starting benchmark: %s" % (self.name)) + else: + print("Starting benchmark at: %s [%i]" % (inspect.stack()[1][3], inspect.stack()[1][2])) + self.start_time = time.time() + + def __exit__(self, type, value, traceback): + if self.name: + name = self.name + else: + name = "That" + + time_taken = time.time() - self.start_time + print(" %s took: %f seconds" % (name, (time_taken))) + + if self.name: + Bench.entries[self.name] = Bench.entries.get(self.name, 0) + time_taken + + + @classmethod + def report(cls): + total_time = sum((time_taken for time_taken in cls.entries.itervalues())) + print("\nTiming report\n") + for name, time_taken in cls.entries.iteritems(): + percent = int(round((time_taken/total_time) * 100)) + print("[{}%] {}: {}".format(percent, name, time_taken)) + print() + + def reset(cls): + """Reset the entries""" + cls.entries = collections.OrderedDict() diff --git a/wqflask/wqflask/my_pylmm/pyLMM/convertlmm.py b/wqflask/wqflask/my_pylmm/pyLMM/convertlmm.py index 3b6b5d70..4312fed0 100644 --- a/wqflask/wqflask/my_pylmm/pyLMM/convertlmm.py +++ b/wqflask/wqflask/my_pylmm/pyLMM/convertlmm.py @@ -1,5 +1,5 @@ -# This is a converter for common LMM formats, so as to keep complexity -# outside the main routines. +# This is a converter for common LMM formats, so as to keep file +# reader complexity outside the main routines. # Copyright (C) 2015 Pjotr Prins (pjotr.prins@thebird.nl) # @@ -31,6 +31,12 @@ python convertlmm.py [--plink] [--prefix out_basename] [--kinship kfile] [--phen Convert files for runlmm.py processing. Writes to stdout by default. try --help for more information + +Examples: + + python ./my_pylmm/pyLMM/convertlmm.py --plink --pheno data/test_snps.132k.clean.noX.fake.phenos > test.pheno + + python ./my_pylmm/pyLMM/convertlmm.py --plink --pheno data/test_snps.132k.clean.noX.fake.phenos --geno data/test_snps.132k.clean.noX > test.geno """ # if len(args) == 0: diff --git a/wqflask/wqflask/my_pylmm/pyLMM/genotype.py b/wqflask/wqflask/my_pylmm/pyLMM/genotype.py index 315fd824..49f32e3a 100644 --- a/wqflask/wqflask/my_pylmm/pyLMM/genotype.py +++ b/wqflask/wqflask/my_pylmm/pyLMM/genotype.py @@ -37,14 +37,15 @@ def normalize(ind_g): Run for every SNP list (for one individual) and return normalized SNP genotype values with missing data filled in """ - g1 = np.copy(ind_g) # avoid side effects - x = True - np.isnan(ind_g) # Matrix of True/False - m = ind_g[x].mean() # Global mean value - s = np.sqrt(ind_g[x].var()) # Global stddev - g1[np.isnan(ind_g)] = m # Plug-in mean values for missing data - if s == 0: - g1 = g1 - m # Subtract the mean + g = np.copy(ind_g) # copy to avoid side effects + missing = np.isnan(g) + values = g[True - missing] + mean = values.mean() # Global mean value + stddev = np.sqrt(values.var()) # Global stddev + g[missing] = mean # Plug-in mean values for missing data + if stddev == 0: + g = g - mean # Subtract the mean else: - g1 = (g1 - m) / s # Normalize the deviation - return g1 + g = (g - mean) / stddev # Normalize the deviation + return g diff --git a/wqflask/wqflask/my_pylmm/pyLMM/gn2.py b/wqflask/wqflask/my_pylmm/pyLMM/gn2.py new file mode 100644 index 00000000..821195c8 --- /dev/null +++ b/wqflask/wqflask/my_pylmm/pyLMM/gn2.py @@ -0,0 +1,110 @@ +# Standalone specific methods and callback handler +# +# Copyright (C) 2015 Pjotr Prins (pjotr.prins@thebird.nl) +# +# Set the log level with +# +# logging.basicConfig(level=logging.DEBUG) + +from __future__ import absolute_import, print_function, division + +import numpy as np +import sys +import logging + +# logger = logging.getLogger(__name__) +logger = logging.getLogger('lmm2') +logging.basicConfig(level=logging.DEBUG) +np.set_printoptions(precision=3,suppress=True) + +progress_location = None +progress_current = None +progress_prev_perc = None + +def progress_default_func(location,count,total): + global progress_current + value = round(count*100.0/total) + progress_current = value + +progress_func = progress_default_func + +def progress_set_func(func): + global progress_func + progress_func = func + +def progress(location, count, total): + global progress_location + global progress_prev_perc + + perc = round(count*100.0/total) + if perc != progress_prev_perc and (location != progress_location or perc > 98 or perc > progress_prev_perc + 5): + progress_func(location, count, total) + logger.info("Progress: %s %d%%" % (location,perc)) + progress_location = location + progress_prev_perc = perc + +def mprint(msg,data): + """ + Array/matrix print function + """ + m = np.array(data) + if m.ndim == 1: + print(msg,m.shape,"=\n",m[0:3]," ... ",m[-3:]) + if m.ndim == 2: + print(msg,m.shape,"=\n[", + m[0][0:3]," ... ",m[0][-3:],"\n ", + m[1][0:3]," ... ",m[1][-3:],"\n ...\n ", + m[-2][0:3]," ... ",m[-2][-3:],"\n ", + m[-1][0:3]," ... ",m[-1][-3:],"]") + +def fatal(msg): + logger.critical(msg) + raise Exception(msg) + +def callbacks(): + return dict( + write = sys.stdout.write, + writeln = print, + debug = logger.debug, + info = logger.info, + warning = logger.warning, + error = logger.error, + critical = logger.critical, + fatal = fatal, + progress = progress, + mprint = mprint + ) + +def uses(*funcs): + """ + Some sugar + """ + return [callbacks()[func] for func in funcs] + +# ----- Minor test cases: + +if __name__ == '__main__': + # logging.basicConfig(level=logging.DEBUG) + logging.debug("Test %i" % (1)) + d = callbacks()['debug'] + d("TEST") + wrln = callbacks()['writeln'] + wrln("Hello %i" % 34) + progress = callbacks()['progress'] + progress("I am half way",50,100) + list = [0.5,0.6096595 , -0.31559815, -0.52793285, 1.16573418e-15, + 0.5,0.6096595 , -0.31559815, -0.52793285, 1.16573418e-15, + 0.5,0.6096595 , -0.31559815, -0.52793285, 1.16573418e-15, + 0.5,0.6096595 , -0.31559815, -0.52793285, 1.16573418e-15, + 0.5,0.6096595 , -0.31559815, -0.52793285, 1.16573418e-15] + mprint("list",list) + matrix = [[1,0.5,0.6096595 , -0.31559815, -0.52793285, 1.16573418e-15], + [2,0.5,0.6096595 , -0.31559815, -0.52793285, 1.16573418e-15], + [3,0.5,0.6096595 , -0.31559815, -0.52793285, 1.16573418e-15], + [4,0.5,0.6096595 , -0.31559815, -0.52793285, 1.16573418e-15], + [5,0.5,0.6096595 , -0.31559815, -0.52793285, 1.16573418e-15], + [6,0.5,0.6096595 , -0.31559815, -0.52793285, 1.16573418e-15]] + mprint("matrix",matrix) + ix,dx = uses("info","debug") + ix("ix") + dx("dx") diff --git a/wqflask/wqflask/my_pylmm/pyLMM/gwas.py b/wqflask/wqflask/my_pylmm/pyLMM/gwas.py index b901c0e2..247a8729 100644 --- a/wqflask/wqflask/my_pylmm/pyLMM/gwas.py +++ b/wqflask/wqflask/my_pylmm/pyLMM/gwas.py @@ -20,7 +20,6 @@ import pdb import time import sys -# from utility import temp_data import lmm2 import os @@ -32,16 +31,25 @@ from lmm2 import LMM2 import multiprocessing as mp # Multiprocessing is part of the Python stdlib import Queue +# ---- A trick to decide on the environment: +try: + from wqflask.my_pylmm.pyLMM import chunks + from gn2 import uses +except ImportError: + has_gn2=False + from standalone import uses + +progress,mprint,debug,info,fatal = uses('progress','mprint','debug','info','fatal') + + def formatResult(id,beta,betaSD,ts,ps): return "\t".join([str(x) for x in [id,beta,betaSD,ts,ps]]) + "\n" def compute_snp(j,n,snp_ids,lmm2,REML,q = None): - # print("COMPUTE SNP",j,snp_ids,"\n") result = [] for snp_id in snp_ids: snp,id = snp_id x = snp.reshape((n,1)) # all the SNPs - # print "X=",x # if refit: # L.fit(X=snp,REML=REML) ts,ps,beta,betaVar = lmm2.association(x,REML=REML,returnBeta=True) @@ -51,33 +59,28 @@ def compute_snp(j,n,snp_ids,lmm2,REML,q = None): q = compute_snp.q q.put([j,result]) return j - # PS.append(ps) - # TS.append(ts) - # return len(result) - # compute.q.put(result) - # return None def f_init(q): compute_snp.q = q def gwas(Y,G,K,restricted_max_likelihood=True,refit=False,verbose=True): """ - Execute a GWAS. The G matrix should be n inds (cols) x m snps (rows) + GWAS. The G matrix should be n inds (cols) x m snps (rows) """ + info("In gwas.gwas") matrix_initialize() cpu_num = mp.cpu_count() numThreads = None # for now use all available threads kfile2 = False reml = restricted_max_likelihood - sys.stderr.write(str(G.shape)+"\n") + mprint("G",G) n = G.shape[1] # inds inds = n m = G.shape[0] # snps snps = m - sys.stderr.write(str(m)+" SNPs\n") - # print "***** GWAS: G",G.shape,G - assert snps>inds, "snps should be larger than inds (snps=%d,inds=%d)" % (snps,inds) + info("%s SNPs",snps) + assert snps>=inds, "snps should be larger than inds (snps=%d,inds=%d)" % (snps,inds) # CREATE LMM object for association # if not kfile2: L = LMM(Y,K,Kva,Kve,X0,verbose=verbose) @@ -85,19 +88,10 @@ def gwas(Y,G,K,restricted_max_likelihood=True,refit=False,verbose=True): lmm2 = LMM2(Y,K) # ,Kva,Kve,X0,verbose=verbose) if not refit: - if verbose: sys.stderr.write("Computing fit for null model\n") + info("Computing fit for null model") lmm2.fit() # follow GN model in run_other - if verbose: sys.stderr.write("\t heritability=%0.3f, sigma=%0.3f\n" % (lmm2.optH,lmm2.optSigma)) - - # outFile = "test.out" - # out = open(outFile,'w') - out = sys.stderr - - def outputResult(id,beta,betaSD,ts,ps): - out.write(formatResult(id,beta,betaSD,ts,ps)) - def printOutHead(): out.write("\t".join(["SNP_ID","BETA","BETA_SD","F_STAT","P_VALUE"]) + "\n") - - # printOutHead() + info("heritability=%0.3f, sigma=%0.3f" % (lmm2.optH,lmm2.optSigma)) + res = [] # Set up the pool @@ -106,26 +100,24 @@ def gwas(Y,G,K,restricted_max_likelihood=True,refit=False,verbose=True): p = mp.Pool(numThreads, f_init, [q]) collect = [] - # Buffers for pvalues and t-stats - # PS = [] - # TS = [] count = 0 job = 0 jobs_running = 0 + jobs_completed = 0 for snp in G: snp_id = (snp,'SNPID') count += 1 if count % 1000 == 0: job += 1 - if verbose: - sys.stderr.write("Job %d At SNP %d\n" % (job,count)) + debug("Job %d At SNP %d" % (job,count)) if numThreads == 1: - print "Running on 1 THREAD" + debug("Running on 1 THREAD") compute_snp(job,n,collect,lmm2,reml,q) collect = [] j,lst = q.get() - if verbose: - sys.stderr.write("Job "+str(j)+" finished\n") + debug("Job "+str(j)+" finished") + jobs_completed += 1 + progress("GWAS2",jobs_completed,snps/1000) res.append((j,lst)) else: p.apply_async(compute_snp,(job,n,collect,lmm2,reml)) @@ -134,8 +126,9 @@ def gwas(Y,G,K,restricted_max_likelihood=True,refit=False,verbose=True): while jobs_running > cpu_num: try: j,lst = q.get_nowait() - if verbose: - sys.stderr.write("Job "+str(j)+" finished\n") + debug("Job "+str(j)+" finished") + jobs_completed += 1 + progress("GWAS2",jobs_completed,snps/1000) res.append((j,lst)) jobs_running -= 1 except Queue.Empty: @@ -150,24 +143,23 @@ def gwas(Y,G,K,restricted_max_likelihood=True,refit=False,verbose=True): if numThreads==1 or count<1000 or len(collect)>0: job += 1 - print "Collect final batch size %i job %i @%i: " % (len(collect), job, count) + debug("Collect final batch size %i job %i @%i: " % (len(collect), job, count)) compute_snp(job,n,collect,lmm2,reml,q) collect = [] j,lst = q.get() res.append((j,lst)) - print "count=",count," running=",jobs_running," collect=",len(collect) + debug("count=%i running=%i collect=%i" % (count,jobs_running,len(collect))) for job in range(jobs_running): j,lst = q.get(True,15) # time out - if verbose: - sys.stderr.write("Job "+str(j)+" finished\n") + debug("Job "+str(j)+" finished") + jobs_completed += 1 + progress("GWAS2",jobs_completed,snps/1000) res.append((j,lst)) - print "Before sort",[res1[0] for res1 in res] + mprint("Before sort",[res1[0] for res1 in res]) res = sorted(res,key=lambda x: x[0]) - # if verbose: - # print "res=",res[0][0:10] - print "After sort",[res1[0] for res1 in res] - print [len(res1[1]) for res1 in res] + mprint("After sort",[res1[0] for res1 in res]) + info([len(res1[1]) for res1 in res]) ts = [item[0] for j,res1 in res for item in res1] ps = [item[1] for j,res1 in res for item in res1] return ts,ps diff --git a/wqflask/wqflask/my_pylmm/pyLMM/kinship.py b/wqflask/wqflask/my_pylmm/pyLMM/kinship.py index 0c43587e..1c157fd8 100644 --- a/wqflask/wqflask/my_pylmm/pyLMM/kinship.py +++ b/wqflask/wqflask/my_pylmm/pyLMM/kinship.py @@ -28,17 +28,30 @@ import time from optmatrix import matrix_initialize, matrixMultT +# ---- A trick to decide on the environment: +try: + from wqflask.my_pylmm.pyLMM import chunks + from gn2 import uses, progress_set_func +except ImportError: + has_gn2=False + import standalone as handlers + from standalone import uses, progress_set_func + +progress,debug,info,mprint = uses('progress','debug','info','mprint') + def kinship_full(G): """ Calculate the Kinship matrix using a full dot multiplication """ - print G.shape + # mprint("kinship_full G",G) m = G.shape[0] # snps n = G.shape[1] # inds - sys.stderr.write(str(m)+" SNPs\n") - assert m>n, "n should be larger than m (snps>inds)" - m = np.dot(G.T,G) + info("%d SNPs",m) + assert m>n, "n should be larger than m (%d snps > %d inds)" % (m,n) + # m = np.dot(G.T,G) + m = matrixMultT(G.T) m = m/G.shape[0] + # mprint("kinship_full K",m) return m def compute_W(job,G,n,snps,compute_size): @@ -74,46 +87,38 @@ def f_init(q): # Calculate the kinship matrix from G (SNPs as rows!), returns K # -def kinship(G,computeSize=1000,numThreads=None,useBLAS=False,verbose=True): - numThreads = None - if numThreads: - numThreads = int(numThreads) +def kinship(G,computeSize=1000,numThreads=None,useBLAS=False): + matrix_initialize(useBLAS) - - sys.stderr.write(str(G.shape)+"\n") + + mprint("G",G) n = G.shape[1] # inds inds = n m = G.shape[0] # snps snps = m - sys.stderr.write(str(m)+" SNPs\n") - assert snps>inds, "snps should be larger than inds (%i snps, %i inds)" % (snps,inds) + info("%i SNPs" % (m)) + assert snps>=inds, "snps should be larger than inds (%i snps, %i inds)" % (snps,inds) q = mp.Queue() p = mp.Pool(numThreads, f_init, [q]) cpu_num = mp.cpu_count() - print "CPU cores:",cpu_num - print snps,computeSize + info("CPU cores: %i" % cpu_num) iterations = snps/computeSize+1 - # if testing: - # iterations = 8 - # jobs = range(0,8) # range(0,iterations) results = [] - K = np.zeros((n,n)) # The Kinship matrix has dimension individuals x individuals completed = 0 for job in range(iterations): - if verbose: - sys.stderr.write("Processing job %d first %d SNPs\n" % (job, ((job+1)*computeSize))) + info("Processing job %d first %d SNPs" % (job, ((job+1)*computeSize))) W = compute_W(job,G,n,snps,computeSize) if numThreads == 1: # Single-core compute_matrixMult(job,W,q) j,x = q.get() - if verbose: sys.stderr.write("Job "+str(j)+" finished\n") + debug("Job "+str(j)+" finished") + progress("kinship",j,iterations) K_j = x - # print j,K_j[:,0] K = K + K_j else: # Multi-core @@ -123,52 +128,38 @@ def kinship(G,computeSize=1000,numThreads=None,useBLAS=False,verbose=True): time.sleep(0.1) try: j,x = q.get_nowait() - if verbose: sys.stderr.write("Job "+str(j)+" finished\n") + debug("Job "+str(j)+" finished") K_j = x - # print j,K_j[:,0] K = K + K_j completed += 1 + progress("kinship",completed,iterations) except Queue.Empty: pass if numThreads == None or numThreads > 1: - # results contains the growing result set for job in range(len(results)-completed): j,x = q.get(True,15) - if verbose: sys.stderr.write("Job "+str(j)+" finished\n") + debug("Job "+str(j)+" finished") K_j = x - # print j,K_j[:,0] K = K + K_j completed += 1 + progress("kinship",completed,iterations) K = K / float(snps) - - # outFile = 'runtest.kin' - # if verbose: sys.stderr.write("Saving Kinship file to %s\n" % outFile) - # np.savetxt(outFile,K) - - # if saveKvaKve: - # if verbose: sys.stderr.write("Obtaining Eigendecomposition\n") - # Kva,Kve = linalg.eigh(K) - # if verbose: sys.stderr.write("Saving eigendecomposition to %s.[kva | kve]\n" % outFile) - # np.savetxt(outFile+".kva",Kva) - # np.savetxt(outFile+".kve",Kve) return K -def kvakve(K, verbose=True): +def kvakve(K): """ Obtain eigendecomposition for K and return Kva,Kve where Kva is cleaned of small values < 1e-6 (notably smaller than zero) """ - if verbose: sys.stderr.write("Obtaining eigendecomposition for %dx%d matrix\n" % (K.shape[0],K.shape[1]) ) - + info("Obtaining eigendecomposition for %dx%d matrix" % (K.shape[0],K.shape[1]) ) Kva,Kve = linalg.eigh(K) - if verbose: - print("Kva is: ", Kva.shape, Kva) - print("Kve is: ", Kve.shape, Kve) + mprint("Kva",Kva) + mprint("Kve",Kve) - if sum(Kva < 1e-6): - if verbose: sys.stderr.write("Cleaning %d eigen values (Kva<0)\n" % (sum(Kva < 0))) + if sum(Kva < 0): + info("Cleaning %d eigen values (Kva<0)" % (sum(Kva < 0))) Kva[Kva < 1e-6] = 1e-6 return Kva,Kve diff --git a/wqflask/wqflask/my_pylmm/pyLMM/lmm.py b/wqflask/wqflask/my_pylmm/pyLMM/lmm.py index 53689071..2a0c7fdc 100644 --- a/wqflask/wqflask/my_pylmm/pyLMM/lmm.py +++ b/wqflask/wqflask/my_pylmm/pyLMM/lmm.py @@ -19,49 +19,59 @@ from __future__ import absolute_import, print_function, division import sys import time -import argparse import uuid import numpy as np from scipy import linalg from scipy import optimize from scipy import stats -import pdb +# import pdb -import simplejson as json - -import gzip -import zlib +# import gzip +# import zlib import datetime -import cPickle as pickle -import simplejson as json - +# import cPickle as pickle from pprint import pformat as pf -from redis import Redis -Redis = Redis() - -import sys -sys.path.append("/home/zas1024/gene/wqflask/") - -has_gn2=True - -from utility.benchmark import Bench -from utility import temp_data - -sys.path.append("/home/zas1024/gene/wqflask/wqflask/my_pylmm/pyLMM/") +# Add local dir to PYTHONPATH +import os +cwd = os.path.dirname(__file__) +if sys.path[0] != cwd: + sys.path.insert(1,cwd) +# pylmm imports from kinship import kinship, kinship_full, kvakve import genotype import phenotype import gwas +from benchmark import Bench +# The following imports are for exchanging data with the webserver +import simplejson as json +from redis import Redis +Redis = Redis() +import temp_data + +has_gn2=None + +# sys.stderr.write("INFO: pylmm system path is "+":".join(sys.path)+"\n") +sys.stderr.write("INFO: pylmm file is "+__file__+"\n") + +# ---- A trick to decide on the environment: try: - from wqflask.my_pylmm.pyLMM import chunks + sys.stderr.write("INFO: lmm try loading module\n") + import utility.formatting # this is never used, just to check the environment + sys.stderr.write("INFO: This is a genenetwork2 environment\n") + from gn2 import uses, progress_set_func + has_gn2=True except ImportError: - print("WARNING: Standalone version missing the Genenetwork2 environment\n") + # Failed to load gn2 has_gn2=False - pass + import standalone as handlers + from standalone import uses, progress_set_func + sys.stderr.write("WARNING: LMM standalone version missing the Genenetwork2 environment\n") + +progress,mprint,debug,info,fatal = uses('progress','mprint','debug','info','fatal') #np.seterr('raise') @@ -76,8 +86,7 @@ def run_human(pheno_vector, covariate_matrix, plink_input_file, kinship_matrix, - refit=False, - tempdata=None): + refit=False): v = np.isnan(pheno_vector) keep = True - v @@ -169,10 +178,7 @@ def run_human(pheno_vector, #if count > 1000: # break count += 1 - - percent_complete = (float(count) / total_snps) * 100 - #print("percent_complete: ", percent_complete) - tempdata.store("percent_complete", percent_complete) + progress("human",count,total_snps) #with Bench("actual association"): ps, ts = human_association(snp, @@ -260,23 +266,19 @@ def human_association(snp, def run_other_old(pheno_vector, genotype_matrix, restricted_max_likelihood=True, - refit=False, - tempdata=None # <---- can not be None - ): + refit=False): """Takes the phenotype vector and genotype matrix and returns a set of p-values and t-statistics restricted_max_likelihood -- whether to use restricted max likelihood; True or False refit -- whether to refit the variance component for each marker - temp_data -- TempData object that stores the progress for each major step of the - calculations ("calculate_kinship" and "GWAS" take the majority of time) """ print("Running the original LMM engine in run_other (old)") print("REML=",restricted_max_likelihood," REFIT=",refit) with Bench("Calculate Kinship"): - kinship_matrix,genotype_matrix = calculate_kinship(genotype_matrix, tempdata) + kinship_matrix,genotype_matrix = calculate_kinship_new(genotype_matrix) print("kinship_matrix: ", pf(kinship_matrix)) print("kinship_matrix.shape: ", pf(kinship_matrix.shape)) @@ -292,27 +294,22 @@ def run_other_old(pheno_vector, with Bench("Doing GWAS"): t_stats, p_values = GWAS(pheno_vector, - genotype_matrix, + genotype_matrix.T, kinship_matrix, restricted_max_likelihood=True, - refit=False, - temp_data=tempdata) + refit=False) Bench().report() return p_values, t_stats -def run_other_new(pheno_vector, - genotype_matrix, +def run_other_new(n,m,pheno_vector, + geno, restricted_max_likelihood=True, - refit=False, - tempdata=None # <---- can not be None - ): + refit=False): """Takes the phenotype vector and genotype matrix and returns a set of p-values and t-statistics restricted_max_likelihood -- whether to use restricted max likelihood; True or False refit -- whether to refit the variance component for each marker - temp_data -- TempData object that stores the progress for each major step of the - calculations ("calculate_kinship" and "GWAS" take the majority of time) """ @@ -320,8 +317,7 @@ def run_other_new(pheno_vector, print("REML=",restricted_max_likelihood," REFIT=",refit) # Adjust phenotypes - Y,G,keep = phenotype.remove_missing(pheno_vector,genotype_matrix,verbose=True) - print("Removed missing phenotypes",Y.shape) + n,Y,keep = phenotype.remove_missing_new(n,pheno_vector) # if options.maf_normalization: # G = np.apply_along_axis( genotype.replace_missing_with_MAF, axis=0, arr=g ) @@ -329,8 +325,9 @@ def run_other_new(pheno_vector, # if not options.skip_genotype_normalization: # G = np.apply_along_axis( genotype.normalize, axis=1, arr=G) + geno = geno[:,keep] with Bench("Calculate Kinship"): - K,G = calculate_kinship(G, tempdata) + K,G = calculate_kinship_new(geno) print("kinship_matrix: ", pf(K)) print("kinship_matrix.shape: ", pf(K.shape)) @@ -345,7 +342,7 @@ def run_other_new(pheno_vector, with Bench("Doing GWAS"): t_stats, p_values = gwas.gwas(Y, - G.T, + G, K, restricted_max_likelihood=True, refit=False,verbose=True) @@ -385,18 +382,30 @@ def matrixMult(A,B): return linalg.fblas.dgemm(alpha=1.,a=AA,b=BB,trans_a=transA,trans_b=transB) - -def calculate_kinship_new(genotype_matrix, temp_data=None): +def calculate_kinship_new(genotype_matrix): + """ + Call the new kinship calculation where genotype_matrix contains + inds (columns) by snps (rows). + """ + assert type(genotype_matrix) is np.ndarray + info("call genotype.normalize") + G = np.apply_along_axis( genotype.normalize, axis=1, arr=genotype_matrix) + mprint("G",genotype_matrix) + info("call calculate_kinship_new") + return kinship(G),G # G gets transposed, we'll turn this into an iterator (FIXME) + +def calculate_kinship_iter(geno): """ Call the new kinship calculation where genotype_matrix contains inds (columns) by snps (rows). """ - print("call genotype.normalize") + assert type(genotype_matrix) is iter + info("call genotype.normalize") G = np.apply_along_axis( genotype.normalize, axis=0, arr=genotype_matrix) - print("call calculate_kinship_new") - return kinship(G.T),G # G gets transposed, we'll turn this into an iterator (FIXME) + info("call calculate_kinship_new") + return kinship(G) -def calculate_kinship_old(genotype_matrix, temp_data=None): +def calculate_kinship_old(genotype_matrix): """ genotype_matrix is an n x m matrix encoding SNP minor alleles. @@ -404,13 +413,15 @@ def calculate_kinship_old(genotype_matrix, temp_data=None): normalizes the resulting vectors and returns the RRM matrix. """ - print("call calculate_kinship_old") + info("call calculate_kinship_old") + fatal("THE FUNCTION calculate_kinship_old IS OBSOLETE, use calculate_kinship_new instead - see Genotype Normalization Problem on Pjotr's blog") n = genotype_matrix.shape[0] m = genotype_matrix.shape[1] - print("genotype 2D matrix n (inds) is:", n) - print("genotype 2D matrix m (snps) is:", m) + info("genotype 2D matrix n (inds) is: %d" % (n)) + info("genotype 2D matrix m (snps) is: %d" % (m)) assert m>n, "n should be larger than m (snps>inds)" keep = [] + mprint("G (before old normalize)",genotype_matrix) for counter in range(m): #print("type of genotype_matrix[:,counter]:", pf(genotype_matrix[:,counter])) #Checks if any values in column are not numbers @@ -429,17 +440,13 @@ def calculate_kinship_old(genotype_matrix, temp_data=None): continue keep.append(counter) genotype_matrix[:,counter] = (genotype_matrix[:,counter] - values_mean) / np.sqrt(vr) - - percent_complete = int(round((counter/m)*45)) - if temp_data != None: - temp_data.store("percent_complete", percent_complete) + progress('kinship_old normalize genotype',counter,m) genotype_matrix = genotype_matrix[:,keep] - print("After kinship (old) genotype_matrix: ", pf(genotype_matrix)) + mprint("G (after old normalize)",genotype_matrix.T) kinship_matrix = np.dot(genotype_matrix, genotype_matrix.T) * 1.0/float(m) return kinship_matrix,genotype_matrix - -calculate_kinship = calculate_kinship_new # alias + # return kinship_full(genotype_matrix.T),genotype_matrix def GWAS(pheno_vector, genotype_matrix, @@ -465,9 +472,9 @@ def GWAS(pheno_vector, refit - refit the variance component for each SNP """ - if kinship_eigen_vals == None: + if kinship_eigen_vals is None: kinship_eigen_vals = [] - if kinship_eigen_vectors == None: + if kinship_eigen_vectors is None: kinship_eigen_vectors = [] n = genotype_matrix.shape[0] @@ -537,9 +544,8 @@ def GWAS(pheno_vector, lmm_ob.fit(X=x) ts, ps, beta, betaVar = lmm_ob.association(x, REML=restricted_max_likelihood) - percent_complete = 45 + int(round((counter/m)*55)) - temp_data.store("percent_complete", percent_complete) - + progress("gwas_old",counter,m) + p_values.append(ps) t_statistics.append(ts) @@ -572,7 +578,7 @@ class LMM: When this parameter is not provided, the constructor will set X0 to an n x 1 matrix of all ones to represent a mean effect. """ - if X0 == None: X0 = np.ones(len(Y)).reshape(len(Y),1) + if X0 is None: X0 = np.ones(len(Y)).reshape(len(Y),1) self.verbose = verbose #x = Y != -9 @@ -665,7 +671,7 @@ class LMM: REML is computed by adding additional terms to the standard LL and can be computed by setting REML=True. """ - if X == None: + if X is None: X = self.X0t elif stack: self.X0t_stack[:,(self.q)] = matrixMult(self.Kve.T,X)[:,0] @@ -804,48 +810,96 @@ class LMM: pl.ylabel("Probability of data") pl.title(title) - -def gn2_redis(key,species,new_code=True): +def run_gwas(species,n,m,k,y,geno,cov=None,reml=True,refit=False,inputfn=None,new_code=True): """ - Invoke pylmm using Redis as a container. new_code runs the new - version + Invoke pylmm using genotype as a matrix or as a (SNP) iterator. """ - json_params = Redis.get(key) - - params = json.loads(json_params) - - tempdata = temp_data.TempData(params['temp_uuid']) - - - print('pheno', np.array(params['pheno_vector'])) + info("run_gwas") + print('pheno', y) if species == "human" : - print('kinship', np.array(params['kinship_matrix'])) - ps, ts = run_human(pheno_vector = np.array(params['pheno_vector']), - covariate_matrix = np.array(params['covariate_matrix']), - plink_input_file = params['input_file_name'], - kinship_matrix = np.array(params['kinship_matrix']), - refit = params['refit'], - tempdata = tempdata) + print('kinship', k ) + ps, ts = run_human(pheno_vector = y, + covariate_matrix = cov, + plink_input_file = inputfn, + kinship_matrix = k, + refit = refit) else: - geno = np.array(params['genotype_matrix']) print('geno', geno.shape, geno) if new_code: - ps, ts = run_other_new(pheno_vector = np.array(params['pheno_vector']), - genotype_matrix = geno, - restricted_max_likelihood = params['restricted_max_likelihood'], - refit = params['refit'], - tempdata = tempdata) + ps, ts = run_other_new(n,m,pheno_vector = y, + geno = geno, + restricted_max_likelihood = reml, + refit = refit) else: - ps, ts = run_other_old(pheno_vector = np.array(params['pheno_vector']), + ps, ts = run_other_old(pheno_vector = y, genotype_matrix = geno, - restricted_max_likelihood = params['restricted_max_likelihood'], - refit = params['refit'], - tempdata = tempdata) + restricted_max_likelihood = reml, + refit = refit) + return ps,ts + +def gwas_with_redis(key,species,new_code=True): + """ + Invoke pylmm using Redis as a container. new_code runs the new + version. All the Redis code goes here! + """ + json_params = Redis.get(key) + + params = json.loads(json_params) + + tempdata = temp_data.TempData(params['temp_uuid']) + def update_tempdata(loc,i,total): + """ + This is the single method that updates Redis for percentage complete! + """ + tempdata.store("percent_complete",round(i*100.0/total)) + debug("Updating REDIS percent_complete=%d" % (round(i*100.0/total))) + progress_set_func(update_tempdata) + + def narray(t): + info("Type is "+t) + v = params.get(t) + if v is not None: + # Note input values can be array of string or float + v1 = [x if x != 'NA' else 'nan' for x in v] + v = np.array(v1).astype(np.float) + return v + + def marray(t): + info("Type is "+t) + v = params.get(t) + if v is not None: + m = [] + for r in v: + # Note input values can be array of string or float + r1 = [x if x != 'NA' else 'nan' for x in r] + m.append(np.array(r1).astype(np.float)) + return np.array(m) + return np.array(v) + + def marrayT(t): + m = marray(t) + if m is not None: + return m.T + return m + + # We are transposing before we enter run_gwas - this should happen on the webserver + # side (or when reading data from file) + k = marray('kinship_matrix') + g = marrayT('genotype_matrix') + mprint("geno",g) + y = narray('pheno_vector') + n = len(y) + m = params.get('num_genotypes') + if m is None: + m = g.shape[0] + info("m=%d,n=%d" % (m,n)) + ps,ts = run_gwas(species,n,m,k,y,g,narray('covariate_matrix'),params['restricted_max_likelihood'],params['refit'],params.get('input_file_name'),new_code) results_key = "pylmm:results:" + params['temp_uuid'] + # fatal(results_key) json_results = json.dumps(dict(p_values = ps, t_stats = ts)) @@ -854,28 +908,56 @@ def gn2_redis(key,species,new_code=True): Redis.expire(results_key, 60*60) return ps, ts -# This is the main function used by Genenetwork2 (with environment) -def gn2_main(): - parser = argparse.ArgumentParser(description='Run pyLMM') - parser.add_argument('-k', '--key') - parser.add_argument('-s', '--species') - - opts = parser.parse_args() - - key = opts.key - species = opts.species +def gn2_load_redis(key,species,kinship,pheno,geno,new_code=True): + """ + This function emulates current GN2 behaviour by pre-loading Redis (note the input + genotype is transposed to emulate GN2 (FIXME!) + """ + info("Loading Redis from parsed data") + if kinship == None: + k = None + else: + k = kinship.tolist() + params = dict(pheno_vector = pheno.tolist(), + genotype_matrix = geno.T.tolist(), + num_genotypes = geno.shape[0], + kinship_matrix = k, + covariate_matrix = None, + input_file_name = None, + restricted_max_likelihood = True, + refit = False, + temp_uuid = "testrun_temp_uuid", + + # meta data + timestamp = datetime.datetime.now().isoformat()) + + json_params = json.dumps(params) + Redis.set(key, json_params) + Redis.expire(key, 60*60) - gn2_redis(key,species) + return gwas_with_redis(key,species,new_code) -def gn2_load_redis(key,species,kinship,pheno,geno,new_code=True): - print("Loading Redis from parsed data") +def gn2_load_redis_iter(key,species,kinship,pheno,geno_iterator): + """ + This function emulates GN2 behaviour by pre-loading Redis with + a SNP iterator, for this it sets a key for every genotype (SNP) + """ + print("Loading Redis using a SNP iterator") + for i,genotypes in enumerate(geno_iterator): + gkey = key+'_geno_'+str(i) + Redis.set(gkey, genotypes) + Redis.expire(gkey, 60*60) + if kinship == None: k = None else: k = kinship.tolist() params = dict(pheno_vector = pheno.tolist(), - genotype_matrix = geno.tolist(), - kinship_matrix= k, + genotype_matrix = "iterator", + num_genotypes = i, + kinship_matrix = k, + covariate_matrix = None, + input_file_name = None, restricted_max_likelihood = True, refit = False, temp_uuid = "testrun_temp_uuid", @@ -887,14 +969,27 @@ def gn2_load_redis(key,species,kinship,pheno,geno,new_code=True): json_params = json.dumps(params) Redis.set(key, json_params) Redis.expire(key, 60*60) + return gwas_with_redis(key,species) - return gn2_redis(key,species,new_code) +# This is the main function used by Genenetwork2 (with environment) +# +# Note that this calling route will become OBSOLETE (we should use runlmm.py +# instead) +def gn2_main(): + import argparse + parser = argparse.ArgumentParser(description='Run pyLMM') + parser.add_argument('-k', '--key') + parser.add_argument('-s', '--species') + opts = parser.parse_args() + + key = opts.key + species = opts.species + + gwas_with_redis(key,species) + + if __name__ == '__main__': print("WARNING: Calling pylmm from lmm.py will become OBSOLETE, use runlmm.py instead!") - if has_gn2: - gn2_main() - else: - print("Run from runlmm.py instead") - + gn2_main() diff --git a/wqflask/wqflask/my_pylmm/pyLMM/lmm2.py b/wqflask/wqflask/my_pylmm/pyLMM/lmm2.py index d4b3ac82..d871d8d2 100644 --- a/wqflask/wqflask/my_pylmm/pyLMM/lmm2.py +++ b/wqflask/wqflask/my_pylmm/pyLMM/lmm2.py @@ -24,6 +24,25 @@ from scipy import optimize from optmatrix import matrixMult import kinship +sys.stderr.write("INFO: pylmm (lmm2) system path is "+":".join(sys.path)+"\n") +sys.stderr.write("INFO: pylmm (lmm2) file is "+__file__+"\n") + +# ---- A trick to decide on the environment: +try: + sys.stderr.write("INFO: lmm2 try loading module\n") + import utility.formatting # this is never used, just to check the environment + sys.stderr.write("INFO: This is a genenetwork2 environment (lmm2)\n") + from gn2 import uses, progress_set_func +except ImportError: + # Failed to load gn2 + has_gn2=False + import standalone as handlers + from standalone import uses, progress_set_func + sys.stderr.write("WARNING: LMM2 standalone version missing the Genenetwork2 environment\n") + +progress,mprint,debug,info,fatal = uses('progress','mprint','debug','info','fatal') + + def calculateKinship(W,center=False): """ W is an n x m matrix encoding SNP minor alleles. @@ -75,7 +94,7 @@ def GWAS(Y, X, K, Kva=[], Kve=[], X0=None, REML=True, refit=False): print("genotype matrix n is:", n) print("genotype matrix m is:", m) - if X0 == None: + if X0 is None: X0 = np.ones((n,1)) # Remove missing values in Y and adjust associated parameters @@ -139,31 +158,35 @@ def GWAS(Y, X, K, Kva=[], Kve=[], X0=None, REML=True, refit=False): class LMM2: - """ - This is a simple version of EMMA/fastLMM. - The main purpose of this module is to take a phenotype vector (Y), a set of covariates (X) and a kinship matrix (K) - and to optimize this model by finding the maximum-likelihood estimates for the model parameters. - There are three model parameters: heritability (h), covariate coefficients (beta) and the total - phenotypic variance (sigma). - Heritability as defined here is the proportion of the total variance (sigma) that is attributed to - the kinship matrix. - - For simplicity, we assume that everything being input is a numpy array. - If this is not the case, the module may throw an error as conversion from list to numpy array - is not done consistently. + """This is a simple version of EMMA/fastLMM. + + The main purpose of this module is to take a phenotype vector (Y), + a set of covariates (X) and a kinship matrix (K) and to optimize + this model by finding the maximum-likelihood estimates for the + model parameters. There are three model parameters: heritability + (h), covariate coefficients (beta) and the total phenotypic + variance (sigma). Heritability as defined here is the proportion + of the total variance (sigma) that is attributed to the kinship + matrix. + + For simplicity, we assume that everything being input is a numpy + array. If this is not the case, the module may throw an error as + conversion from list to numpy array is not done consistently. """ def __init__(self,Y,K,Kva=[],Kve=[],X0=None,verbose=False): - """ - The constructor takes a phenotype vector or array Y of size n. - It takes a kinship matrix K of size n x n. Kva and Kve can be computed as Kva,Kve = linalg.eigh(K) and cached. - If they are not provided, the constructor will calculate them. - X0 is an optional covariate matrix of size n x q, where there are q covariates. - When this parameter is not provided, the constructor will set X0 to an n x 1 matrix of all ones to represent a mean effect. + """The constructor takes a phenotype vector or array Y of size n. It + takes a kinship matrix K of size n x n. Kva and Kve can be + computed as Kva,Kve = linalg.eigh(K) and cached. If they are + not provided, the constructor will calculate them. X0 is an + optional covariate matrix of size n x q, where there are q + covariates. When this parameter is not provided, the + constructor will set X0 to an n x 1 matrix of all ones to + represent a mean effect. """ - if X0 == None: + if X0 is None: X0 = np.ones(len(Y)).reshape(len(Y),1) self.verbose = verbose @@ -250,7 +273,7 @@ class LMM2: REML is computed by adding additional terms to the standard LL and can be computed by setting REML=True. """ - if X == None: X = self.X0t + if X is None: X = self.X0t elif stack: self.X0t_stack[:,(self.q)] = matrixMult(self.Kve.T,X)[:,0] X = self.X0t_stack @@ -306,7 +329,7 @@ class LMM2: Given this optimum, the function computes the LL and associated ML solutions. """ - if X == None: X = self.X0t + if X is None: X = self.X0t else: #X = np.hstack([self.X0t,matrixMult(self.Kve.T, X)]) self.X0t_stack[:,(self.q)] = matrixMult(self.Kve.T,X)[:,0] @@ -330,7 +353,7 @@ class LMM2: def association(self,X,h=None,stack=True,REML=True,returnBeta=False): """ Calculates association statitics for the SNPs encoded in the vector X of size n. - If h == None, the optimal h stored in optH is used. + If h is None, the optimal h stored in optH is used. """ if False: @@ -348,7 +371,7 @@ class LMM2: self.X0t_stack[:,(self.q)] = m X = self.X0t_stack - if h == None: h = self.optH + if h is None: h = self.optH L,beta,sigma,betaVAR = self.LL(h,X,stack=False,REML=REML) q = len(beta) diff --git a/wqflask/wqflask/my_pylmm/pyLMM/phenotype.py b/wqflask/wqflask/my_pylmm/pyLMM/phenotype.py index 682ba371..7b652515 100644 --- a/wqflask/wqflask/my_pylmm/pyLMM/phenotype.py +++ b/wqflask/wqflask/my_pylmm/pyLMM/phenotype.py @@ -19,22 +19,47 @@ import sys import numpy as np -def remove_missing(y,g,verbose=False): +# ---- A trick to decide on the environment: +try: + from wqflask.my_pylmm.pyLMM import chunks + from gn2 import uses, progress_set_func +except ImportError: + has_gn2=False + import standalone as handlers + from standalone import uses, progress_set_func + +progress,debug,info,mprint = uses('progress','debug','info','mprint') + +def remove_missing(n,y,g): """ Remove missing data from matrices, make sure the genotype data has individuals as rows """ - assert(y!=None) - assert(y.shape[0] == g.shape[0]) + assert(y is not None) + assert y.shape[0] == g.shape[0],"y (n) %d, g (n,m) %s" % (y.shape[0],g.shape) y1 = y g1 = g v = np.isnan(y) keep = True - v if v.sum(): - if verbose: - sys.stderr.write("runlmm.py: Cleaning the phenotype vector and genotype matrix by removing %d individuals...\n" % (v.sum())) + info("runlmm.py: Cleaning the phenotype vector and genotype matrix by removing %d individuals...\n" % (v.sum())) y1 = y[keep] g1 = g[keep,:] - return y1,g1,keep + n = y1.shape[0] + return n,y1,g1,keep + +def remove_missing_new(n,y): + """ + Remove missing data. Returns new n,y,keep + """ + assert(y is not None) + y1 = y + v = np.isnan(y) + keep = True - v + if v.sum(): + info("runlmm.py: Cleaning the phenotype vector by removing %d individuals" % (v.sum())) + y1 = y[keep] + n = y1.shape[0] + return n,y1,keep diff --git a/wqflask/wqflask/my_pylmm/pyLMM/runlmm.py b/wqflask/wqflask/my_pylmm/pyLMM/runlmm.py index 324c4f2c..6b241cd6 100644 --- a/wqflask/wqflask/my_pylmm/pyLMM/runlmm.py +++ b/wqflask/wqflask/my_pylmm/pyLMM/runlmm.py @@ -21,10 +21,21 @@ from optparse import OptionParser import sys import tsvreader import numpy as np -from lmm import gn2_load_redis, calculate_kinship_old + +# Add local dir to PYTHONPATH +import os +cwd = os.path.dirname(__file__) +if sys.path[0] != cwd: + sys.path.insert(1,cwd) + +# pylmm modules +from lmm import gn2_load_redis, gn2_load_redis_iter, calculate_kinship_new, run_gwas from kinship import kinship, kinship_full import genotype import phenotype +from standalone import uses + +progress,mprint,debug,info,fatal = uses('progress','mprint','debug','info','fatal') usage = """ python runlmm.py [options] command @@ -98,44 +109,64 @@ if options.pheno: y = tsvreader.pheno(options.pheno) print y.shape -if options.geno: +if options.geno and cmd != 'iterator': g = tsvreader.geno(options.geno) print g.shape -if cmd == 'redis_new': - # The main difference between redis_new and redis is that missing - # phenotypes are handled by the first - Y = y - G = g - print "Original G",G.shape, "\n", G - - gt = G.T - G = None - ps, ts = gn2_load_redis('testrun','other',k,Y,gt,new_code=True) +def check_results(ps,ts): print np.array(ps) print len(ps),sum(ps) - # Test results p1 = round(ps[0],4) p2 = round(ps[-1],4) - sys.stderr.write(options.geno+"\n") if options.geno == 'data/small.geno': - assert p1==0.0708, "p1=%f" % p1 - assert p2==0.1417, "p2=%f" % p2 + info("Validating results for "+options.geno) + assert p1==0.7387, "p1=%f" % p1 + assert p2==0.7387, "p2=%f" % p2 if options.geno == 'data/small_na.geno': - assert p1==0.0897, "p1=%f" % p1 - assert p2==0.0405, "p2=%f" % p2 + info("Validating results for "+options.geno) + assert p1==0.062, "p1=%f" % p1 + assert p2==0.062, "p2=%f" % p2 if options.geno == 'data/test8000.geno': - # assert p1==0.8984, "p1=%f" % p1 - # assert p2==0.9621, "p2=%f" % p2 + info("Validating results for "+options.geno) assert round(sum(ps)) == 4070 assert len(ps) == 8000 + info("Run completed") + +if y is not None: + n = y.shape[0] + +if cmd == 'run': + if options.remove_missing_phenotypes: + raise Exception('Can not use --remove-missing-phenotypes with LMM2') + n = len(y) + m = g.shape[1] + ps, ts = run_gwas('other',n,m,k,y,g) # <--- pass in geno by SNP + check_results(ps,ts) +elif cmd == 'iterator': + if options.remove_missing_phenotypes: + raise Exception('Can not use --remove-missing-phenotypes with LMM2') + geno_iterator = tsvreader.geno_iter(options.geno) + ps, ts = gn2_load_redis_iter('testrun_iter','other',k,y,geno_iterator) + check_results(ps,ts) +elif cmd == 'redis_new': + # The main difference between redis_new and redis is that missing + # phenotypes are handled by the first + if options.remove_missing_phenotypes: + raise Exception('Can not use --remove-missing-phenotypes with LMM2') + Y = y + G = g + print "Original G",G.shape, "\n", G + # gt = G.T + # G = None + ps, ts = gn2_load_redis('testrun','other',k,Y,G,new_code=True) + check_results(ps,ts) elif cmd == 'redis': # Emulating the redis setup of GN2 G = g print "Original G",G.shape, "\n", G - if y != None and options.remove_missing_phenotypes: + if y is not None and options.remove_missing_phenotypes: gnt = np.array(g).T - Y,g,keep = phenotype.remove_missing(y,g.T,options.verbose) + n,Y,g,keep = phenotype.remove_missing(n,y,gnt) G = g.T print "Removed missing phenotypes",G.shape, "\n", G else: @@ -148,30 +179,16 @@ elif cmd == 'redis': g = None gnt = None - gt = G.T - G = None - ps, ts = gn2_load_redis('testrun','other',k,Y,gt, new_code=False) - print np.array(ps) - print len(ps),sum(ps) - # Test results 4070.02346579 - p1 = round(ps[0],4) - p2 = round(ps[-1],4) - sys.stderr.write(options.geno+"\n") - if options.geno == 'data/small.geno': - assert p1==0.0708, "p1=%f" % p1 - assert p2==0.1417, "p2=%f" % p2 - if options.geno == 'data/small_na.geno': - assert p1==0.0897, "p1=%f" % p1 - assert p2==0.0405, "p2=%f" % p2 - if options.geno == 'data/test8000.geno': - assert round(sum(ps)) == 4070 - assert len(ps) == 8000 + # gt = G.T + # G = None + ps, ts = gn2_load_redis('testrun','other',k,Y,G, new_code=False) + check_results(ps,ts) elif cmd == 'kinship': G = g print "Original G",G.shape, "\n", G if y != None and options.remove_missing_phenotypes: gnt = np.array(g).T - Y,g = phenotype.remove_missing(y,g.T,options.verbose) + n,Y,g,keep = phenotype.remove_missing(n,y,g.T) G = g.T print "Removed missing phenotypes",G.shape, "\n", G if options.maf_normalization: @@ -187,20 +204,20 @@ elif cmd == 'kinship': print "Genotype",G.shape, "\n", G print "first Kinship method",K.shape,"\n",K k1 = round(K[0][0],4) - K2,G = calculate_kinship_old(np.copy(G).T,temp_data=None) + K2,G = calculate_kinship_new(np.copy(G)) print "Genotype",G.shape, "\n", G print "GN2 Kinship method",K2.shape,"\n",K2 k2 = round(K2[0][0],4) print "Genotype",G.shape, "\n", G - K3 = kinship(G.T) + K3 = kinship(G) print "third Kinship method",K3.shape,"\n",K3 sys.stderr.write(options.geno+"\n") k3 = round(K3[0][0],4) if options.geno == 'data/small.geno': - assert k1==0.8, "k1=%f" % k1 - assert k2==0.7939, "k2=%f" % k2 - assert k3==0.7939, "k3=%f" % k3 + assert k1==0.8333, "k1=%f" % k1 + assert k2==0.9375, "k2=%f" % k2 + assert k3==0.9375, "k3=%f" % k3 if options.geno == 'data/small_na.geno': assert k1==0.8333, "k1=%f" % k1 assert k2==0.7172, "k2=%f" % k2 @@ -209,4 +226,4 @@ elif cmd == 'kinship': assert k3==1.4352, "k3=%f" % k3 else: - print "Doing nothing" + fatal("Doing nothing") diff --git a/wqflask/wqflask/my_pylmm/pyLMM/standalone.py b/wqflask/wqflask/my_pylmm/pyLMM/standalone.py new file mode 100644 index 00000000..40b2021d --- /dev/null +++ b/wqflask/wqflask/my_pylmm/pyLMM/standalone.py @@ -0,0 +1,110 @@ +# Standalone specific methods and callback handler +# +# Copyright (C) 2015 Pjotr Prins (pjotr.prins@thebird.nl) +# +# Set the log level with +# +# logging.basicConfig(level=logging.DEBUG) + +from __future__ import absolute_import, print_function, division + +import numpy as np +import sys +import logging + +# logger = logging.getLogger(__name__) +logger = logging.getLogger('lmm2') +logging.basicConfig(level=logging.DEBUG) +np.set_printoptions(precision=3,suppress=True) + +progress_location = None +progress_current = None +progress_prev_perc = None + +def progress_default_func(location,count,total): + global progress_current + value = round(count*100.0/total) + progress_current = value + +progress_func = progress_default_func + +def progress_set_func(func): + global progress_func + progress_func = func + +def progress(location, count, total): + global progress_location + global progress_prev_perc + + perc = round(count*100.0/total) + if perc != progress_prev_perc and (location != progress_location or perc > 98 or perc > progress_prev_perc + 5): + progress_func(location, count, total) + logger.info("Progress: %s %d%%" % (location,perc)) + progress_location = location + progress_prev_perc = perc + +def mprint(msg,data): + """ + Array/matrix print function + """ + m = np.array(data) + if m.ndim == 1: + print(msg,m.shape,"=\n",m[0:3]," ... ",m[-3:]) + if m.ndim == 2: + print(msg,m.shape,"=\n[", + m[0][0:3]," ... ",m[0][-3:],"\n ", + m[1][0:3]," ... ",m[1][-3:],"\n ...\n ", + m[-2][0:3]," ... ",m[-2][-3:],"\n ", + m[-1][0:3]," ... ",m[-1][-3:],"]") + +def fatal(msg): + logger.critical(msg) + raise Exception(msg) + +def callbacks(): + return dict( + write = sys.stdout.write, + writeln = print, + debug = logger.debug, + info = logger.info, + warning = logger.warning, + error = logger.error, + critical = logger.critical, + fatal = fatal, + progress = progress, + mprint = mprint + ) + +def uses(*funcs): + """ + Some sugar + """ + return [callbacks()[func] for func in funcs] + +# ----- Minor test cases: + +if __name__ == '__main__': + # logging.basicConfig(level=logging.DEBUG) + logging.debug("Test %i" % (1)) + d = callbacks()['debug'] + d("TEST") + wrln = callbacks()['writeln'] + wrln("Hello %i" % 34) + progress = callbacks()['progress'] + progress("I am half way",50,100) + list = [0.5,0.6096595 , -0.31559815, -0.52793285, 1.16573418e-15, + 0.5,0.6096595 , -0.31559815, -0.52793285, 1.16573418e-15, + 0.5,0.6096595 , -0.31559815, -0.52793285, 1.16573418e-15, + 0.5,0.6096595 , -0.31559815, -0.52793285, 1.16573418e-15, + 0.5,0.6096595 , -0.31559815, -0.52793285, 1.16573418e-15] + mprint("list",list) + matrix = [[1,0.5,0.6096595 , -0.31559815, -0.52793285, 1.16573418e-15], + [2,0.5,0.6096595 , -0.31559815, -0.52793285, 1.16573418e-15], + [3,0.5,0.6096595 , -0.31559815, -0.52793285, 1.16573418e-15], + [4,0.5,0.6096595 , -0.31559815, -0.52793285, 1.16573418e-15], + [5,0.5,0.6096595 , -0.31559815, -0.52793285, 1.16573418e-15], + [6,0.5,0.6096595 , -0.31559815, -0.52793285, 1.16573418e-15]] + mprint("matrix",matrix) + ix,dx = uses("info","debug") + ix("ix") + dx("dx") diff --git a/wqflask/wqflask/my_pylmm/pyLMM/temp_data.py b/wqflask/wqflask/my_pylmm/pyLMM/temp_data.py new file mode 100644 index 00000000..004d45c6 --- /dev/null +++ b/wqflask/wqflask/my_pylmm/pyLMM/temp_data.py @@ -0,0 +1,25 @@ +from __future__ import print_function, division, absolute_import +from redis import Redis + +import simplejson as json + +class TempData(object): + + def __init__(self, temp_uuid): + self.temp_uuid = temp_uuid + self.redis = Redis() + self.key = "tempdata:{}".format(self.temp_uuid) + + def store(self, field, value): + self.redis.hset(self.key, field, value) + self.redis.expire(self.key, 60*15) # Expire in 15 minutes + + def get_all(self): + return self.redis.hgetall(self.key) + + +if __name__ == "__main__": + redis = Redis() + for key in redis.keys(): + for field in redis.hkeys(key): + print("{}.{}={}".format(key, field, redis.hget(key, field))) diff --git a/wqflask/wqflask/my_pylmm/pyLMM/tsvreader.py b/wqflask/wqflask/my_pylmm/pyLMM/tsvreader.py index b4027fa3..66b34ee2 100644 --- a/wqflask/wqflask/my_pylmm/pyLMM/tsvreader.py +++ b/wqflask/wqflask/my_pylmm/pyLMM/tsvreader.py @@ -56,7 +56,8 @@ def geno(fn): print fn with open(fn,'r') as tsvin: - assert(tsvin.readline().strip() == "# Genotype format version 1.0") + line = tsvin.readline().strip() + assert line == "# Genotype format version 1.0", line tsvin.readline() tsvin.readline() tsvin.readline() @@ -74,3 +75,48 @@ def geno(fn): G = np.array(G1) return G +def geno(fn): + G1 = [] + for id,values in geno_iter(fn): + G1.append(values) # <--- slow + G = np.array(G1) + return G + +def geno_callback(fn,func): + hab_mapper = {'A':0,'H':1,'B':2,'-':3} + pylmm_mapper = [ 0.0, 0.5, 1.0, float('nan') ] + + print fn + with open(fn,'r') as tsvin: + assert(tsvin.readline().strip() == "# Genotype format version 1.0") + tsvin.readline() + tsvin.readline() + tsvin.readline() + tsvin.readline() + tsv = csv.reader(tsvin, delimiter='\t') + for row in tsv: + id = row[0] + gs = list(row[1]) + gs2 = [pylmm_mapper[hab_mapper[g]] for g in gs] + func(id,gs2) + +def geno_iter(fn): + """ + Yield a tuple of snpid and values + """ + hab_mapper = {'A':0,'H':1,'B':2,'-':3} + pylmm_mapper = [ 0.0, 0.5, 1.0, float('nan') ] + + print fn + with open(fn,'r') as tsvin: + assert(tsvin.readline().strip() == "# Genotype format version 1.0") + tsvin.readline() + tsvin.readline() + tsvin.readline() + tsvin.readline() + tsv = csv.reader(tsvin, delimiter='\t') + for row in tsv: + id = row[0] + gs = list(row[1]) + gs2 = [pylmm_mapper[hab_mapper[g]] for g in gs] + yield (id,gs2) diff --git a/wqflask/wqflask/static/new/javascript/show_trait_mapping_tools.coffee b/wqflask/wqflask/static/new/javascript/show_trait_mapping_tools.coffee index a87d3537..881ea74d 100755 --- a/wqflask/wqflask/static/new/javascript/show_trait_mapping_tools.coffee +++ b/wqflask/wqflask/static/new/javascript/show_trait_mapping_tools.coffee @@ -79,8 +79,8 @@ open_mapping_results = (data) -> $.colorbox( html: data href: "#mapping_results_holder" - height: "80%" - width: "80%" + height: "90%" + width: "90%" ) showalert = (message,alerttype) -> @@ -154,8 +154,8 @@ $("#plink_compute").click(() => $("#static_progress_bar_container").modal() url = "/marker_regression" $('input[name=method]').val("plink") - $('input[name=mapping_display_all]').val($('input[name=display_all_plink]').val()) - $('input[name=suggestive]').val($('input[name=suggestive_plink]').val()) + #$('input[name=mapping_display_all]').val($('input[name=display_all_plink]').val()) + #$('input[name=suggestive]').val($('input[name=suggestive_plink]').val()) $('input[name=maf]').val($('input[name=maf_plink]').val()) form_data = $('#trait_data_form').serialize() console.log("form_data is:", form_data) @@ -164,11 +164,12 @@ $("#plink_compute").click(() => ) $("#gemma_compute").click(() => + console.log("RUNNING GEMMA") $("#static_progress_bar_container").modal() url = "/marker_regression" $('input[name=method]').val("gemma") - $('input[name=mapping_display_all]').val($('input[name=display_all_gemma]').val()) - $('input[name=suggestive]').val($('input[name=suggestive_gemma]').val()) + #$('input[name=mapping_display_all]').val($('input[name=display_all_gemma]').val()) + #$('input[name=suggestive]').val($('input[name=suggestive_gemma]').val()) $('input[name=maf]').val($('input[name=maf_gemma]').val()) form_data = $('#trait_data_form').serialize() console.log("form_data is:", form_data) diff --git a/wqflask/wqflask/static/new/javascript/show_trait_mapping_tools.js b/wqflask/wqflask/static/new/javascript/show_trait_mapping_tools.js index c8988cdc..1779df4b 100755 --- a/wqflask/wqflask/static/new/javascript/show_trait_mapping_tools.js +++ b/wqflask/wqflask/static/new/javascript/show_trait_mapping_tools.js @@ -99,8 +99,8 @@ open_mapping_results = function(data) { return $.colorbox({ html: data, href: "#mapping_results_holder", - height: "80%", - width: "80%" + height: "90%", + width: "90%" }); }; @@ -187,11 +187,10 @@ $("#plink_compute").click((function(_this) { $("#gemma_compute").click((function(_this) { return function() { var form_data, url; + console.log("RUNNING GEMMA"); $("#static_progress_bar_container").modal(); url = "/marker_regression"; $('input[name=method]').val("gemma"); - $('input[name=mapping_display_all]').val($('input[name=display_all_gemma]').val()); - $('input[name=suggestive]').val($('input[name=suggestive_gemma]').val()); $('input[name=maf]').val($('input[name=maf_gemma]').val()); form_data = $('#trait_data_form').serialize(); console.log("form_data is:", form_data); diff --git a/wqflask/wqflask/templates/pair_scan_results.html b/wqflask/wqflask/templates/pair_scan_results.html index 869dabed..f46d7cbf 100644 --- a/wqflask/wqflask/templates/pair_scan_results.html +++ b/wqflask/wqflask/templates/pair_scan_results.html @@ -33,6 +33,28 @@ <h2> Results </h2> + <table cellpadding="0" cellspacing="0" border="0" id="pair_scan_results" class="table table-hover table-striped table-bordered"> + <thead> + <tr> + <td>Index</td> + <td>Locus</td> + <td>Chr 1</td> + <td>Mb</td> + <td>Chr 2</td> + </tr> + </thead> + <tbody> + {% for marker in pair_scan_results %} + <tr> + <td>{{loop.index}}</td> + <td>{{marker.name}}</td> + <td>{{marker.chr1}}</td> + <td>{{marker.Mb}}</td> + <td>{{marker.chr2}}</td> + </tr> + {% endfor %} + </tbody> + </table> </div> </div> diff --git a/wqflask/wqflask/templates/search_result_page.html b/wqflask/wqflask/templates/search_result_page.html index 731f6fbd..c7c2a62f 100755 --- a/wqflask/wqflask/templates/search_result_page.html +++ b/wqflask/wqflask/templates/search_result_page.html @@ -42,7 +42,7 @@ <button class="btn btn-default" id="deselect_all"><span class="glyphicon glyphicon-remove"></span> Deselect All</button> <button class="btn btn-default" id="invert"><span class="glyphicon glyphicon-resize-vertical"></span> Invert</button> <button class="btn btn-default" id="add"><span class="glyphicon glyphicon-plus-sign"></span> Add</button> - <button class="btn btn-primary pull-right"><span class="glyphicon glyphicon-download"></span> Download Table</button> + <button class="btn btn-primary"><span class="glyphicon glyphicon-download"></span> Download Table</button> <br /> <br /> <table class="table table-hover table-striped" id='trait_table'> diff --git a/wqflask/wqflask/templates/show_trait_mapping_tools.html b/wqflask/wqflask/templates/show_trait_mapping_tools.html index 426a5c5d..27504e51 100755 --- a/wqflask/wqflask/templates/show_trait_mapping_tools.html +++ b/wqflask/wqflask/templates/show_trait_mapping_tools.html @@ -217,16 +217,16 @@ <div style="padding: 20px" class="form-horizontal"> <div class="mapping_method_fields form-group"> <label for="maf_plink" class="col-xs-2 control-label">Minor allele threshold</label> - <div style="margin-left: 20px;" class="col-xs-1 controls"> + <div style="margin-left: 20px;" class="col-xs-2 controls"> <input name="maf_plink" value="0.01" type="text" class="form-control"> </div> </div> </div> <div class="form-group"> - <label for="gemma_compute" class="col-xs-1 control-label"></label> + <label for="plink_compute" class="col-xs-1 control-label"></label> <div style="margin-left:20px;" class="col-xs-4 controls"> - <button id="gemma_compute" class="btn submit_special btn-primary" data-url="/marker_regression" title="Compute Marker Regression"> + <button id="plink_compute" class="btn submit_special btn-primary" data-url="/marker_regression" title="Compute Marker Regression"> Compute </button> </div> @@ -237,16 +237,16 @@ <div style="padding: 20px" class="form-horizontal"> <div class="mapping_method_fields form-group"> <label for="maf_gemma" class="col-xs-2 control-label">Minor allele threshold</label> - <div style="margin-left: 20px;" class="col-xs-1 controls"> + <div style="margin-left: 20px;" class="col-xs-2 controls"> <input name="maf_gemma" value="0.01" type="text" class="form-control"> </div> </div> </div> <div class="form-group"> - <label for="plink_compute" class="col-xs-1 control-label"></label> + <label for="gemma_compute" class="col-xs-1 control-label"></label> <div style="margin-left:20px;" class="col-xs-4 controls"> - <button id="plink_compute" class="btn submit_special btn-primary" data-url="/marker_regression" title="Compute Marker Regression"> + <button id="gemma_compute" class="btn submit_special btn-primary" data-url="/marker_regression" title="Compute Marker Regression"> Compute </button> </div> |