In [1]:
%env THEANO_FLAGS="device=gpu3"
env: THEANO_FLAGS="device=gpu3"
In [2]:
import numpy as np
import theano
import theano.tensor as T
import lasagne
import os
Using gpu device 3: GeForce GTX 1080 (CNMeM is enabled with initial size: 95.0% of memory, cuDNN 5105)
In [3]:
start_token = " "
with open("mtg_card_names.txt") as f:
names = f.read()[:-1].split('\n')
names = [start_token+name for name in names]
In [4]:
print 'n samples = ',len(names)
for x in names[::1000]:
print x
n samples = 16714
[1G] Instant: Moonmist
[None] Land: Crystal Quarry
[3GW] Legendary Enchantment Creature, God: Karametra, God of Harvests
[2R] Creature, Human Rogue: Spireside Infiltrator
[3R] Creature, Human Archer: Mardu Heart-Piercer
[UB] Creature, Spirit: Dimir Infiltrator
[2UU] Creature, Human Wizard: Lunar Mystic
[3R] Creature, Goblin Artificer: Krark-Clan Engineers
[4GG] Creature, Elemental Warrior: Root-Kin Ally
[None] Land: Ancient Tomb
[None] Plane, Ulgrotha: The Dark Barony
[3U] Creature, Bird Wizard: Aven Fogbringer
[5R] Creature, Djinn: Halam Djinn
[3WW] Creature, Human: Veteran Bodyguard
[2RRR] Creature, Human Berserker: Aerathi Berserker
[None] Legendary Creature, Eldrazi Angel: Brisela, Voice of Nightmares
[2U] Creature, Human Wizard: Apprentice Sorcerer
In [5]:
#all unique characters go here
token_set = set()
for name in names:
for letter in name:
token_set.add(letter)
tokens = list(token_set)
print 'n_tokens = ',len(tokens)
n_tokens = 78
In [6]:
#!token_to_id = <dictionary of symbol -> its identifier (index in tokens list)>
token_to_id = {t:i for i,t in enumerate(tokens) }
#!id_to_token = < dictionary of symbol identifier -> symbol itself>
id_to_token = {i:t for i,t in enumerate(tokens)}
In [7]:
import matplotlib.pyplot as plt
%matplotlib inline
plt.hist(map(len,names),bins=25);
# truncate names longer than MAX_LEN characters.
MAX_LEN = min([60,max(list(map(len,names)))])
#ADJUST IF YOU ARE UP TO SOMETHING SERIOUS
In [8]:
names_ix = list(map(lambda name: list(map(token_to_id.get,name)),names))
#crop long names and pad short ones
for i in range(len(names_ix)):
names_ix[i] = names_ix[i][:MAX_LEN] #crop too long
if len(names_ix[i]) < MAX_LEN:
names_ix[i] += [token_to_id[" "]]*(MAX_LEN - len(names_ix[i])) #pad too short
assert len(set(map(len,names_ix)))==1
names_ix = np.array(names_ix)
In [9]:
from agentnet import Recurrence
from lasagne.layers import *
from agentnet.memory import *
from agentnet.resolver import ProbabilisticResolver
from gumbel_sigmoid import GumbelSigmoid
In [10]:
sequence = T.matrix('token sequence','int64')
inputs = sequence[:,:-1]
targets = sequence[:,1:]
l_input_sequence = InputLayer(shape=(None, None),input_var=inputs)
In [11]:
###One step of rnn
class rnn:
n_hid = 100
#inputs
inp = InputLayer((None,),name='current character')
prev_cell = InputLayer((None,n_hid),name='previous lstm cell')
prev_hid = InputLayer((None,n_hid),name='previous ltsm output')
#recurrent part
emb = EmbeddingLayer(inp, len(tokens), 30,name='emb')
new_cell,new_hid = LSTMCell(prev_cell,prev_hid,emb,
name="rnn")
next_token_probas = DenseLayer(new_hid,len(tokens),nonlinearity=T.nnet.softmax)
#pick next token from predicted probas
next_token = ProbabilisticResolver(next_token_probas)
In [12]:
training_loop = Recurrence(
state_variables={rnn.new_hid:rnn.prev_hid,
rnn.new_cell:rnn.prev_cell},
input_sequences={rnn.inp:l_input_sequence},
tracked_outputs=[rnn.next_token_probas,],
unroll_scan=False,
)
/anaconda3/envs/py27/lib/python2.7/site-packages/agentnet/agent/recurrence.py:188: UserWarning: State_variables recommended type is OrderedDict.
Otherwise, order of agent state outputs from get_sessions and get_agent_reaction methods
may depend on python configuration.
Current order is: [<lasagne.layers.merge.ElemwiseMergeLayer object at 0x7fa19f6a5310>, <lasagne.layers.merge.ElemwiseMergeLayer object at 0x7fa19f6a5650>]
You may find OrderedDict in standard collections module: from collections import OrderedDict
""".format(state_variables=list(self.state_variables.keys())))
/anaconda3/envs/py27/lib/python2.7/site-packages/agentnet/agent/recurrence.py:300: UserWarning: You are giving Recurrence an input sequence of undefined length (None).
Make sure it is always above <unspecified>(n_steps) you specified for recurrence
"Make sure it is always above {}(n_steps) you specified for recurrence".format(n_steps or "<unspecified>"))
In [13]:
# Model weights
weights = lasagne.layers.get_all_params(training_loop,trainable=True)
print weights
[emb.W, rnn.b_to_ingate, rnn.W_previous ltsm output_to_ingate, rnn.W_emb_to_ingate, rnn.b_to_forgetgate, rnn.W_previous ltsm output_to_forgetgate, rnn.W_emb_to_forgetgate, rnn.b_to_cell, rnn.W_previous ltsm output_to_cell, rnn.W_emb_to_cell, rnn.b_to_outgate, rnn.W_previous ltsm output_to_outgate, rnn.W_emb_to_outgate, rnn.W_cell_to_ingate_peephole.scales, rnn.W_cell_to_forgetgate_peephole.scales, rnn.W_cell_to_outgate_peephole.scales, W, b]
In [14]:
predicted_probabilities = lasagne.layers.get_output(training_loop[rnn.next_token_probas])
#If you use dropout do not forget to create deterministic version for evaluation
loss = lasagne.objectives.categorical_crossentropy(predicted_probabilities.reshape((-1,len(tokens))),
targets.reshape((-1,))).mean()
#<Loss function - a simple categorical crossentropy will do, maybe add some regularizer>
updates = lasagne.updates.adam(loss,weights)
In [15]:
#training
train_step = theano.function([sequence], loss,
updates=training_loop.get_automatic_updates()+updates)
In [16]:
n_steps = T.scalar(dtype='int32')
feedback_loop = Recurrence(
state_variables={rnn.new_cell:rnn.prev_cell,
rnn.new_hid:rnn.prev_hid,
rnn.next_token:rnn.inp},
tracked_outputs=[rnn.next_token_probas,],
batch_size=1,
n_steps=n_steps,
unroll_scan=False,
)
generated_tokens = get_output(feedback_loop[rnn.next_token])
generate_sample = theano.function([n_steps],generated_tokens,updates=feedback_loop.get_automatic_updates())
/anaconda3/envs/py27/lib/python2.7/site-packages/agentnet/agent/recurrence.py:188: UserWarning: State_variables recommended type is OrderedDict.
Otherwise, order of agent state outputs from get_sessions and get_agent_reaction methods
may depend on python configuration.
Current order is: [<lasagne.layers.merge.ElemwiseMergeLayer object at 0x7fa19f6a5310>, <lasagne.layers.merge.ElemwiseMergeLayer object at 0x7fa19f6a5650>, <agentnet.resolver.probabilistic.ProbabilisticResolver object at 0x7fa19f6a5c10>]
You may find OrderedDict in standard collections module: from collections import OrderedDict
""".format(state_variables=list(self.state_variables.keys())))
/anaconda3/envs/py27/lib/python2.7/site-packages/agentnet/agent/recurrence.py:592: UserWarning: Warning: recurrent loop without unroll_scan got nonempty random state updates list. That happened because there is some source of randomness (e.g. dropout) inside recurrent step graph. To compile such graph, one must either call .get_automatic_updates() right after .get_output and pass these updates to a function, or use no_defalt_updates=True when compiling theano.function.
warn("Warning: recurrent loop without unroll_scan got nonempty random state updates list. That happened"
In [17]:
def generate_string(length=MAX_LEN):
output_indices = generate_sample(length)[0]
return ''.join(tokens[i] for i in output_indices)
In [18]:
generate_string()
Out[18]:
'i,!pC6WgxJ,eGR)hJ\'myK6qttUZe2!wzLOu!uUEh[? "),8dYy,rN56Lb/]d'
In [19]:
def sample_batch(data, batch_size):
rows = data[np.random.randint(0,len(data),size=batch_size)]
return rows
In [20]:
print("Training ...")
#total N iterations
n_epochs=100
# how many minibatches are there in the epoch
batches_per_epoch = 500
#how many training sequences are processed in a single function call
batch_size=32
loss_history = []
for epoch in xrange(n_epochs):
avg_cost = 0;
for _ in range(batches_per_epoch):
avg_cost += train_step(sample_batch(names_ix,batch_size))
loss_history.append(avg_cost)
print("\n\nEpoch {} average loss = {}".format(epoch, avg_cost / batches_per_epoch))
print "Generated names"
for i in range(10):
print generate_string(),
Training ...
Epoch 0 average loss = 2.28611750913
Generated names
P/3Hy,Ther,Tmfa:Cin BramcFre Go, ,1Br]i]RerntfteraurldhMirrteltt Lurani, hb[AnajyOr3Lisannn H,Kegecceade,Bhrnmlu, )yNzPra8lGAafueswtryVxyAtowsanGGltg: BolreiurtgelBs Cnsch G F.o [CnrlulNoect UCtaiN,HatmtasE: Tlilan og: JikGg12[P] Cerr Caeenu: eeaucytayywhtrtotn: 83L]R Hnmetervu, Cn Wgheoiec Sw Saoneauern kAmrfPpt 2RW]Sotnayh] Ceag Erameelrndeonger ,evo xA:5UBRurnlo,GOn:o:CnsaawlQ:s Hert Heretetaky G Drd4[Irr-Cu'pa Aclmte,httbmul G
Epoch 1 average loss = 1.42864778042
Generated names
3[3 B] Creasmuny Bulm Haltas Hreldonliwi'r Satentus [[5B] Instcant: Nqur Fastaos Ins Rumag [3N] CrefParms Zofanh Dowpar More )THcetarene, Gilean Suldnhhore: Hralmhtyand 21V] Creature, Hun F [G]Urogely:Cntan Patd: Tond Roru Lastat G14En] Woscare, Byollil:ilrl:oemeeser ArxlRWthent:Harm: Erolan Cpagcem Magltias 7hB]onene,T,elerp: Arldmlinin: B2U] Areatu, Wrenat Arerr Apitenentomt Iucus oorsde
Epoch 2 average loss = 1.10512577009
Generated names
[2G] Creature, Lilotur: Hrarohsstan Holuveti [1BB] Creature, Speid Wicder: Drerd Savaddort [1GGR] Enchantment: Ragiste Dhadd [3BB] Sheccentyment Cretees Sparg: Viatatilax Lereangas [B] Sorcirame, Dear: Wiva Nrans [RB] Crature, Mamant: Shenfact Hurchpas [4GWW]Gg Creature, Zead Bing Menker Moruie: Cagu Desersgarc [2R] Creature, Phanat: Farni Gilh Metall [3R] Creature, Endaltar: Drare,saolk Brl ofsibotien [2BWG] Instant: Ve Me Mrekavl Shandii
Epoch 3 average loss = 0.991675294042
Generated names
[1] Artifact: Guord Sozeris Bare [2W] Creatur Spaert: Waymok Shaver Hherfiegh [Instant, Voman Wolbr Rorer Wizarr: Teliid's Patriper [W] Preature, Crast, Waayd: Stallge Suges [3U] Creature, Harcherd: Meakos Elfami [UGR] Legendany Creature, Jeric Kerin: Sotrard Cer olf [2GW] Loneny Cature, Srig Cicim: Spivlintingif [5U] Creature, Toris Warrelmacs: Beraiwas Noulo [3WR] Creature, Srizind: Spid Menga Crad [[GG PlUr Efchactment: Hura Phen of Dorekinne
Epoch 4 average loss = 0.922527974129
Generated names
[3W] Creature, Bomf: Croupix Fart [None] Land Creara: Firct Ahticer [4BR] Creature, Eme: Ginfol Bofary [4UR] Instant: Ploling Linge [1RR] Instant: Shria's [W] Artifact Creature, Nalke: Lotsoran of thensy [1BB] Sorcery: Aror Elerophes [UW] Creature, Human: Gpate thestor [10U] Instant: Tomastar Clat [3W] Priature, Hurd, Scorx: Pracoan Bat Aurtt
Epoch 5 average loss = 0.878150575399
Generated names
[5UU] Sorcery: Waltu of Pive [1B] Creature, Human Wizardor: Drvoisr Femanes [2RUR] Creature, Halme: Langpht Nece Actoripx [4B] Ligendary Creature, Ansak: Archyra Fizes [2GR] Enchantment, Aura: Gify Pmat inve [2B] Creature, Human Keon: Suseste of Alyk [UUU] Instant: Ememanka'sagt [1U] Creature, In Sctecet: of Qeboy Briperaur [5U] Enchantment: Lall of thidrod [1BG] Creature, Beap: Loblion of Cumart
Epoch 6 average loss = 0.847644655347
Generated names
[3GW] Sloncery: Curittre [3GG] Creature, Gorsoul: Grach Grae [ A] Instant: Merel Stis [1W] Creature, Plact: Arsherdre, Dodetinep [U] Instant: Ronvae'f Mumertide 3U] Enchantment: Glarvalle Somberagd [5RR] Sorcery: Foghts [4R] Enchantment: Noxmar Cliturmoer [Nere]ant, Crirer: Bearar of Recre [3W] Instant: Wataut Indach
Epoch 7 average loss = 0.82599880302
Generated names
[3UU] Instant: Fourdra Arer 12RG] Creature, Elemental: Flonderif Fore [Noane 1B] Instant: Donde Ralers [2UB] Creature, Spirit: Hollmad Holl [3] Artifact: Screa Shine [2] Artifact: Vustime Ceeneer [1W] Sorcery: Rerl Hase [4GG] Sorcery: Chralmourd Indagh [TUB] Legendary: Brominal [3UU] Sorcery: Rovit Warre
Epoch 8 average loss = 0.806004906178
Generated names
[2R] Enchantment, Aera Latior: Infermon Loodersspathi [3] Artifact Creana, Light: Jeebilic Slosur Agadint [2U] Instant: Gidlery Corphy [None] Vangupary: Ocker Seramengard [W] Instant: Comble He Andiser [3] Artifact: Esheraning Sligherone [5] Creature, Human Rold All: Ligur-Warceue Simmreng [2BB] SWorccary, Aurm: Hirdound [2U] Creature, Trefolk: Flutssanie Aseagon [3U] Sorw Creature, Wadre: Brishud Saktnign
Epoch 9 average loss = 0.789666692376
Generated names
[2U Bone] Legand Creature Cature, Golem: Oagebe Forbiast [4B] Sorcery: Caragh tean [1W] Sorcery: Borge Pandion [XR] Enchantment: Drnewlander of Bait [1G] Creature, Beast: Innien's Waunds [1RWW] Legendary Creature, Spird Soldier: Syyclewatian Porli [BR] Creature, Cap Scyratar Cleric: Cinglx of Juzzess [3] Artifact: Anvillising Flammite [5UB] Legendary Creature, Elf Soldier: Wirr of the Achersom [3G] Enchantment, Aury: Rarge the Crutess
Epoch 10 average loss = 0.776844120264
Generated names
[2U] Legendary Creature, Golem: Mycla Rec [5] Artifact: Dikingessifiel Cultroy [5G] Creature, Mitorid Cleric: Rabled Bill [None] Instant: Beanter's Cat [2UB] Legendary Creatur Eldrald Caturure, Goleman: Avawning [1Ron] Sorcery: Impiarh tarfie [None] Land, Selva: Stemit Serbu [1BBB] Creature, Elf: Dinges Malf Maghendord [1BW] Creature, Human Wilisar: Liarine Hower [UU] Creature, Human Wizard: Ascownnapm
Epoch 11 average loss = 0.763727202058
Generated names
[1U] Instant: Vemodicnutif tru the Indeaty [2U] Creature, Angolus: Ex Rbachine Weblardomb [3W] Creature, Atbold: Elf Redecatless [1R] Instant: Brours of Cunes [3B] Creature, Beast: Borsize Neagal [3B] Creature, Goblen Skiner: Blitalan Dunteer [R] Instant: Tyertic Rreads [1U] Instant: Furmshati of Deethast [3B] Instant: Edchelowing [B] Enchantment, Aura: Cramari of Regh
Epoch 12 average loss = 0.75967630899
Generated names
[1U] Enchantment: Mevilitic Renowar [5W] Enchantment, Aura: Goblin Andlaon [3G] Instant: Scourrel Erpile [6G] Legendary Creature, Spari Cors: Lexier of Lenotura [3W] Enchantment: Fellocka [1U] Instant: Salinator Champtan [4W] Instant: Comindeaie W] Creuture, Human Soldier: Dryssan Beel [None] Land: Darsha Fathlest [2U] Instant: Ronge Ovon
Epoch 13 average loss = 0.743934479594
Generated names
[4B] Creature, Elemental: Plistracte of Chant [G] Creature, Cat: Kyrgle Recter [5U] Enchantment: Mivebry Barras [3GG] Legendary Creature, Griffin: Talano-Kint Knagon [G] Creature, Knightrenker: Apovires Conche-Nete [1UU] Instant: Nadnfultes [None] Angiqaq9ake: Hare of Kestbacian [3RR] Creature, Griff: Pabning Drimer [3Bl] Creature, Dragun: Toat of Krocterve Kangh [3UUU] Creature, Cact: Tederal Atts
Epoch 14 average loss = 0.736631927133
Generated names
[1R] Instant: Cire of Tomal [4W] Creature, Biada Monser: Glamler tre Storeler [3UR] Creature, Ovan: Armpal of Ved Inty [4BR] Creature, Gount: Dambiate Unokensen [4] Artifact, Equipment: Pat Light Grayn [3UU] Instant: Grock's Sharel [4BB] Instant: Fich Tniscs [3R] Creature, Human Soldier: Tu Phouth [1R] Sorcery: Sepics Sannes [3] Artifact: Elturals Row
Epoch 15 average loss = 0.730036921024
Generated names
[5UU] Sorcery: Blund of Gener [G] Enchantment, Aura: Thuntaoding Scyamment [3B] Creature, Elfrazir: Xwirelin Serror's Bordge [3UU] Instant: Ichond Sanvery [None] Land: Kozy Nivarter [1W] Enchantment: Rountous Eldsar [2R] Instant, Equipment: Ancalk Band [1U] Creature, Merfolk Warrior: Lige of Wohcerebes [7BB] Creature, Cotstrizin: Couchermance [WW] Creature, Castilark Warris: Haverbard Spriker
Epoch 16 average loss = 0.727936502457
Generated names
[1G] Sorcery: Yocuse the Trach [2B] Instant: Ritianh Mersing 41R] Creature, Goblin: Pana, Her of the Ondal Golem [2BB] Creature, Goblis Berserker: Hindstiod Herader [1RG] Enchantment: Sylicac.Vass 3WW] Legendary Creature, Vambri, Monkaus: Hlor-Bealen Punal [2G] Enchantment, Aura: Rani's Plaod [GG] Creature, Human Druin: Zeertfand Crond [R] Sorcery: Defand [None] Legendary: Drazita the Beere
Epoch 17 average loss = 0.718152332187
Generated names
[3BB] Sorcery: Slivin's Mesenssic [None] Land: Misson's Asqain [2B/GU//W] Creature, Insect: Stone, Faia, the Trage [7] Creature, Wolf: Rozerdonce Dragons [6] Artifact, Equipment: Catsh of the Bazurur Beest [G] Instant: Streep of the Werokan [3W] Creature, Snabes: of Batternights [1G] Creature, Dread: Snaken Skyquitu [4W] Enchantment: Clome of Stiniking [3U] Creature, Human Werewolf: Bloss's Spyketer
Epoch 18 average loss = 0.712474003911
Generated names
[2G] Legendary Creature, Human: Groon God Mimave [1G] Instant: Outh'g Gome [2U/GWG/G] Creature, Elephant Issitt: Tilet Reakiner [2W] Pleaswyrwact, Equipment: Postemphory Header [8B] Creature, Vedalken Druel Druin: Hamu Mrow [1G] Instant: Cemberry [4W] Creature, Spirit Shold: Hereretbermal [2GG] Legendary Creature, Human Soldiser: Clard of Oatis [U] Creature, Huran: Culd of Brunx [None] Land: Stawar's Gromeran
Epoch 19 average loss = 0.70700493598
Generated names
[1WG] Creature, Human Eldrazi Warrior: Vigorexian Guidder [None] Plane, Senomanal: Scaresune Avatar [1W] Instant: Speltenexience [None] Creature, Merano Warrior: Lyfiss's Dien [1G] Creature, Elf Shaman: Phoer Lither [1UU] Instant: Purs [3R] Sorcery: Emmeliclact entrom [1B] Sorcery: Scine's Expone [3U] Instant: Rakok's Croupherbane [3Ban] Creature, Wall: Carbleb Drake
Epoch 20 average loss = 0.70275747633
Generated names
[4U] Instant: Sunx [3W] Enchantment: Polmbowns of Wafald [4RG] Creature, Grellt: Ryun Pome [4] Artifact: El-Dambiel Intukenger [XW] Creature, Kithka Ally: Tadatin of the Tountlem [1G] Creature, Cat Artificer: Ican Pulrab the Hond-Tul [6] Artifact Creature, Fereron: Holonial Ome [B] Creature, Diun: Murk of Holl [5R] Creature, Giant Spirit: Otadfuld Aryak [3RR] Creature, Merfolk Plagasie: Firess Sageer
Epoch 21 average loss = 0.697764621496
Generated names
[5GG] Enchantment Creature, Horror: Jaghins [2W] Creature, Bird Warruror: Unireru, Spent of Fide [4] Artifact Creature, Human: Hooth of Chovly [4W] Enchantment, Aura: Scarks of the Veralis [1B] Creature, Choven: Burnian Stalecato [5BB] Creature, Faerie: Spharks Volp [None] Land: Speellig Antic [3G] Sorcery: Dimoranit [3] Artifact: Parance [B] Enchantment, Aura: Demerd
Epoch 22 average loss = 0.695963741779
Generated names
[2G] Instant: Reasiplize [1U] Instant: Witch bolt 3G] Enchantment: Siner Guel [2W] Creature, Kithkin Soldier: Aquisha [1U] Enchantment, Aura: Stell the Eders [R] Sorcery: Mind of the Reade [2G] Creature, ElfSalkicer: Elvess Vase Dolenta [4R] Creature, Human: Mindian Tateplay [3B] Instant: Rix [1WU] Creature, Horror: Spheetor Ballit
Epoch 23 average loss = 0.691208478451
Generated names
[2W] Enchantment: Adacost Vylent [R] Instant: Riftusp [W] Instant: Ineckrax [5] Artifact: Quipkric Rappity [2B] Creature, Human Wizard: Skystiesing Sladess [U] Sorcery: Night of Bolods of Chast [GGGGW/B] Legendary: Brooms [G] Creature, Centaur Spellshalker: Hadrodo, the Beamph [R] Creature, Human Werewolf: Krove's Oumple [2B] Instant: Swints the Storm
Epoch 24 average loss = 0.686413415074
Generated names
[2W] Creature, Goblin: Corsei, the Djulizor Spearo [1G] Instant: Ungerune [3W] Sorcery: Riesh To Atchint [2W] Creature, Elephant: Pathen Elgoracker [4BB] Creature, Zombie: Durpleach War [1UU] Creature, Bird Spells: Cappangern Honger [1W] Creature, Minth: Wineshrol Thorgen [3BB] Creature, Zox Noud Zombaid Berserker: Melining Furen [1B] Sorcery: Marray Town [4BR] Creature, Goblin Warrior Shaman: Troker Wollves
Epoch 25 average loss = 0.682011527896
Generated names
[B] Creature, Serlen: Bherth Harrite [3BR] Creature, Weast: Jhent Beak 3G] Enchantment: Compaval Spirit [2BWW] Legendary Creature, Kithkid: Sann, the Dromam [1GG] Instant: Sive Goff [5U] Creature, Sphinx: Instrigt Spelling [5GG] Sorcery: Paised Nyld [2BB] Creature, Vampire Elempant Ally: Congergal of Itoss [G] Creature, Goblin Rethercter: Meelled Spack [None] Plane, Asspinn: Sinermanels
Epoch 26 average loss = 0.678058657169
Generated names
[3R] Creature, Spirit: Salacillerblagol [None] Land: Whel of Vott [UU] Creature, Elemental: Drealtich Drake [2W] Sorcery, Arcane: Mystican Planor [1W] Enchantment, Aura: Swarkscrout [4BB] Enchantment: Blictalis Cryapercation [1U] Creature, Human Monc: Vussitine [4WW] Legendary Creature, Angel: Harlexi-o Mamirion [4B] Creature, Illusion Spirit: Sadvane Hocker None: Light Coquement
Epoch 27 average loss = 0.67618815589
Generated names
[1B] Creature, Vapperin: Maulious Gongeeer [7BB] Sorcery: Rasm oat [GU] Creature, Ogre Elemental: Wayash Ebestion [3G] Sorcery: Hurking Chall [1R] Sorcery: Dread's Initien [3B] Creature, Koblin Rogue: Ronast Pigar [1G] Enchantment, Aura: Depaling Sede [U/BB] Creature, Orc Soldier: Sencite Kashia [R] Enchantment: Silthy Retinyura [1B] Creature, Zombie Creic: Chipheard of Opertist
Epoch 28 average loss = 0.671857315779
Generated names
[1B] Enchantment: Clests of Night Minex [1R] Artifact: Garght Con Guard [2B] Creatureue, Zombie Drake: Decroneiver [1U/R] Creature, Zommein: Grood Rie Thaws [2] Artifact, Laparior: Tatkiting the Deguted [W] Sorcery: Storclat Toi [1B] Creature, Dragon Shaman: Bladid Solchamie [3W] Creature, Human Soldier: Furmalal Messedly [None] Land: Hargelian Strip [2W] Creature, Human Cleric: Charicorn Davulaer
Epoch 29 average loss = 0.669555861712
Generated names
[2U] Creature, Feeshi Alt: Raer Hymon [2U] Creature, Feest Shaman: Morrerter Ord Foencer [1W] Creature, Human Knight: Slivigite Graffin [2W] Enchantment: Demal Infint [None] Land: Colvaw Ungrey [R] Instant: Siren's Edformage [WU] Creature, Wall: Warw Woblem [1R] Instant, Arcane: Exure Condled [4G/U] Instant: Loxe of Pormention [RGWB] Enchantment: Rep's Fave
Epoch 30 average loss = 0.665903367639
Generated names
[1WW] Creature, Human Shaman: Harrum Ojewas's Earteve [2GW] Creature, Wurm: Windern Weact [3BBB] Creature, Zombie: Nittomes [None] Land: Etheal Miggers [None] Land: Ramed Clay [2G] Creature, Human Warrior: Pruilect Bacturner [3UU] Enchantment Creature, Rengon: Defilic Baunt-ushee [1U] Creature, Human Soldier: Brished well-Du Guperation [BB] Creature, Nog: Ghosk Trame [2W] Instant: Wills's Flo ?rastbold
Epoch 31 average loss = 0.662721822977
Generated names
[3UUU] Instant: Rhosksto Fage [2W] Enchantment: Dricks inticary [1B] Creature, Human Shaman: Prassed Assamasit [3UU] Instant: Rewering the Arcist [W] Instant: Leach Carnist [GU] Instant: Saman's Deming [30GGG] Creature, Elemental: Tordic Worms [2W] Creature, Elephant: Lares Elemnant [U] Creature, Faerie Wizard: Morathen Herald [1R] Sorcery: Gild's Change
Epoch 32 average loss = 0.660361127138
Generated names
[4U] Creature, Horror Wizard: Rout Reather [None] Vanguard: Nipus Reastophard [2W] Creature, Spirit: Sypring Sciftrath [1R] Sorcery: Scall of Kou's [1U] Sorcery: Gacur of Alaps [3W] Instant: Lodcawt Arch [1U] Instant: Unsted Chone [W] Enchantment, Aura: Dust frit Dister [R] Creature, Beast: Toothrozer [5W] Creature, Squipeshok: Reathlotar
Epoch 33 average loss = 0.659527430177
Generated names
[3B] Creature, Zombie Fighe: Mogle of Callerigs [U] Creature, Barssukora Warrior: Pyrathle Harpern [2U] Sorcery: Aven Shrings [2B] Sorcery: Dreadminger [4B] Sorcery: Blametle Eye [2B] Enchantment: Learsfite Pight [2U] Enchantment, Aura: Dopninn [12] Artifact Creature, Wirm: Sein Ditchiser RW] Creature, Human Cleric: Cullic [GW] Enchantment, Aura: Fentor Defervent
Epoch 34 average loss = 0.656504530907
Generated names
[W] Creature, Human Monc Ally: Sumperie Garation [2U] Instant: Pyrant [RGW] Creature, Human Soldier: Bolywo-Missaur [1] Artifact: Minobor Buttion [2R] Creature, Minotaur Horser: Archanteon Curnen BBGGGGGG/G] Sorcery: Codescacl 3G/W2/U] Legeatary Creature, Griffin: Thossan, Heerior: Asce [2GGU] Enchantment, Aura: Temphil's Fonge [None] Land: Equiston's Pyath [1B] Legendary Creature, Scoophin: Savairy, Poon of Forbon
Epoch 35 average loss = 0.655750829458
Generated names
[0] Creature, Eldrazi: Phiders Thropler [1W] Instant: Javen Crusiky [1G] Enchantment: Martict Spreater [1U] Enchantment: Whiel Torven [W] Instant: Fodalow Roffrey [None] Land: Presa Leakcropcholly [3W] Creature, Human: Treadergan Lights [GU] Enchantment, Aura: Serenn Cload [1RR] Instant: Sunsalic Sand [0G] Enchantment: Aperblate
Epoch 36 average loss = 0.652018105507
Generated names
[W] Creature, Human Soldier: Liakmow Battle [2B] Creature, Human Wizard: VitIm Visiot [2U] Creature, Goblin Warrior: Equistbraver Acyle [1W] Enchantment, Aura: Quest Sphenceon [3B] Creature, Skeleton: Dward Hush [1U] Instant, Arcane: Cropla [None] Land: Tornal Preath [5G] Creature, Chiph: Grave Sapper [None] Vanguard: Trapate Gricer [3UUU] Instant: Fabl's Endlate
Epoch 37 average loss = 0.648753300071
Generated names
[G] Creature, Confoly: Witchlencer Intrite [None] Creature, Eldrazi: Sunchamune Ous [3B] Sorcery: Skyx Groppe [UU] Legendary Creature, Sliver: Veast of Densite [None Anchant: Formal Gat [3R] Creature, Goblin Warrior: Goblin Fenticous [G] Instant: Drackless Eastance [2WU] Enchantment: Elvise Force [None] Land: Suns of Virarscing [3GG] Creature, Elemental: Altrial Golem
Epoch 38 average loss = 0.648577934384
Generated names
[2U] Creature, Fiss: Inchantspeeper of Krowler [1RR] Enchantment, Aura: Barping Wavbripasper [2WW] Creature, Human Cleric: Jizeev-Kimk Aven Abrentaner 6R] Legendary Creature, Goblin Warrior: Sprenetion's Karalas [GGGW] Enchantment: Paladuma [7U/P] Creature, Shasoshos: Sicerh Sludder Mons Creitare, Thosser: Phyrow Reypeted [None] Land: Barized Fost [2WW] Creature, Kithkin Artificer: Agar Brestord Abborateon [2RRR] Creature, Elemental: Alixian Oath
Epoch 39 average loss = 0.644880880356
Generated names
[W] Instant: Darte [U] Instant: Flow Warm [GB] Creature, Insect: Felledi Huntress [1G] Enchantment, Aura: Phyrote Returem [None] Land: Vellung Cry wangr 1W] Instant: Bomb Buin [1U] Creature, Rat Wizard: Sworm Lifergareppear [WG] Instant: Flabold [XXG/U] Creature, Bird: Phyrex Kebir [2B] Enchantment, Aura: Sandory Ast
Epoch 40 average loss = 0.645054469585
Generated names
[1G] Creature, Troll Cleric: Elanodytwancen [2B] Creature, Ratment Horror: Cabalian Palad [XRG] Instant: Weze's Gropery Nene: Emphitate [3G] Creature, Elemental: Gesill Hereder 1W] Instant: Daku Comptione [B] Sorcery: Kanicratic Bove [4WW] Legendary Enchant Enchant: Loctranish Recectilic K] Sorlint, Auria: Homn bhate Vil [1UU] Enchantment, Aura: Mortace of Rinows
Epoch 41 average loss = 0.64225538218
Generated names
[W] Creature, Kor Soldier: Alang Vowelatt Lide [2WW] Sorcery, Arcane: Enquiteren the Encog Ethe [2UU] Enchantment: Deynok Guand [G] Instant: Carfulled Dioper [2B] Creature, Skecter: Barrileform [X2B] Creature, aleren Gright: Benalwood Eids [3U] Creature, Spykecr: Petreesnak 4UUUg Creature, Elemental: Orywootwine Should [XB] Creature, Elemental: Wip-Lighteniet Elder [3G] Creature, Snake: Enclectlock Drakeer
Epoch 42 average loss = 0.640261902332
Generated names
[Nore] Planeshasp: Laveling Splitchcile [RWW] Creature, Elephant Scout: Stavatar of Earth Geecture 1U] Instant: Untem Guass [1W] Creature, Giant Wizard: Miswig Blade [3WW] Creature, Angel: Loog Way [0] Artifact: Tichanx of taster's Desence [3GRW] Creature, Elemental: Cloodoll of Sutruip [2R] Creature, Drake: Tothu Shrike [2B] Creature, Human Shaman: Soul treader [2WW] Enchantment: Auzeef Conering
Epoch 43 average loss = 0.638390966177
Generated names
None Anthent: Invease R] Creature, Goblin: Dugupe Guilduator RBR] Sorcery: Loke Storm [G/ZGo/WW/U] Instant: Stand [1B] Sorcery: Chouder and Reeshaus [None] Land: S. Neads' Lost G] Artifact: Mools of the Fire Sode Noone, Nena: Curil Stonary [None Anceatmen, Adron: Sanctue Iroptain S2U] Enchantment: Lone Batthion
Epoch 44 average loss = 0.636283928633
Generated names
[2G] Instant: Ralleix UBlesstalk: Egedental Avengerstone None Ant]entant: Scivan Sengstefisite [1UU] Creature, Kraen Rogue: Zombie Kester [None] Land: Brazengal Marage [2UR] Enchantment: Stramby Fog [1U/R] Instant: Serve Moist [1RR] Creature, Goblin Scout Warrior: Tottomagu Geather [3B] Creature, Human Soldier: Speathrath Amble [1W] Creature, Satir of Artifar: Koriano Ven Arbos
Epoch 45 average loss = 0.632290551305
Generated names
[R] Creature, Human Wizard: Corplemoners Nons Bors: Beyper Sid Trought [1WW] Enchantment: Mi-Far Alperulat [G] Creature, Human Warrior: Pranx Asybreaker [None] Legend: Glarine Worst [WU] Enchantment: Flessous Snownind [1W] Creature, Human Cleric: Weathfald Patritch [XXUBR] Planeswalker, Vecictor: Godamy Copbearcer [W] Creature, Beast: Blocksing Pizate [1RR] Creature, Solbier: Talar Godow
Epoch 46 average loss = 0.631271572113
Generated names
[1G] Enchanthent, Equipment: Eilmand [5B] Creature, Human Wizard: Outerval None Anceatment, Nymphi: Brifecros of Elanos Ment [W] Instant: Stungerwall [4UUU] Creature, Avatar: Rillic Pitscore [2W/UW/UW/B/G] Creature, Spirit: Valaros, Trib Squastial [2G] Instant: Crost the Hunter PrenwLond: Burring Fieldchane 3None Anceatyryn: Syther Art 3B] Creature, Nightmare Shaman: Phyrewing Beaper
Epoch 47 average loss = 0.629605828881
Generated names
[6U] Creature, Beast Whweizz: Carasiled Calanis [None] Land: Temmor Temon [2U] Creature, Shapeshifter: Mindbred Flame [ W] Enchantment, Aura: Arcraft of All [1R] Sorcery: Nairy Cutse [2GW] Enchantment, Aura: Colisa Insorceud [None] Creature, Werewolf: Wolf Cratcaction [W] Creature, Huun: Artukal of Unkestore [RR/R/CG/RR/G] Sorcery: Deat [W/B] Instant: Unewone
Epoch 48 average loss = 0.62773617208
Generated names
[G] Creature, GoatMinken: Hossethan's Mumboth [None] Land: Fentinnele Tree [6BR] Sorcery: Commandarken [1W] Enchantment, Aura: Tanaklish [None] Plane, Mystic Horr: Semplerguel Alegate 3G] Creature, Wuld: Ring Wredder [TGGG] Creature, Cat: Spirit Griffin [R] Instant: Akraword [3GU] Enchantment, Aura: Fondy of the Skulkath 11] Artifact: Auzzary Arza
Epoch 49 average loss = 0.629049289227
Generated names
3R] Creature, Spider: Crersin Corrudian [2R] Creature, Ogre Warrior: Train Geaker [1R] Creature, Goblin Warrior: Mardenic Reckle [1B] Creature, Scopprear: Lihion Arples [1U] Creature, Vedalken Artificer: Aborination Deader [2WW] Legendary Creature, Angele: Traded Barady [GGWU] Legendary Creature, Lizard: Thoraziworn's Pallie [2W/W] Enchantment: Stonery Lortherdross G] Instant: Scorce [2W] Creature, Spirit: Katathe Priest
Epoch 50 average loss = 0.626328319073
Generated names
[2G] Sorcery: Rabich of the Guild BRGW] Sorcery: Persent Opp Nond Constryckeryrynyq: Kolin-Silver Ourdiclar Mons Creature, Jellsham: Crumanner [RR] Creature, Human Warrior: Barfin Snowen None Bondshaner: Squill'caver Phy [R] Creature, Efreet: Soul Equist 1B] Creature, Bairgur Warrior: Troctinelhsle Trencer [1G] Creature, Elemental Shaman: Ogokar Mage [BB] Creature, Sorcorstat: Defriding Creechos
Epoch 51 average loss = 0.623037817955
Generated names
[4BBB] Enchantment, Aura: Fallen Hell [2U] Enchantment, Aura: Clower Searaim [1RG] Enchantment: Graft's Call [3GG] Enchantment: Tendeting Crawler [WB] Sorcery: Sand Master [ WW] Instant: Empt Facter [BB] Creature, Zombie Beast: Goldils Wildserger [GWU] Creature, Faerie Warrior: Blash Giant [1U] Instant: Chanologuc Mont [GGG] Enchantment: Bonernite sie
Epoch 52 average loss = 0.625964889407
Generated names
[3U] Creature, Monkey: Thollect Drake [RR] Creature, Orc Warrior: Jhiling Yearyner of Killog [8BB] Crceature, Eldrazi Proves: Swelvernal Herotiands [1U] Enchantment: Crunver Preamolons [5BB] Enchantment: Outar [1W] Instant: Seale's Bismink [1BRG] Enchantment: Fortival Dition [None] Land: Sekel Geietiners [2RR] Creature, Uprivin: Phartbast Willchmets [1WW] Creature, Human Soldier: Runish Mage
Epoch 53 average loss = 0.622122436404
Generated names
[2B] Creature, Insert: Trish of Draw 3BBR] Creature, Vamab! Spirit: Ordirauptick [WWU] Instant: Tummer R] Instantary: Karrivara [1BB] Enchantment: Lanssultuul Frese [2R] Creature, Giant: Questial Parmoner G] Enchantment: Armorid Overgeal [2B] Sorcery: Orm the Soul Fire [UUU] Enchantment, Aura: Tempirych Reached GG] Sorcery: Prosk Sage
Epoch 54 average loss = 0.620850395441
Generated names
[3WW] Sorcery: Glund's Mactle [B] Instant: Whell Ave [1U] Creature, Human Wizard: Fatefay Etfinebeal [None] Land: Seedplighted Jacapox 3G] Sorcery: Sathuran'en Visald [1WU] Enchantment: Kaura Aftees [None] Land: Torcuted Grave 1W] Creature, Human Soldier: Kreadend Cleeter [4BB] Creature, Giant Warrior: Khy Higarg-Kitker BenIblary Elf Giand, Brompin: Artution Artfescell
Epoch 55 average loss = 0.621265347481
Generated names
[W] Creature, Meron Warrior: Pushing Seaves [1B] Enchantment: Lihei's Thunder Dead Dwoonf Srright: Phyrex Eleperation GW] Enchantment: Amblessing [2B] Creature, Horror: Crisceng, Distwrixod [WW] Creature, Human Soldier: Pestwailker 1RR] Creature, Goblin Warrior: Zodok Angelacter [0G] Sorcery: Thinxum Chaunce [W] Enchantment: Misofate [BR] Sorcery: Buttown the Mine
Epoch 56 average loss = 0.621685911298
Generated names
None Anceatment, Kithkin: Calling Sliver [G] Sorcery: Eontain Mange [2BG] Legendary Creature, Human Warrior Ally: Goblin Pary Wa [2W] Sorcery: Chain of Tchorn [1B] Creature, Human Wizard: Adgent Odexim [1W] Creature, Human Cleric: Oviard Blawer [WUU] Creature, Draeke: Djantraker Pherser [XGW] Sorcery: Tombin Shamd [3W/P] Creature, Spirit Cleric: Taintwield Boochape [WW] Enchantment, Aura: Worp Harst
Epoch 57 average loss = 0.620096840739
Generated names
12] Artifact: Tristhen Bloodermus [T Prriichant: Blindstone Spards [1W] Creature, Kor Shaman: Kereweel Sludger [W] Sorcery: Scree Gibjered [1WW] Sorcery: Muvasphill Tread [WU] Creature, Elemental: Skoutter Primek [W] Instant: Enchapon of Tothe [XX2B] Creature, Ooze: Skirian Skytdain [2R] Creature, Bird WindeworcarswirkenqClazdy, Ome: Mazns Cu [None] Planesw: Drazid Adesor
Epoch 58 average loss = 0.616865005612
Generated names
[2WW] Creature, Angel: Chaundr Siling 1R] Creature, Giant Horror: Merci Thruephant [0] Artifact: Darklehk Nons Soldier Lendury: Equsting Wall [BR] Enchantment: Angelic Memma [3BBB] Enchantment: Augrery Spirit [None: Lands [2G] Creature, Fungup: Kime Iletuan [B] Sorcery: Broften's Forbatis U] Sorcery: Tankseen's Camb
Epoch 59 average loss = 0.615713671207
Generated names
[None] Conspirat: Risom [2UU] Creature, Human Berserker: Godgon [1GW] Creature, Insect Wolldy: Ghault Reads 1B] Creature, Zomii: Rodoun Blood [2U] Instant: Gibling Blosms [2UU] Snow Creature, Human Wizard: Glaint of Momblast [7] Artifart Creature, Dragon: Akapeshrotect [3WW] Creature, Human Soldier: Dussek Tathordriper [2UBR] Legendary Creature, Human Wizard: Kill-Hanf of the He [1UU] Creature, Faerie Berserker: Witanted
Epoch 60 average loss = 0.614327866673
Generated names
G] Sorcery: Dipralis [1R] Creature, Human Wizard: Vowerd Wolver [1B/GU/RU/B] Creature, Troll Scout: Impesh's Avatiarin GG] Sorcery: Kaypmag Infiles [8UU] Sorcery: Ervertoc's Pyrentatter [Noner Soqoruchorstacyle: Mertone [1WU] Creature, Bird: Nestlect Balliol Oon GnUlthwannscerst: Sorkata, Discorn the Firefinity 5R] Creature, Elephant Soldier: Searrine Seremage [B] Creature, Ogre Shaman: Strongy of Vinewarger
Epoch 61 average loss = 0.615766879559
Generated names
[2B] Creature, Human Mutant: Madros Evander RGGGWUB/UW/Bl/B] Creature, Squid Druid: Lurider of the Sereo [6UU] Creature, Drake: Akdaul Homors 2BGU] Creature, Insect: Rikndledry V. 1RR] Creature, Human Cleric: Grayer Bomnsarne [UU] Creature, Spirit: Spearch Crub R] Creature, Kavu: Citcher Enement [1U] Instant: Turn the Worflard [0G] Creature, Centaur Warrior: Laeral Mankler ZRGGGU0000] Artifact: Unegouge Thoty
Epoch 62 average loss = 0.616034768224
Generated names
[UU] Creature, Thapergoun Must Hordior: Versed Edgeremixalr 1W] Creature, Kor Cleric: Krailssuald Mastlumerer [1R] Creature, Human Berserker: Dromphor [1G] Creature, Horror: Greetwell Ranger Nond Menton: Epoche Wall [2W] Creature, Kithkin Horror: Lashath Linity [1U] Enchantment, Aura: Karra Prowl [3B] Creature, Ogre Mystic: Manara [1B] Instant: Hundler Viseive [GG] Enchantment: Imperic Wist
Epoch 63 average loss = 0.611897970557
Generated names
[UU] Creature, Merfolk Berserker: Destan Allex Nond Creature, Insect: Fegation Elemental [3UU] Creature, Human Rogue: Tarrord Knightant [None Wrian Samore, Lihic: Whinkened Enioty [WWU/B] Sorcery: Pies's Heed [3G/B] Creature, Wall: Warl Nattriter [U] Creature, Homaride: Itfessil Skorewind As Loond: Host of Grands Nons: Trallide Shadey None Anceatment, Sward Wizard: Dragon Thocme
Epoch 64 average loss = 0.60913000524
Generated names
[GU] Instant: Wish Lava [Bo/UW/U] Instant: Lighting Resurn R] Instant: Inferdinib Prewifeftary: Gharp Assa Enthenthers: Zoblin of the Fampy [WWW] Creature, Human Rebel Druid Sliver: Lingerow Skywnaite Bunend: Lindonche [3WW] Creature, Kor Shaman Ally: Abrabia My Vantriker Nonsen Plergian: Altary Hight None Pnecure: Surkhon's Grim
Epoch 65 average loss = 0.608989648223
Generated names
GgCretary Creature, Wall: Whirder of Sanistor [WU/B] Creature, Human Rogue: Bammibe Ghoul Non Ascertherphers: Chajura's Demental 1R/GW/R] Sorcery: Airocaus [0] Artifact Creature, Construct: Armor of the Arcane Fair Enthenthersent, Arcane: Trinst of Wib-Reak RRR] Sorcery: Lantshot [ A] Creature, Human Minicon: Rivilian Souls Gn0Bonschann: Shalling Wave [GGW] Creature, Bairg: Corolmusk Chimer
Epoch 66 average loss = 0.608009897709
Generated names
Noner Lond: Lische of Riftrom Enftan Soldier: Sphercified Hell of Flame 1Ur/W/Instaly: Roan's Beyst Avataot [3B/R] Creature, Goblin: Goblin Godian Non Aschamen, The Candruar: Pathwraverh GUr/Pritcary Creature, Tholt: Metera Tront 3Wore] Land: Mell of Whisen of Riveliga [UU] Creature, Kithkid: Droplek Djinnsern Nonc Creature, Insect: Worefascetmort R] Creature, Human Adcher Ally: Ashen Byro
Epoch 67 average loss = 0.607034954786
Generated names
[GGGGGWWBosR] Sorcery: Deepers Husersp, Avandryar: Seedwalder [UUUf Creature, Weremerk: Moll Heart [None Anevenererors: Vicard Herapy 1B] Enchantment: Neyel Arisan [None Arceary: Sunkless Line Non Artifact: Taying Leycies Noner Land: Doagardoos XU] Instant: Jlash Death [2G/WB/P] Creature, Elf Wizard: Mecrof God
Epoch 68 average loss = 0.607992347002
Generated names
[GGWUUU] Legendary Creature, Vedalken Soldier: Salar of Llar [1U/BU/BU/B/R] Creature, Human Pigare: Gjellord Hounds Nonser: Terretse Desquarot [G] Sorcery: Flespone [U] Creature, Human Werewolf: Mangle of Wields None Artiatmer, Beast: Crock Pauther X4B] Legendary Creature, Demon Mita: Kampili, Mireflige [2UU] Borch Land, Tride Piest: Rog Traftslood [R] Sorcery: Countinit [W] Creature, Human Cleric Soldier Scout: Swaros Shaman
Epoch 69 average loss = 0.60422230041
Generated names
Hu/B] Instant: Sike Scrooped Assauution [2B] Legendary Creature, Zoblin Mercenary: Kasur, Kozan Thro S1W] Instant: Goldeat 1B] Sorcery: Forty and [Nonsery: Summan Efrent [2W] Instant: Wind [4/U] Creature, Gavuni Insect: Checered Glower 11] Legendary Enchantment: Urthid Pury GUUlinderert: Grive of the Discubos [3BR] Legendary Creature, Human Wizard: Leechi, Refulebate S
Epoch 70 average loss = 0.605928438544
Generated names
[WW] Creature, Human Warrior: Tpirelken Drovelerer [2UU] Legendary Creature, Human Berserkerker: Kruked Kaitlke Non Robun Actaryard, Insectant: Llaarhcepling Wheed [1BR/G] Enchantment, Aura: Vesterann's Rain [2WW] Legendary Creature, Human Soldier: Layal, the Burid-Ka [None Anceacy: Jacer by Ambother Non Ascyater Wurm: Oryse Fallair Untinthtnnnomen: Basilek [G] Creature, Elvinefole: Grean of Songbind Non Ror Avegure: Stell Capth Pyr of Dakiv
Epoch 71 average loss = 0.604631614923
Generated names
[1UU] Creature, Eldrazi Wizard: Trallusted [WW] Creature, Human Knight: Chartid Bechrabrer [1R/GR/G] Creature, Vedalken Wizard: Jhoman Wingguard [1B] Creature, Human Soldier: Orimokan Skirmisper Wurens: Wrowth [1W] Enchantment, Aura: Hunterlory [Nonse Creature, Knight Wizard: Blindermage Stirate [B] Sorcery: Limging Boma's the Dants 10] Creature, Elf Scout: Oldbass Cof Drake [W] Creature, Human Monk: Crumberwork Cragoos
Epoch 72 average loss = 0.603430570841
Generated names
2BB] Enchantment: Geless W] Creature, Ogu: Scrutcherf GGUUtinthmant Creature, Shade: Anason Maw Lord : Slead Sliver 2W] Creature, Bird Hoar Soldier: Shride of Mine Consmage [Lonch Creature, Weild: Volfy [WW] Sorcery: Curse of the Abherty 6] Artifact Creature, Zombie Knight: Belvest Gruendog RGW] Creature, Human Knight: Prathlooms Onder [UUw] Instant: Fone the Blast
Epoch 73 average loss = 0.603412487149
Generated names
2U] Enchantment: Gibra's Conturemon Nons Artifact, Arcane: Temple of Race [RGW] Enchantment: Advage of the Intushions 3B] Creature, Vampire: Kreammenter Avanery: Pearldy War Minion [RR] Sorcery: Naka Swairg [B] Creature, Horror: Habserves [None Cneatment: Dambelec of Soul [2R/GW/R] Creature, Vampire Dright: Overthounds Domis [B] Enchantment, Aura: Munslic Prophet
Epoch 74 average loss = 0.599054792762
Generated names
Ins Gorlim: Holl Servaloven Jol/[3W] Enchantment: Pride Taze 3GG] Creature, Wolf: Domingloojhing 1WU] Creature, Kithkin Soldier: Heed Mongun SWrindan Anchantmert: Ceppossty Tramp Assicker Drape: Sungeer Hydra Non Artifact: Font of Irost Bencator 1WU] Instant: Sylvau Fiercy [R] Creature, Elemental: Amob Enthan Draid: Steeld Hydra
Epoch 75 average loss = 0.600006748915
Generated names
UUf Avetherlary: Sauths [W/RB/RB/BW/WW/U] Creature, Ateget: Clour Redgle Norn: Soul Vasse GB] Artifact: Extry Tanaur RoRe.[1W] Instant: Purbar Thomparce [12B] Creature, Trelleken Siak: Bowerinn Refkluse 1RR] Creature, Human Wizard: Wowlta Barrier Bug Enchantment, Aura: Meteral Wites Boren/Lact: Pirgeg Leg Cotstuary, Kizait Clerit Alver: Soul Bold Cursel
Epoch 76 average loss = 0.599981305242
Generated names
[Nons Ascihent: Plane from the Boom 1RW] Instant: Difility Brid Birgur Arcichant, Shrine: Callest Warchon GWiBUnchern: Encelfort Frownshot [Non Aschanmer Dream: Cau Night [3B] Creature, Phaetor Wizard: Tombig Witch Afent Ro] Creature, Gablin Sliver Avataur: Pyrimmage Ambiline 1R] Sorcery: Undermity [XB Wribalir Enchant: Conquithon Maroxon 1B] Creature, Elementan Warrior: Shaman of the Expant
Epoch 77 average loss = 0.598534389496
Generated names
[GW] Enchantment: Gese of Gustfuard Buned: Windbon Pits Braigounder [GG] Sorcery: Rune Rate 1BB] Creature, Zombie Rat: Ghashtle Witch Consh Lind Beast: Caturnanger Archining GU/RU/RU/R] Creature, Human Wizard: Bold-ypath Angel [U] Enchantment, Aura: Exm! [1U] Enchantment: Ermbual Formenter RR] Instant: Flood Bread [3BB] Creature, Vampire Dragon: Lightcage Tager
Epoch 78 average loss = 0.599545538187
Generated names
[3U] Creature, Specter: Mage Sadies [W] Creature, Human Cleric: Chesi-Boocus [G] Enchantment: Dominchet Gblirid Eldchand: Earthwing Elementalker [GGUU] Creature, Human Wizard: Gongroman of Lionfynce [1B/G] Instant: Gordet Consement Hunersery Creature, Gorgon: Avatar Yoolebled [Nons Ascyat: Claister Right Non Aschanther Aquchant: Clartseins Creatert [None: Forb
Epoch 79 average loss = 0.595319753528
Generated names
[GG] Instant: Murtipe [4B] Creature, Insect: Moons of Worr GG] Creature, Wurm: Windsuing Wurm [Nornd: Mistfort Mistformens [Nons Consrury: Ristadlack Non Aschanerer Creature, Construct: Aurath Manaricated Nons Awgart: Tattle Sontly XNond 2ons Arcyman: Dream of the Wake [1B] Creature, Faerie Wizard: Ake Ruber Scantycluli RRR] Worbr Enchantment: Wewet inses
Epoch 80 average loss = 0.596690346599
Generated names
3Go] Enhant, Equipment: Jaze Sphore GUrwinichant: Jheran the Grap [1B] Creature, Boar Warrior Assassint: Alline Ord 3RB] Creature, Beast: Minds Ogle [None Creature, Human Druid: Glash Bavokar [RW] Instant: Angelity GorB] Enchantment: Borve unescory [1UU] Enchant Creature, Lizard: Hearty Storm [GGb] Creature, Nyemination: Robelatte Decred [G] Creature, Elf Warrior: Flamemondors Kulf
Epoch 81 average loss = 0.59562702179
Generated names
1B] Creature, Vampire Warrior: Fire Haugrex [6G] Creature, Cat Insect: Arcubores Prashinator [Nonse Breats Asiats: Guardian's Canagia [1U] Creature, Spirit: Scrutted Guildmage Nond Soldar Soldded, Nox: Soldie Agent A] Soctary: Abandan Naw [G] Enchantment: Kiman's Incusins Non Insant: Mice Fine 1B] Instant: Savil Retical [RGWW] Planeswalker, SRaphin: No, Stronic Toman
Epoch 82 average loss = 0.596509945631
Generated names
[2B] Creature, Goblin Scout: Aba Redehint UUk Creature, Monkey Shaman: Tides Heavers 3W/Wor/BW/Wl/BW/B] Creature, Minigar: Kon of Gow [G] Creature, Troll: Treeper of Lands [1U] Creature, Antele: Caste Sneader 2WWB] Creature, Zombie Assass Ally: Vinissan Gater Non 2orc Articacy: Loft Monswoyon [1U] Enchantment, Aura: Corruign Non Non Ascacer: G.Offinder's Rectice [BB] Instant: Takes' Ritic
Epoch 83 average loss = 0.593622626662
Generated names
[GG] Enchantment: Void Riete [Nonen Land: Chorvstone Masters [UUf Creature, Spirit: Icofaclat Norn Human Avatur: Insigmentia Nons Constryat: Twinngield Misizant Const: Con Soldier 3BR] Sorcery: Scrum Umbra [GGWWW/B] Creature, Mingean: River of Karry [Nond: Consprack Wayse Flare Nons Creature, Vedalker Wall: Bloodracker
Epoch 84 average loss = 0.595790197492
Generated names
[1W] Artifact Creature, Construct: Sungrous Retall [1W] Instant: Scarssal Winder Emer 1W] Instant: Banomisa 1B] Creature, Human Wizard: Inkolomancer Gianzan [1UR] Enchantment, Aura: Uncassha's Reise GUU] Creature, Human Rogue: Kozzle Ovan Slessare [1WW] Creature, Cat Beast: Jegna to the Anicema [2B] Sorcery: Kam of the Wither Ro] Const, Trape: Jungero Fit 2G/WU/WB/G] Artifact Creature, Scorecr: Barral Grivement
Epoch 85 average loss = 0.593737454653
Generated names
Nons Snow Plane, Beetona: Groxcholken Myst [GUU] Sorcery: Pitch [Wr/AW/B] Creature, Zombie: Rotted Sage [None Mon Angelic: Emeracrating Vation [G/Wor/Pl/R] Legendary Creature, Vedalkene Pileru: Orizma, H Non Cretury: Olva the Waves WU ArtifLant, Arcane: Shadow [2B] Sorcery: Terring Sage RRRR] Instant: Spear Clanger [BGU] Enchantment, Aura: Seaching Sundess
Epoch 86 average loss = 0.591969185948
Generated names
[ Bo] Legendary Creature, Spirit: Krino Sider's Yuther ConfAryalk: Tain of the Stell Arkus [1W] Enchant Creature, Cram: Anouri, Jouresping Arcient [1B] Creature, Horror: Casismongeane 1BG] Sorcery: Inflighting Altivian Non Son Scolm: Twinx in Sieard 1U] Creature, Human Assassin: Grafthade Enferverger 00GGGWWo/B] Creature, Sliver: Skullsanger Spegnax GGUB] Creature, Eldrazi Drone: Yea Hedgerant 0G] Legendary Creature, Serper: Seleclaw Pazage
Epoch 87 average loss = 0.59213233757
Generated names
PlonerAnncerere, Runger Rogue: Gearra Goleph [UrtifLant: Klanous Queal GWri] Creature, Spirit: Trini Speckspercus Non Argifhert Creature, Thapossal: Dragon Dimerie [1B] Sorcery: Centry Hanful [3G/W] Creature, Elf Warrior: Jagus of the Voldine 1B] Creature, Human Monk: Tountlef Noncery: Jecrumabution [4G/Wor/R] Creature, Sliver: Valoricatt RR/WW] Creature, Cat Wall: Wilvizy
Epoch 88 average loss = 0.591444911122
Generated names
1B] Creature, Goblin Shaman: Asquisor [GUo] Enchantment, Aura: Treefolt [ Wore] Wrewanerwalf: Hungrant Spiratia Trereature, Elemental: Hieff 3Wor/R] Enchant: Gaty Squed Rismer 12UU] Instant: Ag Iro's Tomasped 1RW] Instant: Worclis's Talotity [1U] Instant: Spectery 1B] Creature, Human Wizard: Trigum Gargoyle Nons Cretare, Efere: Thornbolt Rialnem
Epoch 89 average loss = 0.588793554068
Generated names
[GWU] Instant: Fitishencle [Nons Bleash: Noggreewwirged Acophee [1UU] Sorcery: Manumage [1B] Creature, Human Warrior Ally: Stunger Commandaner [2G/WG/Wl/W] Instant: Rise [Nond : Shyed Seistnine 1W] Creature, Human Soldier: Gild-Claider Troeding [Nor Asstherer: Anyp, Massix Avape [1U] Creature, Human Robe Assassin: Tainty Suasass [6GW] Instant: Casermore
Epoch 90 average loss = 0.589367285252
Generated names
[Nonc Enchantment, Araper: Prisoyle! Tannad [GG] Enchantment, Aura: Blood Diamins [1B] Creature, Insect Warrior: Morting If Chamlerer [6BB] Creature, Human Archer: Cephari Grave [Wor/Pl/U] Sorcery: Palamal the Paze [Ur/Creature, Kavu: Hoskun Garm [GGo] Sorcery: Island [R] Creature, Goblin Horror: Thundler's Flamekin [2Ub] Instant: Elemental Blade [Nors Ascase: Nembus Revelist
Epoch 91 average loss = 0.590292188406
Generated names
RRR] Legend, Skour Frage [1UU] Enchantment: Angeking 1B/RB/GR/GR/G] Sorcery: Glice [2G/WU/U] Instant: Ungelacity [Wr/GW/UG/U] Creature, Moonfol Spellshaper: Worvessa Urbolak [GG] Creature, Slinerie: Shring Sliver [2U] Artifact: Toust of Prote [UUlik Land Mercape: Hunternit Witch 1RR] Creature, Human Rogue: Jolehkin Vampir [RGGW] Legendary Creature, Human Barbarian: Solad-Sipess Imm
Epoch 92 average loss = 0.58924845314
Generated names
[None 2orever Artificy: Pos's Death [2UU] Creature, Human Wizard: Serput Brutch [Nore Astarurird: Rack Captait [1U] Creature, Faerie Wizard: Dragon Chimeructor 1B] Creature, Drake: Hidering Dragon [2U/Bl/Uo] Legend, Pricon: Seren, Iron Revolous [GGWW] Creature, Elephant: Ormwadstock Elder 6Be] Creature, Goblin: Martoto of the Wiash Lone Clechaur Knight: Loremate Donser Borenw0RGgoancsporymen: Akkel Charge
Epoch 93 average loss = 0.589773417652
Generated names
[Norn Tymbraur: Insoch Promine [1B/GU/B] Sorcery, Arcane: Tepari Nons Snow Lehecquark, SlookpZNexty Stonker [GGUU/BW/B] Creature, Human Advisor: Zenoirn of Flows [Wr/P] Sorcery: Divige Groat [2B] Creature, Human Insisor: Keldon Conclaher 1UUk Clecure, Spirit Rogue: Sulcha Insusion 3o] Creature, Cyclops: Spraff of Maze [1G/GG/WU/W] Enchantment, Aura: Dusinn Guild Browth [Norn 2os Awrevan: Knolitestorm Avatar
Epoch 94 average loss = 0.58701618576
Generated names
[WWrors Cretiar Elyancercanter: Elviscic of Rakipe's Great [RGU] Creature, Human Archer: Hero Warrior [3W/W] Instant: Vumping Rawnfirit [2B] Enchantment, Aura: Consumatigy Versone [UUUnboldure: Pyrmand Ratility [3W/W] Creature, Cat Wizard: Vestant Sypeffinder G] Instant: Gate the Elerach [Woren Artifant: Evocy Fury [U-1Uw/P] Creature, Snake Shaman: Pekssauth Oppshavaer 3U] Creature, Faerie Wizard: Froostion Guardian
Epoch 95 average loss = 0.586384461284
Generated names
[3G/] Creature, Dragon: Lyplice Wylves [1WW] Creature, Foem Ape: Thoughtly Tidet [3R/GG/W] Creature, Spirit: Oake of Surgoth Entifact: Mourdseart of Scout [Wor] Enchantment: Lust 1R] Instant: Mind Extiroj [XGG] Creature, Elf Druid Warrior: Stone Shores [GWB] Enchantment: Command Oon BBBinAsthanth Creature, Warlior: Holtroan Lin-Leeblers [G] Creature, Giant: Blasmestroud Wib
Epoch 96 average loss = 0.585203267217
Generated names
[3G/WG/W] Creature, Human Werewolf: Eltarmage Wolf Warden Non Sn/Prritchant: Spowtade Vale [Norn 1ort Astard: Dompirian Extrace [W/WB/Wor/W] Creature, Insect: Avagandr Wurmshaira G] Instant: Nature of the Undian Scroper [1B] Creature, Human Wizard: Danien's Hoart [1WW] Creature, Fox Archer: Landlef Jander 12U Creature, Spirit Avatar: Espronic Benes Nons Clery: Darkwood Skullbeat 1B/G] Enchantment, Aura: Reween Evy
Epoch 97 average loss = 0.586426329851
Generated names
[XUU/U] Creature, Fish: Black Spital [1UU] Instant, Arcane: Chain of the Primisaon Mons Cleric: Silbingleaven GGU] Instant: Gorlds of the Ulves [UUk Elementare [1W] Sorcery: Banopeling Roly 1WB] Creature, Human Wizard: Selesmins Messogin 5rigierari Cletar Archant: Order of the Fait [ SB] Creature, Human Soldier: Avengler of the Wishing [1UUs Instant: Dunes of Cituali
Epoch 98 average loss = 0.58638361907
Generated names
GG] Creature, Human Truid: Myr Loader [Bor/Uf Creature, Gargula, Barbarian Fidd: Barden Ghoul Warl 1U] Enchantment, Aura: Hold Fresence Prenicor Shaperfolf: Bold Allith 1U] Enchantment, Aura: Pacrator [Urch Creature Pheent: Agent Guildgall Nord: Rold Clainsion [Nose: Nora Bond [T Creature, Elf: Furmblaft Wauns [6GG] Legendary Creature, Spirit: Gudguen Padasma
Epoch 99 average loss = 0.585926684022
Generated names
[ RR] Sorcery: Realhuart of Crumble [1U] Creature, Zombie: Treading Hunting [U/RW/W] Sorcery: Kami Garf [GGG] Legendary Creature, Shapeshifter: Kharnix of Rendine [1GG] Creature, Elk: Fismaba Mathy [B/G] Enchantment: Lutur Chard [Norn Mond: Del-Dresk Flame [Wr/Critant: Sold of Grayplicos [GG] Creature, Human Druid: Tep Backros Norn Aszass: Rality Intendamb
In [21]:
plt.plot(loss_history)
Out[21]:
[<matplotlib.lines.Line2D at 0x7fa184f5a7d0>]
In [ ]:
Content source: yandexdataschool/gumbel_lstm
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