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>gi|18424457|ref|NP_568933.1|_uncharacterized_protein_[Arabidopsis_thaliana]_>gi|17747106|gb|AAK68745.2|_Unknown_protein_[Arabidopsis_thaliana]_>gi|20148747|gb|AAM10264.1|_unknown_protein_[Arabidopsis_thaliana]_>gi|332010073|gb|AED97456.1|_transmembrane_protein_[Arabidopsis_thaliana]
---------------------------------------MKKTMEDPSKIMRRSIHTFLQ
N-YHRVTTAAAVALPFSAGLLLSQPFFSSSS---------STLHMRLNMLFRGAGFSSS-
HDFFNILSLKLSQTLSSSLFTLPFSLTFLLLSKAYVIKLLSNN--------HSADSSSVF
YLRLLKTYVCNFFFLLSANASAFALFFLAYNTLEAFGFSSR---NFYTFLSLSSAIIYSI
IIANAFVISNLALVSSPSSSSGG--YTNILKACLLIRG--RNSTAMALALPTNLGLAGVE
ALFQYRVMRSYYNGD--RDIISIALEGTFIAYLYALFLVLDTIVNFLFYQSCIKNEED--
QNIGREDEYSIKIQISETENTKIHIKGSKNLQEIL-------------------------
------------------------------------------------------------
------------------------------------------------------------
>gi|18424457
-----------------------------------MKK---TM-EDPSKIMRRSIHTFLQNYHRVTTAAA
-VALPFSAGLLLSQPFFS-----------S----SSS--------TLHMRLNMLFRGAGFSSS-H-DFFN
ILSLKLSQTLSSSLFTLPFSLTFLLLSKAYVIKLLSN-NHS------ADSS---------S---------
---VF--YLRLLKTYVCNFFFLLSANASAFALFFLAYNTL-E-AFG-FS-S-R-NFY-TFLSLSSAIIYS
IIIANAFVISNLALVSSPSSSSGGY--TNILKAC--LLIRGRNSTAMALALPTNLGLAGVEALFQYRVMR
SYYN-GDR-DIISIALEGTFIAYLYALFLVLDTIVNFLFYQ-----SCIKNEED--QNI----GREDEYS
I----KIQI-------SE-TEN--TKIHI--KGSKNLQEIL-----------------------------
----------------------------------------------------------------------
----------------------------------------------------------------------
>gi|700208597|gb|KGN63693.1| hypothetical protein Csa_1G011450 [Cucumis sativus]
-------------------------MHNQKSEIALNPFHFKPHFFDSMEESKK-LVRKSI
YNFLQNYQFFTSIAAALAFPYAISLLLSQTLLL-SS---SSSSSLFSFTFDRLRAVFSAA
GFPISSKF-FLFFIQKLSQTIVSTIYSLPFSLSFLLISKACVIQ-V--LNQQKPN---LL
PSFSSILHF-FNPLFFTHLCNLFIFISANSTVFFMLFFAFN-FLEGFGY--S-SPNCLLF
VSVLGGFLYSIAIAKAIVICNLASVLSAME-RKGGF-MTLLKACVLI--QGRSTTALLVT
LPFNMGMAAVEALFQYRIVRDY-HL-RGKLEP-SMVVEGMFVAYLYSVFVVLDAI--VNT
LF---FKSCRAD-----SQMGI-ERKSSF-WF--WIA---EKENEGFH------------
------------------------------------------------------------
------------------------------------------------------------
>gi|18424457|NP_568933.1|/1-326 uncharacterized protein [Arabidopsis thaliana]
-----------------------------------------------MKKT---------
-------------ME-D-PSKIMRRSIHTFLQNYHRVT-TAAAVALPFSAGLLLSQP-FF
-------SSSS---S-TLHMRLNMLFRGAGFSSSHDF-FNILSLKLSQTLSSSLFTLPFS
LTFLLLSKAYVIKL--LS-N-NH-S---A-------DSSSVF-YLRLLKTYVCNFFFLLS
ANASAFALFFLAYNT-LE-AFGF-SSRN-FYTFLSLSSAIIYSIIIANAFVISNLALVSS
P-SSSSGGY-TNILKACLLI--RGRNSTAMALALPTNLGLAGVEALFQYRVMRSYYN-GD
RDI-ISIALEGTFIAYLYALFLVLDTI--VNFLF---YQSCIKNEED--QN-IGR-EDEY
SI---------KIQI-S-ETENT--KIH-IK-----------------------------
------------------------------------------------------------
>gi|18424457|NP_568933.1|/1-326 uncharacterized protein [Arabidopsis thaliana]
---------------------------------------MKKTMEDPSKIMRRSIHTFLQ
NYHRVT-TAAAV-ALPFSAGLLLSQPFF----SSS---SSTLHMRLNMLFRGAGFSSSHD
FFNILSLKLSQTLSSSLFTLPFSLTFLLLSKAYVIKLLSNNHSA-----DSSSVFYLRLL
KTYVCNFFFLLSANASAFALFFLAYNTLEAFGFSSR-NFYTFLSLSSAIIYSIIIANAFV
ISNLALVSSP-SSSSGGY-TNILKACLLIRGRNSTAMALALPTNLGLAGVEALFQYRVMR
SYYN-GDRDIISIALEGTFIAYLYALFLVLDTIVNFLFYQSCIKNEED--QNIGREDEYS
IKIQISETENTKIHIK--------------------------------------------
------------------------------------------------------------
------------------------------------------------------------
@Adriel-M
Adriel-M / LunarLander-ELS.py
Last active April 16, 2017 21:51
Evolutionary Learning Strategy Solution to LunarLander-v2 with settings to ensure passing OpenAI's requirements.
# Evolutionary Learning Strategy Implementation
# Learn more from https://blog.openai.com/evolution-strategies/
import gym
import numpy as np
from gym import wrappers
# GLOBAL SETTINGS
RNG_SEED = 8
POPULATION_SIZE = 100 # Population size
@Adriel-M
Adriel-M / LunarLander-ELS.py
Last active April 16, 2017 21:51
Evolutionary Learning Strategy Solution to LunarLander-v2
# Evolutionary Learning Strategy Implementation
# Learn more from https://blog.openai.com/evolution-strategies/
import gym
import numpy as np
from gym import wrappers
# GLOBAL SETTINGS
RNG_SEED = 8
POPULATION_SIZE = 100 # Population size
@Adriel-M
Adriel-M / CartPole-ELS.py
Last active April 24, 2017 21:58
Evolutionary Learning Strategy Solution to CartPole-v0.
# Evolutionary Learning Strategy Implementation
# Learn more from https://blog.openai.com/evolution-strategies/
import gym
import numpy as np
from gym import wrappers
# GLOBAL SETTINGS
RNG_SEED = 8
ENVIRONMENT = "CartPole-v0"
@Adriel-M
Adriel-M / CartPole-ELS.py
Created April 24, 2017 21:58
Evolutionary Learning Strategy Solution to CartPole-v1.
# Evolutionary Learning Strategy Implementation
# Learn more from https://blog.openai.com/evolution-strategies/
import gym
import numpy as np
from gym import wrappers
# GLOBAL SETTINGS
RNG_SEED = 8
# ENVIRONMENT = "CartPole-v0"
@Adriel-M
Adriel-M / CartPole-REINFORCE-MCMC.py
Created May 2, 2017 00:11
REINFORCE: Monte Carlo Policy Gradient solution to Cartpole-v1 with no hidden layer.
# REINFORCE: Monte Carlo Policy Gradient Implementation
# Learn more from Reinforcement Learning: An Introduction (p271)
# by Sutton & Barto
import tensorflow as tf
import gym
import numpy as np
from gym import wrappers